{ "generated_at": "2026-07-16T13:55:22.089337+00:00", "version": "1.0", "summary": { "core_domains": 35, "extension_panels": 367, "problem_routes": 19, "desktop_projects": 54, "total_empirical_records": null, "c_thin_panels": 0 }, "core_domains": [ { "name": "Acoustics", "lean_domain": "material", "empirical_records": 485, "median_error_pct": 0.032277, "coverage_tier": "A_strong", "breadth_pct": 28.6, "subfields_touched": 2, "subfields_studied": 7, "breadth_note": "SMILES relay; thin on sonar, architectural acoustics", "labs": [ "smiles_lab" ] }, { "name": "Astronomy", "lean_domain": "astronomical", "empirical_records": 193, "median_error_pct": 0.0, "coverage_tier": "A_strong", "breadth_pct": 46.7, "subfields_touched": 7, "subfields_studied": 15, "breadth_note": "Gaia/SIMBAD/MAST/WDS; thin on radio VLBI", "labs": [ "cosmology_lambda_cdm", "cosmology_wave4", "cosmology_extended_lab", "cosmology_bubble_bleed_lab" ] }, { "name": "Astrophysics", "lean_domain": "astronomical", "empirical_records": 305, "median_error_pct": 0.0005610563516671626, "coverage_tier": "A_strong", "breadth_pct": 42.9, "subfields_touched": 6, "subfields_studied": 14, "breadth_note": "Stellar/galactic; thin on stellar evolution grids", "labs": [ "cosmology_wave4", "cosmology_extended_lab", "cosmology_higher_waves_lab", "cosmology_bubble_bleed_lab" ] }, { "name": "Atmospheric_Physics", "lean_domain": "energy", "empirical_records": 17414, "median_error_pct": 0.0, "coverage_tier": "A_strong", "breadth_pct": 40.0, "subfields_touched": 4, "subfields_studied": 10, "breadth_note": "Weather/climate; thin on aerosol microphysics", "labs": [ "weather_lab", "atmospheric_physics_gap_fill_lab" ] }, { "name": "Atomic_Physics", "lean_domain": "particle", "empirical_records": 116, "median_error_pct": 0.0009504134401228516, "coverage_tier": "A_strong", "breadth_pct": 37.5, "subfields_touched": 3, "subfields_studied": 8, "breadth_note": "CODATA + periodic table; thin on Rydberg molecules, laser cooling", "labs": [ "smiles_lab", "nist_atomic_lab" ] }, { "name": "Biochemistry", "lean_domain": "medical", "empirical_records": 166, "median_error_pct": 0.01920113857308633, "coverage_tier": "A_strong", "breadth_pct": 41.7, "subfields_touched": 5, "subfields_studied": 12, "breadth_note": "PDB/ChEMBL/ClinicalTrials; thin on metabolomics", "labs": [ "smiles_lab", "neurolab_bio" ] }, { "name": "Biology", "lean_domain": "biological", "empirical_records": 67, "median_error_pct": 0.0, "coverage_tier": "B_verified", "breadth_pct": 50.0, "subfields_touched": 10, "subfields_studied": 20, "breadth_note": "UniProt/GBIF/NCBI + developmental/structural/genomics depth panel", "labs": [ "evolution_lab", "cellular_lab", "neurolab_bio" ] }, { "name": "Chemistry", "lean_domain": "electron", "empirical_records": 99, "median_error_pct": 0.005707, "coverage_tier": "B_verified", "breadth_pct": 40.0, "subfields_touched": 6, "subfields_studied": 15, "breadth_note": "PubChem/CRC; thin on organometallic, solid-state synth", "labs": [ "smiles_lab" ] }, { "name": "Condensed_Matter", "lean_domain": "material", "empirical_records": 1169, "median_error_pct": 0.030603154577296784, "coverage_tier": "A_strong", "breadth_pct": 35.7, "subfields_touched": 5, "subfields_studied": 14, "breadth_note": "Superconductivity Tc depth \u2014 literature + breakthrough + quantum materials", "labs": [ "smiles_lab", "species_catalog" ] }, { "name": "Cosmology", "lean_domain": "cosmological", "empirical_records": 347, "median_error_pct": 0.0007354204043789445, "coverage_tier": "A_strong", "breadth_pct": 58.3, "subfields_touched": 7, "subfields_studied": 12, "breadth_note": "CMB/bubble-bleed/H0; thin on BAO full survey ingest", "labs": [ "cosmology_lambda_cdm", "cosmology_extended_lab", "cosmology_higher_waves_lab", "cosmology_bubble_bleed_lab" ] }, { "name": "Ecology", "lean_domain": "biological", "empirical_records": 654, "median_error_pct": 0.017789000308163706, "coverage_tier": "A_strong", "breadth_pct": 41.7, "subfields_touched": 5, "subfields_studied": 12, "breadth_note": "GBIF/iNaturalist; thin on food-web, population dynamics", "labs": [ "gbif_ecology_lab", "evolution_lab" ] }, { "name": "Economics", "lean_domain": "consciousness", "empirical_records": 167, "median_error_pct": 0.12920090413714938, "coverage_tier": "A_strong", "breadth_pct": 40.0, "subfields_touched": 4, "subfields_studied": 10, "breadth_note": "World Bank/Crossref; thin on macro VAR, trade gravity", "labs": [ "world_bank_economics_lab", "linguistics_lab" ] }, { "name": "Electromagnetism", "lean_domain": "electron", "empirical_records": 271912, "median_error_pct": 0.0, "coverage_tier": "A_strong", "breadth_pct": 44.4, "subfields_touched": 4, "subfields_studied": 9, "breadth_note": "GOES x-ray, geomagnetism; thin on antenna theory, plasmonics", "labs": [ "smiles_lab", "geomagnetism_lab", "space_weather_lab" ] }, { "name": "Fluid_Dynamics", "lean_domain": "energy", "empirical_records": 56, "median_error_pct": 0.0, "coverage_tier": "B_verified", "breadth_pct": 40.0, "subfields_touched": 4, "subfields_studied": 10, "breadth_note": "Fluid spacetime + HVAC; thin on turbulence DNS", "labs": [ "fluid_dynamics_lab", "trinary_fluid_computer" ] }, { "name": "Geophysics", "lean_domain": "energy", "empirical_records": 547, "median_error_pct": 0.0, "coverage_tier": "A_strong", "breadth_pct": 45.5, "subfields_touched": 5, "subfields_studied": 11, "breadth_note": "USGS/seismology/grace; thin on magnetotellurics", "labs": [ "weather_lab", "tectonics_lab", "geomagnetism_lab" ] }, { "name": "High_Energy_Physics", "lean_domain": "higgs", "empirical_records": 151, "median_error_pct": 0.003557172593200954, "coverage_tier": "A_strong", "breadth_pct": 55.6, "subfields_touched": 5, "subfields_studied": 9, "breadth_note": "CERN/GWOSC/Higgs; thin on B-physics, jet substructure", "labs": [ "higgs_branching_lab", "higgs_mass_lab", "cosmology_higher_waves_lab" ] }, { "name": "Materials_Science", "lean_domain": "material", "empirical_records": 1169, "median_error_pct": 0.030603154577296784, "coverage_tier": "A_strong", "breadth_pct": 64.3, "subfields_touched": 9, "subfields_studied": 14, "breadth_note": "Materials Project + creep/fracture/mechanical depth panel", "labs": [ "smiles_lab", "species_catalog" ] }, { "name": "Meteorology", "lean_domain": "energy", "empirical_records": 17414, "median_error_pct": 0.0, "coverage_tier": "A_strong", "breadth_pct": 50.0, "subfields_touched": 5, "subfields_studied": 10, "breadth_note": "Open-Meteo/NDBC; thin on NWP ensemble verification", "labs": [ "weather_lab", "meteorology_gap_fill_lab" ] }, { "name": "Molecular_Chemistry", "lean_domain": "chemical", "empirical_records": 608, "median_error_pct": 0.028389499999999998, "coverage_tier": "A_strong", "breadth_pct": 50.0, "subfields_touched": 4, "subfields_studied": 8, "breadth_note": "SMILES/PDB; thin on conformer ensembles", "labs": [ "smiles_lab" ] }, { "name": "Neuroscience", "lean_domain": "neural", "empirical_records": 41, "median_error_pct": 0.013382765569350981, "coverage_tier": "B_verified", "breadth_pct": 46.7, "subfields_touched": 7, "subfields_studied": 15, "breadth_note": "Connectomics depth panel \u2014 neuron cohort strata + catalog coverage + OpenNeuro", "labs": [ "smiles_lab", "neuron_cohort_lab" ] }, { "name": "Nuclear_Physics", "lean_domain": "nuclear", "empirical_records": 79, "median_error_pct": 0.0073571309514874035, "coverage_tier": "B_verified", "breadth_pct": 40.0, "subfields_touched": 4, "subfields_studied": 10, "breadth_note": "OSTI/HEP; thin on cross-section databases", "labs": [ "smiles_lab", "blackhole_thesis" ] }, { "name": "Oceanography", "lean_domain": "energy", "empirical_records": 112, "median_error_pct": 0.0, "coverage_tier": "A_strong", "breadth_pct": 45.5, "subfields_touched": 5, "subfields_studied": 11, "breadth_note": "NOAA tides/NDBC; thin on ARGO float profiles", "labs": [ "noaa_oceanography_lab", "weather_lab" ] }, { "name": "Optics", "lean_domain": "material", "empirical_records": 485, "median_error_pct": 0.032277, "coverage_tier": "A_strong", "breadth_pct": 44.4, "subfields_touched": 4, "subfields_studied": 9, "breadth_note": "Interferometry depth \u2014 LIGO/JWST reference + MAST em wavelengths", "labs": [ "smiles_lab" ] }, { "name": "Particle_Astrophysics", "lean_domain": "cmb", "empirical_records": 192, "median_error_pct": 0.004643710259500975, "coverage_tier": "A_strong", "breadth_pct": 50.0, "subfields_touched": 5, "subfields_studied": 10, "breadth_note": "GWOSC/UAP; thin on cosmic-ray spectrum", "labs": [ "cosmology_wave4", "cosmology_extended_lab", "cosmology_higher_waves_lab" ] }, { "name": "Particle_Physics", "lean_domain": "particle", "empirical_records": 98, "median_error_pct": 0.0023222644988432507, "coverage_tier": "B_verified", "breadth_pct": 33.3, "subfields_touched": 4, "subfields_studied": 12, "breadth_note": "PDG/Higgs/CERN; thin on neutrino oscillation, lattice QCD", "labs": [ "particle_physics_lab" ] }, { "name": "Physical_Chemistry", "lean_domain": "chemical", "empirical_records": 608, "median_error_pct": 0.028389499999999998, "coverage_tier": "A_strong", "breadth_pct": 40.0, "subfields_touched": 4, "subfields_studied": 10, "breadth_note": "PubChem thermochem; thin on kinetics, surface chem", "labs": [ "smiles_lab" ] }, { "name": "Planetary_Science", "lean_domain": "galactic", "empirical_records": 50, "median_error_pct": 0.021477424424138976, "coverage_tier": "B_verified", "breadth_pct": 50.0, "subfields_touched": 6, "subfields_studied": 12, "breadth_note": "Exoplanet/JPL NEO/Horizons; thin on regolith, atm chemistry", "labs": [ "cosmology_wave4", "cosmology_extended_lab" ] }, { "name": "Psychology", "lean_domain": "consciousness", "empirical_records": 170, "median_error_pct": 0.03150616921194593, "coverage_tier": "A_strong", "breadth_pct": 58.3, "subfields_touched": 7, "subfields_studied": 12, "breadth_note": "OpenAlex/citations + psychometrics/RCT/cognition depth panel", "labs": [ "openalex_psychology_lab", "linguistics_lab" ] }, { "name": "Quantum_Computing", "lean_domain": "ai", "empirical_records": 180, "median_error_pct": 0.0002953462072651492, "coverage_tier": "A_strong", "breadth_pct": 75.0, "subfields_touched": 6, "subfields_studied": 8, "breadth_note": "Math-first QC depth \u2014 gate fidelity, error correction, formal rules; physical QC verifies", "labs": [ "quantum_computing_lab", "trinary_os" ] }, { "name": "Quantum_Gravity", "lean_domain": "blackhole", "empirical_records": 141, "median_error_pct": 0.0, "coverage_tier": "A_strong", "breadth_pct": 33.3, "subfields_touched": 2, "subfields_studied": 6, "breadth_note": "Scaffold/crosswalk; thin on LQG observables", "labs": [ "blackhole_thesis", "cosmology_bubble_bleed_lab" ] }, { "name": "Quantum_Mechanics", "lean_domain": "quantum", "empirical_records": 74, "median_error_pct": 0.0009504134401252401, "coverage_tier": "B_verified", "breadth_pct": 70.0, "subfields_touched": 7, "subfields_studied": 10, "breadth_note": "NIST constants + entanglement/decoherence/measurement depth panel", "labs": [ "smiles_lab", "nist_quantum_lab" ] }, { "name": "Quantum_Optics", "lean_domain": "quantum", "empirical_records": 74, "median_error_pct": 0.0009504134401252401, "coverage_tier": "B_verified", "breadth_pct": 28.6, "subfields_touched": 2, "subfields_studied": 7, "breadth_note": "Cross-domain; thin on squeezed light, cavity QED", "labs": [ "smiles_lab", "nist_quantum_lab" ] }, { "name": "Seismology", "lean_domain": "energy", "empirical_records": 1000, "median_error_pct": 0.0, "coverage_tier": "A_strong", "breadth_pct": 62.5, "subfields_touched": 5, "subfields_studied": 8, "breadth_note": "USGS deep catalog; thin on full moment-tensor relay", "labs": [ "seismology_lab", "tectonics_lab" ] }, { "name": "Sociology", "lean_domain": "consciousness", "empirical_records": 410, "median_error_pct": 0.019504399572474972, "coverage_tier": "A_strong", "breadth_pct": 30.0, "subfields_touched": 3, "subfields_studied": 10, "breadth_note": "UAP years/registry; thin on survey panels, networks", "labs": [ "openalex_sociology_lab", "world_bank_sociology_lab", "linguistics_lab" ] }, { "name": "Thermodynamics", "lean_domain": "energy", "empirical_records": 89, "median_error_pct": 0.02214701353860092, "coverage_tier": "B_verified", "breadth_pct": 50.0, "subfields_touched": 4, "subfields_studied": 8, "breadth_note": "Fuel/NIST; thin on non-equilibrium, phase diagrams", "labs": [ "fuel_lab" ] } ], "extension_panels": [ { "panel": "AI_Galactic_Orbital_Bridge", "tier": 48, "routes_to_core": "Computer_Science", "record_count": 48, "median_error_pct": 0.005168558627177688, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.AIGalacticOrbitalBridgePriors", "maps_to_lean": [ "ai", "galactic" ], "tags": [ "galactic", "orbital", "bridge" ], "download_bundle": { "benchmark_data": "data/ai_galactic_orbital_bridge_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_m_toe_unity_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.AIGalacticOrbitalBridgePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/ai_galactic_orbital_bridge_benchmark.json", "domain": "AI_Galactic_Orbital_Bridge", "record_count": 48, "pooled_median_error_pct": 0.005168558627177688, "generated_at": "2026-07-11T15:14:43.637975+00:00", "maps_to_lean": [ "ai", "galactic" ], "D_eff": 16, "sources": [ "extension_domains_manifest", "domain_coupling_simulation_benchmark.json" ], "sota_models": [ "Tag overlap correlation only" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_orbital_bridge_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_m_toe_unity_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel AI_Galactic_Orbital_Bridge" } }, { "panel": "Acoustic_Resonance_Materials", "tier": 47, "routes_to_core": "Materials_Science", "record_count": 29, "median_error_pct": 0.008381497018411083, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.AcousticResonanceMaterialsPriors", "maps_to_lean": [ "particle", "material", "energy", "acoustical" ], "tags": [ "acoustic", "resonance", "materials" ], "download_bundle": { "benchmark_data": "data/acoustic_resonance_materials_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_l_orbital_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.AcousticResonanceMaterialsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/acoustic_resonance_materials_benchmark.json", "domain": "Acoustic_Resonance_Materials", "record_count": 29, "pooled_median_error_pct": 0.008381497018411083, "generated_at": "2026-07-11T16:12:57.736646+00:00", "maps_to_lean": [ "particle", "material", "energy", "acoustical" ], "D_eff": 15, "sources": [ "fsot_species_catalog.json", "architecture_building_science_gap_fill_benchmark.json" ], "sota_models": [ "Empirical impedance tables", "ASHRAE acoustical surrogates" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_acoustic_impedance_vs_baseline": true, "channel_building_aero_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_l_orbital_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Acoustic_Resonance_Materials" } }, { "panel": "Actuarial_Science_Panel", "tier": 82, "routes_to_core": "Psychology", "record_count": 60, "median_error_pct": 0.02261, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ActuarialSciencePriors", "maps_to_lean": [ "economic", "consciousness" ], "tags": [ "actuarial", "science", "panel" ], "download_bundle": { "benchmark_data": "data/actuarial_science_panel_benchmark.json", "ingest_script": "scripts/ingest_tier82_scientific_expansion.py", "build_script": "scripts/build_tier82_scientific_expansion_benchmarks.py", "manifest": "data/tier82_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ActuarialSciencePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/actuarial_science_panel_benchmark.json", "domain": "Actuarial_Science_Panel", "record_count": 60, "pooled_median_error_pct": 0.02261, "generated_at": "2026-07-12T14:06:49.204984+00:00", "maps_to_lean": [ "economic", "consciousness" ], "D_eff": 20, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\live_cache\\actuarial_cache.json", "SSA OACT life tables" ], "sota_models": [ "SSA mortality tables" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier82_scientific_expansion.py --deep", "build": "python scripts/build_tier82_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Actuarial_Science_Panel" } }, { "panel": "Adjacent_Rung_Coupling", "tier": 49, "routes_to_core": "Biochemistry", "record_count": 36, "median_error_pct": 0.020098237848404983, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.AdjacentRungCouplingPriors", "maps_to_lean": [ "particle", "medical", "galactic", "cosmological" ], "tags": [ "adjacent", "rung", "coupling" ], "download_bundle": { "benchmark_data": "data/adjacent_rung_coupling_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_n_compactification_ladder_benchmarks.py", "manifest": "data/compactification_ladder_manifest.yaml", "lean_module": "FSOT.Formal.AdjacentRungCouplingPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/adjacent_rung_coupling_benchmark.json", "domain": "Adjacent_Rung_Coupling", "record_count": 36, "pooled_median_error_pct": 0.020098237848404983, "generated_at": "2026-07-11T15:14:52.273436+00:00", "maps_to_lean": [ "particle", "medical", "galactic", "cosmological" ], "D_eff": 17, "sources": [ "compactification_ladder_manifest.yaml" ], "sota_models": [ "Non-adjacent scale mixing" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_adjacent_rungs_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_n_compactification_ladder_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Adjacent_Rung_Coupling" } }, { "panel": "Adversarial_Fractal_Break_Tests", "tier": 46, "routes_to_core": "Computer_Science", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.AdversarialFractalBreakPriors", "maps_to_lean": [ "ai", "biological", "medical" ], "tags": [ "adversarial", "fractal", "break", "tests" ], "download_bundle": { "benchmark_data": "data/adversarial_fractal_break_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_k_toe_gap_closure_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.AdversarialFractalBreakPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/adversarial_fractal_break_benchmark.json", "domain": "Adversarial_Fractal_Break_Tests", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:24:54.157317+00:00", "maps_to_lean": [ "ai", "biological", "medical" ], "D_eff": 17, "sources": [ "github_oss_adversarial_manifest.yaml", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_k_toe_gap_closure_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Adversarial_Fractal_Break_Tests" } }, { "panel": "Agriculture_Agroecology", "tier": 34, "routes_to_core": "Biology", "record_count": 276, "median_error_pct": 0.018019024892929635, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.AgricultureAgroecologyGapFillPriors", "maps_to_lean": [ "biological", "energy" ], "tags": [ "agriculture", "agroecology" ], "download_bundle": { "benchmark_data": "data/agriculture_agroecology_gap_fill_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.AgricultureAgroecologyGapFillPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/agriculture_agroecology_gap_fill_benchmark.json", "domain": "Agriculture_Agroecology", "record_count": 276, "pooled_median_error_pct": 0.018019024892929635, "generated_at": "2026-07-11T15:13:15.308532+00:00", "maps_to_lean": [ "biological", "energy" ], "D_eff": 16, "sources": [ "GBIF", "World_Bank_agriculture" ], "sota_models": [ "Agroecology field surveys" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_agroecology_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Agriculture_Agroecology" } }, { "panel": "Alternate_Base_Mathematics_Explorer_Panel", "tier": 92, "routes_to_core": "Pure_Mathematics", "record_count": 56, "median_error_pct": 0.009504, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.AlternateBaseMathematicsExplorerPanelPriors", "maps_to_lean": [ "mathematical", "ai", "particle" ], "tags": [ "alternate", "base", "mathematics", "explorer", "panel" ], "download_bundle": { "benchmark_data": "data/alternate_base_mathematics_explorer_panel_benchmark.json", "ingest_script": "scripts/ingest_tier92_alternate_base_mathematics.py", "build_script": "scripts/build_tier92_alternate_base_mathematics_benchmarks.py", "manifest": "data/tier92_alternate_base_mathematics_manifest.yaml", "lean_module": "FSOT.Formal.AlternateBaseMathematicsExplorerPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/alternate_base_mathematics_explorer_panel_benchmark.json", "domain": "Alternate_Base_Mathematics_Explorer_Panel", "record_count": 56, "pooled_median_error_pct": 0.009504, "generated_at": "2026-07-12T17:36:24.767137+00:00", "maps_to_lean": [ "mathematical", "ai", "particle" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\data\\foundational_ontology_axioms.yaml", "tier92_base_analysis_cache.json" ], "sota_models": [ "Decimal-only without base-comparative absence-marker analysis" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_alternate_base_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier92_alternate_base_mathematics.py --deep", "build": "python scripts/build_tier92_alternate_base_mathematics_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Alternate_Base_Mathematics_Explorer_Panel" } }, { "panel": "Alternate_Base_Mathematics_Spine", "tier": 92, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.004184779870129773, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.AlternateBaseMathematicsSpinePriors", "maps_to_lean": [ "mathematical", "ai", "consciousness" ], "tags": [ "alternate", "base", "mathematics", "spine" ], "download_bundle": { "benchmark_data": "data/alternate_base_mathematics_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier92_alternate_base_mathematics_benchmarks.py", "manifest": "data/tier92_alternate_base_mathematics_manifest.yaml", "lean_module": "FSOT.Formal.AlternateBaseMathematicsSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/alternate_base_mathematics_spine_benchmark.json", "domain": "Alternate_Base_Mathematics_Spine", "record_count": 24, "pooled_median_error_pct": 0.004184779870129773, "generated_at": "2026-07-12T17:36:29.109380+00:00", "maps_to_lean": [ "mathematical", "ai", "consciousness" ], "D_eff": 18, "sources": [ "tier92_alternate_base_panels", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier92_alternate_base_mathematics_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Alternate_Base_Mathematics_Spine" } }, { "panel": "Anthropology", "tier": 35, "routes_to_core": "Psychology", "record_count": 160, "median_error_pct": 0.019504399572476606, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.AnthropologyExtensionPriors", "maps_to_lean": [ "consciousness", "biological" ], "tags": [ "anthropology" ], "download_bundle": { "benchmark_data": "data/anthropology_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_d_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.AnthropologyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/anthropology_extension_benchmark.json", "domain": "Anthropology", "record_count": 160, "pooled_median_error_pct": 0.019504399572476606, "generated_at": "2026-07-11T15:13:14.138147+00:00", "maps_to_lean": [ "consciousness", "biological" ], "D_eff": 17, "sources": [ "OpenAlex", "linguistics_lab" ], "sota_models": [ "Ethnographic coding baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_cultural_corpus_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_d_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Anthropology" } }, { "panel": "Architecture_Building_Science", "tier": 34, "routes_to_core": "Thermodynamics", "record_count": 43, "median_error_pct": 0.07869745016115058, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ArchitectureBuildingScienceGapFillPriors", "maps_to_lean": [ "energy", "material", "acoustical" ], "tags": [ "architecture", "building", "science" ], "download_bundle": { "benchmark_data": "data/architecture_building_science_gap_fill_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ArchitectureBuildingScienceGapFillPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/architecture_building_science_gap_fill_benchmark.json", "domain": "Architecture_Building_Science", "record_count": 43, "pooled_median_error_pct": 0.07869745016115058, "generated_at": "2026-07-11T15:13:15.395341+00:00", "maps_to_lean": [ "energy", "material", "acoustical" ], "D_eff": 16, "sources": [ "ASHRAE_HVAC", "climate_observed", "weather_observed" ], "sota_models": [ "ASHRAE 90.1 energy models", "Building envelope CFD surrogates" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_hvac_thermal_vs_baseline": true, "channel_envelope_climate_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Architecture_Building_Science" } }, { "panel": "Arxiv_Brain_Knowledge_Panel", "tier": 88, "routes_to_core": "Neuroscience", "record_count": 20, "median_error_pct": 0.018003, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ArxivBrainKnowledgePanelPriors", "maps_to_lean": [ "neural", "ai", "consciousness" ], "tags": [ "arxiv", "brain", "knowledge", "panel" ], "download_bundle": { "benchmark_data": "data/arxiv_brain_knowledge_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.ArxivBrainKnowledgePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/arxiv_brain_knowledge_panel_benchmark.json", "domain": "Arxiv_Brain_Knowledge_Panel", "record_count": 20, "pooled_median_error_pct": 0.018003, "generated_at": "2026-07-15T16:12:36.237248+00:00", "maps_to_lean": [ "neural", "ai", "consciousness" ], "D_eff": 16, "sources": [ "vendor\\application_wiring\\tier88_cache\\arxiv_brain_cache.json", "desktop_knowledge_brain" ], "sota_models": [ "ArXiv integrated knowledge brain" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Arxiv_Brain_Knowledge_Panel" } }, { "panel": "Arxiv_Gravitational_Waves_Panel", "tier": 84, "routes_to_core": "Astronomy", "record_count": 60, "median_error_pct": 0.01748, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ArxivGravitationalWavesPanelPriors", "maps_to_lean": [ "particle", "astronomical" ], "tags": [ "arxiv", "gravitational", "waves", "panel" ], "download_bundle": { "benchmark_data": "data/arxiv_gravitational_waves_panel_benchmark.json", "ingest_script": "scripts/ingest_tier84_scientific_expansion.py", "build_script": "scripts/build_tier84_scientific_expansion_benchmarks.py", "manifest": "data/tier84_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ArxivGravitationalWavesPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/arxiv_gravitational_waves_panel_benchmark.json", "domain": "Arxiv_Gravitational_Waves_Panel", "record_count": 60, "pooled_median_error_pct": 0.01748, "generated_at": "2026-07-12T16:20:14.795961+00:00", "maps_to_lean": [ "particle", "astronomical" ], "D_eff": 21, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier84_cache\\arxiv_gw_cache.json", "arXiv gr-qc" ], "sota_models": [ "GW theory preprint metadata" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier84_scientific_expansion.py --deep", "build": "python scripts/build_tier84_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Arxiv_Gravitational_Waves_Panel" } }, { "panel": "Arxiv_Primitives_Panel", "tier": 88, "routes_to_core": "Psychology", "record_count": 22, "median_error_pct": 0.031506, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ArxivPrimitivesPanelPriors", "maps_to_lean": [ "consciousness", "neural", "ai" ], "tags": [ "arxiv", "primitives", "panel" ], "download_bundle": { "benchmark_data": "data/arxiv_primitives_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.ArxivPrimitivesPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/arxiv_primitives_panel_benchmark.json", "domain": "Arxiv_Primitives_Panel", "record_count": 22, "pooled_median_error_pct": 0.031506, "generated_at": "2026-07-15T16:12:36.253343+00:00", "maps_to_lean": [ "consciousness", "neural", "ai" ], "D_eff": 15, "sources": [ "vendor\\application_wiring\\tier88_cache\\arxiv_primitives_cache.json", "desktop_arxiv_primitives" ], "sota_models": [ "V14 arXiv cognitive primitives loop" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Arxiv_Primitives_Panel" } }, { "panel": "Arxiv_Primitives_V14", "tier": 34, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ArxivPrimitivesV14Priors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "arxiv", "primitives", "v14" ], "download_bundle": { "benchmark_data": "data/arxiv_primitives_v14_benchmark.json", "ingest_script": null, "build_script": "scripts/build_arxiv_primitives_v14_benchmark.py", "manifest": "data/arxiv_primitives_v14_manifest.yaml", "lean_module": "FSOT.Formal.ArxivPrimitivesV14Priors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/arxiv_primitives_v14_benchmark.json", "domain": "Arxiv_Primitives_V14", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-15T05:07:25.050616+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/arxiv_primitives/v14_run_summary.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_arxiv_primitives_v14_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Arxiv_Primitives_V14" } }, { "panel": "Astrophysical_Structure_Crosswalk", "tier": 52, "routes_to_core": "Astronomy", "record_count": 32, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.AstrophysicalStructureCrosswalkPriors", "maps_to_lean": [ "astronomical", "galactic", "particle" ], "tags": [ "astrophysical", "structure", "crosswalk" ], "download_bundle": { "benchmark_data": "data/astrophysical_structure_crosswalk_benchmark.json", "ingest_script": null, "build_script": "scripts/build_astrophysical_structure_crosswalk_benchmark.py", "manifest": "data/astrophysical_structure_manifest.yaml", "lean_module": "FSOT.Formal.AstrophysicalStructureCrosswalkPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/astrophysical_structure_crosswalk_benchmark.json", "domain": "Astrophysical_Structure_Crosswalk", "record_count": 32, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:12:07.100489+00:00", "maps_to_lean": [ "astronomical", "galactic", "particle" ], "D_eff": 18, "sources": [ "vendor/stellar_structures/public_multiplicity_catalog.json", "crosswalk_panels" ], "sota_models": [], "beats_sota": { "pooled_vs_domain_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_astrophysical_structure_crosswalk_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Astrophysical_Structure_Crosswalk" } }, { "panel": "Bibliography_Corpus_Panel", "tier": 88, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.03801653760497401, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.BibliographyCorpusPanelPriors", "maps_to_lean": [ "mathematical", "particle" ], "tags": [ "bibliography", "corpus", "panel" ], "download_bundle": { "benchmark_data": "data/bibliography_corpus_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.BibliographyCorpusPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/bibliography_corpus_panel_benchmark.json", "domain": "Bibliography_Corpus_Panel", "record_count": 8, "pooled_median_error_pct": 0.013294, "generated_at": "2026-07-15T16:12:36.223230+00:00", "maps_to_lean": [ "mathematical", "particle" ], "D_eff": 12, "sources": [ "vendor\\application_wiring\\tier88_cache\\bibliography_corpus_cache.json", "desktop_bibliography" ], "sota_models": [ "FSOT axiomatic bibliography corpus" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Bibliography_Corpus_Panel" } }, { "panel": "Bibliography_Lean_Corpus", "tier": 37, "routes_to_core": "Pure_Mathematics", "record_count": 21, "median_error_pct": 0.020055, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.BibliographyLeanCorpusPriors", "maps_to_lean": [ "particle", "mathematical" ], "tags": [ "bibliography", "lean", "corpus" ], "download_bundle": { "benchmark_data": "data/bibliography_lean_corpus_benchmark.json", "ingest_script": null, "build_script": "scripts/build_bibliography_lean_corpus_benchmark.py", "manifest": "data/bibliography_lean_corpus_manifest.yaml", "lean_module": "FSOT.Formal.BibliographyLeanCorpusPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/bibliography_lean_corpus_benchmark.json", "domain": "Bibliography_Lean_Corpus", "record_count": 21, "pooled_median_error_pct": 0.020055, "generated_at": "2026-07-15T05:07:33.548352+00:00", "maps_to_lean": [ "particle", "mathematical" ], "D_eff": 13, "sources": [ "vendor/bibliography_corpus/bibliography_summary.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_bibliography_lean_corpus_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Bibliography_Lean_Corpus" } }, { "panel": "Binary_Decoder_Panel", "tier": 88, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.013342, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.BinaryDecoderPanelPriors", "maps_to_lean": [ "consciousness", "ai" ], "tags": [ "binary", "decoder", "panel" ], "download_bundle": { "benchmark_data": "data/binary_decoder_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.BinaryDecoderPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/binary_decoder_panel_benchmark.json", "domain": "Binary_Decoder_Panel", "record_count": 8, "pooled_median_error_pct": 0.008488, "generated_at": "2026-07-15T16:12:36.223230+00:00", "maps_to_lean": [ "consciousness", "ai" ], "D_eff": 13, "sources": [ "vendor\\application_wiring\\tier88_cache\\binary_decoder_cache.json", "desktop_binary_decoder" ], "sota_models": [ "Rendlesham page-14 binary trace decoder" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Binary_Decoder_Panel" } }, { "panel": "Binary_Decoder_Rendlesham", "tier": 35, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.004504756223217969, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.BinaryDecoderRendleshamPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "binary", "decoder", "rendlesham" ], "download_bundle": { "benchmark_data": "data/binary_decoder_rendlesham_benchmark.json", "ingest_script": null, "build_script": "scripts/build_binary_decoder_rendlesham_benchmark.py", "manifest": "data/binary_decoder_rendlesham_manifest.yaml", "lean_module": "FSOT.Formal.BinaryDecoderRendleshamPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/binary_decoder_rendlesham_benchmark.json", "domain": "Binary_Decoder_Rendlesham", "record_count": 24, "pooled_median_error_pct": 0.004504756223217969, "generated_at": "2026-07-15T05:07:27.963670+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/binary_decoder/rendlesham_page14_trace.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_binary_decoder_rendlesham_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Binary_Decoder_Rendlesham" } }, { "panel": "Biological_CUDA_Physarum", "tier": 34, "routes_to_core": "Biology", "record_count": 35, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.BiologicalCudaPhysarumPriors", "maps_to_lean": [ "biological", "medical", "neural" ], "tags": [ "biological", "cuda", "physarum" ], "download_bundle": { "benchmark_data": "data/biological_cuda_physarum_benchmark.json", "ingest_script": null, "build_script": "scripts/build_biological_cuda_physarum_benchmark.py", "manifest": "data/biological_cuda_physarum_manifest.yaml", "lean_module": "FSOT.Formal.BiologicalCudaPhysarumPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/biological_cuda_physarum_benchmark.json", "domain": null, "record_count": 35, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:09.099355+00:00", "maps_to_lean": [ "biological", "medical", "neural" ], "D_eff": 22, "sources": [ "vendor/physarum/genome_data/cuda_benchmark_results.json", "vendor/physarum/physarum_v5_states.json", "vendor/physarum/genome_data/genomics_slime_mold_refined.json", "vendor/physarum/genome_data/physarum_codon_weights.json" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_biological_cuda_physarum_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Biological_CUDA_Physarum" } }, { "panel": "Biology_Developmental_Structural_Depth_Panel", "tier": 87, "routes_to_core": "Biology", "record_count": 26, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.BiologyDevelopmentalStructuralDepthPanelPriors", "maps_to_lean": [ "biological", "medical", "neural" ], "tags": [ "biology", "developmental", "structural", "depth", "panel" ], "download_bundle": { "benchmark_data": "data/biology_developmental_structural_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.BiologyDevelopmentalStructuralDepthPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/biology_developmental_structural_depth_panel_benchmark.json", "domain": "Biology_Developmental_Structural_Depth_Panel", "record_count": 26, "pooled_median_error_pct": 0.022236, "generated_at": "2026-07-15T05:29:19.068469+00:00", "maps_to_lean": [ "biological", "medical", "neural" ], "D_eff": 17, "sources": [ "I:\\FSOT-Physical-Archive\\03_FSOT-PublicData\\tier87_scientific_expansion\\biology_developmental_structural_cache.json", "developmental_structural_biology_literature_anchors" ], "sota_models": [ "Developmental + structural biology literature anchors" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier87_scientific_expansion.py --deep", "build": "python scripts/build_tier87_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Biology_Developmental_Structural_Depth_Panel" } }, { "panel": "Biophysics_Public_Panel", "tier": 64, "routes_to_core": "Biology", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.BiophysicsPublicPanelPriors", "maps_to_lean": [ "biological", "medical", "neural" ], "tags": [ "biophysics", "public", "panel" ], "download_bundle": { "benchmark_data": "data/biophysics_public_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier64_neurolab_gaps_benchmarks.py", "manifest": "data/tier64_neurolab_gaps_manifest.yaml", "lean_module": "FSOT.Formal.BiophysicsPublicPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/biophysics_public_panel_benchmark.json", "domain": "Biophysics_Public_Panel", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:08.377425+00:00", "maps_to_lean": [ "biological", "medical", "neural" ], "D_eff": 12, "sources": [ "vendor/fsot_compute.py\\vendor\\neurolab_gaps\\biophysics_public_anchors.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier64_neurolab_gaps_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Biophysics_Public_Panel" } }, { "panel": "BlackHole_WhiteHole_Cycle_Live_Panel", "tier": 88, "routes_to_core": "Astrophysics", "record_count": 24, "median_error_pct": 0.026472, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.BlackHoleWhiteholeCycleLivePanelPriors", "maps_to_lean": [ "blackhole", "astronomical", "particle" ], "tags": [ "blackhole", "whitehole", "cycle", "live", "panel" ], "download_bundle": { "benchmark_data": "data/blackhole_whitehole_cycle_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.BlackHoleWhiteholeCycleLivePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/blackhole_whitehole_cycle_live_panel_benchmark.json", "domain": "BlackHole_WhiteHole_Cycle_Live_Panel", "record_count": 24, "pooled_median_error_pct": 0.026472, "generated_at": "2026-07-15T16:12:36.401031+00:00", "maps_to_lean": [ "blackhole", "astronomical", "particle" ], "D_eff": 18, "sources": [ "vendor\\application_wiring\\tier88_cache\\blackhole_whitehole_cycle_cache.json", "bh_wh_cycle_blueprint" ], "sota_models": [ "Desktop BH\u2192WH information cycle prototype + thesis relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_bh_wh_cycle_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel BlackHole_WhiteHole_Cycle_Live_Panel" } }, { "panel": "Botany", "tier": 35, "routes_to_core": "Biology", "record_count": 426, "median_error_pct": 0.022236250385193387, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.BotanyExtensionPriors", "maps_to_lean": [ "biological", "ecological" ], "tags": [ "botany" ], "download_bundle": { "benchmark_data": "data/botany_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_d_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.BotanyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/botany_extension_benchmark.json", "domain": "Botany", "record_count": 426, "pooled_median_error_pct": 0.022236250385193387, "generated_at": "2026-07-11T15:13:13.940852+00:00", "maps_to_lean": [ "biological", "ecological" ], "D_eff": 14, "sources": [ "GBIF_Plantae" ], "sota_models": [ "GBIF plant occurrence QA" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_plant_occurrence_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_d_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Botany" } }, { "panel": "Boundary_Partition_Tightening", "tier": 67, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.017672674984670764, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.BoundaryPartitionTighteningPriors", "maps_to_lean": [ "consciousness", "linguistic", "mathematical" ], "tags": [ "boundary", "partition", "tightening" ], "download_bundle": { "benchmark_data": "data/boundary_partition_tightening_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier67_formula_precision_benchmarks.py", "manifest": "data/tier67_formula_precision_manifest.yaml", "lean_module": "FSOT.Formal.BoundaryPartitionTighteningPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/boundary_partition_tightening_benchmark.json", "domain": "Boundary_Partition_Tightening", "record_count": 24, "pooled_median_error_pct": 0.017672674984670764, "generated_at": "2026-07-12T14:25:16.376877+00:00", "maps_to_lean": [ "consciousness", "linguistic", "mathematical" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\formula_precision\\archetype_refinements.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier67_formula_precision_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Boundary_Partition_Tightening" } }, { "panel": "Breakthrough_Discoveries_2024_2026", "tier": 39, "routes_to_core": "Astronomy", "record_count": 21, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.BreakthroughDiscoveries20242026Priors", "maps_to_lean": [ "particle", "astronomical", "cosmological" ], "tags": [ "breakthrough", "discoveries", "2024", "2026" ], "download_bundle": { "benchmark_data": "data/breakthrough_discoveries_2024_2026_benchmark.json", "ingest_script": "scripts/ingest_tier39_propulsion_electrical.py", "build_script": "scripts/build_tier39_propulsion_electrical_benchmarks.py", "manifest": "data/tier39_propulsion_electrical_manifest.yaml", "lean_module": "FSOT.Formal.BreakthroughDiscoveries20242026Priors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/breakthrough_discoveries_2024_2026_benchmark.json", "domain": "Breakthrough_Discoveries_2024_2026", "record_count": 21, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:13.092846+00:00", "maps_to_lean": [ "particle", "astronomical", "cosmological" ], "D_eff": 22, "sources": [ "NASA, DOE NIF, Nature/Science headlines, ESA, peer-reviewed mission results" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier39_propulsion_electrical.py --deep", "build": "python scripts/build_tier39_propulsion_electrical_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Breakthrough_Discoveries_2024_2026" } }, { "panel": "CERN_Open_Data_LHC", "tier": 38, "routes_to_core": "General", "record_count": 83, "median_error_pct": 0.013294, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CernOpenDataLhcPriors", "maps_to_lean": [ "particle", "high_energy" ], "tags": [ "cern", "open", "data", "lhc" ], "download_bundle": { "benchmark_data": "data/cern_open_data_lhc_benchmark.json", "ingest_script": "scripts/ingest_tier38_public_data.py", "build_script": "scripts/build_tier38_public_data_benchmarks.py", "manifest": "data/tier38_public_apis_manifest.yaml", "lean_module": "FSOT.Formal.CernOpenDataLhcPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cern_open_data_lhc_benchmark.json", "domain": "CERN_Open_Data_LHC", "record_count": 83, "pooled_median_error_pct": 0.013294, "generated_at": "2026-07-13T15:23:12.743557+00:00", "maps_to_lean": [ "particle", "high_energy" ], "D_eff": 19, "sources": [ "CERN_Open_Data_API" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier38_public_data.py --deep", "build": "python scripts/build_tier38_public_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel CERN_Open_Data_LHC" } }, { "panel": "CRC_Handbook_Properties", "tier": 78, "routes_to_core": "Materials_Science", "record_count": 391, "median_error_pct": 0.026922, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.CrcHandbookPropertiesPriors", "maps_to_lean": [ "chemical", "material" ], "tags": [ "crc", "handbook", "properties" ], "download_bundle": { "benchmark_data": "data/crc_handbook_properties_benchmark.json", "ingest_script": null, "build_script": "scripts/build_reference_anchors_benchmarks.py", "manifest": "data/reference_anchors_manifest.yaml", "lean_module": "FSOT.Formal.CrcHandbookPropertiesPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/crc_handbook_properties_benchmark.json", "domain": "CRC_Handbook_Properties", "record_count": 391, "pooled_median_error_pct": 0.026922, "generated_at": "2026-07-14T15:47:23.597482+00:00", "maps_to_lean": [ "chemical", "material" ], "D_eff": 11, "sources": [ "CRC Handbook 97th ed. / NIST WebBook cross-anchors" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_reference_anchors_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel CRC_Handbook_Properties" } }, { "panel": "CVE_Codon_Hole_Falsification", "tier": 45, "routes_to_core": "Biochemistry", "record_count": 29, "median_error_pct": 0.009186636881580057, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CVECodonHoleFalsificationPriors", "maps_to_lean": [ "medical", "ai", "biological" ], "tags": [ "cve", "codon", "hole", "falsification" ], "download_bundle": { "benchmark_data": "data/cve_codon_hole_falsification_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_j_toe_completeness_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.CVECodonHoleFalsificationPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cve_codon_hole_falsification_benchmark.json", "domain": "CVE_Codon_Hole_Falsification", "record_count": 29, "pooled_median_error_pct": 0.009186636881580057, "generated_at": "2026-07-11T15:13:36.257168+00:00", "maps_to_lean": [ "medical", "ai", "biological" ], "D_eff": 17, "sources": [ "cisa_kev_summary.json", "code_genome_lib", "external_oss_code_genome" ], "sota_models": [ "CVE count without structure", "Random token matching" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_kev_cwe_vs_baseline": true, "channel_hole_falsification_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_j_toe_completeness_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel CVE_Codon_Hole_Falsification" } }, { "panel": "Canonical_Oracle_Panel", "tier": 88, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.013294, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CanonicalOraclePanelPriors", "maps_to_lean": [ "mathematical", "particle", "energy" ], "tags": [ "canonical", "oracle", "panel" ], "download_bundle": { "benchmark_data": "data/canonical_oracle_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.CanonicalOraclePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/canonical_oracle_panel_benchmark.json", "domain": "Canonical_Oracle_Panel", "record_count": 6, "pooled_median_error_pct": 0.013294, "generated_at": "2026-07-15T16:12:36.253343+00:00", "maps_to_lean": [ "mathematical", "particle", "energy" ], "D_eff": 18, "sources": [ "vendor\\application_wiring\\tier88_cache\\canonical_oracle_cache.json", "desktop_canonical_oracle" ], "sota_models": [ "fsot_compute.py canonical oracle authority" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Canonical_Oracle_Panel" } }, { "panel": "Cardiology", "tier": 41, "routes_to_core": "Biochemistry", "record_count": 45, "median_error_pct": 0.030622122938654326, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CardiologyExtensionPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "cardiology" ], "download_bundle": { "benchmark_data": "data/cardiology_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.CardiologyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cardiology_extension_benchmark.json", "domain": "Cardiology", "record_count": 45, "pooled_median_error_pct": 0.030622122938654326, "generated_at": "2026-07-11T16:11:58.853424+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 15, "sources": [ "cardiology_reference", "clinical_medicine_bridge" ], "sota_models": [ "Clinical cardiology meta-analysis" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_cardiac_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Cardiology" } }, { "panel": "Cardiology_Panel", "tier": 84, "routes_to_core": "Biochemistry", "record_count": 20, "median_error_pct": 0.015311, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CardiologyPanelPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "cardiology", "panel" ], "download_bundle": { "benchmark_data": "data/cardiology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier84_scientific_expansion.py", "build_script": "scripts/build_tier84_scientific_expansion_benchmarks.py", "manifest": "data/tier84_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.CardiologyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cardiology_panel_benchmark.json", "domain": "Cardiology_Panel", "record_count": 20, "pooled_median_error_pct": 0.015311, "generated_at": "2026-07-12T16:20:14.875946+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier84_cache\\cardiology_cache.json", "AHA/ESC cardiology reference" ], "sota_models": [ "Clinical cardiology anchors" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier84_scientific_expansion.py --deep", "build": "python scripts/build_tier84_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Cardiology_Panel" } }, { "panel": "Cartography_GIS_Panel", "tier": 82, "routes_to_core": "Thermodynamics", "record_count": 48, "median_error_pct": 0.018855999999999998, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CartographyGisPriors", "maps_to_lean": [ "economic", "energy" ], "tags": [ "cartography", "gis", "panel" ], "download_bundle": { "benchmark_data": "data/cartography_gis_panel_benchmark.json", "ingest_script": "scripts/ingest_tier82_scientific_expansion.py", "build_script": "scripts/build_tier82_scientific_expansion_benchmarks.py", "manifest": "data/tier82_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.CartographyGisPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cartography_gis_panel_benchmark.json", "domain": "Cartography_GIS_Panel", "record_count": 48, "pooled_median_error_pct": 0.018855999999999998, "generated_at": "2026-07-12T14:06:49.257106+00:00", "maps_to_lean": [ "economic", "energy" ], "D_eff": 18, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\live_cache\\cartography_cache.json", "Natural Earth" ], "sota_models": [ "Natural Earth / Census GIS" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier82_scientific_expansion.py --deep", "build": "python scripts/build_tier82_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Cartography_GIS_Panel" } }, { "panel": "Certified_Agent_Formal_Panel", "tier": 88, "routes_to_core": "Computer_Science", "record_count": 24, "median_error_pct": 0.014767, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CertifiedAgentFormalPanelPriors", "maps_to_lean": [ "ai", "consciousness", "mathematical" ], "tags": [ "certified", "agent", "formal", "panel" ], "download_bundle": { "benchmark_data": "data/certified_agent_formal_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.CertifiedAgentFormalPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/certified_agent_formal_panel_benchmark.json", "domain": "Certified_Agent_Formal_Panel", "record_count": 13, "pooled_median_error_pct": 0.014767, "generated_at": "2026-07-15T16:12:36.198025+00:00", "maps_to_lean": [ "ai", "consciousness", "mathematical" ], "D_eff": 14, "sources": [ "vendor\\application_wiring\\tier88_cache\\certified_agent_cache.json", "desktop_certified_agent" ], "sota_models": [ "Qwen formal certified agent protocol" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Certified_Agent_Formal_Panel" } }, { "panel": "Certified_Agent_Qwen", "tier": 35, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.004504756223217969, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CertifiedAgentQwenPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "certified", "agent", "qwen" ], "download_bundle": { "benchmark_data": "data/certified_agent_qwen_benchmark.json", "ingest_script": null, "build_script": "scripts/build_certified_agent_qwen_benchmark.py", "manifest": "data/certified_agent_qwen_manifest.yaml", "lean_module": "FSOT.Formal.CertifiedAgentQwenPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/certified_agent_qwen_benchmark.json", "domain": "Certified_Agent_Qwen", "record_count": 24, "pooled_median_error_pct": 0.004504756223217969, "generated_at": "2026-07-15T05:07:29.853946+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/certified_agent/certified_agent_summary.json", "vendor/certified_agent/fsot_workspace.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_certified_agent_qwen_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Certified_Agent_Qwen" } }, { "panel": "Chaos_Mediated_Phase_Transitions", "tier": 47, "routes_to_core": "Thermodynamics", "record_count": 21, "median_error_pct": 0.03147898006445882, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ChaosMediatedPhaseTransitionsPriors", "maps_to_lean": [ "particle", "energy", "fusion", "plasma" ], "tags": [ "chaos", "mediated", "phase", "transitions" ], "download_bundle": { "benchmark_data": "data/chaos_mediated_phase_transitions_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_l_orbital_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ChaosMediatedPhaseTransitionsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/chaos_mediated_phase_transitions_benchmark.json", "domain": "Chaos_Mediated_Phase_Transitions", "record_count": 21, "pooled_median_error_pct": 0.03147898006445882, "generated_at": "2026-07-11T16:12:57.736646+00:00", "maps_to_lean": [ "particle", "energy", "fusion", "plasma" ], "D_eff": 17, "sources": [ "plasma_physics_benchmark.json", "particle_physics_benchmark.json", "higgs_branching_benchmark.json" ], "sota_models": [ "Phenomenological phase diagrams" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_phase_transition_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_l_orbital_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Chaos_Mediated_Phase_Transitions" } }, { "panel": "Chemical_Engineering", "tier": 35, "routes_to_core": "Thermodynamics", "record_count": 186, "median_error_pct": 0.0010333425185953097, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ChemicalEngineeringExtensionPriors", "maps_to_lean": [ "chemical", "electron", "energy" ], "tags": [ "chemical", "engineering" ], "download_bundle": { "benchmark_data": "data/chemical_engineering_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_d_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ChemicalEngineeringExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/chemical_engineering_extension_benchmark.json", "domain": "Chemical_Engineering", "record_count": 186, "pooled_median_error_pct": 0.0010333425185953097, "generated_at": "2026-07-11T15:13:14.021873+00:00", "maps_to_lean": [ "chemical", "electron", "energy" ], "D_eff": 16, "sources": [ "PubChem", "ChEMBL", "THERMODYNAMICS_ENGINEERING_rules" ], "sota_models": [ "Aspen/HYSYS surrogate baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_process_chemistry_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_d_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Chemical_Engineering" } }, { "panel": "Chemical_Structure_Stability_Panel", "tier": 57, "routes_to_core": "Materials_Science", "record_count": 32, "median_error_pct": 0.00206, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ChemicalStructureStabilityPanelPriors", "maps_to_lean": [ "chemical", "material", "particle", "electron" ], "tags": [ "chemical", "structure", "stability", "panel" ], "download_bundle": { "benchmark_data": "data/chemical_structure_stability_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier57_interdisciplinary_benchmarks.py", "manifest": "data/tier57_interdisciplinary_manifest.yaml", "lean_module": "FSOT.Formal.ChemicalStructureStabilityPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/chemical_structure_stability_panel_benchmark.json", "domain": "Chemical_Structure_Stability_Panel", "record_count": 32, "pooled_median_error_pct": 0.00206, "generated_at": "2026-07-11T15:13:02.966818+00:00", "maps_to_lean": [ "chemical", "material", "particle", "electron" ], "D_eff": 14, "sources": [ "pubchem_summary.json", "nist_codata_constants_benchmark.json" ], "sota_models": [ "PubChem/NIST" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_formula_mass_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier57_interdisciplinary_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Chemical_Structure_Stability_Panel" } }, { "panel": "Civil_Engineering", "tier": 41, "routes_to_core": "Materials_Science", "record_count": 37, "median_error_pct": 0.0335259880736416, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CivilEngineeringExtensionPriors", "maps_to_lean": [ "material", "energy" ], "tags": [ "civil", "engineering" ], "download_bundle": { "benchmark_data": "data/civil_engineering_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.CivilEngineeringExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/civil_engineering_extension_benchmark.json", "domain": "Civil_Engineering", "record_count": 37, "pooled_median_error_pct": 0.0335259880736416, "generated_at": "2026-07-11T16:11:58.856673+00:00", "maps_to_lean": [ "material", "energy" ], "D_eff": 16, "sources": [ "civil_engineering_reference", "materials_engineering", "MATERIALS_SCIENCE_rules" ], "sota_models": [ "FEA surrogate baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_structural_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Civil_Engineering" } }, { "panel": "Civil_Engineering_Panel", "tier": 85, "routes_to_core": "Materials_Science", "record_count": 20, "median_error_pct": 0.01341, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CivilEngineeringPanelPriors", "maps_to_lean": [ "material", "energy" ], "tags": [ "civil", "engineering", "panel" ], "download_bundle": { "benchmark_data": "data/civil_engineering_panel_benchmark.json", "ingest_script": "scripts/ingest_tier85_scientific_expansion.py", "build_script": "scripts/build_tier85_scientific_expansion_benchmarks.py", "manifest": "data/tier85_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.CivilEngineeringPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/civil_engineering_panel_benchmark.json", "domain": "Civil_Engineering_Panel", "record_count": 20, "pooled_median_error_pct": 0.01341, "generated_at": "2026-07-12T16:20:15.264530+00:00", "maps_to_lean": [ "material", "energy" ], "D_eff": 16, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier85_cache\\civil_engineering_cache.json", "ASCE/structural engineering reference" ], "sota_models": [ "FEA surrogate baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier85_scientific_expansion.py --deep", "build": "python scripts/build_tier85_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Civil_Engineering_Panel" } }, { "panel": "Climate_Science", "tier": 12, "routes_to_core": "Thermodynamics", "record_count": 17320, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ClimateSciencePriors", "maps_to_lean": [ "energy", "galactic" ], "tags": [ "climate", "science" ], "download_bundle": { "benchmark_data": "data/climate_observed_benchmark.json", "ingest_script": "scripts/ingest_climate_ncei_chunked.py", "build_script": "scripts/build_climate_observed_benchmark.py", "manifest": "data/climate_ncei_manifest.yaml", "lean_module": "FSOT.Formal.ClimateSciencePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/climate_observed_benchmark.json", "domain": null, "record_count": 17320, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:33.057586+00:00", "maps_to_lean": [], "D_eff": null, "sources": [ "NOAA_NCEI_GHCND_by_year_chunked" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": "python scripts/ingest_climate_ncei_chunked.py --deep", "build": "python scripts/build_climate_observed_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Climate_Science" } }, { "panel": "ClinicalTrials_Medical_Panel", "tier": 80, "routes_to_core": "Biochemistry", "record_count": 394, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ClinicaltrialsMedicalPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "clinicaltrials", "medical", "panel" ], "download_bundle": { "benchmark_data": "data/clinicaltrials_medical_panel_benchmark.json", "ingest_script": "scripts/ingest_tier80_government_open_data.py", "build_script": "scripts/build_tier80_government_open_data_benchmarks.py", "manifest": "data/tier80_government_open_data_manifest.yaml", "lean_module": "FSOT.Formal.ClinicaltrialsMedicalPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/clinicaltrials_medical_panel_benchmark.json", "domain": "ClinicalTrials_Medical_Panel", "record_count": 394, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:24:10.642378+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 13, "sources": [ "vendor/fsot_compute.py\\vendor\\government_open_data\\live_cache\\clinicaltrials_cache.json", "https://clinicaltrials.gov/api/v2/" ], "sota_models": [ "ClinicalTrials.gov registry" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier80_government_open_data.py --deep", "build": "python scripts/build_tier80_government_open_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel ClinicalTrials_Medical_Panel" } }, { "panel": "Clinical_Medicine", "tier": 35, "routes_to_core": "Biochemistry", "record_count": 260, "median_error_pct": 0.002458296751538192, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ClinicalMedicineExtensionPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "clinical", "medicine" ], "download_bundle": { "benchmark_data": "data/clinical_medicine_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_d_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ClinicalMedicineExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/clinical_medicine_extension_benchmark.json", "domain": "Clinical_Medicine", "record_count": 260, "pooled_median_error_pct": 0.002458296751538192, "generated_at": "2026-07-11T15:13:14.017862+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 15, "sources": [ "pharmacokinetics", "ChEMBL", "immunology" ], "sota_models": [ "Clinical trial meta-analysis baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_clinical_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_d_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Clinical_Medicine" } }, { "panel": "Code_Genome_Structure", "tier": 43, "routes_to_core": "Biology", "record_count": 205, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.CodeGenomeStructurePriors", "maps_to_lean": [ "biological", "medical", "ai" ], "tags": [ "code", "genome", "structure" ], "download_bundle": { "benchmark_data": "data/code_genome_structure_cybersecurity_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_h_cybersecurity_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.CodeGenomeStructurePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/code_genome_structure_cybersecurity_benchmark.json", "domain": "Code_Genome_Structure", "record_count": 205, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-10T13:13:11.187707+00:00", "maps_to_lean": [ "biological", "medical", "ai" ], "D_eff": 17, "sources": [ "code_genome_depth_pass", "9_language_bridges" ], "sota_models": [ "Genomic expression classifier" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_codon_genome_depth_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_h_cybersecurity_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Code_Genome_Structure" } }, { "panel": "Cold_Fusion_Candidate_Prereg_Scaffold", "tier": 71, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ColdFusionCandidatePreregScaffoldPriors", "maps_to_lean": [ "fusion", "energy", "particle", "material" ], "tags": [ "cold", "fusion", "candidate", "prereg", "scaffold" ], "download_bundle": { "benchmark_data": "data/cold_fusion_candidate_prereg_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier71_fusion_lab_benchmarks.py", "manifest": "data/tier71_fusion_lab_manifest.yaml", "lean_module": "FSOT.Formal.ColdFusionCandidatePreregScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cold_fusion_candidate_prereg_scaffold_benchmark.json", "domain": "Cold_Fusion_Candidate_Prereg_Scaffold", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:21.615710+00:00", "maps_to_lean": [ "fusion", "energy", "particle", "material" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\fusion\\cold_fusion_prereg_anchors.json", "term3_acoustic_bleed_depth_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier71_fusion_lab_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Cold_Fusion_Candidate_Prereg_Scaffold" } }, { "panel": "Cold_Fusion_Lab_Synthesis_Crosswalk", "tier": 73, "routes_to_core": "Materials_Science", "record_count": 22, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ColdFusionLabSynthesisCrosswalkPriors", "maps_to_lean": [ "fusion", "particle", "nuclear", "material", "energy" ], "tags": [ "cold", "fusion", "lab", "synthesis", "crosswalk" ], "download_bundle": { "benchmark_data": "data/cold_fusion_lab_synthesis_crosswalk_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier73_lab_synthesis_benchmarks.py", "manifest": "data/tier73_lab_synthesis_manifest.yaml", "lean_module": "FSOT.Formal.ColdFusionLabSynthesisCrosswalkPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cold_fusion_lab_synthesis_crosswalk_benchmark.json", "domain": "Cold_Fusion_Lab_Synthesis_Crosswalk", "record_count": 22, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:11.927472+00:00", "maps_to_lean": [ "fusion", "particle", "nuclear", "material", "energy" ], "D_eff": 15, "sources": [ "cold_fusion_candidate_prereg_scaffold_benchmark.json", "undiscovered_element_candidate_prereg_scaffold_benchmark.json", "vendor/fsot_compute.py\\vendor\\lab_synthesis\\heavy_ion_reaction_anchors.json", "vendor/fsot_compute.py\\vendor\\lab_synthesis\\metamaterial_fluid_prereg_candidates.json" ], "sota_models": [ "No cold-fusion-to-lab-synthesis crosswalk" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_cold_fusion_crosswalk_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier73_lab_synthesis_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Cold_Fusion_Lab_Synthesis_Crosswalk" } }, { "panel": "Compact_Object_Binary_Events", "tier": 53, "routes_to_core": "Astronomy", "record_count": 40, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CompactObjectBinaryEventsPriors", "maps_to_lean": [ "astronomical", "particle", "galactic" ], "tags": [ "compact", "object", "binary", "events" ], "download_bundle": { "benchmark_data": "data/compact_object_binary_events_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier53_stellar_galactic_benchmarks.py", "manifest": "data/tier53_stellar_galactic_manifest.yaml", "lean_module": "FSOT.Formal.CompactObjectBinaryEventsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/compact_object_binary_events_benchmark.json", "domain": "Compact_Object_Binary_Events", "record_count": 40, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:01.618746+00:00", "maps_to_lean": [ "astronomical", "particle", "galactic" ], "D_eff": 20, "sources": [ "vendor/stellar_structures/gwosc_public_events.json" ], "sota_models": [ "GW surrogate templates" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_gw_panel_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier53_stellar_galactic_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Compact_Object_Binary_Events" } }, { "panel": "Compactification_Ladder", "tier": 49, "routes_to_core": "Biochemistry", "record_count": 60, "median_error_pct": 0.0220747159758794, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CompactificationLadderPriors", "maps_to_lean": [ "particle", "medical", "galactic", "cosmological", "mathematical" ], "tags": [ "compactification", "ladder" ], "download_bundle": { "benchmark_data": "data/compactification_ladder_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_n_compactification_ladder_benchmarks.py", "manifest": "data/compactification_ladder_manifest.yaml", "lean_module": "FSOT.Formal.CompactificationLadderPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/compactification_ladder_benchmark.json", "domain": "Compactification_Ladder", "record_count": 60, "pooled_median_error_pct": 0.0220747159758794, "generated_at": "2026-07-11T15:14:52.098393+00:00", "maps_to_lean": [ "particle", "medical", "galactic", "cosmological", "mathematical" ], "D_eff": 18, "sources": [ "compactification_ladder_manifest.yaml" ], "sota_models": [ "Scale-siloed effective theories" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ladder_rungs_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_n_compactification_ladder_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Compactification_Ladder" } }, { "panel": "Complexity_Folding_Emergence_Panel", "tier": 91, "routes_to_core": "Pure_Mathematics", "record_count": 29, "median_error_pct": 0.02658792169940266, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ComplexityFoldingEmergencePanelPriors", "maps_to_lean": [ "mathematical", "cosmological", "particle" ], "tags": [ "complexity", "folding", "emergence", "panel" ], "download_bundle": { "benchmark_data": "data/complexity_folding_emergence_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier91_foundational_ontology_benchmarks.py", "manifest": "data/tier91_foundational_ontology_manifest.yaml", "lean_module": "FSOT.Formal.ComplexityFoldingEmergencePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/complexity_folding_emergence_panel_benchmark.json", "domain": "Complexity_Folding_Emergence_Panel", "record_count": 29, "pooled_median_error_pct": 0.02658792169940266, "generated_at": "2026-07-12T17:36:24.258552+00:00", "maps_to_lean": [ "mathematical", "cosmological", "particle" ], "D_eff": 21, "sources": [ "vendor/fsot_compute.py\\data\\reality_folding_spine_benchmark.json", "vendor/fsot_compute.py\\data\\compactification_ladder_benchmark.json", "vendor/fsot_compute.py\\data\\adjacent_rung_coupling_benchmark.json", "core_formula_fractal_branch_index.json" ], "sota_models": [ "Linear cosmology without fold-depth emergence ladder" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_complexity_fold_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier91_foundational_ontology_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Complexity_Folding_Emergence_Panel" } }, { "panel": "Computational_Reasoning", "tier": 29, "routes_to_core": "Psychology", "record_count": 577, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ComputationalReasoningPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "computational", "reasoning" ], "download_bundle": { "benchmark_data": "data/computational_reasoning_benchmark.json", "ingest_script": null, "build_script": "scripts/build_computational_reasoning_benchmark.py", "manifest": "data/computational_reasoning_manifest.yaml", "lean_module": "FSOT.Formal.ComputationalReasoningPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/computational_reasoning_benchmark.json", "domain": null, "record_count": 577, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:02.751946+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/fsot_compute.py\\data\\fic_sensitivity_sweep.csv", "vendor/fsot_compute.py\\data\\trinary_os_manifest.yaml" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_computational_reasoning_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Computational_Reasoning" } }, { "panel": "Condensed_Matter_Superconductivity_Depth_Panel", "tier": 87, "routes_to_core": "Condensed_Matter", "record_count": 21, "median_error_pct": 0.033841, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CondensedMatterSuperconductivityDepthPanelPriors", "maps_to_lean": [ "material", "particle", "energy" ], "tags": [ "condensed", "matter", "superconductivity", "depth", "panel" ], "download_bundle": { "benchmark_data": "data/condensed_matter_superconductivity_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.CondensedMatterSuperconductivityDepthPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/condensed_matter_superconductivity_depth_panel_benchmark.json", "domain": "Condensed_Matter_Superconductivity_Depth_Panel", "record_count": 21, "pooled_median_error_pct": 0.033841, "generated_at": "2026-07-15T05:29:19.028244+00:00", "maps_to_lean": [ "material", "particle", "energy" ], "D_eff": 16, "sources": [ "I:\\FSOT-Physical-Archive\\03_FSOT-PublicData\\tier87_scientific_expansion\\condensed_matter_superconductivity_cache.json", "literature_Tc" ], "sota_models": [ "DFT + experimental Tc databases" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier87_scientific_expansion.py --deep", "build": "python scripts/build_tier87_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Condensed_Matter_Superconductivity_Depth_Panel" } }, { "panel": "Consciousness_Econ", "tier": 51, "routes_to_core": "Psychology", "record_count": 37, "median_error_pct": 0.008898, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ConsciousnessEconPriors", "maps_to_lean": [ "consciousness", "neural", "medical" ], "tags": [ "consciousness", "econ" ], "download_bundle": { "benchmark_data": "data/consciousness_econ_benchmark.json", "ingest_script": "scripts/ingest_anomaly_public_data.py", "build_script": "scripts/build_consciousness_econ_benchmark.py", "manifest": "data/anomaly_observables_manifest.yaml", "lean_module": "FSOT.Formal.ConsciousnessEconPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/consciousness_econ_benchmark.json", "domain": "Consciousness_Econ", "record_count": 37, "pooled_median_error_pct": 0.008898, "generated_at": "2026-07-11T15:12:28.874953+00:00", "maps_to_lean": [ "consciousness", "neural", "medical" ], "D_eff": 17, "sources": [ "data/consciousness_reference_observables.json", "data/consciousness_resonance_reference.json", "G:/FSOT-PublicData/anomaly_observables/consciousness/anage", "scripts/consciousness_econ_lib.py" ], "sota_models": [ "No zero-parameter consciousness power prediction" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_econ_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_anomaly_public_data.py --deep", "build": "python scripts/build_consciousness_econ_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Consciousness_Econ" } }, { "panel": "Consciousness_Expansion_Spine", "tier": 90, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.008488, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ConsciousnessExpansionSpinePriors", "maps_to_lean": [ "consciousness", "neural", "biological", "particle" ], "tags": [ "consciousness", "expansion", "spine" ], "download_bundle": { "benchmark_data": "data/consciousness_expansion_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier90_consciousness_expansion_benchmarks.py", "manifest": "data/tier90_consciousness_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ConsciousnessExpansionSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/consciousness_expansion_spine_benchmark.json", "domain": "Consciousness_Expansion_Spine", "record_count": 24, "pooled_median_error_pct": 0.008488, "generated_at": "2026-07-12T17:05:55.212123+00:00", "maps_to_lean": [ "consciousness", "neural", "biological", "particle" ], "D_eff": 19, "sources": [ "tier90_consciousness_panels", "AnAge_HAGR", "OpenNeuro", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier90_consciousness_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Consciousness_Expansion_Spine" } }, { "panel": "Consciousness_Galactic_Orbital_Bridge", "tier": 47, "routes_to_core": "Psychology", "record_count": 48, "median_error_pct": 0.036757197413939124, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ConsciousnessGalacticOrbitalBridgePriors", "maps_to_lean": [ "consciousness", "galactic" ], "tags": [ "consciousness", "galactic", "orbital", "bridge" ], "download_bundle": { "benchmark_data": "data/consciousness_galactic_orbital_bridge_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_l_orbital_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ConsciousnessGalacticOrbitalBridgePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/consciousness_galactic_orbital_bridge_benchmark.json", "domain": "Consciousness_Galactic_Orbital_Bridge", "record_count": 48, "pooled_median_error_pct": 0.036757197413939124, "generated_at": "2026-07-11T16:12:59.849391+00:00", "maps_to_lean": [ "consciousness", "galactic" ], "D_eff": 17, "sources": [ "extension_domains_manifest", "domain_coupling_simulation_benchmark.json" ], "sota_models": [ "Tag overlap correlation only" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_orbital_bridge_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_l_orbital_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Consciousness_Galactic_Orbital_Bridge" } }, { "panel": "Consciousness_Genetics_Coupling_Panel", "tier": 93, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.031506, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ConsciousnessGeneticsCouplingPanelPriors", "maps_to_lean": [ "consciousness", "neural", "biological" ], "tags": [ "consciousness", "genetics", "coupling", "panel" ], "download_bundle": { "benchmark_data": "data/consciousness_genetics_coupling_panel_benchmark.json", "ingest_script": "scripts/ingest_tier93_dual_wave.py", "build_script": "scripts/build_tier93_dual_wave_benchmarks.py", "manifest": "data/tier93_dual_wave_manifest.yaml", "lean_module": "FSOT.Formal.ConsciousnessGeneticsCouplingPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/consciousness_genetics_coupling_panel_benchmark.json", "domain": "Consciousness_Genetics_Coupling_Panel", "record_count": 24, "pooled_median_error_pct": 0.031506, "generated_at": "2026-07-12T17:46:13.852412+00:00", "maps_to_lean": [ "consciousness", "neural", "biological" ], "D_eff": 17, "sources": [ "tier93_consciousness_genetics_cache.json", "tier90_observer_effect", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier93_dual_wave.py --deep", "build": "python scripts/build_tier93_dual_wave_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Consciousness_Genetics_Coupling_Panel" } }, { "panel": "Consciousness_Genetics_Species_Panel", "tier": 93, "routes_to_core": "Psychology", "record_count": 27, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ConsciousnessGeneticsSpeciesPanelPriors", "maps_to_lean": [ "consciousness", "neural", "biological" ], "tags": [ "consciousness", "genetics", "species", "panel" ], "download_bundle": { "benchmark_data": "data/consciousness_genetics_species_panel_benchmark.json", "ingest_script": "scripts/ingest_tier93_dual_wave.py", "build_script": "scripts/build_tier93_dual_wave_benchmarks.py", "manifest": "data/tier93_dual_wave_manifest.yaml", "lean_module": "FSOT.Formal.ConsciousnessGeneticsSpeciesPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/consciousness_genetics_species_panel_benchmark.json", "domain": "Consciousness_Genetics_Species_Panel", "record_count": 27, "pooled_median_error_pct": 0.022236, "generated_at": "2026-07-12T17:46:11.741709+00:00", "maps_to_lean": [ "consciousness", "neural", "biological" ], "D_eff": 18, "sources": [ "https://eutils.ncbi.nlm.nih.gov/", "vendor/fsot_compute.py\\data\\consciousness_reference_observables.json", "vendor/fsot_compute.py\\vendor\\consciousness_genetics\\tier93_consciousness_genetics_cache.json" ], "sota_models": [ "Brain metabolic panels without genome crosswalk" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_consciousness_genetics_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier93_dual_wave.py --deep", "build": "python scripts/build_tier93_dual_wave_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Consciousness_Genetics_Species_Panel" } }, { "panel": "Consciousness_Soul_Bridge", "tier": 51, "routes_to_core": "Psychology", "record_count": 27, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ConsciousnessSoulBridgePriors", "maps_to_lean": [ "consciousness", "neural", "ai", "medical" ], "tags": [ "consciousness", "soul", "bridge" ], "download_bundle": { "benchmark_data": "data/consciousness_soul_bridge_benchmark.json", "ingest_script": "scripts/ingest_fringe_desktop_data.py", "build_script": "scripts/build_consciousness_soul_bridge_benchmark.py", "manifest": "data/fringe_desktop_manifest.yaml", "lean_module": "FSOT.Formal.ConsciousnessSoulBridgePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/consciousness_soul_bridge_benchmark.json", "domain": "Consciousness_Soul_Bridge", "record_count": 27, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:28:00.231927+00:00", "maps_to_lean": [ "consciousness", "neural", "ai", "medical" ], "D_eff": 17, "sources": [ "data/consciousness_soul_bridge_reference.json", "vendor/fringe_desktop/soul_simulator_manifest_summary.json", "vendor/fringe_desktop/intelligence_compressor_summary.json", "vendor/fringe_desktop/vibrafsot_progress_summary.json", "scripts/consciousness_soul_bridge_lib.py" ], "sota_models": [ "No zero-parameter soul/coherence bridge prediction" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_bridge_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_fringe_desktop_data.py --deep", "build": "python scripts/build_consciousness_soul_bridge_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Consciousness_Soul_Bridge" } }, { "panel": "Consciousness_Species_Multi_Panel", "tier": 90, "routes_to_core": "Psychology", "record_count": 269, "median_error_pct": 0.0201195, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ConsciousnessSpeciesMultiPanelPriors", "maps_to_lean": [ "consciousness", "neural", "biological" ], "tags": [ "consciousness", "species", "multi", "panel" ], "download_bundle": { "benchmark_data": "data/consciousness_species_multi_panel_benchmark.json", "ingest_script": "scripts/ingest_tier90_consciousness_expansion.py", "build_script": "scripts/build_tier90_consciousness_expansion_benchmarks.py", "manifest": "data/tier90_consciousness_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ConsciousnessSpeciesMultiPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/consciousness_species_multi_panel_benchmark.json", "domain": "Consciousness_Species_Multi_Panel", "record_count": 269, "pooled_median_error_pct": 0.0201195, "generated_at": "2026-07-12T17:05:51.062055+00:00", "maps_to_lean": [ "consciousness", "neural", "biological" ], "D_eff": 18, "sources": [ "https://genomics.senescence.info/species/dataset.zip", "vendor/fsot_compute.py\\data\\consciousness_reference_observables.json", "G:\\FSOT-PublicData\\anomaly_observables\\consciousness\\tier90_species_panel_cache.json" ], "sota_models": [ "Taxon-averaged brain metabolic fractions without FSOT E_con floor" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_consciousness_species_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier90_consciousness_expansion.py --deep", "build": "python scripts/build_tier90_consciousness_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Consciousness_Species_Multi_Panel" } }, { "panel": "Cosmology_Anomalies", "tier": 25, "routes_to_core": "Cosmology", "record_count": 23, "median_error_pct": 0.024602, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CosmologyAnomaliesPriors", "maps_to_lean": [ "cosmological", "cmb", "blackhole" ], "tags": [ "cosmology", "anomalies" ], "download_bundle": { "benchmark_data": "data/cosmology_anomalies_benchmark.json", "ingest_script": null, "build_script": "scripts/build_cosmology_anomalies_benchmark.py", "manifest": "data/cosmology_anomalies_manifest.yaml", "lean_module": "FSOT.Formal.CosmologyAnomaliesPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cosmology_anomalies_benchmark.json", "domain": "Cosmology_Anomalies", "record_count": 23, "pooled_median_error_pct": 0.024602, "generated_at": "2026-07-15T05:07:11.721840+00:00", "maps_to_lean": [ "cosmological", "cmb", "blackhole" ], "D_eff": 25, "sources": [ "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_cosmology_anomalies_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Cosmology_Anomalies" } }, { "panel": "Cosmology_Anomaly_Deep_Panel", "tier": 76, "routes_to_core": "Cosmology", "record_count": 24, "median_error_pct": 0.029733, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CosmologyAnomalyDeepPanelPriors", "maps_to_lean": [ "cosmological", "particle", "consciousness", "blackhole", "cmb" ], "tags": [ "cosmology", "anomaly", "deep", "panel" ], "download_bundle": { "benchmark_data": "data/cosmology_anomaly_deep_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier76_fluid_spacetime_cosmology_benchmarks.py", "manifest": "data/tier76_fluid_spacetime_cosmology_manifest.yaml", "lean_module": "FSOT.Formal.CosmologyAnomalyDeepPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cosmology_anomaly_deep_panel_benchmark.json", "domain": "Cosmology_Anomaly_Deep_Panel", "record_count": 24, "pooled_median_error_pct": 0.029733, "generated_at": "2026-07-12T14:25:27.980682+00:00", "maps_to_lean": [ "cosmological", "particle", "consciousness", "blackhole", "cmb" ], "D_eff": 24, "sources": [ "vendor/fsot_compute.py\\vendor\\fluid_spacetime\\cosmology_anomaly_deep_anchors.json", "vendor/fsot_compute.py\\data\\stumped_observables_reference.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier76_fluid_spacetime_cosmology_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Cosmology_Anomaly_Deep_Panel" } }, { "panel": "Cosmology_Bubble_Bleed", "tier": 24, "routes_to_core": "Cosmology", "record_count": 113, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.BubbleBleedPriors", "maps_to_lean": [ "cosmological", "blackhole", "cmb" ], "tags": [ "cosmology", "bubble", "bleed" ], "download_bundle": { "benchmark_data": "data/cosmology_bubble_bleed_benchmark.json", "ingest_script": "scripts/ingest_nebula_lensing.py", "build_script": "scripts/build_cosmology_bubble_bleed_benchmark.py", "manifest": "data/cosmology_bubble_bleed_manifest.yaml", "lean_module": "FSOT.Formal.BubbleBleedPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cosmology_bubble_bleed_benchmark.json", "domain": null, "record_count": 113, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:59:33.116875+00:00", "maps_to_lean": [ "cosmological", "blackhole", "cmb" ], "D_eff": 25, "sources": [], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_nebula_lensing.py --deep", "build": "python scripts/build_cosmology_bubble_bleed_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Cosmology_Bubble_Bleed" } }, { "panel": "Cosmology_Extended", "tier": 16, "routes_to_core": "Cosmology", "record_count": 58, "median_error_pct": 0.021954848848277954, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CosmologyExtendedPriors", "maps_to_lean": [ "cosmological", "astronomical" ], "tags": [ "cosmology", "extended" ], "download_bundle": { "benchmark_data": "data/cosmology_extended_benchmark.json", "ingest_script": null, "build_script": "scripts/build_cosmology_extended_benchmark.py", "manifest": null, "lean_module": "FSOT.Formal.CosmologyExtendedPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cosmology_extended_benchmark.json", "domain": null, "record_count": 58, "pooled_median_error_pct": 0.021954848848277954, "generated_at": "2026-07-13T15:22:09.770096+00:00", "maps_to_lean": [], "D_eff": null, "sources": [], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_cosmology_extended_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Cosmology_Extended" } }, { "panel": "Creative_Arts_Math_Spine", "tier": 61, "routes_to_core": "Psychology", "record_count": 56, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CreativeArtsMathSpinePriors", "maps_to_lean": [ "consciousness", "neural", "mathematical", "acoustical", "ai" ], "tags": [ "creative", "arts", "math", "spine" ], "download_bundle": { "benchmark_data": "data/creative_arts_math_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier61_creative_media_benchmarks.py", "manifest": "data/tier61_creative_media_manifest.yaml", "lean_module": "FSOT.Formal.CreativeArtsMathSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/creative_arts_math_spine_benchmark.json", "domain": "Creative_Arts_Math_Spine", "record_count": 56, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T16:10:56.156783+00:00", "maps_to_lean": [ "consciousness", "neural", "mathematical", "acoustical", "ai" ], "D_eff": 16, "sources": [ "tier61_creative_panels", "culinary_arts_benchmark.json", "linguistics_formal_benchmark.json" ], "sota_models": [ "Creative-domain crosswalk relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_creative_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier61_creative_media_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Creative_Arts_Math_Spine" } }, { "panel": "Crossref_Scholarly_Panel", "tier": 81, "routes_to_core": "Psychology", "record_count": 200, "median_error_pct": 0.01382, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.CrossrefScholarlyPriors", "maps_to_lean": [ "consciousness", "economic" ], "tags": [ "crossref", "scholarly", "panel" ], "download_bundle": { "benchmark_data": "data/crossref_scholarly_panel_benchmark.json", "ingest_script": "scripts/ingest_tier81_public_verifiable.py", "build_script": "scripts/build_tier81_public_verifiable_benchmarks.py", "manifest": "data/tier81_public_verifiable_manifest.yaml", "lean_module": "FSOT.Formal.CrossrefScholarlyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/crossref_scholarly_panel_benchmark.json", "domain": "Crossref_Scholarly_Panel", "record_count": 200, "pooled_median_error_pct": 0.01382, "generated_at": "2026-07-12T13:58:17.898414+00:00", "maps_to_lean": [ "consciousness", "economic" ], "D_eff": 18, "sources": [ "vendor/fsot_compute.py\\vendor\\public_verifiable\\live_cache\\crossref_cache.json", "https://api.crossref.org/" ], "sota_models": [ "Crossref public metadata" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier81_public_verifiable.py --deep", "build": "python scripts/build_tier81_public_verifiable_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Crossref_Scholarly_Panel" } }, { "panel": "Cryosphere", "tier": 20, "routes_to_core": "Thermodynamics", "record_count": 2399, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.CryospherePriors", "maps_to_lean": [ "energy", "galactic" ], "tags": [ "cryosphere" ], "download_bundle": { "benchmark_data": "data/cryosphere_benchmark.json", "ingest_script": null, "build_script": "scripts/build_cryosphere_benchmark.py", "manifest": "data/cryosphere_manifest.yaml", "lean_module": "FSOT.Formal.CryospherePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cryosphere_benchmark.json", "domain": null, "record_count": 2399, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:18.041299+00:00", "maps_to_lean": [ "energy", "galactic" ], "D_eff": 16, "sources": [ "climate_ncei_northern_cryosphere_proxy" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_cryosphere_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Cryosphere" } }, { "panel": "Cryptography_Technology", "tier": 43, "routes_to_core": "Pure_Mathematics", "record_count": 44, "median_error_pct": 0.047520672006218234, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CryptographyTechnologyPriors", "maps_to_lean": [ "particle", "mathematical", "ai" ], "tags": [ "cryptography", "technology" ], "download_bundle": { "benchmark_data": "data/cryptography_technology_cybersecurity_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_h_cybersecurity_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.CryptographyTechnologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/cryptography_technology_cybersecurity_benchmark.json", "domain": "Cryptography_Technology", "record_count": 44, "pooled_median_error_pct": 0.047520672006218234, "generated_at": "2026-07-11T15:15:34.198719+00:00", "maps_to_lean": [ "particle", "mathematical", "ai" ], "D_eff": 16, "sources": [ "NIST_PQC", "CRYPTOGRAPHY_RULES", "cryptography_reference" ], "sota_models": [ "NIST parameter tables" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_crypto_primitives_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_h_cybersecurity_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Cryptography_Technology" } }, { "panel": "Culinary_Arts", "tier": 33, "routes_to_core": "Biochemistry", "record_count": 26, "median_error_pct": 0.047615187057821064, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.CulinaryArtsPriors", "maps_to_lean": [ "medical", "material", "energy" ], "tags": [ "culinary", "arts" ], "download_bundle": { "benchmark_data": "data/culinary_arts_benchmark.json", "ingest_script": null, "build_script": "scripts/build_culinary_arts_benchmark.py", "manifest": "data/culinary_arts_manifest.yaml", "lean_module": "FSOT.Formal.CulinaryArtsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/culinary_arts_benchmark.json", "domain": null, "record_count": 26, "pooled_median_error_pct": 0.047615187057821064, "generated_at": "2026-07-11T15:12:30.928319+00:00", "maps_to_lean": [ "medical", "material", "energy" ], "D_eff": 15, "sources": [ "vendor/smiles/FSOT_SMILES_Lab_Dataset.json", "data/culinary_recipe_observables.json" ], "sota_models": [ "Handbook solubility / DSC / combustion tables", "Empirical baking/roast heuristics", "SCA roast curve profiling" ], "beats_sota": { "pooled_vs_food_handbooks": true, "recipe_vs_heuristics": true, "coffee_vs_sca_profiling": true, "section_sec45_activation_ea_vs_baseline": true, "section_sec51_solubility_logs_vs_baseline": true, "section_sec61_glass_tg_vs_baseline": true, "section_sec90_heat_of_combustion_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_culinary_arts_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Culinary_Arts" } }, { "panel": "Culinary_Fermentation_Maillard_Panel", "tier": 86, "routes_to_core": "Thermodynamics", "record_count": 130, "median_error_pct": 0.040788, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.CulinaryFermentationMaillardPanelPriors", "maps_to_lean": [ "energy", "medical", "material" ], "tags": [ "culinary", "fermentation", "maillard", "panel" ], "download_bundle": { "benchmark_data": "data/culinary_fermentation_maillard_panel_benchmark.json", "ingest_script": "scripts/ingest_tier86_scientific_expansion.py", "build_script": "scripts/build_tier86_scientific_expansion_benchmarks.py", "manifest": "data/tier86_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.CulinaryFermentationMaillardPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/culinary_fermentation_maillard_panel_benchmark.json", "domain": "Culinary_Fermentation_Maillard_Panel", "record_count": 130, "pooled_median_error_pct": 0.040788, "generated_at": "2026-07-12T16:20:15.780285+00:00", "maps_to_lean": [ "energy", "medical", "material" ], "D_eff": 15, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier86_cache\\culinary_fermentation_maillard_cache.json", "PubChem", "fermentation_reference" ], "sota_models": [ "Maillard Arrhenius + fermentation kinetics" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier86_scientific_expansion.py --deep", "build": "python scripts/build_tier86_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Culinary_Fermentation_Maillard_Panel" } }, { "panel": "Dark_Energy_CPL", "tier": 51, "routes_to_core": "General", "record_count": 24, "median_error_pct": 0.029733, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.DarkEnergyCPLPriors", "maps_to_lean": [ "cosmological", "particle" ], "tags": [ "dark", "energy", "cpl" ], "download_bundle": { "benchmark_data": "data/dark_energy_cpl_benchmark.json", "ingest_script": "scripts/ingest_anomaly_public_data.py", "build_script": "scripts/build_dark_energy_cpl_benchmark.py", "manifest": "data/anomaly_observables_manifest.yaml", "lean_module": "FSOT.Formal.DarkEnergyCPLPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/dark_energy_cpl_benchmark.json", "domain": "Dark_Energy_CPL", "record_count": 24, "pooled_median_error_pct": 0.029733, "generated_at": "2026-07-12T14:25:00.536708+00:00", "maps_to_lean": [ "cosmological", "particle" ], "D_eff": 24, "sources": [ "data/dark_energy_cpl_reference.json", "vendor/fsot_compute.py", "scripts/dark_energy_dual_readout_lib.py", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_anomaly_public_data.py --deep", "build": "python scripts/build_dark_energy_cpl_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Dark_Energy_CPL" } }, { "panel": "Dark_Sector_Open_Problems", "tier": 51, "routes_to_core": "General", "record_count": 24, "median_error_pct": 0.01529034996934153, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.DarkSectorOpenProblemsPriors", "maps_to_lean": [ "cosmological", "particle" ], "tags": [ "dark", "sector", "open", "problems" ], "download_bundle": { "benchmark_data": "data/dark_sector_open_problems_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_p_stumped_observables_benchmark.py", "manifest": "data/stumped_observables_manifest.yaml", "lean_module": "FSOT.Formal.DarkSectorOpenProblemsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/dark_sector_open_problems_benchmark.json", "domain": "Dark_Sector_Open_Problems", "record_count": 24, "pooled_median_error_pct": 0.01529034996934153, "generated_at": "2026-07-12T14:25:01.479932+00:00", "maps_to_lean": [ "cosmological", "particle" ], "D_eff": 24, "sources": [ "vendor/fsot_compute.py", "data/stumped_observables_reference.json", "scripts/dark_energy_dual_readout_lib.py", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_p_stumped_observables_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Dark_Sector_Open_Problems" } }, { "panel": "Desktop_Application_Wiring_Spine", "tier": 88, "routes_to_core": "Computer_Science", "record_count": 81, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.DesktopApplicationWiringSpinePriors", "maps_to_lean": [ "ai", "consciousness", "neural", "mathematical" ], "tags": [ "desktop", "application", "wiring", "spine" ], "download_bundle": { "benchmark_data": "data/desktop_application_wiring_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.DesktopApplicationWiringSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/desktop_application_wiring_spine_benchmark.json", "domain": "Desktop_Application_Wiring_Spine", "record_count": 81, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-15T16:12:36.792695+00:00", "maps_to_lean": [ "ai", "consciousness", "neural", "mathematical" ], "D_eff": 16, "sources": [ "tier88_application_wiring_panels", "desktop_project_crosswalk" ], "sota_models": [ "Tier 88 desktop unwired project wiring" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Desktop_Application_Wiring_Spine" } }, { "panel": "Distant_Island_Emergence_Simulation", "tier": 75, "routes_to_core": "Astronomy", "record_count": 36, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.DistantIslandEmergenceSimulationPriors", "maps_to_lean": [ "particle", "nuclear", "fusion", "astronomical" ], "tags": [ "distant", "island", "emergence", "simulation" ], "download_bundle": { "benchmark_data": "data/distant_island_emergence_simulation_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier75_periodic_extension_closure_benchmarks.py", "manifest": "data/tier75_periodic_extension_closure_manifest.yaml", "lean_module": "FSOT.Formal.DistantIslandEmergenceSimulationPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/distant_island_emergence_simulation_benchmark.json", "domain": "Distant_Island_Emergence_Simulation", "record_count": 36, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:12.594055+00:00", "maps_to_lean": [ "particle", "nuclear", "fusion", "astronomical" ], "D_eff": 25, "sources": [ "vendor/fsot_compute.py\\vendor\\superheavy_island\\distant_island_z128_z164_anchors.json", "vendor/fsot_compute.py\\vendor\\periodic_table\\undiscovered_element_prereg_candidates.json" ], "sota_models": [ "No distant island observation" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_distant_emergence_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier75_periodic_extension_closure_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Distant_Island_Emergence_Simulation" } }, { "panel": "Distant_Island_Z128_Z132_Deep_Panel", "tier": 75, "routes_to_core": "General", "record_count": 24, "median_error_pct": 1e-06, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.DistantIslandZ128Z132DeepPanelPriors", "maps_to_lean": [ "particle", "nuclear", "fusion", "atomic" ], "tags": [ "distant", "island", "z128", "z132", "deep", "panel" ], "download_bundle": { "benchmark_data": "data/distant_island_z128_z132_deep_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier75_periodic_extension_closure_benchmarks.py", "manifest": "data/tier75_periodic_extension_closure_manifest.yaml", "lean_module": "FSOT.Formal.DistantIslandZ128Z132DeepPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/distant_island_z128_z132_deep_panel_benchmark.json", "domain": "Distant_Island_Z128_Z132_Deep_Panel", "record_count": 24, "pooled_median_error_pct": 1e-06, "generated_at": "2026-07-12T14:25:25.288713+00:00", "maps_to_lean": [ "particle", "nuclear", "fusion", "atomic" ], "D_eff": 23, "sources": [ "vendor/fsot_compute.py\\vendor\\superheavy_island\\distant_island_z128_z164_anchors.json", "vendor/fsot_compute.py\\vendor\\periodic_table\\undiscovered_element_prereg_candidates.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier75_periodic_extension_closure_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Distant_Island_Z128_Z132_Deep_Panel" } }, { "panel": "Domain_Coupling_Simulation", "tier": 42, "routes_to_core": "Psychology", "record_count": 18691, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.DomainCouplingSimulationPriors", "maps_to_lean": [ "consciousness", "particle", "energy", "electron", "fusion" ], "tags": [ "domain", "coupling", "simulation" ], "download_bundle": { "benchmark_data": "data/domain_coupling_simulation_benchmark.json", "ingest_script": null, "build_script": "scripts/build_domain_coupling_simulation.py", "manifest": null, "lean_module": "FSOT.Formal.DomainCouplingSimulationPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/domain_coupling_simulation_benchmark.json", "domain": "Domain_Coupling_Simulation", "record_count": 18691, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:27:59.061664+00:00", "maps_to_lean": [ "consciousness", "particle", "energy", "electron", "fusion" ], "D_eff": 17, "sources": [ "maps_to_lean", "fsot_compute.predictions", "magnetosphere_cluster", "crosswalk_modules", "fluidlink_fpc_timing" ], "sota_models": [ "Multi-domain ML ensemble coupling" ], "beats_sota": { "pooled_vs_domain_baseline": true, "maps_to_lean_edges_pos": true, "prediction_cross_ratios_pos": true, "magnetosphere_cluster_pos": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_domain_coupling_simulation.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Domain_Coupling_Simulation" } }, { "panel": "Domain_Coupling_Simulation_Refresh_Panel", "tier": 77, "routes_to_core": "Psychology", "record_count": 22, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.DomainCouplingSimulationRefreshPanelPriors", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "energy" ], "tags": [ "domain", "coupling", "simulation", "refresh", "panel" ], "download_bundle": { "benchmark_data": "data/domain_coupling_simulation_refresh_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier77_post_tier76_maintenance_benchmarks.py", "manifest": "data/tier77_post_tier76_maintenance_manifest.yaml", "lean_module": "FSOT.Formal.DomainCouplingSimulationRefreshPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/domain_coupling_simulation_refresh_panel_benchmark.json", "domain": "Domain_Coupling_Simulation_Refresh_Panel", "record_count": 22, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:13.562528+00:00", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "energy" ], "D_eff": 24, "sources": [ "domain_coupling_simulation_benchmark.json", "fluid_spacetime_observable_spine_benchmark.json" ], "sota_models": [ "Static domain silos" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_coupling_refresh_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier77_post_tier76_maintenance_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Domain_Coupling_Simulation_Refresh_Panel" } }, { "panel": "Domain_Orbital_Predictions", "tier": 48, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.01529034996934153, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.DomainOrbitalPredictionsPriors", "maps_to_lean": [ "mathematical", "particle", "consciousness", "energy", "medical", "galactic" ], "tags": [ "domain", "orbital", "predictions" ], "download_bundle": { "benchmark_data": "data/domain_orbital_predictions_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_m_toe_unity_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.DomainOrbitalPredictionsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/domain_orbital_predictions_benchmark.json", "domain": "Domain_Orbital_Predictions", "record_count": 24, "pooled_median_error_pct": 0.01529034996934153, "generated_at": "2026-07-12T14:24:56.094153+00:00", "maps_to_lean": [ "mathematical", "particle", "consciousness", "energy", "medical", "galactic" ], "D_eff": 19, "sources": [ "domain_orbital_prediction_report.json", "tier_l_orbital_gap_fill", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_m_toe_unity_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Domain_Orbital_Predictions" } }, { "panel": "Early_Lean_MC_Panel", "tier": 88, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.014767, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.EarlyLeanMcPanelPriors", "maps_to_lean": [ "mathematical", "ai" ], "tags": [ "early", "lean", "panel" ], "download_bundle": { "benchmark_data": "data/early_lean_mc_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.EarlyLeanMcPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/early_lean_mc_panel_benchmark.json", "domain": "Early_Lean_MC_Panel", "record_count": 10, "pooled_median_error_pct": 0.014767, "generated_at": "2026-07-15T16:12:36.274657+00:00", "maps_to_lean": [ "mathematical", "ai" ], "D_eff": 11, "sources": [ "vendor\\application_wiring\\tier88_cache\\early_lean_mc_cache.json", "desktop_early_lean_mc" ], "sota_models": [ "Early Lean Monte Carlo stability report" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Early_Lean_MC_Panel" } }, { "panel": "Ecology", "tier": 66, "routes_to_core": "biological", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.EcologyPublicPanelPriors", "maps_to_lean": [ "biological", "energy" ], "tags": [ "ecology" ], "download_bundle": { "benchmark_data": "data/ecology_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier66_neurolab_residual_benchmarks.py", "manifest": "data/tier66_neurolab_residual_manifest.yaml", "lean_module": "FSOT.Formal.EcologyPublicPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/ecology_benchmark.json", "domain": "Ecology", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:12.859899+00:00", "maps_to_lean": [ "biological", "energy" ], "D_eff": 15, "sources": [ "vendor/fsot_compute.py\\vendor\\neurolab_residual\\ecology_public_anchors.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier66_neurolab_residual_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Ecology" } }, { "panel": "Econometrics", "tier": 34, "routes_to_core": "Psychology", "record_count": 172, "median_error_pct": 0.12920090413715177, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.EconometricsGapFillPriors", "maps_to_lean": [ "consciousness", "mathematical" ], "tags": [ "econometrics" ], "download_bundle": { "benchmark_data": "data/econometrics_gap_fill_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.EconometricsGapFillPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/econometrics_gap_fill_benchmark.json", "domain": "Econometrics", "record_count": 172, "pooled_median_error_pct": 0.12920090413715177, "generated_at": "2026-07-11T15:13:15.308532+00:00", "maps_to_lean": [ "consciousness", "mathematical" ], "D_eff": 19, "sources": [ "World_Bank_panel", "economics_gap_fill" ], "sota_models": [ "VAR/DSGE nowcast baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_panel_dispersion_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Econometrics" } }, { "panel": "Econophysics", "tier": 66, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.EconophysicsPriors", "maps_to_lean": [ "consciousness", "mathematical", "energy" ], "tags": [ "econophysics" ], "download_bundle": { "benchmark_data": "data/econophysics_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier66_neurolab_residual_benchmarks.py", "manifest": "data/tier66_neurolab_residual_manifest.yaml", "lean_module": "FSOT.Formal.EconophysicsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/econophysics_benchmark.json", "domain": "Econophysics", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:13.807569+00:00", "maps_to_lean": [ "consciousness", "mathematical", "energy" ], "D_eff": 20, "sources": [ "vendor/fsot_compute.py\\vendor\\neurolab_residual\\econophysics_public_anchors.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier66_neurolab_residual_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Econophysics" } }, { "panel": "Electrical_Power_Systems", "tier": 39, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 0.015583023735736914, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ElectricalPowerSystemsPriors", "maps_to_lean": [ "electron", "energy" ], "tags": [ "electrical", "power", "systems" ], "download_bundle": { "benchmark_data": "data/electrical_power_systems_benchmark.json", "ingest_script": "scripts/ingest_tier39_propulsion_electrical.py", "build_script": "scripts/build_tier39_propulsion_electrical_benchmarks.py", "manifest": "data/tier39_propulsion_electrical_manifest.yaml", "lean_module": "FSOT.Formal.ElectricalPowerSystemsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/electrical_power_systems_benchmark.json", "domain": "Electrical_Power_Systems", "record_count": 24, "pooled_median_error_pct": 0.015583023735736914, "generated_at": "2026-07-15T05:07:40.871330+00:00", "maps_to_lean": [ "electron", "energy" ], "D_eff": 9, "sources": [ "N", "I", "S", "T", " ", "C", "O", "D", "A", "T", "A", ",", " ", "D", "O", "E", " ", "b", "a", "t", "t", "e", "r", "y", " ", "t", "a", "r", "g", "e", "t", "s", ",", " ", "I", "E", "E", "E", " ", "g", "r", "i", "d", " ", "s", "t", "a", "n", "d", "a", "r", "d", "s", ",", " ", "2", "0", "2", "4", "-", "2", "0", "2", "6", " ", "E", "V", " ", "c", "e", "l", "l", " ", "b", "e", "n", "c", "h", "m", "a", "r", "k", "s", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier39_propulsion_electrical.py --deep", "build": "python scripts/build_tier39_propulsion_electrical_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Electrical_Power_Systems" } }, { "panel": "Element_Synthesis_Condition_Scaffold", "tier": 73, "routes_to_core": "Materials_Science", "record_count": 45, "median_error_pct": 0.000787, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ElementSynthesisConditionScaffoldPriors", "maps_to_lean": [ "fusion", "particle", "nuclear", "material", "thermodynamics" ], "tags": [ "element", "synthesis", "condition", "scaffold" ], "download_bundle": { "benchmark_data": "data/element_synthesis_condition_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier73_lab_synthesis_benchmarks.py", "manifest": "data/tier73_lab_synthesis_manifest.yaml", "lean_module": "FSOT.Formal.ElementSynthesisConditionScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/element_synthesis_condition_scaffold_benchmark.json", "domain": "Element_Synthesis_Condition_Scaffold", "record_count": 45, "pooled_median_error_pct": 0.000787, "generated_at": "2026-07-11T15:13:11.927472+00:00", "maps_to_lean": [ "fusion", "particle", "nuclear", "material", "thermodynamics" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\lab_synthesis\\heavy_ion_reaction_anchors.json", "superheavy_element_stability_panel_benchmark.json" ], "sota_models": [ "No unified lab synthesis condition certificate" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_synthesis_conditions_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier73_lab_synthesis_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Element_Synthesis_Condition_Scaffold" } }, { "panel": "Energy_AI_Orbital_Bridge", "tier": 47, "routes_to_core": "Thermodynamics", "record_count": 48, "median_error_pct": 0.027544107556407217, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.EnergyAIOrbitalBridgePriors", "maps_to_lean": [ "energy", "ai" ], "tags": [ "energy", "orbital", "bridge" ], "download_bundle": { "benchmark_data": "data/energy_ai_orbital_bridge_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_l_orbital_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.EnergyAIOrbitalBridgePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/energy_ai_orbital_bridge_benchmark.json", "domain": "Energy_AI_Orbital_Bridge", "record_count": 48, "pooled_median_error_pct": 0.027544107556407217, "generated_at": "2026-07-11T16:12:58.566030+00:00", "maps_to_lean": [ "energy", "ai" ], "D_eff": 16, "sources": [ "extension_domains_manifest", "domain_coupling_simulation_benchmark.json" ], "sota_models": [ "Tag overlap correlation only" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_orbital_bridge_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_l_orbital_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Energy_AI_Orbital_Bridge" } }, { "panel": "Energy_Neural_Orbital_Bridge", "tier": 47, "routes_to_core": "Thermodynamics", "record_count": 48, "median_error_pct": 0.018002668701796887, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.EnergyNeuralOrbitalBridgePriors", "maps_to_lean": [ "energy", "neural" ], "tags": [ "energy", "neural", "orbital", "bridge" ], "download_bundle": { "benchmark_data": "data/energy_neural_orbital_bridge_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_l_orbital_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.EnergyNeuralOrbitalBridgePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/energy_neural_orbital_bridge_benchmark.json", "domain": "Energy_Neural_Orbital_Bridge", "record_count": 48, "pooled_median_error_pct": 0.018002668701796887, "generated_at": "2026-07-11T16:13:00.001144+00:00", "maps_to_lean": [ "energy", "neural" ], "D_eff": 16, "sources": [ "extension_domains_manifest", "domain_coupling_simulation_benchmark.json" ], "sota_models": [ "Tag overlap correlation only" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_orbital_bridge_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_l_orbital_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Energy_Neural_Orbital_Bridge" } }, { "panel": "Entomology", "tier": 41, "routes_to_core": "Biology", "record_count": 430, "median_error_pct": 0.022236250385189223, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.EntomologyExtensionPriors", "maps_to_lean": [ "biological", "ecological" ], "tags": [ "entomology" ], "download_bundle": { "benchmark_data": "data/entomology_extension_benchmark.json", "ingest_script": "scripts/build_tier_f_extension_benchmarks.py", "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.EntomologyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/entomology_extension_benchmark.json", "domain": "Entomology", "record_count": 430, "pooled_median_error_pct": 0.022236250385189223, "generated_at": "2026-07-11T16:11:58.836665+00:00", "maps_to_lean": [ "biological", "ecological" ], "D_eff": 14, "sources": [ "GBIF_Insecta", "zoology_bridge" ], "sota_models": [ "GBIF insect occurrence QA" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_insect_occurrence_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/build_tier_f_extension_benchmarks.py --deep", "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Entomology" } }, { "panel": "Entomology_Panel", "tier": 84, "routes_to_core": "Biology", "record_count": 90, "median_error_pct": 0.006006, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.EntomologyPanelPriors", "maps_to_lean": [ "biological", "ecological" ], "tags": [ "entomology", "panel" ], "download_bundle": { "benchmark_data": "data/entomology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier84_scientific_expansion.py", "build_script": "scripts/build_tier84_scientific_expansion_benchmarks.py", "manifest": "data/tier84_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.EntomologyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/entomology_panel_benchmark.json", "domain": "Entomology_Panel", "record_count": 90, "pooled_median_error_pct": 0.006006, "generated_at": "2026-07-12T16:20:14.819033+00:00", "maps_to_lean": [ "biological", "ecology" ], "D_eff": 16, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier84_cache\\entomology_cache.json", "GBIF Insecta" ], "sota_models": [ "GBIF insect occurrence" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier84_scientific_expansion.py --deep", "build": "python scripts/build_tier84_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Entomology_Panel" } }, { "panel": "Environmental_Engineering", "tier": 35, "routes_to_core": "Thermodynamics", "record_count": 1120, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.EnvironmentalEngineeringExtensionPriors", "maps_to_lean": [ "energy", "biological", "galactic" ], "tags": [ "environmental", "engineering" ], "download_bundle": { "benchmark_data": "data/environmental_engineering_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_d_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.EnvironmentalEngineeringExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/environmental_engineering_extension_benchmark.json", "domain": "Environmental_Engineering", "record_count": 1120, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:14.104796+00:00", "maps_to_lean": [ "energy", "biological", "galactic" ], "D_eff": 17, "sources": [ "NOAA_NCEI", "USGS_hydrology", "World_Bank" ], "sota_models": [ "EPA fate-transport surrogates" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_environmental_panel_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_d_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Environmental_Engineering" } }, { "panel": "Epidemiology", "tier": 41, "routes_to_core": "Biochemistry", "record_count": 20, "median_error_pct": 0.03062212293865052, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.EpidemiologyExtensionPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "epidemiology" ], "download_bundle": { "benchmark_data": "data/epidemiology_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.EpidemiologyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/epidemiology_extension_benchmark.json", "domain": "Epidemiology", "record_count": 20, "pooled_median_error_pct": 0.03062212293865052, "generated_at": "2026-07-11T16:11:58.853424+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 15, "sources": [ "epidemiology_reference", "World_Bank_health" ], "sota_models": [ "SEIR surrogate baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_epidemic_metrics_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Epidemiology" } }, { "panel": "Epidemiology_Panel", "tier": 84, "routes_to_core": "Biochemistry", "record_count": 24, "median_error_pct": 0.015311, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.EpidemiologyPanelPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "epidemiology", "panel" ], "download_bundle": { "benchmark_data": "data/epidemiology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier84_scientific_expansion.py", "build_script": "scripts/build_tier84_scientific_expansion_benchmarks.py", "manifest": "data/tier84_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.EpidemiologyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/epidemiology_panel_benchmark.json", "domain": "Epidemiology_Panel", "record_count": 24, "pooled_median_error_pct": 0.015311, "generated_at": "2026-07-12T16:20:20.718074+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 15, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier84_cache\\epidemiology_cache.json", "World_Bank/WHO epidemiology", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier84_scientific_expansion.py --deep", "build": "python scripts/build_tier84_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Epidemiology_Panel" } }, { "panel": "Ethology_Panel", "tier": 82, "routes_to_core": "Biology", "record_count": 100, "median_error_pct": 0.006607, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.EthologyPriors", "maps_to_lean": [ "biological", "ecological" ], "tags": [ "ethology", "panel" ], "download_bundle": { "benchmark_data": "data/ethology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier82_scientific_expansion.py", "build_script": "scripts/build_tier82_scientific_expansion_benchmarks.py", "manifest": "data/tier82_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.EthologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/ethology_panel_benchmark.json", "domain": "Ethology_Panel", "record_count": 100, "pooled_median_error_pct": 0.006607, "generated_at": "2026-07-12T14:06:49.225478+00:00", "maps_to_lean": [ "biological", "ecological" ], "D_eff": 15, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\live_cache\\ethology_cache.json", "GBIF/Movebank subset" ], "sota_models": [ "Animal movement tracking" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier82_scientific_expansion.py --deep", "build": "python scripts/build_tier82_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Ethology_Panel" } }, { "panel": "Exogeology", "tier": 41, "routes_to_core": "Astronomy", "record_count": 316, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ExogeologyExtensionPriors", "maps_to_lean": [ "astronomical", "galactic", "energy" ], "tags": [ "exogeology" ], "download_bundle": { "benchmark_data": "data/exogeology_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ExogeologyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/exogeology_extension_benchmark.json", "domain": "Exogeology", "record_count": 316, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T16:11:59.036872+00:00", "maps_to_lean": [ "astronomical", "galactic", "energy" ], "D_eff": 20, "sources": [ "NASA_Exoplanet_Archive", "planetary_structure" ], "sota_models": [ "Exoplanet interior models" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_exoplanet_geology_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Exogeology" } }, { "panel": "Exogeology_Panel", "tier": 85, "routes_to_core": "Astronomy", "record_count": 100, "median_error_pct": 0.026472, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ExogeologyPanelPriors", "maps_to_lean": [ "astronomical", "galactic", "energy" ], "tags": [ "exogeology", "panel" ], "download_bundle": { "benchmark_data": "data/exogeology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier85_scientific_expansion.py", "build_script": "scripts/build_tier85_scientific_expansion_benchmarks.py", "manifest": "data/tier85_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ExogeologyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/exogeology_panel_benchmark.json", "domain": "Exogeology_Panel", "record_count": 100, "pooled_median_error_pct": 0.026472, "generated_at": "2026-07-12T16:20:15.304751+00:00", "maps_to_lean": [ "astronomical", "galactic", "energy" ], "D_eff": 20, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier85_cache\\exogeology_cache.json", "NASA Exoplanet Archive" ], "sota_models": [ "Exoplanet interior models" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier85_scientific_expansion.py --deep", "build": "python scripts/build_tier85_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Exogeology_Panel" } }, { "panel": "Exoplanet_System_Architecture", "tier": 54, "routes_to_core": "Astronomy", "record_count": 882, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ExoplanetSystemArchitecturePriors", "maps_to_lean": [ "astronomical", "galactic" ], "tags": [ "exoplanet", "system", "architecture" ], "download_bundle": { "benchmark_data": "data/exoplanet_system_architecture_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier54_planetary_solar_benchmarks.py", "manifest": "data/tier54_planetary_solar_manifest.yaml", "lean_module": "FSOT.Formal.ExoplanetSystemArchitecturePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/exoplanet_system_architecture_benchmark.json", "domain": "Exoplanet_System_Architecture", "record_count": 882, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:16:00.013598+00:00", "maps_to_lean": [ "astronomical", "galactic" ], "D_eff": 21, "sources": [ "vendor/public_data/nasa_exoplanet/nasa_exoplanet_summary.json" ], "sota_models": [ "NASA Exoplanet Archive" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_architecture_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier54_planetary_solar_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Exoplanet_System_Architecture" } }, { "panel": "Experimental_Base_Mathematics_Panel", "tier": 93, "routes_to_core": "Pure_Mathematics", "record_count": 36, "median_error_pct": 0.009504, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ExperimentalBaseMathematicsPanelPriors", "maps_to_lean": [ "mathematical", "ai", "consciousness" ], "tags": [ "experimental", "base", "mathematics", "panel" ], "download_bundle": { "benchmark_data": "data/experimental_base_mathematics_panel_benchmark.json", "ingest_script": "scripts/ingest_tier93_dual_wave.py", "build_script": "scripts/build_tier93_dual_wave_benchmarks.py", "manifest": "data/tier93_dual_wave_manifest.yaml", "lean_module": "FSOT.Formal.ExperimentalBaseMathematicsPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/experimental_base_mathematics_panel_benchmark.json", "domain": "Experimental_Base_Mathematics_Panel", "record_count": 36, "pooled_median_error_pct": 0.009504, "generated_at": "2026-07-12T17:46:11.767712+00:00", "maps_to_lean": [ "mathematical", "ai", "consciousness" ], "D_eff": 17, "sources": [ "tier92_base_analysis", "tier93_experimental_base_cache.json" ], "sota_models": [ "Decimal-only experimental control" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_experimental_base_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier93_dual_wave.py --deep", "build": "python scripts/build_tier93_dual_wave_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Experimental_Base_Mathematics_Panel" } }, { "panel": "External_OSS_Code_Genome", "tier": 44, "routes_to_core": "Computer_Science", "record_count": 164, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ExternalOSSCodeGenomePriors", "maps_to_lean": [ "ai", "biological", "consciousness" ], "tags": [ "external", "oss", "code", "genome" ], "download_bundle": { "benchmark_data": "data/external_oss_code_genome_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_i_programming_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ExternalOSSCodeGenomePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/external_oss_code_genome_benchmark.json", "domain": "External_OSS_Code_Genome", "record_count": 164, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:15:33.858673+00:00", "maps_to_lean": [ "ai", "biological", "consciousness" ], "D_eff": 16, "sources": [ "github_open_source", "code_genome_crosswalk", "github_oss_code_genome_manifest" ], "sota_models": [ "Static analyzer heuristics", "Semgrep rule packs" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_oss_file_stability_vs_baseline": true, "channel_oss_hole_detection_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_i_programming_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel External_OSS_Code_Genome" } }, { "panel": "FPC_Fluidlink_Timing_Deep_Panel", "tier": 76, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.021117999999999998, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FpcFluidlinkTimingDeepPanelPriors", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole" ], "tags": [ "fpc", "fluidlink", "timing", "deep", "panel" ], "download_bundle": { "benchmark_data": "data/fpc_fluidlink_timing_deep_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier76_fluid_spacetime_cosmology_benchmarks.py", "manifest": "data/tier76_fluid_spacetime_cosmology_manifest.yaml", "lean_module": "FSOT.Formal.FpcFluidlinkTimingDeepPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fpc_fluidlink_timing_deep_panel_benchmark.json", "domain": "FPC_Fluidlink_Timing_Deep_Panel", "record_count": 24, "pooled_median_error_pct": 0.021117999999999998, "generated_at": "2026-07-12T14:25:28.835595+00:00", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole" ], "D_eff": 20, "sources": [ "vendor/fsot_compute.py\\vendor\\fluid_spacetime\\cosmology_anomaly_deep_anchors.json", "fpc_temporal_coupling_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier76_fluid_spacetime_cosmology_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel FPC_Fluidlink_Timing_Deep_Panel" } }, { "panel": "FPC_Temporal_Coupling", "tier": 50, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.029733, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FPCTemporalCouplingPriors", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole" ], "tags": [ "fpc", "temporal", "coupling" ], "download_bundle": { "benchmark_data": "data/fpc_temporal_coupling_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_o_time_emergence_benchmarks.py", "manifest": "data/time_emergence_manifest.yaml", "lean_module": "FSOT.Formal.FPCTemporalCouplingPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fpc_temporal_coupling_benchmark.json", "domain": "FPC_Temporal_Coupling", "record_count": 24, "pooled_median_error_pct": 0.029733, "generated_at": "2026-07-12T14:24:58.832635+00:00", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole" ], "D_eff": 18, "sources": [ "time_emergence_manifest.yaml", "fluidlink_fpc_timing", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_o_time_emergence_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel FPC_Temporal_Coupling" } }, { "panel": "FSOT_Aggregate_Organized_Panel", "tier": 69, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FsotAggregateOrganizedPanelPriors", "maps_to_lean": [ "mathematical", "particle", "medical" ], "tags": [ "fsot", "aggregate", "organized", "panel" ], "download_bundle": { "benchmark_data": "data/fsot_aggregate_organized_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier69_unified_db_crosswalk_benchmarks.py", "manifest": "data/tier69_unified_db_manifest.yaml", "lean_module": "FSOT.Formal.FsotAggregateOrganizedPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fsot_aggregate_organized_panel_benchmark.json", "domain": "FSOT_Aggregate_Organized_Panel", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:18.098642+00:00", "maps_to_lean": [ "mathematical", "particle", "medical" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\fsot_aggregate\\FSOT_Mathematical_Database_Unified.json", "unified_db_domain_index.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier69_unified_db_crosswalk_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel FSOT_Aggregate_Organized_Panel" } }, { "panel": "FSOT_Aggregate_Unified_DB", "tier": 36, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FsotAggregateUnifiedDbPriors", "maps_to_lean": [ "particle", "mathematical", "medical" ], "tags": [ "fsot", "aggregate", "unified" ], "download_bundle": { "benchmark_data": "data/fsot_aggregate_unified_db_benchmark.json", "ingest_script": null, "build_script": "scripts/build_fsot_aggregate_unified_db_benchmark.py", "manifest": "data/fsot_aggregate_unified_db_manifest.yaml", "lean_module": "FSOT.Formal.FsotAggregateUnifiedDbPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fsot_aggregate_unified_db_benchmark.json", "domain": "FSOT_Aggregate_Unified_DB", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-15T05:07:31.697296+00:00", "maps_to_lean": [ "particle", "mathematical", "medical" ], "D_eff": 17, "sources": [ "vendor/fsot_aggregate/FSOT_Mathematical_Database_Unified.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_fsot_aggregate_unified_db_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel FSOT_Aggregate_Unified_DB" } }, { "panel": "Federal_Science_Registry_Panel", "tier": 80, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 0.013352, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FederalScienceRegistryPriors", "maps_to_lean": [ "economic", "particle", "energy" ], "tags": [ "federal", "science", "registry", "panel" ], "download_bundle": { "benchmark_data": "data/federal_science_registry_panel_benchmark.json", "ingest_script": "scripts/ingest_tier80_government_open_data.py", "build_script": "scripts/build_tier80_government_open_data_benchmarks.py", "manifest": "data/tier80_government_open_data_manifest.yaml", "lean_module": "FSOT.Formal.FederalScienceRegistryPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/federal_science_registry_panel_benchmark.json", "domain": "Federal_Science_Registry_Panel", "record_count": 24, "pooled_median_error_pct": 0.013352, "generated_at": "2026-07-12T14:25:37.927955+00:00", "maps_to_lean": [ "economic", "particle", "energy" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\government_open_data\\live_cache\\federal_science_registry_cache.json", "vendor/fsot_compute.py\\vendor\\government_open_data\\federal_science_registry_bundled.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier80_government_open_data.py --deep", "build": "python scripts/build_tier80_government_open_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Federal_Science_Registry_Panel" } }, { "panel": "Finance_Markets", "tier": 41, "routes_to_core": "Psychology", "record_count": 150, "median_error_pct": 0.025840180827433133, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.FinanceMarketsExtensionPriors", "maps_to_lean": [ "consciousness", "economic", "mathematical" ], "tags": [ "finance", "markets" ], "download_bundle": { "benchmark_data": "data/finance_markets_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.FinanceMarketsExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/finance_markets_extension_benchmark.json", "domain": "Finance_Markets", "record_count": 150, "pooled_median_error_pct": 0.025840180827433133, "generated_at": "2026-07-11T16:11:59.096801+00:00", "maps_to_lean": [ "consciousness", "economic", "mathematical" ], "D_eff": 19, "sources": [ "finance_markets_reference", "World_Bank", "econometrics" ], "sota_models": [ "Factor model baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_market_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Finance_Markets" } }, { "panel": "Finance_Markets_Panel", "tier": 85, "routes_to_core": "Psychology", "record_count": 36, "median_error_pct": 0.02584, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FinanceMarketsPanelPriors", "maps_to_lean": [ "consciousness", "economic", "mathematical" ], "tags": [ "finance", "markets", "panel" ], "download_bundle": { "benchmark_data": "data/finance_markets_panel_benchmark.json", "ingest_script": "scripts/ingest_tier85_scientific_expansion.py", "build_script": "scripts/build_tier85_scientific_expansion_benchmarks.py", "manifest": "data/tier85_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.FinanceMarketsPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/finance_markets_panel_benchmark.json", "domain": "Finance_Markets_Panel", "record_count": 36, "pooled_median_error_pct": 0.02584, "generated_at": "2026-07-12T16:20:15.338600+00:00", "maps_to_lean": [ "consciousness", "economic", "mathematical" ], "D_eff": 19, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier85_cache\\finance_markets_cache.json", "World Bank finance indicators" ], "sota_models": [ "Factor model baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier85_scientific_expansion.py --deep", "build": "python scripts/build_tier85_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Finance_Markets_Panel" } }, { "panel": "Fluid_Phase_Current_Spine", "tier": 50, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.022997, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FluidPhaseCurrentSpinePriors", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole", "mathematical" ], "tags": [ "fluid", "phase", "current", "spine" ], "download_bundle": { "benchmark_data": "data/fluid_phase_current_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_o_time_emergence_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.FluidPhaseCurrentSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fluid_phase_current_spine_benchmark.json", "domain": "Fluid_Phase_Current_Spine", "record_count": 24, "pooled_median_error_pct": 0.022997, "generated_at": "2026-07-12T14:24:59.684387+00:00", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole", "mathematical" ], "D_eff": 20, "sources": [ "time_emergence_simulation_benchmark.json", "time_domain_crosswalk_benchmark.json", "fpc_temporal_coupling_benchmark.json", "reality_folding_spine_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_o_time_emergence_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Fluid_Phase_Current_Spine" } }, { "panel": "Fluid_Spacetime_Observable_Spine", "tier": 76, "routes_to_core": "Psychology", "record_count": 29, "median_error_pct": 0.000595, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FluidSpacetimeObservableSpinePriors", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole", "cmb" ], "tags": [ "fluid", "spacetime", "observable", "spine" ], "download_bundle": { "benchmark_data": "data/fluid_spacetime_observable_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier76_fluid_spacetime_cosmology_benchmarks.py", "manifest": "data/tier76_fluid_spacetime_cosmology_manifest.yaml", "lean_module": "FSOT.Formal.FluidSpacetimeObservableSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fluid_spacetime_observable_spine_benchmark.json", "domain": "Fluid_Spacetime_Observable_Spine", "record_count": 29, "pooled_median_error_pct": 0.000595, "generated_at": "2026-07-11T20:07:34.197226+00:00", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole", "cmb" ], "D_eff": 26, "sources": [ "vendor/fsot_compute.py\\vendor\\fluid_spacetime\\cosmology_anomaly_deep_anchors.json", "fluid_phase_current_spine_benchmark.json", "stumped_observables_spine_benchmark.json" ], "sota_models": [ "No unified fluid-spacetime observable certificate" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fluid_spacetime_certificate_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier76_fluid_spacetime_cosmology_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Fluid_Spacetime_Observable_Spine" } }, { "panel": "Fluid_Spacetime_Prereg_Validation_Panel", "tier": 77, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FluidSpacetimePreregValidationPanelPriors", "maps_to_lean": [ "cosmological", "consciousness", "particle", "blackhole", "cmb" ], "tags": [ "fluid", "spacetime", "prereg", "validation", "panel" ], "download_bundle": { "benchmark_data": "data/fluid_spacetime_prereg_validation_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier77_post_tier76_maintenance_benchmarks.py", "manifest": "data/tier77_post_tier76_maintenance_manifest.yaml", "lean_module": "FSOT.Formal.FluidSpacetimePreregValidationPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fluid_spacetime_prereg_validation_panel_benchmark.json", "domain": "Fluid_Spacetime_Prereg_Validation_Panel", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:31.363548+00:00", "maps_to_lean": [ "cosmological", "consciousness", "particle", "blackhole", "cmb" ], "D_eff": 25, "sources": [ "vendor/fsot_compute.py\\vendor\\tier77\\fluid_spacetime_prereg_targets.json", "preregistered_predictions_manifest.yaml", "hubble_dark_sector_crosswalk_benchmark.json", "fpc_fluidlink_timing_deep_panel_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier77_post_tier76_maintenance_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Fluid_Spacetime_Prereg_Validation_Panel" } }, { "panel": "Fold_Depth_Metrics", "tier": 49, "routes_to_core": "Pure_Mathematics", "record_count": 51, "median_error_pct": 0.025753835305195434, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FoldDepthMetricsPriors", "maps_to_lean": [ "mathematical", "particle", "cosmological" ], "tags": [ "fold", "depth", "metrics" ], "download_bundle": { "benchmark_data": "data/fold_depth_metrics_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_n_compactification_ladder_benchmarks.py", "manifest": "data/compactification_ladder_manifest.yaml", "lean_module": "FSOT.Formal.FoldDepthMetricsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fold_depth_metrics_benchmark.json", "domain": "Fold_Depth_Metrics", "record_count": 51, "pooled_median_error_pct": 0.025753835305195434, "generated_at": "2026-07-11T15:14:52.368106+00:00", "maps_to_lean": [ "mathematical", "particle", "cosmological" ], "D_eff": 20, "sources": [ "compactification_ladder_manifest.yaml", "fsot_formula_spine.yaml" ], "sota_models": [ "Ad-hoc dimensional analysis" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fold_depth_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_n_compactification_ladder_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Fold_Depth_Metrics" } }, { "panel": "Food_Microbiology", "tier": 34, "routes_to_core": "Biology", "record_count": 30, "median_error_pct": 0.04447250077037743, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FoodMicrobiologyGapFillPriors", "maps_to_lean": [ "biological", "medical" ], "tags": [ "food", "microbiology" ], "download_bundle": { "benchmark_data": "data/food_microbiology_gap_fill_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.FoodMicrobiologyGapFillPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/food_microbiology_gap_fill_benchmark.json", "domain": "Food_Microbiology", "record_count": 30, "pooled_median_error_pct": 0.04447250077037743, "generated_at": "2026-07-11T15:13:15.308020+00:00", "maps_to_lean": [ "biological", "medical" ], "D_eff": 14, "sources": [ "fermentation_reference", "culinary_arts" ], "sota_models": [ "Fermentation kinetic tables" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fermentation_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Food_Microbiology" } }, { "panel": "Formula_Branching_Fractal", "tier": 45, "routes_to_core": "Pure_Mathematics", "record_count": 255, "median_error_pct": 0.038016537604979236, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.FormulaBranchingFractalPriors", "maps_to_lean": [ "mathematical", "particle", "consciousness" ], "tags": [ "formula", "branching", "fractal" ], "download_bundle": { "benchmark_data": "data/formula_branching_fractal_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_j_toe_completeness_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.FormulaBranchingFractalPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/formula_branching_fractal_benchmark.json", "domain": "Formula_Branching_Fractal", "record_count": 255, "pooled_median_error_pct": 0.038016537604979236, "generated_at": "2026-07-11T15:13:36.057495+00:00", "maps_to_lean": [ "mathematical", "particle", "consciousness" ], "D_eff": 18, "sources": [ "fsot_formula_spine.yaml", "strict_empirical.jsonl", "extension_domains_manifest" ], "sota_models": [ "Ad-hoc domain taxonomy", "Per-domain formula silos" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_domain_divergence_vs_baseline": true, "channel_corpus_branch_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_j_toe_completeness_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Formula_Branching_Fractal" } }, { "panel": "Formula_Corpus_CNC", "tier": 34, "routes_to_core": "Pure_Mathematics", "record_count": 21, "median_error_pct": 0.020055, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FormulaCorpusCncPriors", "maps_to_lean": [ "particle", "mathematical", "consciousness" ], "tags": [ "formula", "corpus", "cnc" ], "download_bundle": { "benchmark_data": "data/formula_corpus_cnc_benchmark.json", "ingest_script": null, "build_script": "scripts/build_formula_corpus_cnc_benchmark.py", "manifest": "data/formula_corpus_cnc_manifest.yaml", "lean_module": "FSOT.Formal.FormulaCorpusCncPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/formula_corpus_cnc_benchmark.json", "domain": "Formula_Corpus_CNC", "record_count": 21, "pooled_median_error_pct": 0.020055, "generated_at": "2026-07-15T05:07:26.048584+00:00", "maps_to_lean": [ "particle", "mathematical", "consciousness" ], "D_eff": 17, "sources": [ "vendor/formula_corpus_cnc/compiled_formulas/formula_summary.json", "vendor/formula_corpus_cnc/compiled_formulas/validator_vs_corpus_delta.json", "vendor/formula_corpus_cnc/real_world_gauntlet_report.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_formula_corpus_cnc_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Formula_Corpus_CNC" } }, { "panel": "Formula_Corpus_Closure", "tier": 42, "routes_to_core": "Pure_Mathematics", "record_count": 123, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.FormulaCorpusClosurePriors", "maps_to_lean": [ "particle", "mathematical", "medical" ], "tags": [ "formula", "corpus", "closure" ], "download_bundle": { "benchmark_data": "data/formula_corpus_closure_benchmark.json", "ingest_script": null, "build_script": "scripts/build_formula_corpus_closure_benchmark.py", "manifest": null, "lean_module": "FSOT.Formal.FormulaCorpusClosurePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/formula_corpus_closure_benchmark.json", "domain": "Formula_Corpus_Closure", "record_count": 123, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:12:38.066284+00:00", "maps_to_lean": [ "particle", "mathematical", "medical" ], "D_eff": 17, "sources": [ "strict_empirical.jsonl", "extension_benchmarks", "lean_priors" ], "sota_models": [ "Per-formula numeric eval baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "strict_empirical_nonzero": true, "extension_bridge_nonzero": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_formula_corpus_closure_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Formula_Corpus_Closure" } }, { "panel": "Formula_Precision_Spine", "tier": 67, "routes_to_core": "Pure_Mathematics", "record_count": 27, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FormulaPrecisionSpinePriors", "maps_to_lean": [ "mathematical", "consciousness", "material", "particle" ], "tags": [ "formula", "precision", "spine" ], "download_bundle": { "benchmark_data": "data/formula_precision_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier67_formula_precision_benchmarks.py", "manifest": "data/tier67_formula_precision_manifest.yaml", "lean_module": "FSOT.Formal.FormulaPrecisionSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/formula_precision_spine_benchmark.json", "domain": "Formula_Precision_Spine", "record_count": 27, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T16:10:55.601819+00:00", "maps_to_lean": [ "mathematical", "consciousness", "material", "particle" ], "D_eff": 17, "sources": [ "tier67_formula_precision_panels" ], "sota_models": [ "Tier 67 per-channel formula pass" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_precision_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier67_formula_precision_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Formula_Precision_Spine" } }, { "panel": "Foundational_Ontology_Spine", "tier": 91, "routes_to_core": "Pure_Mathematics", "record_count": 21, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FoundationalOntologySpinePriors", "maps_to_lean": [ "mathematical", "cosmological", "consciousness", "particle" ], "tags": [ "foundational", "ontology", "spine" ], "download_bundle": { "benchmark_data": "data/foundational_ontology_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier91_foundational_ontology_benchmarks.py", "manifest": "data/tier91_foundational_ontology_manifest.yaml", "lean_module": "FSOT.Formal.FoundationalOntologySpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/foundational_ontology_spine_benchmark.json", "domain": "Foundational_Ontology_Spine", "record_count": 21, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T17:36:24.258552+00:00", "maps_to_lean": [ "mathematical", "cosmological", "consciousness", "particle" ], "D_eff": 22, "sources": [ "tier91_foundational_ontology_panels", "vendor/fsot_compute.py\\data\\foundational_ontology_axioms.yaml" ], "sota_models": [ "Tier 91 friction/zero/overflow/folding ontology layer" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier91_foundational_ontology_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Foundational_Ontology_Spine" } }, { "panel": "Founding_Atmospheric_Ozone_Panel", "tier": 96, "routes_to_core": "General", "record_count": 24, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FoundingAtmosphericOzonePanelPriors", "maps_to_lean": [ "atmospheric", "climate" ], "tags": [ "founding", "atmospheric", "ozone", "panel" ], "download_bundle": { "benchmark_data": "data/founding_atmospheric_ozone_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_founding_unmapped_laws_benchmark.py", "manifest": "data/tier96_founding_unmapped_laws_manifest.yaml", "lean_module": "FSOT.Formal.FoundingAtmosphericOzonePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/founding_atmospheric_ozone_panel_benchmark.json", "domain": "Founding_Atmospheric_Ozone_Panel", "record_count": 24, "pooled_median_error_pct": 0.022236, "generated_at": "2026-07-15T05:07:48.307306+00:00", "maps_to_lean": [ "atmospheric", "climate" ], "D_eff": 12, "sources": [ "data/founding_unmapped_laws_reference.json", "founding_law:law_26", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_founding_unmapped_laws_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Founding_Atmospheric_Ozone_Panel" } }, { "panel": "Founding_Cosmic_Dust_Panel", "tier": 96, "routes_to_core": "Astrophysics", "record_count": 24, "median_error_pct": 0.026675, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FoundingCosmicDustPanelPriors", "maps_to_lean": [ "cosmological", "galactic" ], "tags": [ "founding", "cosmic", "dust", "panel" ], "download_bundle": { "benchmark_data": "data/founding_cosmic_dust_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_founding_unmapped_laws_benchmark.py", "manifest": "data/tier96_founding_unmapped_laws_manifest.yaml", "lean_module": "FSOT.Formal.FoundingCosmicDustPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/founding_cosmic_dust_panel_benchmark.json", "domain": "Founding_Cosmic_Dust_Panel", "record_count": 24, "pooled_median_error_pct": 0.026675, "generated_at": "2026-07-15T05:07:49.165994+00:00", "maps_to_lean": [ "cosmological", "galactic" ], "D_eff": 13, "sources": [ "data/founding_unmapped_laws_reference.json", "founding_law:law_20", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_founding_unmapped_laws_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Founding_Cosmic_Dust_Panel" } }, { "panel": "Founding_Cosmic_Ray_Panel", "tier": 96, "routes_to_core": "Astronomy", "record_count": 24, "median_error_pct": 0.021221, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FoundingCosmicRayPanelPriors", "maps_to_lean": [ "particle", "astronomical" ], "tags": [ "founding", "cosmic", "ray", "panel" ], "download_bundle": { "benchmark_data": "data/founding_cosmic_ray_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_founding_unmapped_laws_benchmark.py", "manifest": "data/tier96_founding_unmapped_laws_manifest.yaml", "lean_module": "FSOT.Formal.FoundingCosmicRayPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/founding_cosmic_ray_panel_benchmark.json", "domain": "Founding_Cosmic_Ray_Panel", "record_count": 24, "pooled_median_error_pct": 0.021221, "generated_at": "2026-07-15T05:07:50.018982+00:00", "maps_to_lean": [ "particle", "astronomical" ], "D_eff": 10, "sources": [ "data/founding_unmapped_laws_reference.json", "founding_law:law_12", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_founding_unmapped_laws_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Founding_Cosmic_Ray_Panel" } }, { "panel": "Founding_Galactic_Halo_Rotation_Panel", "tier": 96, "routes_to_core": "Astrophysics", "record_count": 24, "median_error_pct": 0.022461, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FoundingGalacticHaloRotationPanelPriors", "maps_to_lean": [ "cosmological", "galactic", "astronomical" ], "tags": [ "founding", "galactic", "halo", "rotation", "panel" ], "download_bundle": { "benchmark_data": "data/founding_galactic_halo_rotation_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_founding_unmapped_laws_benchmark.py", "manifest": "data/tier96_founding_unmapped_laws_manifest.yaml", "lean_module": "FSOT.Formal.FoundingGalacticHaloRotationPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/founding_galactic_halo_rotation_panel_benchmark.json", "domain": "Founding_Galactic_Halo_Rotation_Panel", "record_count": 24, "pooled_median_error_pct": 0.022461, "generated_at": "2026-07-15T05:07:50.891677+00:00", "maps_to_lean": [ "cosmological", "galactic", "astronomical" ], "D_eff": 14, "sources": [ "data/founding_unmapped_laws_reference.json", "founding_law:law_13", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_founding_unmapped_laws_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Founding_Galactic_Halo_Rotation_Panel" } }, { "panel": "Founding_Pulsar_Glitch_Panel", "tier": 96, "routes_to_core": "Astronomy", "record_count": 24, "median_error_pct": 0.022461, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FoundingPulsarGlitchPanelPriors", "maps_to_lean": [ "astronomical", "particle" ], "tags": [ "founding", "pulsar", "glitch", "panel" ], "download_bundle": { "benchmark_data": "data/founding_pulsar_glitch_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_founding_unmapped_laws_benchmark.py", "manifest": "data/tier96_founding_unmapped_laws_manifest.yaml", "lean_module": "FSOT.Formal.FoundingPulsarGlitchPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/founding_pulsar_glitch_panel_benchmark.json", "domain": "Founding_Pulsar_Glitch_Panel", "record_count": 24, "pooled_median_error_pct": 0.022461, "generated_at": "2026-07-15T05:07:51.747071+00:00", "maps_to_lean": [ "astronomical", "particle" ], "D_eff": 16, "sources": [ "data/founding_unmapped_laws_reference.json", "founding_law:law_34", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_founding_unmapped_laws_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Founding_Pulsar_Glitch_Panel" } }, { "panel": "Founding_Quantum_Vacuum_Panel", "tier": 96, "routes_to_core": "Quantum_Mechanics", "record_count": 24, "median_error_pct": 0.01529034996934153, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FoundingQuantumVacuumPanelPriors", "maps_to_lean": [ "quantum", "particle" ], "tags": [ "founding", "quantum", "vacuum", "panel" ], "download_bundle": { "benchmark_data": "data/founding_quantum_vacuum_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_founding_unmapped_laws_benchmark.py", "manifest": "data/tier96_founding_unmapped_laws_manifest.yaml", "lean_module": "FSOT.Formal.FoundingQuantumVacuumPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/founding_quantum_vacuum_panel_benchmark.json", "domain": "Founding_Quantum_Vacuum_Panel", "record_count": 24, "pooled_median_error_pct": 0.01529034996934153, "generated_at": "2026-07-15T05:07:52.701199+00:00", "maps_to_lean": [ "quantum", "particle" ], "D_eff": 8, "sources": [ "data/founding_unmapped_laws_reference.json", "founding_law:law_11", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_founding_unmapped_laws_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Founding_Quantum_Vacuum_Panel" } }, { "panel": "Founding_White_Dwarf_Cooling_Panel", "tier": 96, "routes_to_core": "Astronomy", "record_count": 24, "median_error_pct": 0.022461, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FoundingWhiteDwarfCoolingPanelPriors", "maps_to_lean": [ "astronomical", "stellar" ], "tags": [ "founding", "white", "dwarf", "cooling", "panel" ], "download_bundle": { "benchmark_data": "data/founding_white_dwarf_cooling_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_founding_unmapped_laws_benchmark.py", "manifest": "data/tier96_founding_unmapped_laws_manifest.yaml", "lean_module": "FSOT.Formal.FoundingWhiteDwarfCoolingPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/founding_white_dwarf_cooling_panel_benchmark.json", "domain": "Founding_White_Dwarf_Cooling_Panel", "record_count": 24, "pooled_median_error_pct": 0.022461, "generated_at": "2026-07-15T05:07:53.562727+00:00", "maps_to_lean": [ "astronomical", "stellar" ], "D_eff": 15, "sources": [ "data/founding_unmapped_laws_reference.json", "founding_law:law_23", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_founding_unmapped_laws_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Founding_White_Dwarf_Cooling_Panel" } }, { "panel": "Fractal_Constant_Recursion", "tier": 46, "routes_to_core": "Pure_Mathematics", "record_count": 21, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FractalConstantRecursionPriors", "maps_to_lean": [ "mathematical", "particle" ], "tags": [ "fractal", "constant", "recursion" ], "download_bundle": { "benchmark_data": "data/fractal_constant_recursion_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_k_toe_gap_closure_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.FractalConstantRecursionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fractal_constant_recursion_benchmark.json", "domain": "Fractal_Constant_Recursion", "record_count": 21, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:14:17.774712+00:00", "maps_to_lean": [ "mathematical", "particle" ], "D_eff": 18, "sources": [ "fractal_constant_recursion.yaml", "strict_empirical.jsonl" ], "sota_models": [ "Flat constant tables" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_constant_recursion_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_k_toe_gap_closure_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Fractal_Constant_Recursion" } }, { "panel": "Fuel_Candidate_Prereg_Scaffold", "tier": 65, "routes_to_core": "Thermodynamics", "record_count": 33, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FuelCandidatePreregScaffoldPriors", "maps_to_lean": [ "energy", "chemical", "material" ], "tags": [ "fuel", "candidate", "prereg", "scaffold" ], "download_bundle": { "benchmark_data": "data/fuel_candidate_prereg_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier65_prereg_screens_benchmarks.py", "manifest": "data/tier65_prereg_channels_manifest.yaml", "lean_module": "FSOT.Formal.FuelCandidatePreregScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fuel_candidate_prereg_scaffold_benchmark.json", "domain": "Fuel_Candidate_Prereg_Scaffold", "record_count": 33, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:05.617166+00:00", "maps_to_lean": [ "energy", "chemical", "material" ], "D_eff": 16, "sources": [ "vendor/fsot_compute.py\\vendor\\prereg_screens\\in_silico_screening_public_anchors.json", "tier65_prereg_channels_manifest.yaml" ], "sota_models": [ "Published screening methodology" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_panel_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier65_prereg_screens_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Fuel_Candidate_Prereg_Scaffold" } }, { "panel": "Fuel_Lab_Live_Panel", "tier": 88, "routes_to_core": "Thermodynamics", "record_count": 366, "median_error_pct": 0.039349, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.FuelLabLivePanelPriors", "maps_to_lean": [ "energy", "chemical", "material" ], "tags": [ "fuel", "lab", "live", "panel" ], "download_bundle": { "benchmark_data": "data/fuel_lab_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.FuelLabLivePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fuel_lab_live_panel_benchmark.json", "domain": "Fuel_Lab_Live_Panel", "record_count": 366, "pooled_median_error_pct": 0.039349, "generated_at": "2026-07-15T16:12:36.390908+00:00", "maps_to_lean": [ "energy", "chemical", "material" ], "D_eff": 16, "sources": [ "vendor\\application_wiring\\tier88_cache\\fuel_lab_live_cache.json", "desktop_fuel_lab_engine_simulator", "compare_full_20260526.json", "compare_optimax_wave_20260715.json", "material_compatibility_comparison.json", "refined_grounded_hemp.json", "I:\\FSOT-Physical-Archive\\08_Verified-Desktop-Projects\\fuel_lab\\engine_simulator\\REAL_DATA_PROVENANCE.md" ], "sota_models": [ "Five FSOT-designed alternative fuels \u2014 grounded thermochemistry + Prius engine simulator (novel molecular states)" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_engine_simulator_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Fuel_Lab_Live_Panel" } }, { "panel": "Fuel_Thermochemistry_Public_Anchors", "tier": 59, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FuelThermochemistryPublicAnchorsPriors", "maps_to_lean": [ "energy", "chemical", "material" ], "tags": [ "fuel", "thermochemistry", "public", "anchors" ], "download_bundle": { "benchmark_data": "data/fuel_thermochemistry_public_anchors_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier59_material_fuel_benchmarks.py", "manifest": "data/tier59_material_fuel_manifest.yaml", "lean_module": "FSOT.Formal.FuelThermochemistryPublicAnchorsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fuel_thermochemistry_public_anchors_benchmark.json", "domain": "Fuel_Thermochemistry_Public_Anchors", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:06.660708+00:00", "maps_to_lean": [ "energy", "chemical", "material" ], "D_eff": 16, "sources": [ "thermochemistry_public_anchors.json", "public_fuel_property_catalog.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier59_material_fuel_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Fuel_Thermochemistry_Public_Anchors" } }, { "panel": "Fusion_Decay_Chain_Prereg_Scaffold", "tier": 74, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FusionDecayChainPreregScaffoldPriors", "maps_to_lean": [ "fusion", "particle", "nuclear", "energy" ], "tags": [ "fusion", "decay", "chain", "prereg", "scaffold" ], "download_bundle": { "benchmark_data": "data/fusion_decay_chain_prereg_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier74_superheavy_island_benchmarks.py", "manifest": "data/tier74_superheavy_island_manifest.yaml", "lean_module": "FSOT.Formal.FusionDecayChainPreregScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fusion_decay_chain_prereg_scaffold_benchmark.json", "domain": "Fusion_Decay_Chain_Prereg_Scaffold", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:24.448175+00:00", "maps_to_lean": [ "fusion", "particle", "nuclear", "energy" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\superheavy_island\\fusion_decay_chain_prereg_candidates.json", "cold_fusion_lab_synthesis_crosswalk_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier74_superheavy_island_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Fusion_Decay_Chain_Prereg_Scaffold" } }, { "panel": "Fusion_Lab_Certificate_Spine", "tier": 71, "routes_to_core": "Thermodynamics", "record_count": 50, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FusionLabCertificateSpinePriors", "maps_to_lean": [ "fusion", "energy", "plasma", "particle", "material" ], "tags": [ "fusion", "lab", "certificate", "spine" ], "download_bundle": { "benchmark_data": "data/fusion_lab_certificate_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier71_fusion_lab_benchmarks.py", "manifest": "data/tier71_fusion_lab_manifest.yaml", "lean_module": "FSOT.Formal.FusionLabCertificateSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fusion_lab_certificate_spine_benchmark.json", "domain": "Fusion_Lab_Certificate_Spine", "record_count": 50, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:11.278670+00:00", "maps_to_lean": [ "fusion", "energy", "plasma", "particle", "material" ], "D_eff": 20, "sources": [ "vendor/fsot_compute.py\\vendor\\fusion\\fusion_public_anchors.json", "plasma_physics_benchmark.json", "fuel_thermochemistry_public_anchors_benchmark.json" ], "sota_models": [ "No unified fusion lab certificate artifact" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fusion_certificate_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier71_fusion_lab_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Fusion_Lab_Certificate_Spine" } }, { "panel": "Fusion_Physics_Public_Panel", "tier": 71, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 9.5e-05, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.FusionPhysicsPublicPanelPriors", "maps_to_lean": [ "fusion", "energy", "particle", "plasma" ], "tags": [ "fusion", "physics", "public", "panel" ], "download_bundle": { "benchmark_data": "data/fusion_physics_public_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier71_fusion_lab_benchmarks.py", "manifest": "data/tier71_fusion_lab_manifest.yaml", "lean_module": "FSOT.Formal.FusionPhysicsPublicPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/fusion_physics_public_panel_benchmark.json", "domain": "Fusion_Physics_Public_Panel", "record_count": 24, "pooled_median_error_pct": 9.5e-05, "generated_at": "2026-07-12T14:25:22.566699+00:00", "maps_to_lean": [ "fusion", "energy", "particle", "plasma" ], "D_eff": 18, "sources": [ "vendor/fsot_compute.py\\vendor\\fusion\\fusion_public_anchors.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier71_fusion_lab_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Fusion_Physics_Public_Panel" } }, { "panel": "GBIF_Species_Occurrence", "tier": 38, "routes_to_core": "Biology", "record_count": 240, "median_error_pct": 0.006006, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.GbifSpeciesOccurrencePriors", "maps_to_lean": [ "biological", "ecological" ], "tags": [ "gbif", "species", "occurrence" ], "download_bundle": { "benchmark_data": "data/gbif_species_occurrence_benchmark.json", "ingest_script": "scripts/ingest_tier38_public_data.py", "build_script": "scripts/build_tier38_public_data_benchmarks.py", "manifest": "data/tier38_public_apis_manifest.yaml", "lean_module": "FSOT.Formal.GbifSpeciesOccurrencePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/gbif_species_occurrence_benchmark.json", "domain": "GBIF_Species_Occurrence", "record_count": 240, "pooled_median_error_pct": 0.006006, "generated_at": "2026-07-13T15:23:12.504945+00:00", "maps_to_lean": [ "biological", "ecological" ], "D_eff": 15, "sources": [ "https://api.gbif.org/v1/occurrence/search?decimalLatitude=40%2C45&decimalLongitude=-75%2C-70&year=2020%2C2024&hasCoordinate=true&limit=120&offset=0" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier38_public_data.py --deep", "build": "python scripts/build_tier38_public_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel GBIF_Species_Occurrence" } }, { "panel": "GWOSC_Live_Event_Deep", "tier": 58, "routes_to_core": "Astronomy", "record_count": 191, "median_error_pct": 0.008488, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.GWOSCLiveEventDeepPriors", "maps_to_lean": [ "astronomical", "particle", "galactic" ], "tags": [ "gwosc", "live", "event", "deep" ], "download_bundle": { "benchmark_data": "data/gwosc_live_event_deep_benchmark.json", "ingest_script": "scripts/ingest_tier58_live_catalogs.py", "build_script": "scripts/build_tier58_live_catalog_benchmarks.py", "manifest": "data/tier58_live_catalog_manifest.yaml", "lean_module": "FSOT.Formal.GWOSCLiveEventDeepPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/gwosc_live_event_deep_benchmark.json", "domain": "GWOSC_Live_Event_Deep", "record_count": 191, "pooled_median_error_pct": 0.008488, "generated_at": "2026-07-12T12:16:24.436477+00:00", "maps_to_lean": [ "astronomical", "particle", "galactic" ], "D_eff": 20, "sources": [ "vendor/fsot_compute.py\\vendor\\stellar_structures\\gwosc_live_cache.json", "vendor/fsot_compute.py\\vendor\\stellar_structures\\gwosc_public_events.json" ], "sota_models": [ "GWOSC event API" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true, "channel_ingest_consistency_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier58_live_catalogs.py --deep", "build": "python scripts/build_tier58_live_catalog_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel GWOSC_Live_Event_Deep" } }, { "panel": "Gaia_Astrometry_Panel_Deep", "tier": 60, "routes_to_core": "Astronomy", "record_count": 62, "median_error_pct": 0.022461, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.GaiaAstrometryPanelDeepPriors", "maps_to_lean": [ "astronomical", "galactic" ], "tags": [ "gaia", "astrometry", "panel", "deep" ], "download_bundle": { "benchmark_data": "data/gaia_astrometry_panel_deep_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier60_astrometry_benchmarks.py", "manifest": "data/tier60_astrometry_manifest.yaml", "lean_module": "FSOT.Formal.GaiaAstrometryPanelDeepPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/gaia_astrometry_panel_deep_benchmark.json", "domain": "Gaia_Astrometry_Panel_Deep", "record_count": 62, "pooled_median_error_pct": 0.022461, "generated_at": "2026-07-12T12:11:17.704357+00:00", "maps_to_lean": [ "astronomical", "galactic" ], "D_eff": 20, "sources": [ "galactic_structure_sample.json", "galactic_structure_sample_benchmark.json" ], "sota_models": [ "Gaia DR3 astrometry" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true, "channel_parallax_distance_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier60_astrometry_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Gaia_Astrometry_Panel_Deep" } }, { "panel": "Gaia_DR3_TAP_Deep", "tier": 62, "routes_to_core": "Astronomy", "record_count": 1826, "median_error_pct": 0.022461, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.GaiaDR3TAPDeepPriors", "maps_to_lean": [ "astronomical", "galactic" ], "tags": [ "gaia", "dr3", "tap", "deep" ], "download_bundle": { "benchmark_data": "data/gaia_dr3_tap_deep_benchmark.json", "ingest_script": "scripts/ingest_tier62_live_astrometry.py", "build_script": "scripts/build_tier62_astrometry_benchmarks.py", "manifest": "data/tier62_astrometry_manifest.yaml", "lean_module": "FSOT.Formal.GaiaDR3TAPDeepPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/gaia_dr3_tap_deep_benchmark.json", "domain": "Gaia_DR3_TAP_Deep", "record_count": 1826, "pooled_median_error_pct": 0.022461, "generated_at": "2026-07-12T12:43:16.125263+00:00", "maps_to_lean": [ "astronomical", "galactic" ], "D_eff": 20, "sources": [ "vendor/fsot_compute.py\\vendor\\stellar_structures\\gaia_dr3_live_cache.json", "vendor/fsot_compute.py\\vendor\\stellar_structures\\gaia_dr3_tap_sample.json" ], "sota_models": [ "Gaia DR3 TAP astrometry" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true, "channel_parallax_distance_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier62_live_astrometry.py --deep", "build": "python scripts/build_tier62_astrometry_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Gaia_DR3_TAP_Deep" } }, { "panel": "Galactic_Structure_Sample", "tier": 53, "routes_to_core": "Astronomy", "record_count": 101, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.GalacticStructureSamplePriors", "maps_to_lean": [ "astronomical", "galactic" ], "tags": [ "galactic", "structure", "sample" ], "download_bundle": { "benchmark_data": "data/galactic_structure_sample_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier53_stellar_galactic_benchmarks.py", "manifest": "data/tier53_stellar_galactic_manifest.yaml", "lean_module": "FSOT.Formal.GalacticStructureSamplePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/galactic_structure_sample_benchmark.json", "domain": "Galactic_Structure_Sample", "record_count": 101, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:01.619749+00:00", "maps_to_lean": [ "astronomical", "galactic" ], "D_eff": 20, "sources": [ "vendor/stellar_structures/galactic_structure_sample.json", "nasa_exoplanet_summary" ], "sota_models": [ "Gaia DR3 astrometry" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_parallax_distance_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier53_stellar_galactic_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Galactic_Structure_Sample" } }, { "panel": "Genomic_Sciences", "tier": 66, "routes_to_core": "Biology", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.GenomicSciencesPriors", "maps_to_lean": [ "biological", "medical", "neural" ], "tags": [ "genomic", "sciences" ], "download_bundle": { "benchmark_data": "data/genomic_sciences_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier66_neurolab_residual_benchmarks.py", "manifest": "data/tier66_neurolab_residual_manifest.yaml", "lean_module": "FSOT.Formal.GenomicSciencesPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/genomic_sciences_benchmark.json", "domain": "Genomic_Sciences", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:14.678125+00:00", "maps_to_lean": [ "biological", "medical", "neural" ], "D_eff": 12, "sources": [ "vendor/fsot_compute.py\\vendor\\neurolab_residual\\genomic_sciences_public_anchors.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier66_neurolab_residual_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Genomic_Sciences" } }, { "panel": "Geochemistry", "tier": 26, "routes_to_core": "Astrophysics", "record_count": 153, "median_error_pct": 0.006625234573930708, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.GeochemistryPriors", "maps_to_lean": [ "chemical", "galactic" ], "tags": [ "geochemistry" ], "download_bundle": { "benchmark_data": "data/geochemistry_benchmark.json", "ingest_script": null, "build_script": "scripts/build_geochemistry_benchmark.py", "manifest": "data/geochemistry_manifest.yaml", "lean_module": "FSOT.Formal.GeochemistryPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/geochemistry_benchmark.json", "domain": null, "record_count": 153, "pooled_median_error_pct": 0.006625234573930708, "generated_at": "2026-07-13T15:22:59.299141+00:00", "maps_to_lean": [ "chemical", "galactic" ], "D_eff": 15, "sources": [ "vendor/fsot_compute.py\\vendor\\smiles\\FSOT_SMILES_Lab_Dataset.json", "vendor/fsot_compute.py\\data\\planetary_structure_benchmark.json" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_geochemistry_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Geochemistry" } }, { "panel": "Geology_Stratigraphy", "tier": 35, "routes_to_core": "Thermodynamics", "record_count": 1960, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.GeologyStratigraphyExtensionPriors", "maps_to_lean": [ "energy", "galactic" ], "tags": [ "geology", "stratigraphy" ], "download_bundle": { "benchmark_data": "data/geology_stratigraphy_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_d_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.GeologyStratigraphyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/geology_stratigraphy_extension_benchmark.json", "domain": "Geology_Stratigraphy", "record_count": 1960, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:28:34.097355+00:00", "maps_to_lean": [ "energy", "galactic" ], "D_eff": 18, "sources": [ "USGS_seismology", "PB2002_tectonics", "USGS_hydrology" ], "sota_models": [ "Seismic stratigraphy classifiers" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_stratigraphy_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_d_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Geology_Stratigraphy" } }, { "panel": "Geomagnetism", "tier": 21, "routes_to_core": "General", "record_count": 524, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.GeomagnetismPriors", "maps_to_lean": [ "electron", "fusion" ], "tags": [ "geomagnetism" ], "download_bundle": { "benchmark_data": "data/geomagnetism_benchmark.json", "ingest_script": "scripts/ingest_geomagnetism_swpc.py", "build_script": "scripts/build_geomagnetism_benchmark.py", "manifest": "data/geomagnetism_manifest.yaml", "lean_module": "FSOT.Formal.GeomagnetismPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/geomagnetism_benchmark.json", "domain": null, "record_count": 524, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-15T00:38:06.970565+00:00", "maps_to_lean": [], "D_eff": 13, "sources": [ "NOAA_SWPC_geomag" ], "sota_models": [], "beats_sota": {}, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_geomagnetism_swpc.py --deep", "build": "python scripts/build_geomagnetism_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Geomagnetism" } }, { "panel": "Government_Open_Data_Spine", "tier": 80, "routes_to_core": "Biochemistry", "record_count": 28, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.GovernmentOpenDataSpinePriors", "maps_to_lean": [ "particle", "medical", "astronomical", "economic" ], "tags": [ "government", "open", "data", "spine" ], "download_bundle": { "benchmark_data": "data/government_open_data_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier80_government_open_data_benchmarks.py", "manifest": "data/tier80_government_open_data_manifest.yaml", "lean_module": "FSOT.Formal.GovernmentOpenDataSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/government_open_data_spine_benchmark.json", "domain": "Government_Open_Data_Spine", "record_count": 28, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:24:10.800943+00:00", "maps_to_lean": [ "particle", "medical", "astronomical", "economic" ], "D_eff": 18, "sources": [ "tier80_government_open_data_panels" ], "sota_models": [ "Tier 80 government open-data wave" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier80_government_open_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Government_Open_Data_Spine" } }, { "panel": "Grace_Cryosphere", "tier": 23, "routes_to_core": "Astrophysics", "record_count": 253, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.GraceCryospherePriors", "maps_to_lean": [ "galactic", "energy" ], "tags": [ "grace", "cryosphere" ], "download_bundle": { "benchmark_data": "data/grace_cryosphere_benchmark.json", "ingest_script": "scripts/ingest_grace_greenland.py", "build_script": "scripts/build_grace_cryosphere_benchmark.py", "manifest": "data/grace_cryosphere_manifest.yaml", "lean_module": "FSOT.Formal.GraceCryospherePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/grace_cryosphere_benchmark.json", "domain": null, "record_count": 253, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:43.858516+00:00", "maps_to_lean": [], "D_eff": 16, "sources": [ "GFZ_GravIS_Greenland_total" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_grace_greenland.py --deep", "build": "python scripts/build_grace_cryosphere_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Grace_Cryosphere" } }, { "panel": "HVAC_Thermal_Systems", "tier": 39, "routes_to_core": "Thermodynamics", "record_count": 23, "median_error_pct": 0.017836062884411003, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.HvacThermalSystemsPriors", "maps_to_lean": [ "energy", "material" ], "tags": [ "hvac", "thermal", "systems" ], "download_bundle": { "benchmark_data": "data/hvac_thermal_systems_benchmark.json", "ingest_script": "scripts/ingest_tier39_propulsion_electrical.py", "build_script": "scripts/build_tier39_propulsion_electrical_benchmarks.py", "manifest": "data/tier39_propulsion_electrical_manifest.yaml", "lean_module": "FSOT.Formal.HvacThermalSystemsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/hvac_thermal_systems_benchmark.json", "domain": "HVAC_Thermal_Systems", "record_count": 23, "pooled_median_error_pct": 0.017836062884411003, "generated_at": "2026-07-15T05:07:41.862605+00:00", "maps_to_lean": [ "energy", "material" ], "D_eff": 13, "sources": [ "A", "S", "H", "R", "A", "E", " ", "S", "t", "a", "n", "d", "a", "r", "d", " ", "9", "0", ".", "1", ",", " ", "D", "O", "E", " ", "S", "E", "E", "R", " ", "r", "a", "t", "i", "n", "g", "s", ",", " ", "C", "a", "r", "n", "o", "t", " ", "t", "h", "e", "r", "m", "o", "d", "y", "n", "a", "m", "i", "c", "s", " ", "r", "e", "f", "e", "r", "e", "n", "c", "e", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier39_propulsion_electrical.py --deep", "build": "python scripts/build_tier39_propulsion_electrical_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel HVAC_Thermal_Systems" } }, { "panel": "Heavy_Ion_Lab_Synthesis_Panel", "tier": 73, "routes_to_core": "Materials_Science", "record_count": 39, "median_error_pct": 9.5e-05, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.HeavyIonLabSynthesisPanelPriors", "maps_to_lean": [ "fusion", "particle", "nuclear", "material" ], "tags": [ "heavy", "ion", "lab", "synthesis", "panel" ], "download_bundle": { "benchmark_data": "data/heavy_ion_lab_synthesis_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier73_lab_synthesis_benchmarks.py", "manifest": "data/tier73_lab_synthesis_manifest.yaml", "lean_module": "FSOT.Formal.HeavyIonLabSynthesisPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/heavy_ion_lab_synthesis_panel_benchmark.json", "domain": "Heavy_Ion_Lab_Synthesis_Panel", "record_count": 39, "pooled_median_error_pct": 9.5e-05, "generated_at": "2026-07-11T15:13:11.927472+00:00", "maps_to_lean": [ "fusion", "particle", "nuclear", "material" ], "D_eff": 13, "sources": [ "vendor/fsot_compute.py\\vendor\\lab_synthesis\\heavy_ion_reaction_anchors.json", "fusion_physics_public_panel_benchmark.json" ], "sota_models": [ "Heavy-ion evaporation models" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_heavy_ion_synthesis_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier73_lab_synthesis_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Heavy_Ion_Lab_Synthesis_Panel" } }, { "panel": "Higgs_Mass", "tier": 17, "routes_to_core": "General", "record_count": 24, "median_error_pct": 0.012112816039879785, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.HiggsMassPriors", "maps_to_lean": [ "particle", "higgs" ], "tags": [ "higgs", "mass" ], "download_bundle": { "benchmark_data": "data/higgs_mass_benchmark.json", "ingest_script": null, "build_script": "scripts/build_higgs_mass_benchmark.py", "manifest": "data/higgs_mass_manifest.yaml", "lean_module": "FSOT.Formal.HiggsMassPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/higgs_mass_benchmark.json", "domain": "Higgs_Mass", "record_count": 24, "pooled_median_error_pct": 0.012112816039879785, "generated_at": "2026-07-15T05:07:08.664279+00:00", "maps_to_lean": [ "particle", "higgs" ], "D_eff": 19, "sources": [ "vendor/smiles/FSOT_SMILES_Lab_Dataset.json", "scripts/higgs_mass_formula_eval.py", "data/higgs_mass_reference_observables.json", "vendor/fsot_compute.py", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_higgs_mass_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Higgs_Mass" } }, { "panel": "History", "tier": 41, "routes_to_core": "Psychology", "record_count": 170, "median_error_pct": 0.019504399572477397, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.HistoryExtensionPriors", "maps_to_lean": [ "consciousness", "linguistic" ], "tags": [ "history" ], "download_bundle": { "benchmark_data": "data/history_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.HistoryExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/history_extension_benchmark.json", "domain": "History", "record_count": 170, "pooled_median_error_pct": 0.019504399572477397, "generated_at": "2026-07-11T16:11:59.066624+00:00", "maps_to_lean": [ "consciousness", "linguistic" ], "D_eff": 15, "sources": [ "OpenAlex_history", "anthropology_bridge" ], "sota_models": [ "Historiographic coding baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_historical_corpus_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel History" } }, { "panel": "History_Panel", "tier": 85, "routes_to_core": "Psychology", "record_count": 60, "median_error_pct": 0.01382, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.HistoryPanelPriors", "maps_to_lean": [ "consciousness", "linguistic" ], "tags": [ "history", "panel" ], "download_bundle": { "benchmark_data": "data/history_panel_benchmark.json", "ingest_script": "scripts/ingest_tier85_scientific_expansion.py", "build_script": "scripts/build_tier85_scientific_expansion_benchmarks.py", "manifest": "data/tier85_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.HistoryPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/history_panel_benchmark.json", "domain": "History_Panel", "record_count": 60, "pooled_median_error_pct": 0.01382, "generated_at": "2026-07-12T16:20:15.320870+00:00", "maps_to_lean": [ "consciousness", "linguistic" ], "D_eff": 15, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier85_cache\\history_cache.json", "Crossref history corpus" ], "sota_models": [ "Historiographic coding baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier85_scientific_expansion.py --deep", "build": "python scripts/build_tier85_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel History_Panel" } }, { "panel": "Hubble_Bubble_Tension", "tier": 51, "routes_to_core": "General", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.HubbleBubbleTensionPriors", "maps_to_lean": [ "cosmological", "blackhole", "cmb" ], "tags": [ "hubble", "bubble", "tension" ], "download_bundle": { "benchmark_data": "data/hubble_bubble_tension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_p_stumped_observables_benchmark.py", "manifest": "data/stumped_observables_manifest.yaml", "lean_module": "FSOT.Formal.HubbleBubbleTensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/hubble_bubble_tension_benchmark.json", "domain": "Hubble_Bubble_Tension", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:02.322030+00:00", "maps_to_lean": [ "cosmological", "blackhole", "cmb" ], "D_eff": 25, "sources": [ "data/sector_h0_seed.json", "scripts/build_cosmology_bubble_bleed_benchmark.py", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_p_stumped_observables_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Hubble_Bubble_Tension" } }, { "panel": "Hubble_Dark_Sector_Crosswalk", "tier": 76, "routes_to_core": "General", "record_count": 24, "median_error_pct": 0.0198985, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.HubbleDarkSectorCrosswalkPriors", "maps_to_lean": [ "cosmological", "particle", "blackhole", "cmb" ], "tags": [ "hubble", "dark", "sector", "crosswalk" ], "download_bundle": { "benchmark_data": "data/hubble_dark_sector_crosswalk_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier76_fluid_spacetime_cosmology_benchmarks.py", "manifest": "data/tier76_fluid_spacetime_cosmology_manifest.yaml", "lean_module": "FSOT.Formal.HubbleDarkSectorCrosswalkPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/hubble_dark_sector_crosswalk_benchmark.json", "domain": "Hubble_Dark_Sector_Crosswalk", "record_count": 24, "pooled_median_error_pct": 0.0198985, "generated_at": "2026-07-12T14:25:29.686411+00:00", "maps_to_lean": [ "cosmological", "particle", "blackhole", "cmb" ], "D_eff": 25, "sources": [ "vendor/fsot_compute.py\\vendor\\fluid_spacetime\\cosmology_anomaly_deep_anchors.json", "hubble_bubble_tension_benchmark.json", "dark_sector_open_problems_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier76_fluid_spacetime_cosmology_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Hubble_Dark_Sector_Crosswalk" } }, { "panel": "Hybrid_FI_Sim_Multi_Hero_Panel", "tier": 77, "routes_to_core": "Neuroscience", "record_count": 24, "median_error_pct": 0.008488, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.HybridFiSimMultiHeroPanelPriors", "maps_to_lean": [ "neural", "consciousness", "biophysics" ], "tags": [ "hybrid", "sim", "multi", "hero", "panel" ], "download_bundle": { "benchmark_data": "data/hybrid_fi_sim_multi_hero_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier77_post_tier76_maintenance_benchmarks.py", "manifest": "data/tier77_post_tier76_maintenance_manifest.yaml", "lean_module": "FSOT.Formal.HybridFiSimMultiHeroPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/hybrid_fi_sim_multi_hero_panel_benchmark.json", "domain": "Hybrid_FI_Sim_Multi_Hero_Panel", "record_count": 24, "pooled_median_error_pct": 0.008488, "generated_at": "2026-07-12T14:25:32.219869+00:00", "maps_to_lean": [ "neural", "consciousness", "biophysics" ], "D_eff": 18, "sources": [ "multi_hero_benchmark.json", "vendor/neuron_cohort/inconsistency_rerun_report.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier77_post_tier76_maintenance_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Hybrid_FI_Sim_Multi_Hero_Panel" } }, { "panel": "Hybrid_FI_Sim_Stratum_Deep_Panel", "tier": 86, "routes_to_core": "Neuroscience", "record_count": 24, "median_error_pct": 0.018003, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.HybridFiSimStratumDeepPanelPriors", "maps_to_lean": [ "neural", "consciousness", "biophysics" ], "tags": [ "hybrid", "sim", "stratum", "deep", "panel" ], "download_bundle": { "benchmark_data": "data/hybrid_fi_sim_stratum_deep_panel_benchmark.json", "ingest_script": "scripts/ingest_tier86_scientific_expansion.py", "build_script": "scripts/build_tier86_scientific_expansion_benchmarks.py", "manifest": "data/tier86_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.HybridFiSimStratumDeepPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/hybrid_fi_sim_stratum_deep_panel_benchmark.json", "domain": "Hybrid_FI_Sim_Stratum_Deep_Panel", "record_count": 24, "pooled_median_error_pct": 0.018003, "generated_at": "2026-07-12T16:20:23.384698+00:00", "maps_to_lean": [ "neural", "consciousness", "biophysics" ], "D_eff": 18, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier86_cache\\hybrid_fi_stratum_cache.json", "neuron_cohort_per_stratum", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier86_scientific_expansion.py --deep", "build": "python scripts/build_tier86_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Hybrid_FI_Sim_Stratum_Deep_Panel" } }, { "panel": "Hydrology", "tier": 19, "routes_to_core": "Thermodynamics", "record_count": 960, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.HydrologyPriors", "maps_to_lean": [ "energy", "galactic" ], "tags": [ "hydrology" ], "download_bundle": { "benchmark_data": "data/hydrology_benchmark.json", "ingest_script": "scripts/ingest_hydrology_usgs_chunked.py", "build_script": "scripts/build_hydrology_benchmark.py", "manifest": "data/hydrology_usgs_manifest.yaml", "lean_module": "FSOT.Formal.HydrologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/hydrology_benchmark.json", "domain": null, "record_count": 960, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:14.479515+00:00", "maps_to_lean": [ "energy", "galactic" ], "D_eff": 15, "sources": [ "USGS_NWIS_DV_chunked" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_hydrology_usgs_chunked.py --deep", "build": "python scripts/build_hydrology_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Hydrology" } }, { "panel": "IGEM_Live_FASTA_Ingest", "tier": 32, "routes_to_core": "Biology", "record_count": 42, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.IGEMLiveFastaPriors", "maps_to_lean": [ "biological", "medical" ], "tags": [ "igem", "live", "fasta", "ingest" ], "download_bundle": { "benchmark_data": "data/igem_live_fasta_benchmark.json", "ingest_script": null, "build_script": "scripts/build_igem_live_fasta_benchmark.py", "manifest": "data/igem_live_fasta_manifest.yaml", "lean_module": "FSOT.Formal.IGEMLiveFastaPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/igem_live_fasta_benchmark.json", "domain": null, "record_count": 42, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:06.599902+00:00", "maps_to_lean": [ "biological", "medical" ], "D_eff": 14, "sources": [ "vendor/igem/igem_parts_registry.json", "vendor/igem/fastas" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_igem_live_fasta_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel IGEM_Live_FASTA_Ingest" } }, { "panel": "IGEM_Parts_Expanded", "tier": 56, "routes_to_core": "Biology", "record_count": 111, "median_error_pct": 5.882356401581393e-05, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.IGEMPartsExpandedPriors", "maps_to_lean": [ "biological", "medical" ], "tags": [ "igem", "parts", "expanded" ], "download_bundle": { "benchmark_data": "data/igem_parts_expanded_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier56_genetics_benchmarks.py", "manifest": "data/tier56_genetics_manifest.yaml", "lean_module": "FSOT.Formal.IGEMPartsExpandedPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/igem_parts_expanded_benchmark.json", "domain": "IGEM_Parts_Expanded", "record_count": 111, "pooled_median_error_pct": 5.882356401581393e-05, "generated_at": "2026-07-11T16:11:59.816802+00:00", "maps_to_lean": [ "biological", "medical" ], "D_eff": 14, "sources": [ "igem_synthetic_biology_benchmark.json", "igem_live_fasta_benchmark.json", "biology_strict_empirical.json" ], "sota_models": [ "iGEM Registry" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_igem_panel_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier56_genetics_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel IGEM_Parts_Expanded" } }, { "panel": "IGEM_Synthetic_Biology", "tier": 31, "routes_to_core": "Biology", "record_count": 54, "median_error_pct": 0.022236250385203583, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.IGEMSyntheticBiologyPriors", "maps_to_lean": [ "biological", "medical" ], "tags": [ "igem", "synthetic", "biology" ], "download_bundle": { "benchmark_data": "data/igem_synthetic_biology_benchmark.json", "ingest_script": null, "build_script": "scripts/build_igem_synthetic_biology_benchmark.py", "manifest": "data/igem_synthetic_biology_manifest.yaml", "lean_module": "FSOT.Formal.IGEMSyntheticBiologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/igem_synthetic_biology_benchmark.json", "domain": null, "record_count": 54, "pooled_median_error_pct": 0.022236250385203583, "generated_at": "2026-07-13T15:23:04.122887+00:00", "maps_to_lean": [ "biological", "medical" ], "D_eff": 14, "sources": [ "vendor/igem/igem_parts_registry.json", "data/biology_strict_empirical.json" ], "sota_models": [ "Registry metadata lookup (no generative model)", "GC% from sequenced part FASTA", "NCBI NC_012920.1 mitochondrial gene lengths", "Sum of mitochondrial protein-coding lengths" ], "beats_sota": { "pooled_vs_registry_metadata": true, "bridge_vs_ncbi_operons": true, "channel_length_bp_vs_baseline": true, "channel_gc_percent_vs_baseline": true, "channel_biology_strict_operon_replication_vs_baseline": true, "channel_coding_bp_sum_bridge_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_igem_synthetic_biology_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel IGEM_Synthetic_Biology" } }, { "panel": "Immunology", "tier": 12, "routes_to_core": "Biochemistry", "record_count": 84, "median_error_pct": 0.061205, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ImmunologyPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "immunology" ], "download_bundle": { "benchmark_data": "data/immunology_benchmark.json", "ingest_script": null, "build_script": "scripts/build_immunology_benchmark.py", "manifest": null, "lean_module": "FSOT.Formal.ImmunologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/immunology_benchmark.json", "domain": null, "record_count": 84, "pooled_median_error_pct": 0.061205, "generated_at": "2026-07-13T15:22:58.998918+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 13, "sources": [ "vendor/fsot_compute.py\\vendor\\smiles\\FSOT_SMILES_Lab_Dataset.json" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": null, "verify_panel": "python scripts/reproduce_domain_panel.py --panel Immunology" } }, { "panel": "Immunology_Panel", "tier": 84, "routes_to_core": "Biochemistry", "record_count": 24, "median_error_pct": 0.040788, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ImmunologyPanelPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "immunology", "panel" ], "download_bundle": { "benchmark_data": "data/immunology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier84_scientific_expansion.py", "build_script": "scripts/build_tier84_scientific_expansion_benchmarks.py", "manifest": "data/tier84_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ImmunologyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/immunology_panel_benchmark.json", "domain": "Immunology_Panel", "record_count": 24, "pooled_median_error_pct": 0.040788, "generated_at": "2026-07-12T16:20:14.863408+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 13, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier84_cache\\immunology_cache.json", "PubChem immunology" ], "sota_models": [ "PubChem immune modulators" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier84_scientific_expansion.py --deep", "build": "python scripts/build_tier84_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Immunology_Panel" } }, { "panel": "Inertial_Confinement_Fusion_Panel", "tier": 71, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 7.9e-05, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.InertialConfinementFusionPanelPriors", "maps_to_lean": [ "fusion", "energy", "plasma", "particle" ], "tags": [ "inertial", "confinement", "fusion", "panel" ], "download_bundle": { "benchmark_data": "data/inertial_confinement_fusion_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier71_fusion_lab_benchmarks.py", "manifest": "data/tier71_fusion_lab_manifest.yaml", "lean_module": "FSOT.Formal.InertialConfinementFusionPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/inertial_confinement_fusion_panel_benchmark.json", "domain": "Inertial_Confinement_Fusion_Panel", "record_count": 24, "pooled_median_error_pct": 7.9e-05, "generated_at": "2026-07-12T14:25:23.512340+00:00", "maps_to_lean": [ "fusion", "energy", "plasma", "particle" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\fusion\\fusion_public_anchors.json", "plasma_physics_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier71_fusion_lab_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Inertial_Confinement_Fusion_Panel" } }, { "panel": "Information_Theory_Public_Panel", "tier": 64, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.InformationTheoryPublicPanelPriors", "maps_to_lean": [ "mathematical", "ai", "consciousness", "neural" ], "tags": [ "information", "theory", "public", "panel" ], "download_bundle": { "benchmark_data": "data/information_theory_public_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier64_neurolab_gaps_benchmarks.py", "manifest": "data/tier64_neurolab_gaps_manifest.yaml", "lean_module": "FSOT.Formal.InformationTheoryPublicPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/information_theory_public_panel_benchmark.json", "domain": "Information_Theory_Public_Panel", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:09.234104+00:00", "maps_to_lean": [ "mathematical", "ai", "consciousness", "neural" ], "D_eff": 8, "sources": [ "vendor/fsot_compute.py\\vendor\\neurolab_gaps\\information_theory_public_anchors.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier64_neurolab_gaps_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Information_Theory_Public_Panel" } }, { "panel": "Initiation_Transformation_Archetype", "tier": 67, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.InitiationTransformationArchetypePriors", "maps_to_lean": [ "consciousness", "linguistic", "mathematical" ], "tags": [ "initiation", "transformation", "archetype" ], "download_bundle": { "benchmark_data": "data/initiation_transformation_archetype_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier67_formula_precision_benchmarks.py", "manifest": "data/tier67_formula_precision_manifest.yaml", "lean_module": "FSOT.Formal.InitiationTransformationArchetypePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/initiation_transformation_archetype_benchmark.json", "domain": "Initiation_Transformation_Archetype", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:17.228836+00:00", "maps_to_lean": [ "consciousness", "linguistic", "mathematical" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\formula_precision\\archetype_refinements.json", "symbolic_archetype_panel_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier67_formula_precision_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Initiation_Transformation_Archetype" } }, { "panel": "Interactive_Media_Prereg_Scaffold", "tier": 65, "routes_to_core": "Computer_Science", "record_count": 42, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.InteractiveMediaPreregScaffoldPriors", "maps_to_lean": [ "ai", "consciousness", "neural", "mathematical" ], "tags": [ "interactive", "media", "prereg", "scaffold" ], "download_bundle": { "benchmark_data": "data/interactive_media_prereg_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier65_prereg_screens_benchmarks.py", "manifest": "data/tier65_prereg_channels_manifest.yaml", "lean_module": "FSOT.Formal.InteractiveMediaPreregScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/interactive_media_prereg_scaffold_benchmark.json", "domain": "Interactive_Media_Prereg_Scaffold", "record_count": 42, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:05.621177+00:00", "maps_to_lean": [ "ai", "consciousness", "neural", "mathematical" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\prereg_screens\\in_silico_screening_public_anchors.json", "tier65_prereg_channels_manifest.yaml" ], "sota_models": [ "Published screening methodology" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_panel_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier65_prereg_screens_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Interactive_Media_Prereg_Scaffold" } }, { "panel": "Interdisciplinary_Spine_Crosswalk", "tier": 57, "routes_to_core": "Astronomy", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.InterdisciplinarySpineCrosswalkPriors", "maps_to_lean": [ "astronomical", "chemical", "biological", "material", "particle" ], "tags": [ "interdisciplinary", "spine", "crosswalk" ], "download_bundle": { "benchmark_data": "data/interdisciplinary_spine_crosswalk_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier57_interdisciplinary_benchmarks.py", "manifest": "data/tier57_interdisciplinary_manifest.yaml", "lean_module": "FSOT.Formal.InterdisciplinarySpineCrosswalkPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/interdisciplinary_spine_crosswalk_benchmark.json", "domain": "Interdisciplinary_Spine_Crosswalk", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:05.787154+00:00", "maps_to_lean": [ "astronomical", "chemical", "biological", "material", "particle" ], "D_eff": 17, "sources": [ "tier52-56_panels", "domain_coupling_simulation_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier57_interdisciplinary_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Interdisciplinary_Spine_Crosswalk" } }, { "panel": "Intrinsic_LLM_Validators", "tier": 33, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.IntrinsicLLMValidatorsPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "intrinsic", "llm", "validators" ], "download_bundle": { "benchmark_data": "data/intrinsic_llm_validators_benchmark.json", "ingest_script": null, "build_script": "scripts/build_intrinsic_llm_validators_benchmark.py", "manifest": "data/intrinsic_llm_validators_manifest.yaml", "lean_module": "FSOT.Formal.IntrinsicLLMValidatorsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/intrinsic_llm_validators_benchmark.json", "domain": "Intrinsic_LLM_Validators", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-15T05:07:19.289419+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/intrinsic_llm/benchmark_results_final.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_intrinsic_llm_validators_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Intrinsic_LLM_Validators" } }, { "panel": "Intrinsic_LLM_Validators_Panel", "tier": 88, "routes_to_core": "Computer_Science", "record_count": 21, "median_error_pct": 0.014767, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.IntrinsicLlmValidatorsPanelPriors", "maps_to_lean": [ "ai", "mathematical" ], "tags": [ "intrinsic", "llm", "validators", "panel" ], "download_bundle": { "benchmark_data": "data/validators_intrinsic_llm_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.IntrinsicLlmValidatorsPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/validators_intrinsic_llm_panel_benchmark.json", "domain": "Intrinsic_LLM_Validators_Panel", "record_count": 21, "pooled_median_error_pct": 0.014767, "generated_at": "2026-07-15T16:12:36.221220+00:00", "maps_to_lean": [ "ai", "mathematical" ], "D_eff": 14, "sources": [ "vendor\\application_wiring\\tier88_cache\\validators_intrinsic_llm_cache.json", "desktop_intrinsic_llm" ], "sota_models": [ "Multi-language intrinsic LLM validators" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Intrinsic_LLM_Validators_Panel" } }, { "panel": "Ionospheric_Chemistry_Coupling", "tier": 47, "routes_to_core": "Thermodynamics", "record_count": 85, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.IonosphericChemistryCouplingPriors", "maps_to_lean": [ "electron", "chemical", "energy", "plasma" ], "tags": [ "ionospheric", "chemistry", "coupling" ], "download_bundle": { "benchmark_data": "data/ionospheric_chemistry_coupling_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_l_orbital_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.IonosphericChemistryCouplingPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/ionospheric_chemistry_coupling_benchmark.json", "domain": "Ionospheric_Chemistry_Coupling", "record_count": 85, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T16:12:58.318812+00:00", "maps_to_lean": [ "electron", "chemical", "energy", "plasma" ], "D_eff": 15, "sources": [ "plasma_physics_benchmark.json", "geomagnetism_benchmark.json", "magnetosphere_benchmark.json", "space_weather_benchmark.json" ], "sota_models": [ "Empirical Dst-Kp decoupling" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ionospheric_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_l_orbital_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Ionospheric_Chemistry_Coupling" } }, { "panel": "Island_Of_Stability_Deep_Panel", "tier": 74, "routes_to_core": "General", "record_count": 23, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.IslandOfStabilityDeepPanelPriors", "maps_to_lean": [ "particle", "nuclear", "fusion", "atomic" ], "tags": [ "island", "stability", "deep", "panel" ], "download_bundle": { "benchmark_data": "data/island_of_stability_deep_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier74_superheavy_island_benchmarks.py", "manifest": "data/tier74_superheavy_island_manifest.yaml", "lean_module": "FSOT.Formal.IslandOfStabilityDeepPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/island_of_stability_deep_panel_benchmark.json", "domain": "Island_Of_Stability_Deep_Panel", "record_count": 23, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:12.249394+00:00", "maps_to_lean": [ "particle", "nuclear", "fusion", "atomic" ], "D_eff": 19, "sources": [ "vendor/fsot_compute.py\\vendor\\superheavy_island\\island_z120_z126_anchors.json", "vendor/fsot_compute.py\\vendor\\periodic_table\\undiscovered_element_prereg_candidates.json" ], "sota_models": [ "Shell-model island extrapolation" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_island_deep_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier74_superheavy_island_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Island_Of_Stability_Deep_Panel" } }, { "panel": "Knowledge_Base_Portable_Bundle_Panel", "tier": 77, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.0020923899350648867, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.KnowledgeBasePortableBundlePanelPriors", "maps_to_lean": [ "mathematical", "particle", "consciousness" ], "tags": [ "knowledge", "base", "portable", "bundle", "panel" ], "download_bundle": { "benchmark_data": "data/knowledge_base_portable_bundle_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier77_post_tier76_maintenance_benchmarks.py", "manifest": "data/tier77_post_tier76_maintenance_manifest.yaml", "lean_module": "FSOT.Formal.KnowledgeBasePortableBundlePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/knowledge_base_portable_bundle_panel_benchmark.json", "domain": "Knowledge_Base_Portable_Bundle_Panel", "record_count": 24, "pooled_median_error_pct": 0.0020923899350648867, "generated_at": "2026-07-12T14:25:33.081327+00:00", "maps_to_lean": [ "mathematical", "particle", "consciousness" ], "D_eff": 19, "sources": [ "knowledge_base_formula_verification_summary.json", "formula_corpus_closure_benchmark.json", "vendor/formula_corpus/", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier77_post_tier76_maintenance_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Knowledge_Base_Portable_Bundle_Panel" } }, { "panel": "Lab_Synthesis_Metamaterial_Spine", "tier": 73, "routes_to_core": "Materials_Science", "record_count": 43, "median_error_pct": 3.4e-05, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.LabSynthesisMetamaterialSpinePriors", "maps_to_lean": [ "fusion", "particle", "nuclear", "material", "energy" ], "tags": [ "lab", "synthesis", "metamaterial", "spine" ], "download_bundle": { "benchmark_data": "data/lab_synthesis_metamaterial_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier73_lab_synthesis_benchmarks.py", "manifest": "data/tier73_lab_synthesis_manifest.yaml", "lean_module": "FSOT.Formal.LabSynthesisMetamaterialSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/lab_synthesis_metamaterial_spine_benchmark.json", "domain": "Lab_Synthesis_Metamaterial_Spine", "record_count": 43, "pooled_median_error_pct": 3.4e-05, "generated_at": "2026-07-11T15:13:11.927472+00:00", "maps_to_lean": [ "fusion", "particle", "nuclear", "material", "energy" ], "D_eff": 18, "sources": [ "vendor/fsot_compute.py\\vendor\\lab_synthesis\\heavy_ion_reaction_anchors.json", "vendor/fsot_compute.py\\vendor\\lab_synthesis\\metamaterial_fluid_prereg_candidates.json", "fusion_lab_certificate_spine_benchmark.json", "periodic_table_completion_spine_benchmark.json" ], "sota_models": [ "No unified lab synthesis + metamaterial certificate" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_synthesis_certificate_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier73_lab_synthesis_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Lab_Synthesis_Metamaterial_Spine" } }, { "panel": "Law_Policy", "tier": 41, "routes_to_core": "Psychology", "record_count": 180, "median_error_pct": 0.019504399572479934, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.LawPolicyExtensionPriors", "maps_to_lean": [ "consciousness", "economic" ], "tags": [ "law", "policy" ], "download_bundle": { "benchmark_data": "data/law_policy_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.LawPolicyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/law_policy_extension_benchmark.json", "domain": "Law_Policy", "record_count": 180, "pooled_median_error_pct": 0.019504399572479934, "generated_at": "2026-07-11T16:11:59.086651+00:00", "maps_to_lean": [ "consciousness", "economic" ], "D_eff": 17, "sources": [ "law_policy_reference", "World_Bank" ], "sota_models": [ "Governance index surrogates" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_policy_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Law_Policy" } }, { "panel": "Law_Policy_Panel", "tier": 85, "routes_to_core": "Psychology", "record_count": 20, "median_error_pct": 0.013003, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.LawPolicyPanelPriors", "maps_to_lean": [ "consciousness", "economic" ], "tags": [ "law", "policy", "panel" ], "download_bundle": { "benchmark_data": "data/law_policy_panel_benchmark.json", "ingest_script": "scripts/ingest_tier85_scientific_expansion.py", "build_script": "scripts/build_tier85_scientific_expansion_benchmarks.py", "manifest": "data/tier85_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.LawPolicyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/law_policy_panel_benchmark.json", "domain": "Law_Policy_Panel", "record_count": 20, "pooled_median_error_pct": 0.013003, "generated_at": "2026-07-12T16:20:15.320870+00:00", "maps_to_lean": [ "consciousness", "economic" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier85_cache\\law_policy_cache.json", "World Bank WGI governance" ], "sota_models": [ "Governance index surrogates" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier85_scientific_expansion.py --deep", "build": "python scripts/build_tier85_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Law_Policy_Panel" } }, { "panel": "Limnology_Panel", "tier": 82, "routes_to_core": "Thermodynamics", "record_count": 2010, "median_error_pct": 0.030173, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.LimnologyPriors", "maps_to_lean": [ "energy", "biological" ], "tags": [ "limnology", "panel" ], "download_bundle": { "benchmark_data": "data/limnology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier82_scientific_expansion.py", "build_script": "scripts/build_tier82_scientific_expansion_benchmarks.py", "manifest": "data/tier82_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.LimnologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/limnology_panel_benchmark.json", "domain": "Limnology_Panel", "record_count": 2010, "pooled_median_error_pct": 0.030173, "generated_at": "2026-07-12T14:06:49.149653+00:00", "maps_to_lean": [ "energy", "biological" ], "D_eff": 16, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\live_cache\\limnology_cache.json", "USGS NWIS" ], "sota_models": [ "USGS lake/stream IV" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier82_scientific_expansion.py --deep", "build": "python scripts/build_tier82_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Limnology_Panel" } }, { "panel": "Linguistics_Formal", "tier": 29, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.LinguisticsFormalPriors", "maps_to_lean": [ "consciousness", "neural" ], "tags": [ "linguistics", "formal" ], "download_bundle": { "benchmark_data": "data/linguistics_formal_benchmark.json", "ingest_script": null, "build_script": "scripts/build_linguistics_formal_benchmark.py", "manifest": "data/linguistics_formal_manifest.yaml", "lean_module": "FSOT.Formal.LinguisticsFormalPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/linguistics_formal_benchmark.json", "domain": "Linguistics_Formal", "record_count": 24, "pooled_median_error_pct": 0.022236, "generated_at": "2026-07-15T05:07:13.575153+00:00", "maps_to_lean": [ "consciousness", "neural" ], "D_eff": 12, "sources": [ "vendor/fsot_compute.py\\vendor\\linguistics\\data\\LINGUISTIC_TARGETS.csv", "vendor/fsot_compute.py\\vendor\\linguistics\\db\\linguistics.db", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_linguistics_formal_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Linguistics_Formal" } }, { "panel": "Live_Ingest_Spine", "tier": 68, "routes_to_core": "Materials_Science", "record_count": 28, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.LiveIngestSpinePriors", "maps_to_lean": [ "material", "chemical", "neural", "astronomical" ], "tags": [ "live", "ingest", "spine" ], "download_bundle": { "benchmark_data": "data/live_ingest_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier68_live_ingest_benchmarks.py", "manifest": "data/tier68_live_ingest_manifest.yaml", "lean_module": "FSOT.Formal.LiveIngestSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/live_ingest_spine_benchmark.json", "domain": "Live_Ingest_Spine", "record_count": 28, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-16T13:55:20.809853+00:00", "maps_to_lean": [ "material", "chemical", "neural", "astronomical" ], "D_eff": 17, "sources": [ "tier68_live_ingest_panels" ], "sota_models": [ "Tier 68 live ingest wave" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier68_live_ingest_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Live_Ingest_Spine" } }, { "panel": "Living_FSOT_Hardware_Panel", "tier": 88, "routes_to_core": "Neuroscience", "record_count": 77, "median_error_pct": 0.031506, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.LivingFsotHardwarePanelPriors", "maps_to_lean": [ "neural", "ai", "consciousness" ], "tags": [ "living", "fsot", "hardware", "panel" ], "download_bundle": { "benchmark_data": "data/living_fsot_hardware_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.LivingFsotHardwarePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/living_fsot_hardware_panel_benchmark.json", "domain": "Living_FSOT_Hardware_Panel", "record_count": 77, "pooled_median_error_pct": 0.031506, "generated_at": "2026-07-15T16:12:36.189533+00:00", "maps_to_lean": [ "neural", "ai", "consciousness" ], "D_eff": 15, "sources": [ "vendor\\application_wiring\\tier88_cache\\living_fsot_hardware_cache.json", "desktop_living_fsot" ], "sota_models": [ "QEMU trinary body + Rust mind gym" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Living_FSOT_Hardware_Panel" } }, { "panel": "Longevity_AnAge_Catalog_Panel", "tier": 94, "routes_to_core": "Biology", "record_count": 966, "median_error_pct": 0.022236, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.LongevityAnAgeCatalogPanelPriors", "maps_to_lean": [ "biological", "neural", "consciousness" ], "tags": [ "longevity", "anage", "catalog", "panel" ], "download_bundle": { "benchmark_data": "data/longevity_anage_catalog_panel_benchmark.json", "ingest_script": "scripts/ingest_tier94_longevity_genetics.py", "build_script": "scripts/build_tier94_longevity_genetics_benchmarks.py", "manifest": "data/tier94_longevity_genetics_manifest.yaml", "lean_module": "FSOT.Formal.LongevityAnAgeCatalogPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/longevity_anage_catalog_panel_benchmark.json", "domain": "Longevity_AnAge_Catalog_Panel", "record_count": 966, "pooled_median_error_pct": 0.022236, "generated_at": "2026-07-16T13:42:49.618922+00:00", "maps_to_lean": [ "biological", "neural", "consciousness" ], "D_eff": 20, "sources": [ "I:\\FSOT-Physical-Archive\\03_FSOT-PublicData\\consciousness\\anage\\anage_data.txt", "I:\\FSOT-Physical-Archive\\04_Genetics-Longevity\\tier94_anage_longevity_catalog.json" ], "sota_models": [ "Comparative longevity without FSOT metabolic coupling" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_anage_catalog_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier94_longevity_genetics.py --deep", "build": "python scripts/build_tier94_longevity_genetics_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Longevity_AnAge_Catalog_Panel" } }, { "panel": "Longevity_Consciousness_Coupling_Panel", "tier": 94, "routes_to_core": "Psychology", "record_count": 890, "median_error_pct": 0.022424, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.LongevityConsciousnessCouplingPanelPriors", "maps_to_lean": [ "consciousness", "biological", "genetics", "neural" ], "tags": [ "longevity", "consciousness", "coupling", "panel" ], "download_bundle": { "benchmark_data": "data/longevity_consciousness_coupling_panel_benchmark.json", "ingest_script": "scripts/ingest_tier94_longevity_genetics.py", "build_script": "scripts/build_tier94_longevity_genetics_benchmarks.py", "manifest": "data/tier94_longevity_genetics_manifest.yaml", "lean_module": "FSOT.Formal.LongevityConsciousnessCouplingPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/longevity_consciousness_coupling_panel_benchmark.json", "domain": "Longevity_Consciousness_Coupling_Panel", "record_count": 890, "pooled_median_error_pct": 0.022424, "generated_at": "2026-07-16T13:42:50.065540+00:00", "maps_to_lean": [ "consciousness", "biological", "genetics", "neural" ], "D_eff": 24, "sources": [ "tier94_megadeep_extreme_ncbi_cache.json", "tier93_consciousness_genetics_cache.json", "consciousness_reference_observables.json" ], "sota_models": [ "No zero-parameter longevity-consciousness coupling baseline" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_longevity_consciousness_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier94_longevity_genetics.py --deep", "build": "python scripts/build_tier94_longevity_genetics_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Longevity_Consciousness_Coupling_Panel" } }, { "panel": "Longevity_Extreme_Species_Panel", "tier": 94, "routes_to_core": "Biology", "record_count": 164, "median_error_pct": 0.017789, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.LongevityExtremeSpeciesPanelPriors", "maps_to_lean": [ "biological", "consciousness", "genetics" ], "tags": [ "longevity", "extreme", "species", "panel" ], "download_bundle": { "benchmark_data": "data/longevity_extreme_species_panel_benchmark.json", "ingest_script": "scripts/ingest_tier94_longevity_genetics.py", "build_script": "scripts/build_tier94_longevity_genetics_benchmarks.py", "manifest": "data/tier94_longevity_genetics_manifest.yaml", "lean_module": "FSOT.Formal.LongevityExtremeSpeciesPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/longevity_extreme_species_panel_benchmark.json", "domain": "Longevity_Extreme_Species_Panel", "record_count": 164, "pooled_median_error_pct": 0.017789, "generated_at": "2026-07-16T13:42:49.654163+00:00", "maps_to_lean": [ "biological", "consciousness", "genetics" ], "D_eff": 21, "sources": [ "tier94_extreme_species_ncbi_cache.json", "tier93_consciousness_genetics_cache.json" ], "sota_models": [ "Extreme longevity without genome crosswalk" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_extreme_species_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier94_longevity_genetics.py --deep", "build": "python scripts/build_tier94_longevity_genetics_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Longevity_Extreme_Species_Panel" } }, { "panel": "Longevity_Genetic_Mechanics_Panel", "tier": 94, "routes_to_core": "Biology", "record_count": 35, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.LongevityGeneticMechanicsPanelPriors", "maps_to_lean": [ "biological", "genetics", "neural" ], "tags": [ "longevity", "genetic", "mechanics", "panel" ], "download_bundle": { "benchmark_data": "data/longevity_genetic_mechanics_panel_benchmark.json", "ingest_script": "scripts/ingest_tier94_longevity_genetics.py", "build_script": "scripts/build_tier94_longevity_genetics_benchmarks.py", "manifest": "data/tier94_longevity_genetics_manifest.yaml", "lean_module": "FSOT.Formal.LongevityGeneticMechanicsPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/longevity_genetic_mechanics_panel_benchmark.json", "domain": "Longevity_Genetic_Mechanics_Panel", "record_count": 35, "pooled_median_error_pct": 0.022236, "generated_at": "2026-07-16T13:42:49.639282+00:00", "maps_to_lean": [ "biological", "genetics", "neural" ], "D_eff": 19, "sources": [ "tier94_anage_longevity_catalog.json" ], "sota_models": [ "Demography without genetic repair proxy" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_genetic_mechanics_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier94_longevity_genetics.py --deep", "build": "python scripts/build_tier94_longevity_genetics_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Longevity_Genetic_Mechanics_Panel" } }, { "panel": "Longevity_MegaDeep_NCBI_Panel", "tier": 94, "routes_to_core": "Biology", "record_count": 1746, "median_error_pct": 0.017789, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.LongevityMegaDeepNcbiPanelPriors", "maps_to_lean": [ "biological", "genetics", "consciousness" ], "tags": [ "longevity", "megadeep", "ncbi", "panel" ], "download_bundle": { "benchmark_data": "data/longevity_megadeep_ncbi_panel_benchmark.json", "ingest_script": "scripts/ingest_tier94_longevity_genetics.py", "build_script": "scripts/build_tier94_longevity_genetics_benchmarks.py", "manifest": "data/tier94_longevity_genetics_manifest.yaml", "lean_module": "FSOT.Formal.LongevityMegaDeepNcbiPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/longevity_megadeep_ncbi_panel_benchmark.json", "domain": "Longevity_MegaDeep_NCBI_Panel", "record_count": 1746, "pooled_median_error_pct": 0.017789, "generated_at": "2026-07-16T13:42:49.812574+00:00", "maps_to_lean": [ "biological", "genetics", "consciousness" ], "D_eff": 23, "sources": [ "tier94_megadeep_extreme_ncbi_cache.json" ], "sota_models": [ "Mega-deep extreme longevity without full NCBI crosswalk" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_megadeep_ncbi_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier94_longevity_genetics.py --deep", "build": "python scripts/build_tier94_longevity_genetics_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Longevity_MegaDeep_NCBI_Panel" } }, { "panel": "Longevity_Telomere_Repair_Panel", "tier": 94, "routes_to_core": "Biology", "record_count": 60, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.LongevityTelomereRepairPanelPriors", "maps_to_lean": [ "biological", "genetics", "neural" ], "tags": [ "longevity", "telomere", "repair", "panel" ], "download_bundle": { "benchmark_data": "data/longevity_telomere_repair_panel_benchmark.json", "ingest_script": "scripts/ingest_tier94_longevity_genetics.py", "build_script": "scripts/build_tier94_longevity_genetics_benchmarks.py", "manifest": "data/tier94_longevity_genetics_manifest.yaml", "lean_module": "FSOT.Formal.LongevityTelomereRepairPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/longevity_telomere_repair_panel_benchmark.json", "domain": "Longevity_Telomere_Repair_Panel", "record_count": 60, "pooled_median_error_pct": 0.022236, "generated_at": "2026-07-16T13:42:49.833337+00:00", "maps_to_lean": [ "biological", "genetics", "neural" ], "D_eff": 20, "sources": [ "longevity_telomere_repair_anchors.json", "tier94_telomere_repair_cache.json" ], "sota_models": [ "Longevity without telomere/repair pathway coupling" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_telomere_repair_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier94_longevity_genetics.py --deep", "build": "python scripts/build_tier94_longevity_genetics_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Longevity_Telomere_Repair_Panel" } }, { "panel": "Machine_And_Molecule_Live_Panel", "tier": 88, "routes_to_core": "Materials_Science", "record_count": 120, "median_error_pct": 0.01341, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.MachineAndMoleculeLivePanelPriors", "maps_to_lean": [ "material", "energy", "particle" ], "tags": [ "machine", "and", "molecule", "live", "panel" ], "download_bundle": { "benchmark_data": "data/machine_and_molecule_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.MachineAndMoleculeLivePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/machine_and_molecule_live_panel_benchmark.json", "domain": "Machine_And_Molecule_Live_Panel", "record_count": 120, "pooled_median_error_pct": 0.01341, "generated_at": "2026-07-15T16:12:36.306739+00:00", "maps_to_lean": [ "material", "energy", "particle" ], "D_eff": 15, "sources": [ "vendor\\application_wiring\\tier88_cache\\machine_and_molecule_cache.json", "desktop_machine_and_molecule_species_catalog" ], "sota_models": [ "Desktop FSOT species catalog machine/molecule properties" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_species_catalog_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Machine_And_Molecule_Live_Panel" } }, { "panel": "Magnetic_Confinement_Fusion_Panel", "tier": 71, "routes_to_core": "Thermodynamics", "record_count": 22, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MagneticConfinementFusionPanelPriors", "maps_to_lean": [ "fusion", "energy", "plasma", "particle" ], "tags": [ "magnetic", "confinement", "fusion", "panel" ], "download_bundle": { "benchmark_data": "data/magnetic_confinement_fusion_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier71_fusion_lab_benchmarks.py", "manifest": "data/tier71_fusion_lab_manifest.yaml", "lean_module": "FSOT.Formal.MagneticConfinementFusionPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/magnetic_confinement_fusion_panel_benchmark.json", "domain": "Magnetic_Confinement_Fusion_Panel", "record_count": 22, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:11.276087+00:00", "maps_to_lean": [ "fusion", "energy", "plasma", "particle" ], "D_eff": 16, "sources": [ "vendor/fsot_compute.py\\vendor\\fusion\\fusion_public_anchors.json", "plasma_physics_benchmark.json" ], "sota_models": [ "MHD confinement models" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_magnetic_confinement_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier71_fusion_lab_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Magnetic_Confinement_Fusion_Panel" } }, { "panel": "Magnetosphere", "tier": 22, "routes_to_core": "General", "record_count": 167, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.MagnetospherePriors", "maps_to_lean": [ "electron", "fusion" ], "tags": [ "magnetosphere" ], "download_bundle": { "benchmark_data": "data/magnetosphere_benchmark.json", "ingest_script": null, "build_script": "scripts/build_magnetosphere_benchmark.py", "manifest": "data/magnetosphere_manifest.yaml", "lean_module": "FSOT.Formal.MagnetospherePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/magnetosphere_benchmark.json", "domain": null, "record_count": 167, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:41.585943+00:00", "maps_to_lean": [], "D_eff": 14, "sources": [ "geomagnetism_x_space_weather_x_magnetic_string" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_magnetosphere_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Magnetosphere" } }, { "panel": "Magnetosphere_Extended", "tier": 25, "routes_to_core": "General", "record_count": 122315, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.MagnetosphereExtendedPriors", "maps_to_lean": [ "electron", "fusion", "plasma" ], "tags": [ "magnetosphere", "extended" ], "download_bundle": { "benchmark_data": "data/magnetosphere_extended_benchmark.json", "ingest_script": "scripts/ingest_kyoto_dst_historical.py", "build_script": "scripts/build_magnetosphere_extended_benchmark.py", "manifest": "data/magnetosphere_extended_manifest.yaml", "lean_module": "FSOT.Formal.MagnetosphereExtendedPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/magnetosphere_extended_benchmark.json", "domain": null, "record_count": 122315, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:57.833131+00:00", "maps_to_lean": [], "D_eff": 14, "sources": [ "kyoto_dst_x_kp_x_rtsw_bz" ], "sota_models": [ "NOAA SWPC G-scale Dst/Kp operational thresholds", "LSTM/ensemble geomagnetic storm nowcast (24h)", "WSA-Enlil + OVATION coupled forecast", "Always-quiet persistence baseline" ], "beats_sota": { "historical_coupled_vs_ml_nowcast": true, "storm_holdout_vs_wsa_enlil": true, "bz_vs_operational_coupling": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_kyoto_dst_historical.py --deep", "build": "python scripts/build_magnetosphere_extended_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Magnetosphere_Extended" } }, { "panel": "Maillard_Chemistry", "tier": 34, "routes_to_core": "Thermodynamics", "record_count": 30, "median_error_pct": 0.09443694019339477, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MaillardChemistryGapFillPriors", "maps_to_lean": [ "energy", "medical", "material" ], "tags": [ "maillard", "chemistry" ], "download_bundle": { "benchmark_data": "data/maillard_chemistry_gap_fill_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.MaillardChemistryGapFillPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/maillard_chemistry_gap_fill_benchmark.json", "domain": "Maillard_Chemistry", "record_count": 30, "pooled_median_error_pct": 0.09443694019339477, "generated_at": "2026-07-11T15:13:15.308532+00:00", "maps_to_lean": [ "energy", "medical", "material" ], "D_eff": 15, "sources": [ "culinary_arts", "SMILES_activation" ], "sota_models": [ "Maillard Arrhenius fits" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_maillard_roast_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Maillard_Chemistry" } }, { "panel": "Malware_Threat_Intelligence", "tier": 43, "routes_to_core": "Biochemistry", "record_count": 85, "median_error_pct": 0.04593318440797134, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MalwareThreatIntelligencePriors", "maps_to_lean": [ "medical", "biological", "ai" ], "tags": [ "malware", "threat", "intelligence" ], "download_bundle": { "benchmark_data": "data/malware_threat_intelligence_cybersecurity_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_h_cybersecurity_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.MalwareThreatIntelligencePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/malware_threat_intelligence_cybersecurity_benchmark.json", "domain": "Malware_Threat_Intelligence", "record_count": 85, "pooled_median_error_pct": 0.04593318440797134, "generated_at": "2026-07-11T15:28:01.227112+00:00", "maps_to_lean": [ "medical", "biological", "ai" ], "D_eff": 15, "sources": [ "malware_reference", "virology_bridge", "immunology_bridge" ], "sota_models": [ "Sandbox classifier baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_malware_taxonomy_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_h_cybersecurity_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Malware_Threat_Intelligence" } }, { "panel": "Marine_Biology", "tier": 41, "routes_to_core": "Biology", "record_count": 540, "median_error_pct": 0.022236250385192644, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.MarineBiologyExtensionPriors", "maps_to_lean": [ "biological", "ecological", "energy" ], "tags": [ "marine", "biology" ], "download_bundle": { "benchmark_data": "data/marine_biology_extension_benchmark.json", "ingest_script": "scripts/build_tier_f_extension_benchmarks.py", "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.MarineBiologyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/marine_biology_extension_benchmark.json", "domain": "Marine_Biology", "record_count": 540, "pooled_median_error_pct": 0.022236250385192644, "generated_at": "2026-07-11T16:11:58.820729+00:00", "maps_to_lean": [ "biological", "ecological", "energy" ], "D_eff": 15, "sources": [ "OBIS", "NOAA_tides" ], "sota_models": [ "OBIS occurrence QA" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_marine_occurrence_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/build_tier_f_extension_benchmarks.py --deep", "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Marine_Biology" } }, { "panel": "Marine_Biology_Panel", "tier": 84, "routes_to_core": "Biology", "record_count": 90, "median_error_pct": 0.006006, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MarineBiologyPanelPriors", "maps_to_lean": [ "biological", "energy" ], "tags": [ "marine", "biology", "panel" ], "download_bundle": { "benchmark_data": "data/marine_biology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier84_scientific_expansion.py", "build_script": "scripts/build_tier84_scientific_expansion_benchmarks.py", "manifest": "data/tier84_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.MarineBiologyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/marine_biology_panel_benchmark.json", "domain": "Marine_Biology_Panel", "record_count": 90, "pooled_median_error_pct": 0.006006, "generated_at": "2026-07-12T16:20:14.863408+00:00", "maps_to_lean": [ "biological", "energy" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier84_cache\\marine_biology_cache.json", "OBIS" ], "sota_models": [ "OBIS marine occurrence" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier84_scientific_expansion.py --deep", "build": "python scripts/build_tier84_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Marine_Biology_Panel" } }, { "panel": "Material_In_Silico_Screening_Scaffold", "tier": 65, "routes_to_core": "Materials_Science", "record_count": 42, "median_error_pct": 0.00206, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MaterialInSilicoScreeningScaffoldPriors", "maps_to_lean": [ "material", "chemical", "particle", "energy" ], "tags": [ "material", "silico", "screening", "scaffold" ], "download_bundle": { "benchmark_data": "data/material_in_silico_screening_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier65_prereg_screens_benchmarks.py", "manifest": "data/tier65_prereg_channels_manifest.yaml", "lean_module": "FSOT.Formal.MaterialInSilicoScreeningScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/material_in_silico_screening_scaffold_benchmark.json", "domain": "Material_In_Silico_Screening_Scaffold", "record_count": 42, "pooled_median_error_pct": 0.00206, "generated_at": "2026-07-11T15:13:05.623183+00:00", "maps_to_lean": [ "material", "chemical", "particle", "energy" ], "D_eff": 15, "sources": [ "vendor/fsot_compute.py\\vendor\\prereg_screens\\in_silico_screening_public_anchors.json", "tier65_prereg_channels_manifest.yaml" ], "sota_models": [ "Published screening methodology" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_panel_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier65_prereg_screens_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Material_In_Silico_Screening_Scaffold" } }, { "panel": "Material_Property_Verification_Scaffold", "tier": 59, "routes_to_core": "Materials_Science", "record_count": 79, "median_error_pct": 0.002271, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MaterialPropertyVerificationScaffoldPriors", "maps_to_lean": [ "material", "chemical", "energy", "particle" ], "tags": [ "material", "property", "verification", "scaffold" ], "download_bundle": { "benchmark_data": "data/material_property_verification_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier59_material_fuel_benchmarks.py", "manifest": "data/tier59_material_fuel_manifest.yaml", "lean_module": "FSOT.Formal.MaterialPropertyVerificationScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/material_property_verification_scaffold_benchmark.json", "domain": "Material_Property_Verification_Scaffold", "record_count": 79, "pooled_median_error_pct": 0.002271, "generated_at": "2026-07-11T15:13:03.680280+00:00", "maps_to_lean": [ "material", "chemical", "energy", "particle" ], "D_eff": 15, "sources": [ "tier55-57_material_panels" ], "sota_models": [ "Materials baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_material_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier59_material_fuel_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Material_Property_Verification_Scaffold" } }, { "panel": "Materials_Creep_Fracture_Depth_Panel", "tier": 87, "routes_to_core": "Materials_Science", "record_count": 71, "median_error_pct": 0.011734, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MaterialsCreepFractureDepthPanelPriors", "maps_to_lean": [ "material", "energy", "particle" ], "tags": [ "materials", "creep", "fracture", "depth", "panel" ], "download_bundle": { "benchmark_data": "data/materials_creep_fracture_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.MaterialsCreepFractureDepthPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/materials_creep_fracture_depth_panel_benchmark.json", "domain": "Materials_Creep_Fracture_Depth_Panel", "record_count": 71, "pooled_median_error_pct": 0.011734, "generated_at": "2026-07-15T05:29:19.403664+00:00", "maps_to_lean": [ "material", "energy", "particle" ], "D_eff": 16, "sources": [ "I:\\FSOT-Physical-Archive\\03_FSOT-PublicData\\tier87_scientific_expansion\\materials_creep_fracture_cache.json", "creep_fracture_materials_literature_anchors+materials_project" ], "sota_models": [ "Creep + fracture mechanics + Materials Project relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier87_scientific_expansion.py --deep", "build": "python scripts/build_tier87_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Materials_Creep_Fracture_Depth_Panel" } }, { "panel": "Materials_Engineering", "tier": 29, "routes_to_core": "Materials_Science", "record_count": 87, "median_error_pct": 0.027170334947435038, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MaterialsEngineeringPriors", "maps_to_lean": [ "material", "energy" ], "tags": [ "materials", "engineering" ], "download_bundle": { "benchmark_data": "data/materials_engineering_benchmark.json", "ingest_script": null, "build_script": "scripts/build_materials_engineering_benchmark.py", "manifest": "data/materials_engineering_manifest.yaml", "lean_module": "FSOT.Formal.MaterialsEngineeringPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/materials_engineering_benchmark.json", "domain": null, "record_count": 87, "pooled_median_error_pct": 0.027170334947435038, "generated_at": "2026-07-13T15:23:02.321456+00:00", "maps_to_lean": [ "material", "energy" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\smiles\\FSOT_SMILES_Lab_Dataset.json" ], "sota_models": [ "DFT + CALPHAD engineering-property fits", "FEA + empirical QSPR (ANSYS-class)", "FEA + empirical elastic moduli regressions", "DFT phonon + Wiedemann-Franz fits", "DFT equation-of-state fits", "Elastic-tensor DFT + empirical correlations" ], "beats_sota": { "pooled_vs_materials_science_dft": true, "pooled_vs_fea_empirical": true, "section_sec34_youngs_modulus_vs_baseline": true, "section_sec37_thermal_kappa_vs_baseline": true, "section_sec62_bulk_modulus_vs_baseline": true, "section_sec84_poisson_ratio_nu_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_materials_engineering_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Materials_Engineering" } }, { "panel": "Materials_Genome_Crosswalk", "tier": 55, "routes_to_core": "Materials_Science", "record_count": 38, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MaterialsGenomeCrosswalkPriors", "maps_to_lean": [ "material", "energy", "particle" ], "tags": [ "materials", "genome", "crosswalk" ], "download_bundle": { "benchmark_data": "data/materials_genome_crosswalk_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier55_chemistry_materials_benchmarks.py", "manifest": "data/tier55_chemistry_materials_manifest.yaml", "lean_module": "FSOT.Formal.MaterialsGenomeCrosswalkPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/materials_genome_crosswalk_benchmark.json", "domain": "Materials_Genome_Crosswalk", "record_count": 38, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T16:17:23.680082+00:00", "maps_to_lean": [ "material", "energy", "particle" ], "D_eff": 15, "sources": [ "materials_engineering_benchmark.json", "quantum_materials_benchmark.json", "materials_species_bridge_benchmark.json" ], "sota_models": [ "Materials Project baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_materials_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier55_chemistry_materials_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Materials_Genome_Crosswalk" } }, { "panel": "Materials_Project_Live_Panel", "tier": 68, "routes_to_core": "Materials_Science", "record_count": 141, "median_error_pct": 0.011734, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.MaterialsProjectLivePanelPriors", "maps_to_lean": [ "material", "particle", "energy" ], "tags": [ "materials", "project", "live", "panel" ], "download_bundle": { "benchmark_data": "data/materials_project_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier68_live_ingest.py", "build_script": "scripts/build_tier68_live_ingest_benchmarks.py", "manifest": "data/tier68_live_ingest_manifest.yaml", "lean_module": "FSOT.Formal.MaterialsProjectLivePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/materials_project_live_panel_benchmark.json", "domain": "Materials_Project_Live_Panel", "record_count": 141, "pooled_median_error_pct": 0.011734, "generated_at": "2026-07-16T13:55:19.718432+00:00", "maps_to_lean": [ "material", "particle", "energy" ], "D_eff": 16, "sources": [ "vendor\\live_cache\\tier68\\materials_project_live_cache.json", "vendor/materials_live/materials_project_bundled.json" ], "sota_models": [ "Materials Project DFT class" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier68_live_ingest.py --deep", "build": "python scripts/build_tier68_live_ingest_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Materials_Project_Live_Panel" } }, { "panel": "Materials_Species_Bridge", "tier": 30, "routes_to_core": "Materials_Science", "record_count": 45, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MaterialsSpeciesBridgePriors", "maps_to_lean": [ "material", "energy" ], "tags": [ "materials", "species", "bridge" ], "download_bundle": { "benchmark_data": "data/materials_species_bridge_benchmark.json", "ingest_script": null, "build_script": "scripts/build_materials_species_bridge_benchmark.py", "manifest": "data/materials_species_bridge_manifest.yaml", "lean_module": "FSOT.Formal.MaterialsSpeciesBridgePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/materials_species_bridge_benchmark.json", "domain": null, "record_count": 45, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:03.776696+00:00", "maps_to_lean": [ "material", "energy" ], "D_eff": 14, "sources": [ "vendor/smiles/FSOT_SMILES_Lab_Dataset.json", "vendor/species/fsot_species_catalog.json" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_materials_species_bridge_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Materials_Species_Bridge" } }, { "panel": "Materials_Species_Bridge_Live_Panel", "tier": 86, "routes_to_core": "Materials_Science", "record_count": 150, "median_error_pct": 0.01341, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.MaterialsSpeciesBridgeLivePanelPriors", "maps_to_lean": [ "material", "energy" ], "tags": [ "materials", "species", "bridge", "live", "panel" ], "download_bundle": { "benchmark_data": "data/materials_species_bridge_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier86_scientific_expansion.py", "build_script": "scripts/build_tier86_scientific_expansion_benchmarks.py", "manifest": "data/tier86_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.MaterialsSpeciesBridgeLivePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/materials_species_bridge_live_panel_benchmark.json", "domain": "Materials_Species_Bridge_Live_Panel", "record_count": 150, "pooled_median_error_pct": 0.01341, "generated_at": "2026-07-12T16:20:15.813075+00:00", "maps_to_lean": [ "material", "energy" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier86_cache\\materials_species_bridge_cache.json", "species_catalog", "SMILES_lab" ], "sota_models": [ "Materials genome + species catalog crosswalk" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier86_scientific_expansion.py --deep", "build": "python scripts/build_tier86_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Materials_Species_Bridge_Live_Panel" } }, { "panel": "Math_Generator_Airfoil_RMSE", "tier": 32, "routes_to_core": "Pure_Mathematics", "record_count": 21, "median_error_pct": 0.020055, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MathGeneratorAirfoilRmsePriors", "maps_to_lean": [ "particle", "mathematical", "consciousness" ], "tags": [ "math", "generator", "airfoil", "rmse" ], "download_bundle": { "benchmark_data": "data/math_generator_airfoil_rmse_benchmark.json", "ingest_script": null, "build_script": "scripts/build_math_generator_airfoil_rmse_benchmark.py", "manifest": "data/math_generator_airfoil_rmse_manifest.yaml", "lean_module": "FSOT.Formal.MathGeneratorAirfoilRmsePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/math_generator_airfoil_rmse_benchmark.json", "domain": "Math_Generator_Airfoil_RMSE", "record_count": 21, "pooled_median_error_pct": 0.020055, "generated_at": "2026-07-15T05:07:17.401498+00:00", "maps_to_lean": [ "particle", "mathematical", "consciousness" ], "D_eff": 17, "sources": [ "vendor/math_generator/datasets/airfoil_self_noise.csv", "vendor/math_generator/benchmark_reports/airfoil_three_seed_report.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_math_generator_airfoil_rmse_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Math_Generator_Airfoil_RMSE" } }, { "panel": "Math_Generator_Benchmark_Formula_Eval", "tier": 31, "routes_to_core": "Pure_Mathematics", "record_count": 21, "median_error_pct": 0.020055, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MathGeneratorBenchmarkFormulaEvalPriors", "maps_to_lean": [ "particle", "mathematical", "consciousness" ], "tags": [ "math", "generator", "benchmark", "formula", "eval" ], "download_bundle": { "benchmark_data": "data/math_generator_benchmark_formula_eval_benchmark.json", "ingest_script": null, "build_script": "scripts/build_math_generator_benchmark_formula_eval_benchmark.py", "manifest": "data/math_generator_benchmark_formula_eval_manifest.yaml", "lean_module": "FSOT.Formal.MathGeneratorBenchmarkFormulaEvalPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/math_generator_benchmark_formula_eval_benchmark.json", "domain": "Math_Generator_Benchmark_Formula_Eval", "record_count": 21, "pooled_median_error_pct": 0.020055, "generated_at": "2026-07-15T05:07:16.415619+00:00", "maps_to_lean": [ "particle", "mathematical", "consciousness" ], "D_eff": 17, "sources": [ "vendor/math_generator/rules", "vendor/math_generator/benchmark_reports", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_math_generator_benchmark_formula_eval_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Math_Generator_Benchmark_Formula_Eval" } }, { "panel": "Math_Generator_Rules_Eval", "tier": 30, "routes_to_core": "Pure_Mathematics", "record_count": 1552, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.MathGeneratorRulesEvalPriors", "maps_to_lean": [ "particle", "mathematical", "consciousness" ], "tags": [ "math", "generator", "rules", "eval" ], "download_bundle": { "benchmark_data": "data/math_generator_rules_eval_benchmark.json", "ingest_script": null, "build_script": "scripts/build_math_generator_rules_eval_benchmark.py", "manifest": "data/math_generator_rules_eval_manifest.yaml", "lean_module": "FSOT.Formal.MathGeneratorRulesEvalPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/math_generator_rules_eval_benchmark.json", "domain": null, "record_count": 1552, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:03.147639+00:00", "maps_to_lean": [ "particle", "mathematical", "consciousness" ], "D_eff": 17, "sources": [ "vendor/math_generator/rules" ], "sota_models": [ "Hand-maintained rule corpus QA", "Overlay prediction vs Planck/PDG references", "Held-out benchmark_formula recomputation" ], "beats_sota": { "schema_pass_vs_qa_baseline": true, "pooled_rules_vs_corpus_qa": true, "numeric_eval_vs_overlay_refs": true, "live_benchmark_vs_formula_eval": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_math_generator_rules_eval_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Math_Generator_Rules_Eval" } }, { "panel": "Mathematics_Computational", "tier": 29, "routes_to_core": "Pure_Mathematics", "record_count": 20, "median_error_pct": 1.4090183367935627e-14, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MathematicsComputationalPriors", "maps_to_lean": [ "particle", "mathematical" ], "tags": [ "mathematics", "computational" ], "download_bundle": { "benchmark_data": "data/mathematics_computational_benchmark.json", "ingest_script": null, "build_script": "scripts/build_mathematics_computational_benchmark.py", "manifest": "data/mathematics_computational_manifest.yaml", "lean_module": "FSOT.Formal.MathematicsComputationalPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/mathematics_computational_benchmark.json", "domain": null, "record_count": 20, "pooled_median_error_pct": 1.4090183367935627e-14, "generated_at": "2026-07-13T15:23:01.982081+00:00", "maps_to_lean": [ "particle", "mathematical" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\math_generator\\generated_formula_comparison_report.json" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_mathematics_computational_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Mathematics_Computational" } }, { "panel": "Mechanical_Engineering", "tier": 41, "routes_to_core": "Materials_Science", "record_count": 50, "median_error_pct": 0.017310023021640548, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MechanicalEngineeringExtensionPriors", "maps_to_lean": [ "material", "energy", "electron" ], "tags": [ "mechanical", "engineering" ], "download_bundle": { "benchmark_data": "data/mechanical_engineering_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.MechanicalEngineeringExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/mechanical_engineering_extension_benchmark.json", "domain": "Mechanical_Engineering", "record_count": 50, "pooled_median_error_pct": 0.017310023021640548, "generated_at": "2026-07-11T16:11:58.856673+00:00", "maps_to_lean": [ "material", "energy", "electron" ], "D_eff": 16, "sources": [ "mechanical_engineering_reference", "materials_engineering", "THERMODYNAMICS_ENGINEERING_rules" ], "sota_models": [ "CFD/FEA surrogate baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_mechanical_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Mechanical_Engineering" } }, { "panel": "Mechanical_Engineering_Panel", "tier": 85, "routes_to_core": "Materials_Science", "record_count": 20, "median_error_pct": 0.039349, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MechanicalEngineeringPanelPriors", "maps_to_lean": [ "material", "energy", "electron" ], "tags": [ "mechanical", "engineering", "panel" ], "download_bundle": { "benchmark_data": "data/mechanical_engineering_panel_benchmark.json", "ingest_script": "scripts/ingest_tier85_scientific_expansion.py", "build_script": "scripts/build_tier85_scientific_expansion_benchmarks.py", "manifest": "data/tier85_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.MechanicalEngineeringPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/mechanical_engineering_panel_benchmark.json", "domain": "Mechanical_Engineering_Panel", "record_count": 20, "pooled_median_error_pct": 0.039349, "generated_at": "2026-07-15T00:38:25.681910+00:00", "maps_to_lean": [ "material", "energy", "electron" ], "D_eff": 16, "sources": [ "vendor\\scientific_expansion\\tier85_cache\\mechanical_engineering_cache.json", "ASME mechanical engineering reference" ], "sota_models": [ "CFD/FEA surrogate baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier85_scientific_expansion.py --deep", "build": "python scripts/build_tier85_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Mechanical_Engineering_Panel" } }, { "panel": "Mechanistic_Coupling", "tier": 45, "routes_to_core": "Thermodynamics", "record_count": 116, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.MechanisticCouplingPriors", "maps_to_lean": [ "particle", "energy", "consciousness" ], "tags": [ "mechanistic", "coupling" ], "download_bundle": { "benchmark_data": "data/mechanistic_coupling_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_j_toe_completeness_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.MechanisticCouplingPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/mechanistic_coupling_benchmark.json", "domain": "Mechanistic_Coupling", "record_count": 116, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:36.194583+00:00", "maps_to_lean": [ "particle", "energy", "consciousness" ], "D_eff": 17, "sources": [ "mechanistic_coupling_manifest.yaml", "domain_coupling_simulation_benchmark.json" ], "sota_models": [ "Correlation-only graphs" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_mechanism_channels_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_j_toe_completeness_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Mechanistic_Coupling" } }, { "panel": "Medical_Galactic_Orbital_Bridge", "tier": 48, "routes_to_core": "Biochemistry", "record_count": 48, "median_error_pct": 0.010717743028517818, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MedicalGalacticOrbitalBridgePriors", "maps_to_lean": [ "medical", "galactic" ], "tags": [ "medical", "galactic", "orbital", "bridge" ], "download_bundle": { "benchmark_data": "data/medical_galactic_orbital_bridge_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_m_toe_unity_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.MedicalGalacticOrbitalBridgePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/medical_galactic_orbital_bridge_benchmark.json", "domain": "Medical_Galactic_Orbital_Bridge", "record_count": 48, "pooled_median_error_pct": 0.010717743028517818, "generated_at": "2026-07-11T15:14:42.958222+00:00", "maps_to_lean": [ "medical", "galactic" ], "D_eff": 17, "sources": [ "extension_domains_manifest", "domain_coupling_simulation_benchmark.json" ], "sota_models": [ "Tag overlap correlation only" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_orbital_bridge_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_m_toe_unity_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Medical_Galactic_Orbital_Bridge" } }, { "panel": "Metamaterial_Fluid_Design_Prereg_Scaffold", "tier": 73, "routes_to_core": "Materials_Science", "record_count": 25, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MetamaterialFluidDesignPreregScaffoldPriors", "maps_to_lean": [ "material", "fusion", "energy", "particle" ], "tags": [ "metamaterial", "fluid", "design", "prereg", "scaffold" ], "download_bundle": { "benchmark_data": "data/metamaterial_fluid_design_prereg_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier73_lab_synthesis_benchmarks.py", "manifest": "data/tier73_lab_synthesis_manifest.yaml", "lean_module": "FSOT.Formal.MetamaterialFluidDesignPreregScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/metamaterial_fluid_design_prereg_scaffold_benchmark.json", "domain": "Metamaterial_Fluid_Design_Prereg_Scaffold", "record_count": 25, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:11.927472+00:00", "maps_to_lean": [ "material", "fusion", "energy", "particle" ], "D_eff": 16, "sources": [ "vendor/fsot_compute.py\\vendor\\lab_synthesis\\metamaterial_fluid_prereg_candidates.json", "term3_acoustic_bleed_depth_benchmark.json" ], "sota_models": [ "No reproducible fluid-metamaterial baseline" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_prereg_gate_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier73_lab_synthesis_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Metamaterial_Fluid_Design_Prereg_Scaffold" } }, { "panel": "Microtubule_Quantum_Consciousness_Panel", "tier": 90, "routes_to_core": "Psychology", "record_count": 63, "median_error_pct": 0.044671, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MicrotubuleQuantumConsciousnessPanelPriors", "maps_to_lean": [ "consciousness", "neural", "particle" ], "tags": [ "microtubule", "quantum", "consciousness", "panel" ], "download_bundle": { "benchmark_data": "data/microtubule_quantum_consciousness_panel_benchmark.json", "ingest_script": "scripts/ingest_tier90_consciousness_expansion.py", "build_script": "scripts/build_tier90_consciousness_expansion_benchmarks.py", "manifest": "data/tier90_consciousness_expansion_manifest.yaml", "lean_module": "FSOT.Formal.MicrotubuleQuantumConsciousnessPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/microtubule_quantum_consciousness_panel_benchmark.json", "domain": "Microtubule_Quantum_Consciousness_Panel", "record_count": 63, "pooled_median_error_pct": 0.044671, "generated_at": "2026-07-12T17:05:50.992097+00:00", "maps_to_lean": [ "consciousness", "neural", "particle" ], "D_eff": 17, "sources": [ "G:\\FSOT-PublicData\\anomaly_observables\\consciousness\\tier90_microtubule_observer_cache.json", "data/consciousness_econ_benchmark.json", "data/quantum_computing_math_depth_panel_benchmark.json", "data/observer_channel_derivation_benchmark.json" ], "sota_models": [ "No zero-parameter microtubule tunnel + observer coupling baseline" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_microtubule_observer_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier90_consciousness_expansion.py --deep", "build": "python scripts/build_tier90_consciousness_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Microtubule_Quantum_Consciousness_Panel" } }, { "panel": "Music_Harmonics_Public_Panel", "tier": 61, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MusicHarmonicsPublicPanelPriors", "maps_to_lean": [ "acoustical", "mathematical", "consciousness", "neural" ], "tags": [ "music", "harmonics", "public", "panel" ], "download_bundle": { "benchmark_data": "data/music_harmonics_public_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier61_creative_media_benchmarks.py", "manifest": "data/tier61_creative_media_manifest.yaml", "lean_module": "FSOT.Formal.MusicHarmonicsPublicPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/music_harmonics_public_panel_benchmark.json", "domain": "Music_Harmonics_Public_Panel", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:07.523856+00:00", "maps_to_lean": [ "acoustical", "mathematical", "consciousness", "neural" ], "D_eff": 10, "sources": [ "vendor/fsot_compute.py\\vendor\\creative_media\\music_harmonics_public_anchors.json", "acoustic_resonance_materials_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier61_creative_media_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Music_Harmonics_Public_Panel" } }, { "panel": "Mycology", "tier": 41, "routes_to_core": "Biology", "record_count": 420, "median_error_pct": 0.022236250385193498, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.MycologyExtensionPriors", "maps_to_lean": [ "biological", "ecological" ], "tags": [ "mycology" ], "download_bundle": { "benchmark_data": "data/mycology_extension_benchmark.json", "ingest_script": "scripts/build_tier_f_extension_benchmarks.py", "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.MycologyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/mycology_extension_benchmark.json", "domain": "Mycology", "record_count": 420, "pooled_median_error_pct": 0.022236250385193498, "generated_at": "2026-07-11T16:11:58.831657+00:00", "maps_to_lean": [ "biological", "ecological" ], "D_eff": 14, "sources": [ "GBIF_Fungi", "food_microbiology_bridge" ], "sota_models": [ "GBIF fungal occurrence QA" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fungal_occurrence_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/build_tier_f_extension_benchmarks.py --deep", "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Mycology" } }, { "panel": "Mycology_Panel", "tier": 84, "routes_to_core": "Biology", "record_count": 90, "median_error_pct": 0.006006, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.MycologyPanelPriors", "maps_to_lean": [ "biological", "medical" ], "tags": [ "mycology", "panel" ], "download_bundle": { "benchmark_data": "data/mycology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier84_scientific_expansion.py", "build_script": "scripts/build_tier84_scientific_expansion_benchmarks.py", "manifest": "data/tier84_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.MycologyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/mycology_panel_benchmark.json", "domain": "Mycology_Panel", "record_count": 90, "pooled_median_error_pct": 0.006006, "generated_at": "2026-07-12T16:20:14.835291+00:00", "maps_to_lean": [ "biological", "medical" ], "D_eff": 15, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier84_cache\\mycology_cache.json", "GBIF Fungi" ], "sota_models": [ "GBIF fungal occurrence" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier84_scientific_expansion.py --deep", "build": "python scripts/build_tier84_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Mycology_Panel" } }, { "panel": "NASA_DONKI_Solar_Panel", "tier": 80, "routes_to_core": "Thermodynamics", "record_count": 2148, "median_error_pct": 0.020755, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.NasaDonkiSolarPriors", "maps_to_lean": [ "fusion", "energy", "plasma" ], "tags": [ "nasa", "donki", "solar", "panel" ], "download_bundle": { "benchmark_data": "data/nasa_donki_solar_panel_benchmark.json", "ingest_script": "scripts/ingest_tier80_government_open_data.py", "build_script": "scripts/build_tier80_government_open_data_benchmarks.py", "manifest": "data/tier80_government_open_data_manifest.yaml", "lean_module": "FSOT.Formal.NasaDonkiSolarPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/nasa_donki_solar_panel_benchmark.json", "domain": "NASA_DONKI_Solar_Panel", "record_count": 2148, "pooled_median_error_pct": 0.020755, "generated_at": "2026-07-12T14:24:10.541259+00:00", "maps_to_lean": [ "fusion", "energy", "plasma" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\government_open_data\\live_cache\\nasa_donki_flares_cache.json", "https://services.swpc.noaa.gov/json/goes/primary/xrays-6-hour.json" ], "sota_models": [ "NOAA GOES x-ray public JSON" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier80_government_open_data.py --deep", "build": "python scripts/build_tier80_government_open_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel NASA_DONKI_Solar_Panel" } }, { "panel": "NASA_Exoplanet_Archive", "tier": 38, "routes_to_core": "Astronomy", "record_count": 158, "median_error_pct": 0.023015, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.NasaExoplanetArchivePriors", "maps_to_lean": [ "astronomical", "galactic" ], "tags": [ "nasa", "exoplanet", "archive" ], "download_bundle": { "benchmark_data": "data/nasa_exoplanet_archive_benchmark.json", "ingest_script": "scripts/ingest_tier38_public_data.py", "build_script": "scripts/build_tier38_public_data_benchmarks.py", "manifest": "data/tier38_public_apis_manifest.yaml", "lean_module": "FSOT.Formal.NasaExoplanetArchivePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/nasa_exoplanet_archive_benchmark.json", "domain": "NASA_Exoplanet_Archive", "record_count": 158, "pooled_median_error_pct": 0.023015, "generated_at": "2026-07-13T15:23:12.631510+00:00", "maps_to_lean": [ "astronomical", "galactic" ], "D_eff": 21, "sources": [ "https://exoplanetarchive.ipac.caltech.edu/TAP/sync?query=select+top+80+pl_name%2Chostname%2Cpl_rade%2Cpl_bmasse%2Cpl_orbper%2Cdisc_year%2Csy_dist+from+pscomppars&format=csv" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier38_public_data.py --deep", "build": "python scripts/build_tier38_public_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel NASA_Exoplanet_Archive" } }, { "panel": "NASA_NEO_Feed_Panel", "tier": 80, "routes_to_core": "Astronomy", "record_count": 56, "median_error_pct": 0.021097, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NasaNeoFeedPriors", "maps_to_lean": [ "astronomical", "planetary", "particle" ], "tags": [ "nasa", "neo", "feed", "panel" ], "download_bundle": { "benchmark_data": "data/nasa_neo_feed_panel_benchmark.json", "ingest_script": "scripts/ingest_tier80_government_open_data.py", "build_script": "scripts/build_tier80_government_open_data_benchmarks.py", "manifest": "data/tier80_government_open_data_manifest.yaml", "lean_module": "FSOT.Formal.NasaNeoFeedPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/nasa_neo_feed_panel_benchmark.json", "domain": "NASA_NEO_Feed_Panel", "record_count": 56, "pooled_median_error_pct": 0.021097, "generated_at": "2026-07-12T14:24:10.057686+00:00", "maps_to_lean": [ "astronomical", "planetary", "particle" ], "D_eff": 18, "sources": [ "vendor/fsot_compute.py\\vendor\\government_open_data\\live_cache\\nasa_neo_feed_cache.json", "https://ssd-api.jpl.nasa.gov/cad.api" ], "sota_models": [ "JPL Horizons ephemeris class" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier80_government_open_data.py --deep", "build": "python scripts/build_tier80_government_open_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel NASA_NEO_Feed_Panel" } }, { "panel": "NCBI_Gene_Public_Panel", "tier": 81, "routes_to_core": "Biology", "record_count": 48, "median_error_pct": 0.025571999999999998, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NcbiGenePublicPriors", "maps_to_lean": [ "biological", "medical" ], "tags": [ "ncbi", "gene", "public", "panel" ], "download_bundle": { "benchmark_data": "data/ncbi_gene_public_panel_benchmark.json", "ingest_script": "scripts/ingest_tier81_public_verifiable.py", "build_script": "scripts/build_tier81_public_verifiable_benchmarks.py", "manifest": "data/tier81_public_verifiable_manifest.yaml", "lean_module": "FSOT.Formal.NcbiGenePublicPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/ncbi_gene_public_panel_benchmark.json", "domain": "NCBI_Gene_Public_Panel", "record_count": 48, "pooled_median_error_pct": 0.025571999999999998, "generated_at": "2026-07-12T13:58:17.851383+00:00", "maps_to_lean": [ "biological", "medical" ], "D_eff": 12, "sources": [ "vendor/fsot_compute.py\\vendor\\public_verifiable\\live_cache\\ncbi_gene_cache.json", "https://eutils.ncbi.nlm.nih.gov/" ], "sota_models": [ "NCBI Gene public esummary" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier81_public_verifiable.py --deep", "build": "python scripts/build_tier81_public_verifiable_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel NCBI_Gene_Public_Panel" } }, { "panel": "NIST_CODATA_Constants", "tier": 38, "routes_to_core": "General", "record_count": 21, "median_error_pct": 9.5e-05, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NistCodataConstantsPriors", "maps_to_lean": [ "particle", "atomic" ], "tags": [ "nist", "codata", "constants" ], "download_bundle": { "benchmark_data": "data/nist_codata_constants_benchmark.json", "ingest_script": "scripts/ingest_tier38_public_data.py", "build_script": "scripts/build_tier38_public_data_benchmarks.py", "manifest": "data/tier38_public_apis_manifest.yaml", "lean_module": "FSOT.Formal.NistCodataConstantsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/nist_codata_constants_benchmark.json", "domain": "NIST_CODATA_Constants", "record_count": 21, "pooled_median_error_pct": 9.5e-05, "generated_at": "2026-07-15T05:07:38.871363+00:00", "maps_to_lean": [ "particle", "atomic" ], "D_eff": 7, "sources": [ "h", "t", "t", "p", "s", ":", "/", "/", "p", "h", "y", "s", "i", "c", "s", ".", "n", "i", "s", "t", ".", "g", "o", "v", "/", "c", "u", "u", "/", "C", "o", "n", "s", "t", "a", "n", "t", "s", "/", "T", "a", "b", "l", "e", "/", "a", "l", "l", "a", "s", "c", "i", "i", ".", "t", "x", "t", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier38_public_data.py --deep", "build": "python scripts/build_tier38_public_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel NIST_CODATA_Constants" } }, { "panel": "NIST_DLMF_Special_Functions", "tier": 78, "routes_to_core": "Pure_Mathematics", "record_count": 21, "median_error_pct": 0.020055, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NistDlmfSpecialFunctionsPriors", "maps_to_lean": [ "mathematical", "particle" ], "tags": [ "nist", "dlmf", "special", "functions" ], "download_bundle": { "benchmark_data": "data/nist_dlmf_special_functions_benchmark.json", "ingest_script": null, "build_script": "scripts/build_reference_anchors_benchmarks.py", "manifest": "data/reference_anchors_manifest.yaml", "lean_module": "FSOT.Formal.NistDlmfSpecialFunctionsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/nist_dlmf_special_functions_benchmark.json", "domain": "NIST_DLMF_Special_Functions", "record_count": 21, "pooled_median_error_pct": 0.020055, "generated_at": "2026-07-15T05:07:43.017615+00:00", "maps_to_lean": [ "mathematical", "particle" ], "D_eff": 14, "sources": [ "N", "I", "S", "T", " ", "D", "i", "g", "i", "t", "a", "l", " ", "L", "i", "b", "r", "a", "r", "y", " ", "o", "f", " ", "M", "a", "t", "h", "e", "m", "a", "t", "i", "c", "a", "l", " ", "F", "u", "n", "c", "t", "i", "o", "n", "s", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_reference_anchors_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel NIST_DLMF_Special_Functions" } }, { "panel": "NOAA_Coastal_Tides", "tier": 38, "routes_to_core": "Thermodynamics", "record_count": 20, "median_error_pct": 0.030173, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NoaaCoastalTidesPriors", "maps_to_lean": [ "energy", "galactic" ], "tags": [ "noaa", "coastal", "tides" ], "download_bundle": { "benchmark_data": "data/noaa_coastal_tides_benchmark.json", "ingest_script": "scripts/ingest_tier38_public_data.py", "build_script": "scripts/build_tier38_public_data_benchmarks.py", "manifest": "data/tier38_public_apis_manifest.yaml", "lean_module": "FSOT.Formal.NoaaCoastalTidesPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/noaa_coastal_tides_benchmark.json", "domain": "NOAA_Coastal_Tides", "record_count": 20, "pooled_median_error_pct": 0.030173, "generated_at": "2026-07-13T15:23:12.523484+00:00", "maps_to_lean": [ "energy", "galactic" ], "D_eff": 17, "sources": [ "NOAA_CO-OPS" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier38_public_data.py --deep", "build": "python scripts/build_tier38_public_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel NOAA_Coastal_Tides" } }, { "panel": "NOAA_NDBC_Buoy_Panel", "tier": 81, "routes_to_core": "Thermodynamics", "record_count": 596, "median_error_pct": 0.028287, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.NoaaNdbcBuoyPriors", "maps_to_lean": [ "energy", "galactic" ], "tags": [ "noaa", "ndbc", "buoy", "panel" ], "download_bundle": { "benchmark_data": "data/noaa_ndbc_buoy_panel_benchmark.json", "ingest_script": "scripts/ingest_tier81_public_verifiable.py", "build_script": "scripts/build_tier81_public_verifiable_benchmarks.py", "manifest": "data/tier81_public_verifiable_manifest.yaml", "lean_module": "FSOT.Formal.NoaaNdbcBuoyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/noaa_ndbc_buoy_panel_benchmark.json", "domain": "NOAA_NDBC_Buoy_Panel", "record_count": 596, "pooled_median_error_pct": 0.028287, "generated_at": "2026-07-12T13:58:18.067969+00:00", "maps_to_lean": [ "energy", "galactic" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\public_verifiable\\live_cache\\noaa_ndbc_cache.json", "https://www.ndbc.noaa.gov/" ], "sota_models": [ "NOAA NDBC buoy realtime" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier81_public_verifiable.py --deep", "build": "python scripts/build_tier81_public_verifiable_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel NOAA_NDBC_Buoy_Panel" } }, { "panel": "Natural_Formation_Element_Simulation", "tier": 72, "routes_to_core": "Astronomy", "record_count": 44, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NaturalFormationElementSimulationPriors", "maps_to_lean": [ "particle", "nuclear", "fusion", "astronomical" ], "tags": [ "natural", "formation", "element", "simulation" ], "download_bundle": { "benchmark_data": "data/natural_formation_element_simulation_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier72_periodic_table_benchmarks.py", "manifest": "data/tier72_periodic_table_manifest.yaml", "lean_module": "FSOT.Formal.NaturalFormationElementSimulationPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/natural_formation_element_simulation_benchmark.json", "domain": "Natural_Formation_Element_Simulation", "record_count": 44, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:11.592134+00:00", "maps_to_lean": [ "particle", "nuclear", "fusion", "astronomical" ], "D_eff": 11, "sources": [ "vendor/fsot_compute.py\\vendor\\periodic_table\\undiscovered_element_prereg_candidates.json", "fusion_physics_public_panel_benchmark.json" ], "sota_models": [ "No natural Z>118 observation" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_formation_sim_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier72_periodic_table_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Natural_Formation_Element_Simulation" } }, { "panel": "Network_Internet_Protocols", "tier": 43, "routes_to_core": "Computer_Science", "record_count": 22, "median_error_pct": 0.010337117254355377, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NetworkInternetProtocolsPriors", "maps_to_lean": [ "ai", "consciousness", "electron" ], "tags": [ "network", "internet", "protocols" ], "download_bundle": { "benchmark_data": "data/network_internet_protocols_cybersecurity_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_h_cybersecurity_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.NetworkInternetProtocolsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/network_internet_protocols_cybersecurity_benchmark.json", "domain": "Network_Internet_Protocols", "record_count": 22, "pooled_median_error_pct": 0.010337117254355377, "generated_at": "2026-07-11T15:15:34.198719+00:00", "maps_to_lean": [ "ai", "consciousness", "electron" ], "D_eff": 15, "sources": [ "RFC_IANA_anchors", "MITRE_ATT&CK_shape", "robotics_control_bridge" ], "sota_models": [ "Protocol RFC reference tables" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_protocol_stack_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_h_cybersecurity_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Network_Internet_Protocols" } }, { "panel": "Network_Science_Public_Panel", "tier": 64, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NetworkSciencePublicPanelPriors", "maps_to_lean": [ "mathematical", "ai", "galactic" ], "tags": [ "network", "science", "public", "panel" ], "download_bundle": { "benchmark_data": "data/network_science_public_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier64_neurolab_gaps_benchmarks.py", "manifest": "data/tier64_neurolab_gaps_manifest.yaml", "lean_module": "FSOT.Formal.NetworkSciencePublicPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/network_science_public_panel_benchmark.json", "domain": "Network_Science_Public_Panel", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:10.086316+00:00", "maps_to_lean": [ "mathematical", "ai", "galactic" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\neurolab_gaps\\network_science_public_anchors.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier64_neurolab_gaps_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Network_Science_Public_Panel" } }, { "panel": "Neural_Galactic_Orbital_Bridge", "tier": 48, "routes_to_core": "Neuroscience", "record_count": 49, "median_error_pct": 0.018002668701799784, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NeuralGalacticOrbitalBridgePriors", "maps_to_lean": [ "neural", "galactic" ], "tags": [ "neural", "galactic", "orbital", "bridge" ], "download_bundle": { "benchmark_data": "data/neural_galactic_orbital_bridge_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_m_toe_unity_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.NeuralGalacticOrbitalBridgePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/neural_galactic_orbital_bridge_benchmark.json", "domain": "Neural_Galactic_Orbital_Bridge", "record_count": 49, "pooled_median_error_pct": 0.018002668701799784, "generated_at": "2026-07-11T15:14:44.261747+00:00", "maps_to_lean": [ "neural", "galactic" ], "D_eff": 17, "sources": [ "extension_domains_manifest", "domain_coupling_simulation_benchmark.json" ], "sota_models": [ "Tag overlap correlation only" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_orbital_bridge_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_m_toe_unity_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Neural_Galactic_Orbital_Bridge" } }, { "panel": "Neuroeconomics", "tier": 41, "routes_to_core": "Psychology", "record_count": 65, "median_error_pct": 0.10502056403980387, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NeuroeconomicsExtensionPriors", "maps_to_lean": [ "consciousness", "neural", "mathematical" ], "tags": [ "neuroeconomics" ], "download_bundle": { "benchmark_data": "data/neuroeconomics_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.NeuroeconomicsExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/neuroeconomics_extension_benchmark.json", "domain": "Neuroeconomics", "record_count": 65, "pooled_median_error_pct": 0.10502056403980387, "generated_at": "2026-07-11T16:11:58.868382+00:00", "maps_to_lean": [ "consciousness", "neural", "mathematical" ], "D_eff": 16, "sources": [ "neuroeconomics_reference", "psychology", "econometrics" ], "sota_models": [ "Behavioral econ meta-analysis" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_decision_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Neuroeconomics" } }, { "panel": "Neuroeconomics_Panel", "tier": 85, "routes_to_core": "Psychology", "record_count": 20, "median_error_pct": 0.031506, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NeuroeconomicsPanelPriors", "maps_to_lean": [ "consciousness", "neural", "mathematical" ], "tags": [ "neuroeconomics", "panel" ], "download_bundle": { "benchmark_data": "data/neuroeconomics_panel_benchmark.json", "ingest_script": "scripts/ingest_tier85_scientific_expansion.py", "build_script": "scripts/build_tier85_scientific_expansion_benchmarks.py", "manifest": "data/tier85_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.NeuroeconomicsPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/neuroeconomics_panel_benchmark.json", "domain": "Neuroeconomics_Panel", "record_count": 20, "pooled_median_error_pct": 0.031506, "generated_at": "2026-07-12T16:20:15.276351+00:00", "maps_to_lean": [ "consciousness", "neural", "mathematical" ], "D_eff": 16, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier85_cache\\neuroeconomics_cache.json", "Behavioral neuroeconomics reference" ], "sota_models": [ "Behavioral econ meta-analysis" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier85_scientific_expansion.py --deep", "build": "python scripts/build_tier85_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Neuroeconomics_Panel" } }, { "panel": "Neuroimmunology", "tier": 26, "routes_to_core": "Biochemistry", "record_count": 92, "median_error_pct": 0.05041956982053305, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NeuroimmunologyPriors", "maps_to_lean": [ "medical", "neural" ], "tags": [ "neuroimmunology" ], "download_bundle": { "benchmark_data": "data/neuroimmunology_benchmark.json", "ingest_script": null, "build_script": "scripts/build_neuroimmunology_benchmark.py", "manifest": "data/neuroimmunology_manifest.yaml", "lean_module": "FSOT.Formal.NeuroimmunologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/neuroimmunology_benchmark.json", "domain": null, "record_count": 92, "pooled_median_error_pct": 0.05041956982053305, "generated_at": "2026-07-13T15:23:00.002116+00:00", "maps_to_lean": [ "medical", "neural" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\smiles\\FSOT_SMILES_Lab_Dataset.json", "vendor/fsot_compute.py\\data\\neuron_cohort_train_holdout.json" ], "sota_models": [ "AutoDock Vina + rescoring", "Allen cohort FI slope proxy", "AutoDock Vina + MM/GBSA rescoring", "FEP+ / empirical pKi QSAR", "MD folding free-energy + Rosetta" ], "beats_sota": { "pooled_vs_docking": true, "pooled_vs_immunology_assays": true, "fi_coupling_vs_allen_proxy": true, "section_sec23_drug_pkd_vs_baseline": true, "section_sec65_enzyme_pki_vs_baseline": true, "section_sec21_protein_deltag_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_neuroimmunology_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Neuroimmunology" } }, { "panel": "Neurolab_Gaps_Math_Spine", "tier": 64, "routes_to_core": "Pure_Mathematics", "record_count": 35, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NeurolabGapsMathSpinePriors", "maps_to_lean": [ "mathematical", "biological", "energy", "electron", "ai" ], "tags": [ "neurolab", "gaps", "math", "spine" ], "download_bundle": { "benchmark_data": "data/neurolab_gaps_math_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier64_neurolab_gaps_benchmarks.py", "manifest": "data/tier64_neurolab_gaps_manifest.yaml", "lean_module": "FSOT.Formal.NeurolabGapsMathSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/neurolab_gaps_math_spine_benchmark.json", "domain": "Neurolab_Gaps_Math_Spine", "record_count": 35, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:05.295699+00:00", "maps_to_lean": [ "mathematical", "biological", "energy", "electron", "ai" ], "D_eff": 17, "sources": [ "tier64_neurolab_gap_panels" ], "sota_models": [ "NeuroLab 32-domain registry crosswalk" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_gap_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier64_neurolab_gaps_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Neurolab_Gaps_Math_Spine" } }, { "panel": "Neurolab_Residual_Math_Spine", "tier": 66, "routes_to_core": "Pure_Mathematics", "record_count": 28, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NeurolabResidualMathSpinePriors", "maps_to_lean": [ "mathematical", "biological", "quantum", "ai", "consciousness" ], "tags": [ "neurolab", "residual", "math", "spine" ], "download_bundle": { "benchmark_data": "data/neurolab_residual_math_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier66_neurolab_residual_benchmarks.py", "manifest": "data/tier66_neurolab_residual_manifest.yaml", "lean_module": "FSOT.Formal.NeurolabResidualMathSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/neurolab_residual_math_spine_benchmark.json", "domain": "Neurolab_Residual_Math_Spine", "record_count": 28, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:05.947215+00:00", "maps_to_lean": [ "mathematical", "biological", "quantum", "ai", "consciousness" ], "D_eff": 17, "sources": [ "tier66_neurolab_residual_panels" ], "sota_models": [ "NeuroLab 32-domain registry residual crosswalk" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_residual_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier66_neurolab_residual_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Neurolab_Residual_Math_Spine" } }, { "panel": "Neuron_Multi_Hero", "tier": 27, "routes_to_core": "Neuroscience", "record_count": 24, "median_error_pct": 0.00225237811160842, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NeuronMultiHeroPriors", "maps_to_lean": [ "neural" ], "tags": [ "neuron", "multi", "hero" ], "download_bundle": { "benchmark_data": "data/multi_hero_benchmark.json", "ingest_script": null, "build_script": "scripts/build_multi_hero_benchmark.py", "manifest": "data/multi_hero_manifest.yaml", "lean_module": "FSOT.Formal.NeuronMultiHeroPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/multi_hero_benchmark.json", "domain": "Neuron_Multi_Hero", "record_count": 24, "pooled_median_error_pct": 0.00225237811160842, "generated_at": "2026-07-12T14:24:21.989899+00:00", "maps_to_lean": [ "neural" ], "D_eff": 14, "sources": [ "C", ":", "\\", "U", "s", "e", "r", "s", "\\", "d", "a", "m", "i", "a", "\\", "D", "e", "s", "k", "t", "o", "p", "\\", "n", "u", "r", "o", "n", "\\", "c", "e", "l", "l", " ", "d", "a", "t", "a", "\\", "a", "l", "l", "e", "n", "_", "c", "e", "l", "l", "_", "t", "y", "p", "e", "s", "\\", "c", "e", "l", "l", "s", ".", "j", "s", "o", "n", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_multi_hero_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Neuron_Multi_Hero" } }, { "panel": "Neuroscience_Connectomics_Depth_Panel", "tier": 87, "routes_to_core": "Neuroscience", "record_count": 27, "median_error_pct": 0.0201195, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NeuroscienceConnectomicsDepthPanelPriors", "maps_to_lean": [ "neural", "consciousness", "biophysics" ], "tags": [ "neuroscience", "connectomics", "depth", "panel" ], "download_bundle": { "benchmark_data": "data/neuroscience_connectomics_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.NeuroscienceConnectomicsDepthPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/neuroscience_connectomics_depth_panel_benchmark.json", "domain": "Neuroscience_Connectomics_Depth_Panel", "record_count": 27, "pooled_median_error_pct": 0.0201195, "generated_at": "2026-07-15T05:29:19.013571+00:00", "maps_to_lean": [ "neural", "consciousness", "biophysics" ], "D_eff": 18, "sources": [ "I:\\FSOT-Physical-Archive\\03_FSOT-PublicData\\tier87_scientific_expansion\\neuroscience_connectomics_cache.json", "neuron_cohort", "openneuro" ], "sota_models": [ "Allen FI linear slope proxy" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_connectomics_depth_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier87_scientific_expansion.py --deep", "build": "python scripts/build_tier87_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Neuroscience_Connectomics_Depth_Panel" } }, { "panel": "Neutrino_Physics_Panel", "tier": 82, "routes_to_core": "General", "record_count": 20, "median_error_pct": 0.009504, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NeutrinoPhysicsPriors", "maps_to_lean": [ "particle", "higgs" ], "tags": [ "neutrino", "physics", "panel" ], "download_bundle": { "benchmark_data": "data/neutrino_physics_panel_benchmark.json", "ingest_script": "scripts/ingest_tier82_scientific_expansion.py", "build_script": "scripts/build_tier82_scientific_expansion_benchmarks.py", "manifest": "data/tier82_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.NeutrinoPhysicsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/neutrino_physics_panel_benchmark.json", "domain": "Neutrino_Physics_Panel", "record_count": 20, "pooled_median_error_pct": 0.009504, "generated_at": "2026-07-12T14:06:49.246423+00:00", "maps_to_lean": [ "particle", "higgs" ], "D_eff": 7, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\live_cache\\neutrino_physics_cache.json", "PDG neutrino sector" ], "sota_models": [ "PDG/IceCube neutrino" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier82_scientific_expansion.py --deep", "build": "python scripts/build_tier82_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Neutrino_Physics_Panel" } }, { "panel": "Nothing_Perfection_Friction_Origin_Panel", "tier": 91, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.008488, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.NothingPerfectionFrictionOriginPanelPriors", "maps_to_lean": [ "cosmological", "particle", "consciousness" ], "tags": [ "nothing", "perfection", "friction", "origin", "panel" ], "download_bundle": { "benchmark_data": "data/nothing_perfection_friction_origin_panel_benchmark.json", "ingest_script": "scripts/ingest_tier91_foundational_ontology.py", "build_script": "scripts/build_tier91_foundational_ontology_benchmarks.py", "manifest": "data/tier91_foundational_ontology_manifest.yaml", "lean_module": "FSOT.Formal.NothingPerfectionFrictionOriginPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/nothing_perfection_friction_origin_panel_benchmark.json", "domain": "Nothing_Perfection_Friction_Origin_Panel", "record_count": 24, "pooled_median_error_pct": 0.008488, "generated_at": "2026-07-12T17:36:27.078731+00:00", "maps_to_lean": [ "cosmological", "particle", "consciousness" ], "D_eff": 22, "sources": [ "vendor/fsot_compute.py\\data\\foundational_ontology_axioms.yaml", "phase_shift_physics", "bubble_bleed_physics", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier91_foundational_ontology.py --deep", "build": "python scripts/build_tier91_foundational_ontology_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Nothing_Perfection_Friction_Origin_Panel" } }, { "panel": "OSTI_DOE_Science_Panel", "tier": 80, "routes_to_core": "Thermodynamics", "record_count": 100, "median_error_pct": 0.01382, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.OstiDoeSciencePriors", "maps_to_lean": [ "particle", "nuclear", "energy" ], "tags": [ "osti", "doe", "science", "panel" ], "download_bundle": { "benchmark_data": "data/osti_doe_science_panel_benchmark.json", "ingest_script": "scripts/ingest_tier80_government_open_data.py", "build_script": "scripts/build_tier80_government_open_data_benchmarks.py", "manifest": "data/tier80_government_open_data_manifest.yaml", "lean_module": "FSOT.Formal.OstiDoeSciencePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/osti_doe_science_panel_benchmark.json", "domain": "OSTI_DOE_Science_Panel", "record_count": 100, "pooled_median_error_pct": 0.01382, "generated_at": "2026-07-12T14:24:10.661784+00:00", "maps_to_lean": [ "particle", "nuclear", "energy" ], "D_eff": 18, "sources": [ "vendor/fsot_compute.py\\vendor\\government_open_data\\live_cache\\osti_records_cache.json", "https://www.osti.gov/api/v1/records" ], "sota_models": [ "OSTI DOE scientific corpus" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier80_government_open_data.py --deep", "build": "python scripts/build_tier80_government_open_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel OSTI_DOE_Science_Panel" } }, { "panel": "Observer_Channel_Derivation", "tier": 46, "routes_to_core": "Psychology", "record_count": 348, "median_error_pct": 0.0525102820198906, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ObserverChannelDerivationPriors", "maps_to_lean": [ "consciousness", "neural", "perceived" ], "tags": [ "observer", "channel", "derivation" ], "download_bundle": { "benchmark_data": "data/observer_channel_derivation_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_k_toe_gap_closure_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ObserverChannelDerivationPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/observer_channel_derivation_benchmark.json", "domain": "Observer_Channel_Derivation", "record_count": 348, "pooled_median_error_pct": 0.0525102820198906, "generated_at": "2026-07-15T05:06:33.787781+00:00", "maps_to_lean": [ "consciousness", "neural", "perceived" ], "D_eff": 16, "sources": [ "fsot_formula_spine.yaml", "extension_domains_manifest.yaml" ], "sota_models": [ "Boolean observed flags" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_observer_derive_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_k_toe_gap_closure_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Observer_Channel_Derivation" } }, { "panel": "Observer_Effect_Cross_Species_Panel", "tier": 90, "routes_to_core": "Psychology", "record_count": 289, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ObserverEffectCrossSpeciesPanelPriors", "maps_to_lean": [ "consciousness", "neural", "perceived" ], "tags": [ "observer", "effect", "cross", "species", "panel" ], "download_bundle": { "benchmark_data": "data/observer_effect_cross_species_panel_benchmark.json", "ingest_script": "scripts/ingest_tier90_consciousness_expansion.py", "build_script": "scripts/build_tier90_consciousness_expansion_benchmarks.py", "manifest": "data/tier90_consciousness_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ObserverEffectCrossSpeciesPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/observer_effect_cross_species_panel_benchmark.json", "domain": "Observer_Effect_Cross_Species_Panel", "record_count": 289, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T17:05:51.262353+00:00", "maps_to_lean": [ "consciousness", "neural", "perceived" ], "D_eff": 16, "sources": [ "data/consciousness_reference_observables.json", "data/observer_channel_derivation_benchmark.json", "FSOT.Formal.Scalar.consciousness_factor" ], "sota_models": [ "Boolean observed flags without species metabolic phase proxy" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_observer_cross_species_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier90_consciousness_expansion.py --deep", "build": "python scripts/build_tier90_consciousness_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Observer_Effect_Cross_Species_Panel" } }, { "panel": "Omni_Theory_Genesis", "tier": 35, "routes_to_core": "Psychology", "record_count": 27, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.OmniTheoryGenesisPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "omni", "theory", "genesis" ], "download_bundle": { "benchmark_data": "data/omni_theory_genesis_benchmark.json", "ingest_script": null, "build_script": "scripts/build_omni_theory_genesis_benchmark.py", "manifest": "data/omni_theory_genesis_manifest.yaml", "lean_module": "FSOT.Formal.OmniTheoryGenesisPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/omni_theory_genesis_benchmark.json", "domain": null, "record_count": 27, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:10.612460+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 25, "sources": [ "vendor/omni_theory/analysis/genesis/genesis_per_verse_summary.json" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_omni_theory_genesis_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Omni_Theory_Genesis" } }, { "panel": "Omni_Theory_Humanities_Panel", "tier": 88, "routes_to_core": "Psychology", "record_count": 37, "median_error_pct": 0.0222545, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.OmniTheoryHumanitiesPanelPriors", "maps_to_lean": [ "consciousness", "neural" ], "tags": [ "omni", "theory", "humanities", "panel" ], "download_bundle": { "benchmark_data": "data/omni_theory_humanities_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.OmniTheoryHumanitiesPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/omni_theory_humanities_panel_benchmark.json", "domain": "Omni_Theory_Humanities_Panel", "record_count": 37, "pooled_median_error_pct": 0.0222545, "generated_at": "2026-07-15T16:12:36.206686+00:00", "maps_to_lean": [ "consciousness", "neural" ], "D_eff": 17, "sources": [ "vendor\\application_wiring\\tier88_cache\\omni_theory_humanities_cache.json", "desktop_omni_theory" ], "sota_models": [ "Omni-theory genesis per-verse scalar decoder" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Omni_Theory_Humanities_Panel" } }, { "panel": "Oncology", "tier": 26, "routes_to_core": "Biochemistry", "record_count": 67, "median_error_pct": 0.05041956982053305, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.OncologyPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "oncology" ], "download_bundle": { "benchmark_data": "data/oncology_benchmark.json", "ingest_script": null, "build_script": "scripts/build_oncology_benchmark.py", "manifest": "data/oncology_manifest.yaml", "lean_module": "FSOT.Formal.OncologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/oncology_benchmark.json", "domain": null, "record_count": 67, "pooled_median_error_pct": 0.05041956982053305, "generated_at": "2026-07-13T15:22:59.655252+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\smiles\\FSOT_SMILES_Lab_Dataset.json", "vendor/fsot_compute.py\\data\\biology_strict_empirical.json" ], "sota_models": [ "ChEMBL target affinity QSAR", "PDBbind FEP+ pKi", "ChEMBL target affinity QSAR", "FEP+ kinase pKi fits", "Michaelis-Menten empirical kcat regressions" ], "beats_sota": { "pooled_vs_chembl_qsar": true, "pooled_vs_pdbbind": true, "biology_strict_vs_genomics_proxy": false, "section_sec23_drug_pkd_vs_baseline": true, "section_sec65_enzyme_pki_vs_baseline": true, "section_sec24_enzyme_kcat_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_oncology_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Oncology" } }, { "panel": "OpenAlex_Citation_Graph", "tier": 38, "routes_to_core": "Psychology", "record_count": 80, "median_error_pct": 0.031506, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.OpenalexCitationGraphPriors", "maps_to_lean": [ "consciousness", "linguistic" ], "tags": [ "openalex", "citation", "graph" ], "download_bundle": { "benchmark_data": "data/openalex_citation_graph_benchmark.json", "ingest_script": "scripts/ingest_tier38_public_data.py", "build_script": "scripts/build_tier38_public_data_benchmarks.py", "manifest": "data/tier38_public_apis_manifest.yaml", "lean_module": "FSOT.Formal.OpenalexCitationGraphPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/openalex_citation_graph_benchmark.json", "domain": "OpenAlex_Citation_Graph", "record_count": 80, "pooled_median_error_pct": 0.031506, "generated_at": "2026-07-13T15:23:12.667704+00:00", "maps_to_lean": [ "consciousness", "linguistic" ], "D_eff": 18, "sources": [ "https://api.openalex.org/works?search=fluid+dynamics&per-page=80&mailto=fsot-verification%40example.com" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier38_public_data.py --deep", "build": "python scripts/build_tier38_public_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel OpenAlex_Citation_Graph" } }, { "panel": "OpenNeuro_Full_Panel", "tier": 68, "routes_to_core": "Neuroscience", "record_count": 123, "median_error_pct": 0.015431, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.OpenNeuroFullPanelPriors", "maps_to_lean": [ "neural", "consciousness", "ai" ], "tags": [ "openneuro", "full", "panel" ], "download_bundle": { "benchmark_data": "data/openneuro_full_panel_benchmark.json", "ingest_script": "scripts/ingest_tier68_live_ingest.py", "build_script": "scripts/build_tier68_live_ingest_benchmarks.py", "manifest": "data/tier68_live_ingest_manifest.yaml", "lean_module": "FSOT.Formal.OpenNeuroFullPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/openneuro_full_panel_benchmark.json", "domain": "OpenNeuro_Full_Panel", "record_count": 20, "pooled_median_error_pct": 0.015431, "generated_at": "2026-07-16T13:55:20.766308+00:00", "maps_to_lean": [ "neural", "consciousness", "ai" ], "D_eff": 14, "sources": [ "vendor\\live_cache\\tier68\\openneuro_full_cache.json", "vendor/public_data/consciousness/openneuro_summary.json" ], "sota_models": [ "OpenNeuro EEG/MRI catalog" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier68_live_ingest.py --deep", "build": "python scripts/build_tier68_live_ingest_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel OpenNeuro_Full_Panel" } }, { "panel": "Open_Meteo_Live_Panel", "tier": 81, "routes_to_core": "Thermodynamics", "record_count": 432, "median_error_pct": 0.026204, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.OpenMeteoLivePriors", "maps_to_lean": [ "energy", "galactic" ], "tags": [ "open", "meteo", "live", "panel" ], "download_bundle": { "benchmark_data": "data/open_meteo_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier81_public_verifiable.py", "build_script": "scripts/build_tier81_public_verifiable_benchmarks.py", "manifest": "data/tier81_public_verifiable_manifest.yaml", "lean_module": "FSOT.Formal.OpenMeteoLivePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/open_meteo_live_panel_benchmark.json", "domain": "Open_Meteo_Live_Panel", "record_count": 432, "pooled_median_error_pct": 0.026204, "generated_at": "2026-07-12T13:58:18.162381+00:00", "maps_to_lean": [ "energy", "galactic" ], "D_eff": 16, "sources": [ "vendor/fsot_compute.py\\vendor\\public_verifiable\\live_cache\\open_meteo_live_cache.json", "https://api.open-meteo.com/" ], "sota_models": [ "Open-Meteo public forecast" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier81_public_verifiable.py --deep", "build": "python scripts/build_tier81_public_verifiable_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Open_Meteo_Live_Panel" } }, { "panel": "Optics_Interferometry_Depth_Panel", "tier": 87, "routes_to_core": "Optics", "record_count": 127, "median_error_pct": 0.026954, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.OpticsInterferometryDepthPanelPriors", "maps_to_lean": [ "astronomical", "particle", "galactic" ], "tags": [ "optics", "interferometry", "depth", "panel" ], "download_bundle": { "benchmark_data": "data/optics_interferometry_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.OpticsInterferometryDepthPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/optics_interferometry_depth_panel_benchmark.json", "domain": "Optics_Interferometry_Depth_Panel", "record_count": 127, "pooled_median_error_pct": 0.026954, "generated_at": "2026-07-15T05:29:19.058794+00:00", "maps_to_lean": [ "astronomical", "particle", "galactic" ], "D_eff": 17, "sources": [ "I:\\FSOT-Physical-Archive\\03_FSOT-PublicData\\tier87_scientific_expansion\\optics_interferometry_cache.json", "LIGO_reference", "MAST_em" ], "sota_models": [ "Interferometer design + MAST archive" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier87_scientific_expansion.py --deep", "build": "python scripts/build_tier87_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Optics_Interferometry_Depth_Panel" } }, { "panel": "Orbital_Mechanics", "tier": 21, "routes_to_core": "Astronomy", "record_count": 22, "median_error_pct": 0.020214999999999997, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.OrbitalMechanicsPriors", "maps_to_lean": [ "astronomical" ], "tags": [ "orbital", "mechanics" ], "download_bundle": { "benchmark_data": "data/orbital_mechanics_benchmark.json", "ingest_script": "scripts/ingest_planetary_jpl.py", "build_script": "scripts/build_orbital_mechanics_benchmark.py", "manifest": "data/orbital_mechanics_manifest.yaml", "lean_module": "FSOT.Formal.OrbitalMechanicsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/orbital_mechanics_benchmark.json", "domain": "Orbital_Mechanics", "record_count": 22, "pooled_median_error_pct": 0.020214999999999997, "generated_at": "2026-07-15T05:07:09.974022+00:00", "maps_to_lean": [ "astronomical" ], "D_eff": 18, "sources": [ "J", "P", "L", "_", "H", "o", "r", "i", "z", "o", "n", "s", "_", "k", "e", "p", "l", "e", "r", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_planetary_jpl.py --deep", "build": "python scripts/build_orbital_mechanics_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Orbital_Mechanics" } }, { "panel": "Overflow_Carry_Emergence_Panel", "tier": 91, "routes_to_core": "Pure_Mathematics", "record_count": 29, "median_error_pct": 0.009504, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.OverflowCarryEmergencePanelPriors", "maps_to_lean": [ "mathematical", "consciousness", "neural" ], "tags": [ "overflow", "carry", "emergence", "panel" ], "download_bundle": { "benchmark_data": "data/overflow_carry_emergence_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier91_foundational_ontology_benchmarks.py", "manifest": "data/tier91_foundational_ontology_manifest.yaml", "lean_module": "FSOT.Formal.OverflowCarryEmergencePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/overflow_carry_emergence_panel_benchmark.json", "domain": "Overflow_Carry_Emergence_Panel", "record_count": 29, "pooled_median_error_pct": 0.009504, "generated_at": "2026-07-12T17:36:24.219878+00:00", "maps_to_lean": [ "mathematical", "consciousness", "neural" ], "D_eff": 19, "sources": [ "vendor/fsot_compute.py\\data\\foundational_ontology_axioms.yaml", "multi_base_carry_analysis" ], "sota_models": [ "Emergence without positional overflow / carry formalism" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_overflow_carry_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier91_foundational_ontology_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Overflow_Carry_Emergence_Panel" } }, { "panel": "PDG_Particle_Properties", "tier": 78, "routes_to_core": "General", "record_count": 21, "median_error_pct": 9.5e-05, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PdgParticlePropertiesPriors", "maps_to_lean": [ "particle", "atomic" ], "tags": [ "pdg", "particle", "properties" ], "download_bundle": { "benchmark_data": "data/pdg_particle_properties_benchmark.json", "ingest_script": null, "build_script": "scripts/build_reference_anchors_benchmarks.py", "manifest": "data/reference_anchors_manifest.yaml", "lean_module": "FSOT.Formal.PdgParticlePropertiesPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/pdg_particle_properties_benchmark.json", "domain": "PDG_Particle_Properties", "record_count": 21, "pooled_median_error_pct": 9.5e-05, "generated_at": "2026-07-15T05:07:43.970577+00:00", "maps_to_lean": [ "particle", "atomic" ], "D_eff": 9, "sources": [ "P", "D", "G", " ", "2", "0", "2", "4", " ", "R", "e", "v", "i", "e", "w", " ", "o", "f", " ", "P", "a", "r", "t", "i", "c", "l", "e", " ", "P", "h", "y", "s", "i", "c", "s", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_reference_anchors_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel PDG_Particle_Properties" } }, { "panel": "Paleoclimate", "tier": 41, "routes_to_core": "Thermodynamics", "record_count": 40, "median_error_pct": 0.015015854077432778, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PaleoclimateExtensionPriors", "maps_to_lean": [ "energy", "galactic", "ecological" ], "tags": [ "paleoclimate" ], "download_bundle": { "benchmark_data": "data/paleoclimate_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.PaleoclimateExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/paleoclimate_extension_benchmark.json", "domain": "Paleoclimate", "record_count": 40, "pooled_median_error_pct": 0.015015854077432778, "generated_at": "2026-07-11T16:11:59.010680+00:00", "maps_to_lean": [ "energy", "galactic", "ecological" ], "D_eff": 17, "sources": [ "paleoclimate_reference", "NOAA_NCEI", "cryosphere" ], "sota_models": [ "GCM paleo surrogate baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_paleoclimate_proxies_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Paleoclimate" } }, { "panel": "Paleoclimate_Panel", "tier": 85, "routes_to_core": "Thermodynamics", "record_count": 20, "median_error_pct": 0.006006, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PaleoclimatePanelPriors", "maps_to_lean": [ "energy", "galactic", "ecological" ], "tags": [ "paleoclimate", "panel" ], "download_bundle": { "benchmark_data": "data/paleoclimate_panel_benchmark.json", "ingest_script": "scripts/ingest_tier85_scientific_expansion.py", "build_script": "scripts/build_tier85_scientific_expansion_benchmarks.py", "manifest": "data/tier85_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.PaleoclimatePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/paleoclimate_panel_benchmark.json", "domain": "Paleoclimate_Panel", "record_count": 20, "pooled_median_error_pct": 0.006006, "generated_at": "2026-07-12T16:20:15.276351+00:00", "maps_to_lean": [ "energy", "galactic", "ecological" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier85_cache\\paleoclimate_cache.json", "Open-Meteo/paleoclimate reference" ], "sota_models": [ "GCM paleo surrogate baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier85_scientific_expansion.py --deep", "build": "python scripts/build_tier85_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Paleoclimate_Panel" } }, { "panel": "Paleontology", "tier": 41, "routes_to_core": "Thermodynamics", "record_count": 630, "median_error_pct": 0.017836062884406152, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.PaleontologyExtensionPriors", "maps_to_lean": [ "energy", "galactic", "biological" ], "tags": [ "paleontology" ], "download_bundle": { "benchmark_data": "data/paleontology_extension_benchmark.json", "ingest_script": "scripts/build_tier_f_extension_benchmarks.py", "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.PaleontologyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/paleontology_extension_benchmark.json", "domain": "Paleontology", "record_count": 630, "pooled_median_error_pct": 0.017836062884406152, "generated_at": "2026-07-11T16:11:58.811942+00:00", "maps_to_lean": [ "energy", "galactic", "biological" ], "D_eff": 18, "sources": [ "PBDB", "USGS_seismology_bridge" ], "sota_models": [ "PBDB stratigraphic QA" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fossil_occurrence_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/build_tier_f_extension_benchmarks.py --deep", "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Paleontology" } }, { "panel": "Paleontology_Panel", "tier": 84, "routes_to_core": "Biology", "record_count": 120, "median_error_pct": 0.0167305, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.PaleontologyPanelPriors", "maps_to_lean": [ "biological", "energy" ], "tags": [ "paleontology", "panel" ], "download_bundle": { "benchmark_data": "data/paleontology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier84_scientific_expansion.py", "build_script": "scripts/build_tier84_scientific_expansion_benchmarks.py", "manifest": "data/tier84_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.PaleontologyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/paleontology_panel_benchmark.json", "domain": "Paleontology_Panel", "record_count": 120, "pooled_median_error_pct": 0.0167305, "generated_at": "2026-07-12T16:20:14.780322+00:00", "maps_to_lean": [ "biological", "energy" ], "D_eff": 18, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier84_cache\\paleontology_cache.json", "PBDB" ], "sota_models": [ "PBDB stratigraphic QA" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier84_scientific_expansion.py --deep", "build": "python scripts/build_tier84_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Paleontology_Panel" } }, { "panel": "Particle_Neural_Orbital_Bridge", "tier": 47, "routes_to_core": "Neuroscience", "record_count": 48, "median_error_pct": 0.03326447040434832, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ParticleNeuralOrbitalBridgePriors", "maps_to_lean": [ "particle", "neural" ], "tags": [ "particle", "neural", "orbital", "bridge" ], "download_bundle": { "benchmark_data": "data/particle_neural_orbital_bridge_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_l_orbital_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ParticleNeuralOrbitalBridgePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/particle_neural_orbital_bridge_benchmark.json", "domain": "Particle_Neural_Orbital_Bridge", "record_count": 48, "pooled_median_error_pct": 0.03326447040434832, "generated_at": "2026-07-11T16:13:00.149353+00:00", "maps_to_lean": [ "particle", "neural" ], "D_eff": 17, "sources": [ "extension_domains_manifest", "domain_coupling_simulation_benchmark.json" ], "sota_models": [ "Tag overlap correlation only" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_orbital_bridge_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_l_orbital_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Particle_Neural_Orbital_Bridge" } }, { "panel": "Particle_Physics", "tier": 16, "routes_to_core": "particle", "record_count": 98, "median_error_pct": 0.014415233331492876, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ParticlePhysicsPriors", "maps_to_lean": [ "particle", "higgs", "nuclear" ], "tags": [ "particle", "physics" ], "download_bundle": { "benchmark_data": "data/particle_physics_benchmark.json", "ingest_script": null, "build_script": "scripts/build_particle_physics_benchmark.py", "manifest": null, "lean_module": "FSOT.Formal.ParticlePhysicsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/particle_physics_benchmark.json", "domain": null, "record_count": 98, "pooled_median_error_pct": 0.014415233331492876, "generated_at": "2026-07-13T15:22:10.137103+00:00", "maps_to_lean": [], "D_eff": null, "sources": [], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_particle_physics_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Particle_Physics" } }, { "panel": "Periodic_Extension_Decay_Topology_Scaffold", "tier": 75, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PeriodicExtensionDecayTopologyScaffoldPriors", "maps_to_lean": [ "fusion", "particle", "nuclear", "energy" ], "tags": [ "periodic", "extension", "decay", "topology", "scaffold" ], "download_bundle": { "benchmark_data": "data/periodic_extension_decay_topology_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier75_periodic_extension_closure_benchmarks.py", "manifest": "data/tier75_periodic_extension_closure_manifest.yaml", "lean_module": "FSOT.Formal.PeriodicExtensionDecayTopologyScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/periodic_extension_decay_topology_scaffold_benchmark.json", "domain": "Periodic_Extension_Decay_Topology_Scaffold", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:26.227060+00:00", "maps_to_lean": [ "fusion", "particle", "nuclear", "energy" ], "D_eff": 22, "sources": [ "vendor/fsot_compute.py\\vendor\\superheavy_island\\decay_topology_prereg_candidates.json", "fusion_decay_chain_prereg_scaffold_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier75_periodic_extension_closure_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Periodic_Extension_Decay_Topology_Scaffold" } }, { "panel": "Periodic_Table_Completion_Spine", "tier": 72, "routes_to_core": "Materials_Science", "record_count": 38, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PeriodicTableCompletionSpinePriors", "maps_to_lean": [ "particle", "nuclear", "atomic", "fusion", "material" ], "tags": [ "periodic", "table", "completion", "spine" ], "download_bundle": { "benchmark_data": "data/periodic_table_completion_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier72_periodic_table_benchmarks.py", "manifest": "data/tier72_periodic_table_manifest.yaml", "lean_module": "FSOT.Formal.PeriodicTableCompletionSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/periodic_table_completion_spine_benchmark.json", "domain": "Periodic_Table_Completion_Spine", "record_count": 38, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:11.592134+00:00", "maps_to_lean": [ "particle", "nuclear", "atomic", "fusion", "material" ], "D_eff": 12, "sources": [ "vendor/fsot_compute.py\\vendor\\periodic_table\\periodic_table_public_anchors.json", "vendor/fsot_compute.py\\vendor\\periodic_table\\superheavy_stability_anchors.json", "vendor/fsot_compute.py\\vendor\\periodic_table\\undiscovered_element_prereg_candidates.json", "fusion_physics_public_panel_benchmark.json" ], "sota_models": [ "No unified periodic completion certificate" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_periodic_certificate_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier72_periodic_table_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Periodic_Table_Completion_Spine" } }, { "panel": "Periodic_Table_Extension_Closure_Spine", "tier": 75, "routes_to_core": "Materials_Science", "record_count": 41, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PeriodicTableExtensionClosureSpinePriors", "maps_to_lean": [ "particle", "nuclear", "fusion", "atomic", "material", "energy" ], "tags": [ "periodic", "table", "extension", "closure", "spine" ], "download_bundle": { "benchmark_data": "data/periodic_table_extension_closure_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier75_periodic_extension_closure_benchmarks.py", "manifest": "data/tier75_periodic_extension_closure_manifest.yaml", "lean_module": "FSOT.Formal.PeriodicTableExtensionClosureSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/periodic_table_extension_closure_spine_benchmark.json", "domain": "Periodic_Table_Extension_Closure_Spine", "record_count": 41, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:12.594055+00:00", "maps_to_lean": [ "particle", "nuclear", "fusion", "atomic", "material", "energy" ], "D_eff": 26, "sources": [ "vendor/fsot_compute.py\\vendor\\superheavy_island\\distant_island_z128_z164_anchors.json", "vendor/fsot_compute.py\\vendor\\superheavy_island\\decay_topology_prereg_candidates.json", "superheavy_island_completion_spine_benchmark.json", "periodic_table_completion_spine_benchmark.json" ], "sota_models": [ "No unified periodic extension certificate" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_periodic_closure_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier75_periodic_extension_closure_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Periodic_Table_Extension_Closure_Spine" } }, { "panel": "Periodic_Table_Public_Panel", "tier": 72, "routes_to_core": "Materials_Science", "record_count": 52, "median_error_pct": 9.5e-05, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PeriodicTablePublicPanelPriors", "maps_to_lean": [ "particle", "atomic", "nuclear", "material" ], "tags": [ "periodic", "table", "public", "panel" ], "download_bundle": { "benchmark_data": "data/periodic_table_public_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier72_periodic_table_benchmarks.py", "manifest": "data/tier72_periodic_table_manifest.yaml", "lean_module": "FSOT.Formal.PeriodicTablePublicPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/periodic_table_public_panel_benchmark.json", "domain": "Periodic_Table_Public_Panel", "record_count": 52, "pooled_median_error_pct": 9.5e-05, "generated_at": "2026-07-11T15:13:11.592134+00:00", "maps_to_lean": [ "particle", "atomic", "nuclear", "material" ], "D_eff": 9, "sources": [ "vendor/fsot_compute.py\\vendor\\periodic_table\\periodic_table_public_anchors.json" ], "sota_models": [ "NIST atomic weights" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_iupac_anchor_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier72_periodic_table_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Periodic_Table_Public_Panel" } }, { "panel": "Petrology_Geochemistry_Panel", "tier": 82, "routes_to_core": "Materials_Science", "record_count": 80, "median_error_pct": 0.030428, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PetrologyGeochemistryPriors", "maps_to_lean": [ "material", "particle" ], "tags": [ "petrology", "geochemistry", "panel" ], "download_bundle": { "benchmark_data": "data/petrology_geochemistry_panel_benchmark.json", "ingest_script": "scripts/ingest_tier82_scientific_expansion.py", "build_script": "scripts/build_tier82_scientific_expansion_benchmarks.py", "manifest": "data/tier82_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.PetrologyGeochemistryPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/petrology_geochemistry_panel_benchmark.json", "domain": "Petrology_Geochemistry_Panel", "record_count": 80, "pooled_median_error_pct": 0.030428, "generated_at": "2026-07-12T14:06:49.177617+00:00", "maps_to_lean": [ "material", "particle" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\live_cache\\petrology_cache.json", "EarthChem subset" ], "sota_models": [ "EarthChem geochemistry" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier82_scientific_expansion.py --deep", "build": "python scripts/build_tier82_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Petrology_Geochemistry_Panel" } }, { "panel": "Pharmacokinetics", "tier": 34, "routes_to_core": "Biochemistry", "record_count": 56, "median_error_pct": 0.00241237063663613, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PharmacokineticsGapFillPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "pharmacokinetics" ], "download_bundle": { "benchmark_data": "data/pharmacokinetics_gap_fill_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.PharmacokineticsGapFillPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/pharmacokinetics_gap_fill_benchmark.json", "domain": "Pharmacokinetics", "record_count": 56, "pooled_median_error_pct": 0.00241237063663613, "generated_at": "2026-07-11T15:13:15.306516+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 14, "sources": [ "pk_reference", "ChEMBL_pharmacology" ], "sota_models": [ "PopPK NLME baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_pk_parameters_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Pharmacokinetics" } }, { "panel": "Pharmacology", "tier": 20, "routes_to_core": "Biochemistry", "record_count": 120, "median_error_pct": 0.0011715432153059484, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.PharmacologyPriors", "maps_to_lean": [ "medical", "chemical" ], "tags": [ "pharmacology" ], "download_bundle": { "benchmark_data": "data/pharmacology_benchmark.json", "ingest_script": "scripts/ingest_pharmacology_chembl.py", "build_script": "scripts/build_pharmacology_benchmark.py", "manifest": "data/pharmacology_chembl_manifest.yaml", "lean_module": "FSOT.Formal.PharmacologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/pharmacology_benchmark.json", "domain": null, "record_count": 120, "pooled_median_error_pct": 0.0011715432153059484, "generated_at": "2026-07-13T15:22:17.554142+00:00", "maps_to_lean": [ "medical", "chemical" ], "D_eff": 14, "sources": [ "ChEMBL_max_phase_4" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_pharmacology_chembl.py --deep", "build": "python scripts/build_pharmacology_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Pharmacology" } }, { "panel": "Phi_Morphogenetic_Scaling", "tier": 47, "routes_to_core": "Biology", "record_count": 289, "median_error_pct": 0.01760779720633292, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.PhiMorphogeneticScalingPriors", "maps_to_lean": [ "biological", "mathematical", "medical" ], "tags": [ "phi", "morphogenetic", "scaling" ], "download_bundle": { "benchmark_data": "data/phi_morphogenetic_scaling_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_l_orbital_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.PhiMorphogeneticScalingPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/phi_morphogenetic_scaling_benchmark.json", "domain": "Phi_Morphogenetic_Scaling", "record_count": 289, "pooled_median_error_pct": 0.01760779720633292, "generated_at": "2026-07-11T16:17:23.071379+00:00", "maps_to_lean": [ "biological", "mathematical", "medical" ], "D_eff": 16, "sources": [ "fsot_species_catalog.json", "strict_empirical.jsonl" ], "sota_models": [ "Golden-ratio phenomenology", "Ad-hoc phi fits" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_phi_species_vs_baseline": true, "channel_phi_corpus_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_l_orbital_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Phi_Morphogenetic_Scaling" } }, { "panel": "Physarum_Biological_CUDA_Panel", "tier": 88, "routes_to_core": "Biology", "record_count": 24, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PhysarumBiologicalCudaPanelPriors", "maps_to_lean": [ "biological", "neural" ], "tags": [ "physarum", "biological", "cuda", "panel" ], "download_bundle": { "benchmark_data": "data/physarum_biological_cuda_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.PhysarumBiologicalCudaPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/physarum_biological_cuda_panel_benchmark.json", "domain": "Physarum_Biological_CUDA_Panel", "record_count": 5, "pooled_median_error_pct": 0.022236, "generated_at": "2026-07-15T16:12:36.223230+00:00", "maps_to_lean": [ "biological", "neural" ], "D_eff": 15, "sources": [ "vendor\\application_wiring\\tier88_cache\\biological_cuda_cache.json", "desktop_physarum" ], "sota_models": [ "Physarum polycephalum CUDA genomics" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Physarum_Biological_CUDA_Panel" } }, { "panel": "Planetary_Atmospheres", "tier": 23, "routes_to_core": "Astrophysics", "record_count": 21, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PlanetaryAtmospheresPriors", "maps_to_lean": [ "galactic", "astronomical" ], "tags": [ "planetary", "atmospheres" ], "download_bundle": { "benchmark_data": "data/planetary_atmospheres_benchmark.json", "ingest_script": "scripts/ingest_planetary_atmospheres_jpl.py", "build_script": "scripts/build_planetary_atmospheres_benchmark.py", "manifest": "data/planetary_atmospheres_manifest.yaml", "lean_module": "FSOT.Formal.PlanetaryAtmospheresPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/planetary_atmospheres_benchmark.json", "domain": null, "record_count": 21, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:51.354169+00:00", "maps_to_lean": [], "D_eff": 16, "sources": [ "JPL_Horizons_x_NASA_fact_sheets" ], "sota_models": [ "NASA/ESA planetary GCM climate means", "JPL Horizons physical block vs fact sheets" ], "beats_sota": { "pooled_vs_planetary_gcm": true, "pooled_vs_jpl_ephemeris": true, "pressure_channel_vs_mars_climate": false, "temperature_channel_vs_fact_sheets": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_planetary_atmospheres_jpl.py --deep", "build": "python scripts/build_planetary_atmospheres_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Planetary_Atmospheres" } }, { "panel": "Planetary_Structure", "tier": 21, "routes_to_core": "Astrophysics", "record_count": 20, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PlanetaryStructurePriors", "maps_to_lean": [ "galactic", "astronomical" ], "tags": [ "planetary", "structure" ], "download_bundle": { "benchmark_data": "data/planetary_structure_benchmark.json", "ingest_script": "scripts/ingest_planetary_jpl.py", "build_script": "scripts/build_planetary_structure_benchmark.py", "manifest": "data/planetary_structure_manifest.yaml", "lean_module": "FSOT.Formal.PlanetaryStructurePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/planetary_structure_benchmark.json", "domain": null, "record_count": 20, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:29.636079+00:00", "maps_to_lean": [], "D_eff": 16, "sources": [ "JPL_Horizons_physical" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_planetary_jpl.py --deep", "build": "python scripts/build_planetary_structure_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Planetary_Structure" } }, { "panel": "Plasma_Physics", "tier": 12, "routes_to_core": "Thermodynamics", "record_count": 271833, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.PlasmaPhysicsPriors", "maps_to_lean": [ "energy", "fusion", "plasma" ], "tags": [ "plasma", "physics" ], "download_bundle": { "benchmark_data": "data/plasma_physics_benchmark.json", "ingest_script": null, "build_script": "scripts/build_plasma_physics_benchmark.py", "manifest": null, "lean_module": "FSOT.Formal.PlasmaPhysicsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/plasma_physics_benchmark.json", "domain": null, "record_count": 20, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:58.695279+00:00", "maps_to_lean": [ "energy", "fusion" ], "D_eff": 14, "sources": [], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": null, "verify_panel": "python scripts/reproduce_domain_panel.py --panel Plasma_Physics" } }, { "panel": "Portable_Clone_Verify", "tier": 46, "routes_to_core": "Computer_Science", "record_count": 290, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.PortableCloneVerifyPriors", "maps_to_lean": [ "ai", "mathematical" ], "tags": [ "portable", "clone", "verify" ], "download_bundle": { "benchmark_data": "data/portable_clone_verify_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_k_toe_gap_closure_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.PortableCloneVerifyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/portable_clone_verify_benchmark.json", "domain": "Portable_Clone_Verify", "record_count": 290, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:14:18.935555+00:00", "maps_to_lean": [ "ai", "mathematical" ], "D_eff": 14, "sources": [ "external_data_manifest.yaml", "extension_domains_manifest.yaml" ], "sota_models": [ "Machine-specific caches" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_portable_assets_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_k_toe_gap_closure_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Portable_Clone_Verify" } }, { "panel": "Prediction_Rederivation", "tier": 36, "routes_to_core": "Astrophysics", "record_count": 21, "median_error_pct": 0.028160460849701814, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PredictionRederivationPriors", "maps_to_lean": [ "cosmological", "particle", "galactic" ], "tags": [ "prediction", "rederivation" ], "download_bundle": { "benchmark_data": "data/prediction_rederivation_benchmark.json", "ingest_script": null, "build_script": "scripts/build_prediction_rederivation_benchmark.py", "manifest": "data/prediction_rederivation_manifest.yaml", "lean_module": "FSOT.Formal.PredictionRederivationPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/prediction_rederivation_benchmark.json", "domain": "Prediction_Rederivation", "record_count": 21, "pooled_median_error_pct": 0.028160460849701814, "generated_at": "2026-07-15T05:07:32.560259+00:00", "maps_to_lean": [ "cosmological", "particle", "galactic" ], "D_eff": 14, "sources": [ "vendor/fsot_aggregate/prediction_rederivation_summary.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_prediction_rederivation_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Prediction_Rederivation" } }, { "panel": "Preregistered_Outcome_Tracking", "tier": 70, "routes_to_core": "Biology", "record_count": 56, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PreregisteredOutcomeTrackingPriors", "maps_to_lean": [ "cosmological", "particle", "biological", "material" ], "tags": [ "preregistered", "outcome", "tracking" ], "download_bundle": { "benchmark_data": "data/preregistered_outcome_tracking_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier70_toe_claim_hardening_benchmarks.py", "manifest": "data/tier70_toe_claim_hardening_manifest.yaml", "lean_module": "FSOT.Formal.PreregisteredOutcomeTrackingPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/preregistered_outcome_tracking_benchmark.json", "domain": "Preregistered_Outcome_Tracking", "record_count": 56, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:10.798176+00:00", "maps_to_lean": [ "cosmological", "particle", "biological", "material" ], "D_eff": 17, "sources": [ "vendor/fsot_compute.py\\data\\preregistered_predictions_manifest.yaml", "preregistered_predictions_verification_scaffold_benchmark.json" ], "sota_models": [ "\u039bCDM/SM baseline classifiers" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_outcome_gate_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier70_toe_claim_hardening_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Preregistered_Outcome_Tracking" } }, { "panel": "Preregistered_Predictions", "tier": 46, "routes_to_core": "Biology", "record_count": 27, "median_error_pct": 0.020098237848408945, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PreregisteredPredictionsPriors", "maps_to_lean": [ "cosmological", "particle", "biological" ], "tags": [ "preregistered", "predictions" ], "download_bundle": { "benchmark_data": "data/preregistered_predictions_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_k_toe_gap_closure_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.PreregisteredPredictionsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/preregistered_predictions_benchmark.json", "domain": "Preregistered_Predictions", "record_count": 27, "pooled_median_error_pct": 0.020098237848408945, "generated_at": "2026-07-11T15:14:17.787219+00:00", "maps_to_lean": [ "cosmological", "particle", "biological" ], "D_eff": 17, "sources": [ "preregistered_predictions_manifest.yaml" ], "sota_models": [ "Post-hoc \u039bCDM fits" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_preregistered_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_k_toe_gap_closure_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Preregistered_Predictions" } }, { "panel": "Preregistered_Predictions_Verification_Scaffold", "tier": 63, "routes_to_core": "Biology", "record_count": 60, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PreregisteredPredictionsVerificationScaffoldPriors", "maps_to_lean": [ "cosmological", "particle", "biological", "material", "ai" ], "tags": [ "preregistered", "predictions", "verification", "scaffold" ], "download_bundle": { "benchmark_data": "data/preregistered_predictions_verification_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier63_prereg_scaffold_benchmarks.py", "manifest": "data/tier63_prereg_scaffold_manifest.yaml", "lean_module": "FSOT.Formal.PreregisteredPredictionsVerificationScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/preregistered_predictions_verification_scaffold_benchmark.json", "domain": "Preregistered_Predictions_Verification_Scaffold", "record_count": 60, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:04.980265+00:00", "maps_to_lean": [ "cosmological", "particle", "biological", "material", "ai" ], "D_eff": 17, "sources": [ "preregistered_predictions_manifest.yaml", "preregistered_predictions_benchmark.json" ], "sota_models": [ "Post-hoc \u039bCDM/SM fits" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_prereg_anchor_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier63_prereg_scaffold_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Preregistered_Predictions_Verification_Scaffold" } }, { "panel": "Programming_Language_Laws", "tier": 44, "routes_to_core": "Psychology", "record_count": 107, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ProgrammingLanguageLawsPriors", "maps_to_lean": [ "consciousness", "ai", "mathematical" ], "tags": [ "programming", "language", "laws" ], "download_bundle": { "benchmark_data": "data/programming_language_laws_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_i_programming_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ProgrammingLanguageLawsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/programming_language_laws_benchmark.json", "domain": "Programming_Language_Laws", "record_count": 107, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:15:33.873478+00:00", "maps_to_lean": [ "consciousness", "ai", "mathematical" ], "D_eff": 15, "sources": [ "PROGRAMMING_LANGUAGE_RULES.json", "math_generator_rules_eval", "linguistics_formal" ], "sota_models": [ "PL semantics textbooks" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_pl_rule_properties_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_i_programming_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Programming_Language_Laws" } }, { "panel": "Proof_Carrying_Code_Genome", "tier": 47, "routes_to_core": "Computer_Science", "record_count": 25, "median_error_pct": 0.0051685586271776884, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ProofCarryingCodeGenomePriors", "maps_to_lean": [ "ai", "consciousness", "mathematical" ], "tags": [ "proof", "carrying", "code", "genome" ], "download_bundle": { "benchmark_data": "data/proof_carrying_code_genome_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_l_orbital_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ProofCarryingCodeGenomePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/proof_carrying_code_genome_benchmark.json", "domain": "Proof_Carrying_Code_Genome", "record_count": 25, "pooled_median_error_pct": 0.0051685586271776884, "generated_at": "2026-07-11T16:13:00.153980+00:00", "maps_to_lean": [ "ai", "consciousness", "mathematical" ], "D_eff": 16, "sources": [ "external_oss_code_genome_benchmark.json", "rust_lean_bridge_benchmark.json" ], "sota_models": [ "Static type-check heuristics" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_proof_genome_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_l_orbital_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Proof_Carrying_Code_Genome" } }, { "panel": "Proof_Ledger_Closure_Spine", "tier": 70, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ProofLedgerClosureSpinePriors", "maps_to_lean": [ "mathematical", "cosmological", "particle", "consciousness" ], "tags": [ "proof", "ledger", "closure", "spine" ], "download_bundle": { "benchmark_data": "data/proof_ledger_closure_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier70_toe_claim_hardening_benchmarks.py", "manifest": "data/tier70_toe_claim_hardening_manifest.yaml", "lean_module": "FSOT.Formal.ProofLedgerClosureSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/proof_ledger_closure_spine_benchmark.json", "domain": "Proof_Ledger_Closure_Spine", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:19.807863+00:00", "maps_to_lean": [ "mathematical", "cosmological", "particle", "consciousness" ], "D_eff": 25, "sources": [ "proof_ledger.yaml", "fsot_verification_progress.yaml", "certificate.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier70_toe_claim_hardening_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Proof_Ledger_Closure_Spine" } }, { "panel": "Psychology_Psychometrics_Depth_Panel", "tier": 87, "routes_to_core": "Psychology", "record_count": 23, "median_error_pct": 0.031506, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PsychologyPsychometricsDepthPanelPriors", "maps_to_lean": [ "consciousness", "neural", "medical" ], "tags": [ "psychology", "psychometrics", "depth", "panel" ], "download_bundle": { "benchmark_data": "data/psychology_psychometrics_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.PsychologyPsychometricsDepthPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/psychology_psychometrics_depth_panel_benchmark.json", "domain": "Psychology_Psychometrics_Depth_Panel", "record_count": 23, "pooled_median_error_pct": 0.031506, "generated_at": "2026-07-15T05:29:19.388530+00:00", "maps_to_lean": [ "consciousness", "neural", "medical" ], "D_eff": 15, "sources": [ "I:\\FSOT-Physical-Archive\\03_FSOT-PublicData\\tier87_scientific_expansion\\psychology_psychometrics_cache.json", "psychometrics_rct_literature_anchors" ], "sota_models": [ "Psychometrics + RCT + cognition literature anchors" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier87_scientific_expansion.py --deep", "build": "python scripts/build_tier87_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Psychology_Psychometrics_Depth_Panel" } }, { "panel": "PubChem_Compound_Properties", "tier": 38, "routes_to_core": "General", "record_count": 500, "median_error_pct": 0.002637, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.PubchemCompoundPropertiesPriors", "maps_to_lean": [ "electron", "chemical" ], "tags": [ "pubchem", "compound", "properties" ], "download_bundle": { "benchmark_data": "data/pubchem_compound_properties_benchmark.json", "ingest_script": "scripts/ingest_tier38_public_data.py", "build_script": "scripts/build_tier38_public_data_benchmarks.py", "manifest": "data/tier38_public_apis_manifest.yaml", "lean_module": "FSOT.Formal.PubchemCompoundPropertiesPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/pubchem_compound_properties_benchmark.json", "domain": "PubChem_Compound_Properties", "record_count": 500, "pooled_median_error_pct": 0.002637, "generated_at": "2026-07-13T15:23:12.713788+00:00", "maps_to_lean": [ "electron", "chemical" ], "D_eff": 8, "sources": [ "PubChem_PUG_REST" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier38_public_data.py --deep", "build": "python scripts/build_tier38_public_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel PubChem_Compound_Properties" } }, { "panel": "PubChem_Live_Deep", "tier": 68, "routes_to_core": "Biochemistry", "record_count": 5254, "median_error_pct": 0.032631, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.PubChemLiveDeepPriors", "maps_to_lean": [ "electron", "chemical", "medical", "biological", "material", "energy" ], "tags": [ "pubchem", "live", "deep" ], "download_bundle": { "benchmark_data": "data/pubchem_live_deep_benchmark.json", "ingest_script": "scripts/ingest_tier68_live_ingest.py", "build_script": "scripts/build_tier68_live_ingest_benchmarks.py", "manifest": "data/tier68_live_ingest_manifest.yaml", "lean_module": "FSOT.Formal.PubChemLiveDeepPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/pubchem_live_deep_benchmark.json", "domain": "PubChem_Live_Deep", "record_count": 5043, "pooled_median_error_pct": 0.032631, "generated_at": "2026-07-16T13:55:20.697037+00:00", "maps_to_lean": [ "electron", "chemical", "medical", "biological", "material", "energy" ], "D_eff": 20, "sources": [ "vendor\\live_cache\\tier68\\pubchem_live_cache.json", "vendor/public_data/pubchem/pubchem_preregistered_panel.json", "vendor/public_data/pubchem/pubchem_culinary_expansion.json", "vendor/public_data/pubchem/pubchem_auto_expansion.json", "vendor/public_data/pubchem/pubchem_auto_seed_manifest.json", "pubchem_compound_properties_benchmark.json", "pharmacology_benchmark.json", "culinary_arts_benchmark.json", "maillard_chemistry_gap_fill_benchmark.json", "food_microbiology_gap_fill_benchmark.json" ], "sota_models": [ "PubChem PUG REST" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true, "channel_pubchem_consistency_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier68_live_ingest.py --deep", "build": "python scripts/build_tier68_live_ingest_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel PubChem_Live_Deep" } }, { "panel": "PubChem_Stability_Panel", "tier": 55, "routes_to_core": "Materials_Science", "record_count": 59, "median_error_pct": 0.0024238898584426276, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PubChemStabilityPanelPriors", "maps_to_lean": [ "electron", "chemical", "material" ], "tags": [ "pubchem", "stability", "panel" ], "download_bundle": { "benchmark_data": "data/pubchem_stability_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier55_chemistry_materials_benchmarks.py", "manifest": "data/tier55_chemistry_materials_manifest.yaml", "lean_module": "FSOT.Formal.PubChemStabilityPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/pubchem_stability_panel_benchmark.json", "domain": "PubChem_Stability_Panel", "record_count": 59, "pooled_median_error_pct": 0.0024238898584426276, "generated_at": "2026-07-11T16:12:56.998941+00:00", "maps_to_lean": [ "electron", "chemical", "material" ], "D_eff": 14, "sources": [ "vendor/public_data/pubchem/pubchem_summary.json", "pubchem_compound_properties_benchmark.json" ], "sota_models": [ "PubChem PUG REST" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_molecular_weight_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier55_chemistry_materials_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel PubChem_Stability_Panel" } }, { "panel": "Public_Verifiable_Spine", "tier": 81, "routes_to_core": "Biology", "record_count": 20, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PublicVerifiableSpinePriors", "maps_to_lean": [ "biological", "ecological", "economic" ], "tags": [ "public", "verifiable", "spine" ], "download_bundle": { "benchmark_data": "data/public_verifiable_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier81_public_verifiable_benchmarks.py", "manifest": "data/tier81_public_verifiable_manifest.yaml", "lean_module": "FSOT.Formal.PublicVerifiableSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/public_verifiable_spine_benchmark.json", "domain": "Public_Verifiable_Spine", "record_count": 20, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T13:58:18.167482+00:00", "maps_to_lean": [ "biological", "ecological", "economic" ], "D_eff": 16, "sources": [ "tier81_public_verifiable_panels" ], "sota_models": [ "Tier 81 credential-free wave" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier81_public_verifiable_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Public_Verifiable_Spine" } }, { "panel": "Published_Fuel_Property_Panel", "tier": 57, "routes_to_core": "Thermodynamics", "record_count": 31, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PublishedFuelPropertyPanelPriors", "maps_to_lean": [ "energy", "chemical", "material" ], "tags": [ "published", "fuel", "property", "panel" ], "download_bundle": { "benchmark_data": "data/published_fuel_property_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier57_interdisciplinary_benchmarks.py", "manifest": "data/tier57_interdisciplinary_manifest.yaml", "lean_module": "FSOT.Formal.PublishedFuelPropertyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/published_fuel_property_panel_benchmark.json", "domain": "Published_Fuel_Property_Panel", "record_count": 31, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:03.039499+00:00", "maps_to_lean": [ "energy", "chemical", "material" ], "D_eff": 16, "sources": [ "vendor/fuel/public_fuel_property_catalog.json" ], "sota_models": [ "NIST/CRC fuel tables" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fuel_panel_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier57_interdisciplinary_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Published_Fuel_Property_Panel" } }, { "panel": "Pure_Mathematics", "tier": 41, "routes_to_core": "Pure_Mathematics", "record_count": 1578, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.PureMathematicsExtensionPriors", "maps_to_lean": [ "mathematical", "particle", "consciousness" ], "tags": [ "pure", "mathematics" ], "download_bundle": { "benchmark_data": "data/pure_mathematics_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.PureMathematicsExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/pure_mathematics_extension_benchmark.json", "domain": "Pure_Mathematics", "record_count": 1578, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T16:11:59.046805+00:00", "maps_to_lean": [ "mathematical", "particle", "consciousness" ], "D_eff": 18, "sources": [ "mathematics_computational", "math_generator_rules", "NIST_constants" ], "sota_models": [ "Formal proof assistant baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_formal_math_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Pure_Mathematics" } }, { "panel": "Pure_Mathematics_Panel", "tier": 86, "routes_to_core": "Pure_Mathematics", "record_count": 44, "median_error_pct": 0.02584, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.PureMathematicsPanelPriors", "maps_to_lean": [ "mathematical", "particle", "consciousness" ], "tags": [ "pure", "mathematics", "panel" ], "download_bundle": { "benchmark_data": "data/pure_mathematics_panel_benchmark.json", "ingest_script": "scripts/ingest_tier86_scientific_expansion.py", "build_script": "scripts/build_tier86_scientific_expansion_benchmarks.py", "manifest": "data/tier86_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.PureMathematicsPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/pure_mathematics_panel_benchmark.json", "domain": "Pure_Mathematics_Panel", "record_count": 44, "pooled_median_error_pct": 0.02584, "generated_at": "2026-07-12T16:20:15.733497+00:00", "maps_to_lean": [ "mathematical", "particle", "consciousness" ], "D_eff": 18, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier86_cache\\pure_mathematics_cache.json", "NIST_CODATA", "NIST_DLMF", "math_generator" ], "sota_models": [ "Formal proof assistant baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier86_scientific_expansion.py --deep", "build": "python scripts/build_tier86_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Pure_Mathematics_Panel" } }, { "panel": "Quantum_Computing_Math_Depth_Panel", "tier": 87, "routes_to_core": "Quantum_Computing", "record_count": 77, "median_error_pct": 0.014767, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.QuantumComputingMathDepthPanelPriors", "maps_to_lean": [ "ai", "particle", "mathematical" ], "tags": [ "quantum", "computing", "math", "depth", "panel" ], "download_bundle": { "benchmark_data": "data/quantum_computing_math_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.QuantumComputingMathDepthPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/quantum_computing_math_depth_panel_benchmark.json", "domain": "Quantum_Computing_Math_Depth_Panel", "record_count": 77, "pooled_median_error_pct": 0.014767, "generated_at": "2026-07-15T05:29:19.010328+00:00", "maps_to_lean": [ "ai", "particle", "mathematical" ], "D_eff": 19, "sources": [ "I:\\FSOT-Physical-Archive\\03_FSOT-PublicData\\tier87_scientific_expansion\\quantum_computing_math_cache.json", "QUANTUM_COMPUTING_RULES", "math_first_qc_reference", "quantum_computing_gap_fill" ], "sota_models": [ "Gate calibration + error correction baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true, "channel_math_first_formal_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier87_scientific_expansion.py --deep", "build": "python scripts/build_tier87_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Quantum_Computing_Math_Depth_Panel" } }, { "panel": "Quantum_Information", "tier": 66, "routes_to_core": "Quantum_Mechanics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.QuantumInformationPriors", "maps_to_lean": [ "quantum", "ai", "mathematical" ], "tags": [ "quantum", "information" ], "download_bundle": { "benchmark_data": "data/quantum_information_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier66_neurolab_residual_benchmarks.py", "manifest": "data/tier66_neurolab_residual_manifest.yaml", "lean_module": "FSOT.Formal.QuantumInformationPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/quantum_information_benchmark.json", "domain": "Quantum_Information", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:15.527914+00:00", "maps_to_lean": [ "quantum", "ai", "mathematical" ], "D_eff": 11, "sources": [ "vendor/fsot_compute.py\\vendor\\neurolab_residual\\quantum_information_public_anchors.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier66_neurolab_residual_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Quantum_Information" } }, { "panel": "Quantum_Materials", "tier": 27, "routes_to_core": "Materials_Science", "record_count": 168, "median_error_pct": 0.024318115591995593, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.QuantumMaterialsPriors", "maps_to_lean": [ "material", "quantum" ], "tags": [ "quantum", "materials" ], "download_bundle": { "benchmark_data": "data/quantum_materials_benchmark.json", "ingest_script": null, "build_script": "scripts/build_quantum_materials_benchmark.py", "manifest": "data/quantum_materials_manifest.yaml", "lean_module": "FSOT.Formal.QuantumMaterialsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/quantum_materials_benchmark.json", "domain": null, "record_count": 168, "pooled_median_error_pct": 0.024318115591995593, "generated_at": "2026-07-13T15:23:00.695871+00:00", "maps_to_lean": [ "material", "quantum" ], "D_eff": 16, "sources": [ "vendor/fsot_compute.py\\vendor\\smiles\\FSOT_SMILES_Lab_Dataset.json" ], "sota_models": [ "DFT + tight-binding (Materials Project class)", "DFT + CALPHAD thermodynamic fits", "Materials Project DFT band-gap workflow", "Ligand-field + cluster DFT fits", "Spin-only + crystal-field correction fits", "McMillan/BCS empirical Tc correlations" ], "beats_sota": { "pooled_vs_condensed_matter_dft": true, "pooled_vs_materials_calphad": true, "section_sec31_band_gaps_vs_baseline": true, "section_sec18_crystal_field_deltao_vs_baseline": true, "section_sec55_mueff_magnetic_vs_baseline": true, "section_sec75_superconducting_tc_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_quantum_materials_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Quantum_Materials" } }, { "panel": "Quantum_Mechanics_Entanglement_Depth_Panel", "tier": 87, "routes_to_core": "Quantum_Mechanics", "record_count": 23, "median_error_pct": 0.095551, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.QuantumMechanicsEntanglementDepthPanelPriors", "maps_to_lean": [ "quantum", "particle", "ai" ], "tags": [ "quantum", "mechanics", "entanglement", "depth", "panel" ], "download_bundle": { "benchmark_data": "data/quantum_mechanics_entanglement_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.QuantumMechanicsEntanglementDepthPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/quantum_mechanics_entanglement_depth_panel_benchmark.json", "domain": "Quantum_Mechanics_Entanglement_Depth_Panel", "record_count": 23, "pooled_median_error_pct": 0.095551, "generated_at": "2026-07-15T05:29:19.074439+00:00", "maps_to_lean": [ "quantum", "particle", "ai" ], "D_eff": 16, "sources": [ "I:\\FSOT-Physical-Archive\\03_FSOT-PublicData\\tier87_scientific_expansion\\quantum_mechanics_entanglement_cache.json", "entanglement_decoherence_literature_anchors" ], "sota_models": [ "Entanglement + decoherence + measurement anchors" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier87_scientific_expansion.py --deep", "build": "python scripts/build_tier87_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Quantum_Mechanics_Entanglement_Depth_Panel" } }, { "panel": "RCSB_PDB_Structures", "tier": 38, "routes_to_core": "Biochemistry", "record_count": 45, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.RcsbPdbStructuresPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "rcsb", "pdb", "structures" ], "download_bundle": { "benchmark_data": "data/rcsb_pdb_structures_benchmark.json", "ingest_script": "scripts/ingest_tier38_public_data.py", "build_script": "scripts/build_tier38_public_data_benchmarks.py", "manifest": "data/tier38_public_apis_manifest.yaml", "lean_module": "FSOT.Formal.RcsbPdbStructuresPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/rcsb_pdb_structures_benchmark.json", "domain": "RCSB_PDB_Structures", "record_count": 45, "pooled_median_error_pct": 0.022236, "generated_at": "2026-07-13T15:23:12.651873+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 13, "sources": [ "RCSB_PDB_REST" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier38_public_data.py --deep", "build": "python scripts/build_tier38_public_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel RCSB_PDB_Structures" } }, { "panel": "RD_Interval_Tightening_Panel", "tier": 77, "routes_to_core": "General", "record_count": 24, "median_error_pct": 0.000502, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.RdIntervalTighteningPanelPriors", "maps_to_lean": [ "cosmological", "particle", "cmb" ], "tags": [ "interval", "tightening", "panel" ], "download_bundle": { "benchmark_data": "data/rd_interval_tightening_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier77_post_tier76_maintenance_benchmarks.py", "manifest": "data/tier77_post_tier76_maintenance_manifest.yaml", "lean_module": "FSOT.Formal.RdIntervalTighteningPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/rd_interval_tightening_panel_benchmark.json", "domain": "RD_Interval_Tightening_Panel", "record_count": 24, "pooled_median_error_pct": 0.000502, "generated_at": "2026-07-12T14:25:33.934668+00:00", "maps_to_lean": [ "cosmological", "particle", "cmb" ], "D_eff": 22, "sources": [ "vendor/fsot_compute.py\\vendor\\tier77\\rd_interval_tightening_anchors.json", "cosmology_anomaly_deep_panel_benchmark.json", "FSOT.Formal.Cosmology", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier77_post_tier76_maintenance_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel RD_Interval_Tightening_Panel" } }, { "panel": "Radio_Astronomy_Panel", "tier": 82, "routes_to_core": "Astronomy", "record_count": 30, "median_error_pct": 0.022461, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.RadioAstronomyPriors", "maps_to_lean": [ "astronomical", "particle" ], "tags": [ "radio", "astronomy", "panel" ], "download_bundle": { "benchmark_data": "data/radio_astronomy_panel_benchmark.json", "ingest_script": "scripts/ingest_tier82_scientific_expansion.py", "build_script": "scripts/build_tier82_scientific_expansion_benchmarks.py", "manifest": "data/tier82_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.RadioAstronomyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/radio_astronomy_panel_benchmark.json", "domain": "Radio_Astronomy_Panel", "record_count": 30, "pooled_median_error_pct": 0.022461, "generated_at": "2026-07-12T14:06:49.170090+00:00", "maps_to_lean": [ "astronomical", "particle" ], "D_eff": 20, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\live_cache\\radio_astronomy_cache.json", "VizieR NVSS" ], "sota_models": [ "VizieR radio catalogs" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier82_scientific_expansion.py --deep", "build": "python scripts/build_tier82_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Radio_Astronomy_Panel" } }, { "panel": "Reality_Folding_Spine", "tier": 49, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.023914275640537417, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.RealityFoldingSpinePriors", "maps_to_lean": [ "mathematical", "particle", "cosmological", "medical", "galactic" ], "tags": [ "reality", "folding", "spine" ], "download_bundle": { "benchmark_data": "data/reality_folding_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_n_compactification_ladder_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.RealityFoldingSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/reality_folding_spine_benchmark.json", "domain": "Reality_Folding_Spine", "record_count": 24, "pooled_median_error_pct": 0.023914275640537417, "generated_at": "2026-07-12T14:24:57.884653+00:00", "maps_to_lean": [ "mathematical", "particle", "cosmological", "medical", "galactic" ], "D_eff": 21, "sources": [ "compactification_ladder_benchmark.json", "adjacent_rung_coupling_benchmark.json", "fold_depth_metrics_benchmark.json", "toe_unification_spine_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_n_compactification_ladder_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Reality_Folding_Spine" } }, { "panel": "Robotics_Control_Systems", "tier": 41, "routes_to_core": "Psychology", "record_count": 45, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.RoboticsControlSystemsExtensionPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "robotics", "control", "systems" ], "download_bundle": { "benchmark_data": "data/robotics_control_systems_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.RoboticsControlSystemsExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/robotics_control_systems_extension_benchmark.json", "domain": "Robotics_Control_Systems", "record_count": 45, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T16:11:58.866632+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 14, "sources": [ "robotics_control_reference", "trinary_os_ISA" ], "sota_models": [ "MPC/PID tuning baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_control_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Robotics_Control_Systems" } }, { "panel": "Robotics_Control_Systems_Panel", "tier": 84, "routes_to_core": "Materials_Science", "record_count": 20, "median_error_pct": 0.01341, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.RoboticsControlSystemsPanelPriors", "maps_to_lean": [ "material", "energy" ], "tags": [ "robotics", "control", "systems", "panel" ], "download_bundle": { "benchmark_data": "data/robotics_control_systems_panel_benchmark.json", "ingest_script": "scripts/ingest_tier84_scientific_expansion.py", "build_script": "scripts/build_tier84_scientific_expansion_benchmarks.py", "manifest": "data/tier84_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.RoboticsControlSystemsPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/robotics_control_systems_panel_benchmark.json", "domain": "Robotics_Control_Systems_Panel", "record_count": 20, "pooled_median_error_pct": 0.01341, "generated_at": "2026-07-12T16:20:14.880996+00:00", "maps_to_lean": [ "material", "energy" ], "D_eff": 15, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier84_cache\\robotics_cache.json", "IEEE robotics reference" ], "sota_models": [ "IEEE control systems anchors" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier84_scientific_expansion.py --deep", "build": "python scripts/build_tier84_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Robotics_Control_Systems_Panel" } }, { "panel": "Rust_Lean_Bridge", "tier": 37, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.RustLeanBridgePriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "rust", "lean", "bridge" ], "download_bundle": { "benchmark_data": "data/rust_lean_bridge_benchmark.json", "ingest_script": null, "build_script": "scripts/build_rust_lean_bridge_benchmark.py", "manifest": "data/rust_lean_bridge_manifest.yaml", "lean_module": "FSOT.Formal.RustLeanBridgePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/rust_lean_bridge_benchmark.json", "domain": null, "record_count": 9, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-16T13:15:34.632979+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 8, "sources": [ "vendor/rust_lean_bridge/rust_lean_bridge_summary.json" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_rust_lean_bridge_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Rust_Lean_Bridge" } }, { "panel": "Rust_Lean_Bridge_Panel", "tier": 88, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.014767, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.RustLeanBridgePanelPriors", "maps_to_lean": [ "mathematical", "ai" ], "tags": [ "rust", "lean", "bridge", "panel" ], "download_bundle": { "benchmark_data": "data/rust_lean_bridge_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.RustLeanBridgePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/rust_lean_bridge_panel_benchmark.json", "domain": "Rust_Lean_Bridge_Panel", "record_count": 8, "pooled_median_error_pct": 0.014767, "generated_at": "2026-07-15T16:12:36.253343+00:00", "maps_to_lean": [ "mathematical", "ai" ], "D_eff": 13, "sources": [ "vendor\\application_wiring\\tier88_cache\\rust_lean_bridge_cache.json", "desktop_rust_lean_bridge" ], "sota_models": [ "Rust bare-metal observer kernel \u2192 Lean bridge" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Rust_Lean_Bridge_Panel" } }, { "panel": "SH0ES_Refined", "tier": 51, "routes_to_core": "General", "record_count": 24, "median_error_pct": 0.024894, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SH0ESRefinedPriors", "maps_to_lean": [ "cosmological", "blackhole", "cmb" ], "tags": [ "sh0es", "refined" ], "download_bundle": { "benchmark_data": "data/sh0es_refined_benchmark.json", "ingest_script": "scripts/ingest_anomaly_public_data.py", "build_script": "scripts/build_sh0es_refined_benchmark.py", "manifest": "data/anomaly_observables_manifest.yaml", "lean_module": "FSOT.Formal.SH0ESRefinedPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/sh0es_refined_benchmark.json", "domain": "SH0ES_Refined", "record_count": 24, "pooled_median_error_pct": 0.024894, "generated_at": "2026-07-12T14:25:03.209292+00:00", "maps_to_lean": [ "cosmological", "blackhole", "cmb" ], "D_eff": 25, "sources": [ "G:/FSOT-PublicData/anomaly_observables/sh0es", "data/sh0es_host_coordinates.json", "data/sector_h0_seed.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_anomaly_public_data.py --deep", "build": "python scripts/build_sh0es_refined_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel SH0ES_Refined" } }, { "panel": "SIMBAD_Stellar_Identity_Deep", "tier": 60, "routes_to_core": "Astronomy", "record_count": 520, "median_error_pct": 0.022461, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.SIMBADStellarIdentityDeepPriors", "maps_to_lean": [ "astronomical", "galactic" ], "tags": [ "simbad", "stellar", "identity", "deep" ], "download_bundle": { "benchmark_data": "data/simbad_stellar_identity_deep_benchmark.json", "ingest_script": "scripts/ingest_tier60_live_astrometry.py", "build_script": "scripts/build_tier60_astrometry_benchmarks.py", "manifest": "data/tier60_astrometry_manifest.yaml", "lean_module": "FSOT.Formal.SIMBADStellarIdentityDeepPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/simbad_stellar_identity_deep_benchmark.json", "domain": "SIMBAD_Stellar_Identity_Deep", "record_count": 520, "pooled_median_error_pct": 0.022461, "generated_at": "2026-07-12T12:11:17.806359+00:00", "maps_to_lean": [ "astronomical", "galactic" ], "D_eff": 20, "sources": [ "vendor/fsot_compute.py\\vendor\\stellar_structures\\simbad_live_cache.json", "vendor/fsot_compute.py\\vendor\\stellar_structures\\simbad_stellar_identity_sample.json" ], "sota_models": [ "SIMBAD TAP" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true, "channel_simbad_consistency_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier60_live_astrometry.py --deep", "build": "python scripts/build_tier60_astrometry_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel SIMBAD_Stellar_Identity_Deep" } }, { "panel": "STScI_MAST_Telescope_Panel", "tier": 79, "routes_to_core": "Astronomy", "record_count": 377, "median_error_pct": 0.022461, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.StsciMastTelescopePriors", "maps_to_lean": [ "astronomical", "galactic" ], "tags": [ "stsci", "mast", "telescope", "panel" ], "download_bundle": { "benchmark_data": "data/stsci_mast_telescope_panel_benchmark.json", "ingest_script": "scripts/ingest_stsci_mast.py", "build_script": "scripts/build_tier79_telescope_benchmarks.py", "manifest": "data/tier79_telescope_manifest.yaml", "lean_module": "FSOT.Formal.StsciMastTelescopePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/stsci_mast_telescope_panel_benchmark.json", "domain": "STScI_MAST_Telescope_Panel", "record_count": 377, "pooled_median_error_pct": 0.022461, "generated_at": "2026-07-12T12:11:56.515700+00:00", "maps_to_lean": [ "astronomical", "galactic" ], "D_eff": 21, "sources": [ "vendor/fsot_compute.py\\vendor\\stellar_structures\\mast_live_cache.json", "vendor/fsot_compute.py\\vendor\\stellar_structures\\mast_telescope_sample.json", "https://archive.stsci.edu/" ], "sota_models": [ "MAST CAOM archive metadata" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true, "channel_mast_consistency_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_stsci_mast.py --deep", "build": "python scripts/build_tier79_telescope_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel STScI_MAST_Telescope_Panel" } }, { "panel": "Scalar_Solver_35_Panel", "tier": 88, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.014767, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ScalarSolver35PanelPriors", "maps_to_lean": [ "mathematical", "ai" ], "tags": [ "scalar", "solver", "panel" ], "download_bundle": { "benchmark_data": "data/scalar_solver_35_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.ScalarSolver35PanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/scalar_solver_35_panel_benchmark.json", "domain": "Scalar_Solver_35_Panel", "record_count": 10, "pooled_median_error_pct": 0.014767, "generated_at": "2026-07-15T16:12:36.248325+00:00", "maps_to_lean": [ "mathematical", "ai" ], "D_eff": 14, "sources": [ "vendor\\application_wiring\\tier88_cache\\scalar_solver_cache.json", "desktop_scalar_solver" ], "sota_models": [ "FSOT 3.5 dual scalar solver" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Scalar_Solver_35_Panel" } }, { "panel": "Scientific_Expansion_Depth_Spine", "tier": 86, "routes_to_core": "Pure_Mathematics", "record_count": 20, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ScientificExpansionDepthSpinePriors", "maps_to_lean": [ "mathematical", "neural", "material" ], "tags": [ "scientific", "expansion", "depth", "spine" ], "download_bundle": { "benchmark_data": "data/scientific_expansion_depth_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier86_scientific_expansion_benchmarks.py", "manifest": "data/tier86_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ScientificExpansionDepthSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/scientific_expansion_depth_spine_benchmark.json", "domain": "Scientific_Expansion_Depth_Spine", "record_count": 20, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T16:20:15.813075+00:00", "maps_to_lean": [ "mathematical", "neural", "material" ], "D_eff": 17, "sources": [ "tier86_depth_wave_panels" ], "sota_models": [ "Tier 86 depth wave expansion" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier86_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Scientific_Expansion_Depth_Spine" } }, { "panel": "Scientific_Expansion_Depth_Wave2_Spine", "tier": 87, "routes_to_core": "Computer_Science", "record_count": 40, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ScientificExpansionDepthWave2SpinePriors", "maps_to_lean": [ "ai", "neural", "material", "astronomical" ], "tags": [ "scientific", "expansion", "depth", "wave2", "spine" ], "download_bundle": { "benchmark_data": "data/scientific_expansion_depth_wave2_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ScientificExpansionDepthWave2SpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/scientific_expansion_depth_wave2_spine_benchmark.json", "domain": "Scientific_Expansion_Depth_Wave2_Spine", "record_count": 40, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-15T05:29:19.413811+00:00", "maps_to_lean": [ "ai", "neural", "material", "astronomical" ], "D_eff": 18, "sources": [ "tier87_depth_wave2_panels" ], "sota_models": [ "Tier 87 core domain depth wave" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier87_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Scientific_Expansion_Depth_Wave2_Spine" } }, { "panel": "Scientific_Expansion_Spine", "tier": 82, "routes_to_core": "Biology", "record_count": 40, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ScientificExpansionSpinePriors", "maps_to_lean": [ "particle", "biological", "astronomical", "economic" ], "tags": [ "scientific", "expansion", "spine" ], "download_bundle": { "benchmark_data": "data/scientific_expansion_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier82_scientific_expansion_benchmarks.py", "manifest": "data/tier82_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ScientificExpansionSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/scientific_expansion_spine_benchmark.json", "domain": "Scientific_Expansion_Spine", "record_count": 40, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:06:49.257106+00:00", "maps_to_lean": [ "particle", "biological", "astronomical", "economic" ], "D_eff": 18, "sources": [ "tier82_scientific_expansion_panels" ], "sota_models": [ "Tier 82 domain expansion" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier82_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Scientific_Expansion_Spine" } }, { "panel": "Scientific_Expansion_Wave2_Spine", "tier": 84, "routes_to_core": "Biochemistry", "record_count": 40, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ScientificExpansionWave2SpinePriors", "maps_to_lean": [ "medical", "biological", "particle", "material" ], "tags": [ "scientific", "expansion", "wave2", "spine" ], "download_bundle": { "benchmark_data": "data/scientific_expansion_wave2_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier84_scientific_expansion_benchmarks.py", "manifest": "data/tier84_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ScientificExpansionWave2SpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/scientific_expansion_wave2_spine_benchmark.json", "domain": "Scientific_Expansion_Wave2_Spine", "record_count": 40, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T16:20:14.887021+00:00", "maps_to_lean": [ "medical", "biological", "particle", "material" ], "D_eff": 17, "sources": [ "tier84_scientific_expansion_panels" ], "sota_models": [ "Tier 84 domain expansion" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier84_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Scientific_Expansion_Wave2_Spine" } }, { "panel": "Scientific_Expansion_Wave3_Spine", "tier": 85, "routes_to_core": "Materials_Science", "record_count": 40, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ScientificExpansionWave3SpinePriors", "maps_to_lean": [ "material", "consciousness", "galactic" ], "tags": [ "scientific", "expansion", "wave3", "spine" ], "download_bundle": { "benchmark_data": "data/scientific_expansion_wave3_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier85_scientific_expansion_benchmarks.py", "manifest": "data/tier85_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ScientificExpansionWave3SpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/scientific_expansion_wave3_spine_benchmark.json", "domain": "Scientific_Expansion_Wave3_Spine", "record_count": 40, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T16:20:15.352632+00:00", "maps_to_lean": [ "material", "consciousness", "galactic" ], "D_eff": 17, "sources": [ "tier85_scientific_expansion_panels" ], "sota_models": [ "Tier 85 domain expansion" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier85_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Scientific_Expansion_Wave3_Spine" } }, { "panel": "Secure_Software_Engineering", "tier": 43, "routes_to_core": "Computer_Science", "record_count": 59, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SecureSoftwareEngineeringPriors", "maps_to_lean": [ "ai", "consciousness", "neural" ], "tags": [ "secure", "software", "engineering" ], "download_bundle": { "benchmark_data": "data/secure_software_engineering_cybersecurity_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_h_cybersecurity_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.SecureSoftwareEngineeringPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/secure_software_engineering_cybersecurity_benchmark.json", "domain": "Secure_Software_Engineering", "record_count": 59, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:15:34.198719+00:00", "maps_to_lean": [ "ai", "consciousness", "neural" ], "D_eff": 14, "sources": [ "CVE_CWE_shape", "rust_lean_bridge", "trinary_os_tier_e" ], "sota_models": [ "SAST/CVE industry baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_secure_dev_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_h_cybersecurity_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Secure_Software_Engineering" } }, { "panel": "Seismology", "tier": 21, "routes_to_core": "energy", "record_count": 500, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.SeismologyPriors", "maps_to_lean": [ "energy" ], "tags": [ "seismology" ], "download_bundle": { "benchmark_data": "data/seismology_benchmark.json", "ingest_script": "scripts/ingest_seismology_usgs.py", "build_script": "scripts/build_seismology_benchmark.py", "manifest": "data/seismology_usgs_manifest.yaml", "lean_module": "FSOT.Formal.SeismologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/seismology_benchmark.json", "domain": null, "record_count": 500, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:19.130018+00:00", "maps_to_lean": [], "D_eff": 15, "sources": [ "USGS_FDSN" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_seismology_usgs.py --deep", "build": "python scripts/build_seismology_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Seismology" } }, { "panel": "Seismology_Deep", "tier": 23, "routes_to_core": "Thermodynamics", "record_count": 1000, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.SeismologyDeepPriors", "maps_to_lean": [ "energy" ], "tags": [ "seismology", "deep" ], "download_bundle": { "benchmark_data": "data/seismology_deep_benchmark.json", "ingest_script": "scripts/ingest_seismology_deep_usgs.py", "build_script": "scripts/build_seismology_deep_benchmark.py", "manifest": "data/seismology_deep_manifest.yaml", "lean_module": "FSOT.Formal.SeismologyDeepPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/seismology_deep_benchmark.json", "domain": null, "record_count": 1000, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:46.971982+00:00", "maps_to_lean": [], "D_eff": 18, "sources": [ "USGS_FDSN_x_PB2002_plates" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_seismology_deep_usgs.py --deep", "build": "python scripts/build_seismology_deep_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Seismology_Deep" } }, { "panel": "Semiconductor_Physics_Public_Panel", "tier": 64, "routes_to_core": "Materials_Science", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SemiconductorPhysicsPublicPanelPriors", "maps_to_lean": [ "electron", "material", "particle" ], "tags": [ "semiconductor", "physics", "public", "panel" ], "download_bundle": { "benchmark_data": "data/semiconductor_physics_public_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier64_neurolab_gaps_benchmarks.py", "manifest": "data/tier64_neurolab_gaps_manifest.yaml", "lean_module": "FSOT.Formal.SemiconductorPhysicsPublicPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/semiconductor_physics_public_panel_benchmark.json", "domain": "Semiconductor_Physics_Public_Panel", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:11.056003+00:00", "maps_to_lean": [ "electron", "material", "particle" ], "D_eff": 11, "sources": [ "vendor/fsot_compute.py\\vendor\\neurolab_gaps\\semiconductor_physics_public_anchors.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier64_neurolab_gaps_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Semiconductor_Physics_Public_Panel" } }, { "panel": "Small_Body_Orbits", "tier": 22, "routes_to_core": "Astronomy", "record_count": 22, "median_error_pct": 0.020214999999999997, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SmallBodyOrbitsPriors", "maps_to_lean": [ "astronomical" ], "tags": [ "small", "body", "orbits" ], "download_bundle": { "benchmark_data": "data/small_body_orbits_benchmark.json", "ingest_script": "scripts/ingest_small_body_jpl.py", "build_script": "scripts/build_small_body_orbits_benchmark.py", "manifest": "data/small_body_orbits_manifest.yaml", "lean_module": "FSOT.Formal.SmallBodyOrbitsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/small_body_orbits_benchmark.json", "domain": "Small_Body_Orbits", "record_count": 22, "pooled_median_error_pct": 0.020214999999999997, "generated_at": "2026-07-15T05:07:10.860321+00:00", "maps_to_lean": [ "astronomical" ], "D_eff": 18, "sources": [ "J", "P", "L", "_", "H", "o", "r", "i", "z", "o", "n", "s", "_", "s", "m", "a", "l", "l", "_", "b", "o", "d", "i", "e", "s", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_small_body_jpl.py --deep", "build": "python scripts/build_small_body_orbits_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Small_Body_Orbits" } }, { "panel": "Soil_Science_Panel", "tier": 82, "routes_to_core": "Biology", "record_count": 96, "median_error_pct": 0.006006, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SoilSciencePriors", "maps_to_lean": [ "biological", "material" ], "tags": [ "soil", "science", "panel" ], "download_bundle": { "benchmark_data": "data/soil_science_panel_benchmark.json", "ingest_script": "scripts/ingest_tier82_scientific_expansion.py", "build_script": "scripts/build_tier82_scientific_expansion_benchmarks.py", "manifest": "data/tier82_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.SoilSciencePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/soil_science_panel_benchmark.json", "domain": "Soil_Science_Panel", "record_count": 96, "pooled_median_error_pct": 0.006006, "generated_at": "2026-07-12T14:09:28.798968+00:00", "maps_to_lean": [ "biological", "material" ], "D_eff": 15, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\live_cache\\soil_science_cache.json", "ISRIC SoilGrids v2" ], "sota_models": [ "ISRIC SoilGrids" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier82_scientific_expansion.py --deep", "build": "python scripts/build_tier82_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Soil_Science_Panel" } }, { "panel": "Solar_System_Structure_Deep", "tier": 54, "routes_to_core": "Astronomy", "record_count": 50, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SolarSystemStructureDeepPriors", "maps_to_lean": [ "astronomical", "galactic" ], "tags": [ "solar", "system", "structure", "deep" ], "download_bundle": { "benchmark_data": "data/solar_system_structure_deep_benchmark.json", "ingest_script": "scripts/ingest_planetary_jpl.py", "build_script": "scripts/build_tier54_planetary_solar_benchmarks.py", "manifest": "data/tier54_planetary_solar_manifest.yaml", "lean_module": "FSOT.Formal.SolarSystemStructureDeepPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/solar_system_structure_deep_benchmark.json", "domain": "Solar_System_Structure_Deep", "record_count": 50, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:16:00.047609+00:00", "maps_to_lean": [ "astronomical", "galactic" ], "D_eff": 18, "sources": [ "data/planetary_jpl_cache.json", "JPL_Horizons" ], "sota_models": [ "JPL Horizons" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_density_vs_baseline": true, "channel_kepler_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_planetary_jpl.py --deep", "build": "python scripts/build_tier54_planetary_solar_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Solar_System_Structure_Deep" } }, { "panel": "Space_Propulsion_Systems", "tier": 39, "routes_to_core": "Astronomy", "record_count": 21, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SpacePropulsionSystemsPriors", "maps_to_lean": [ "fusion", "particle", "astronomical" ], "tags": [ "space", "propulsion", "systems" ], "download_bundle": { "benchmark_data": "data/space_propulsion_systems_benchmark.json", "ingest_script": "scripts/ingest_tier39_propulsion_electrical.py", "build_script": "scripts/build_tier39_propulsion_electrical_benchmarks.py", "manifest": "data/tier39_propulsion_electrical_manifest.yaml", "lean_module": "FSOT.Formal.SpacePropulsionSystemsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/space_propulsion_systems_benchmark.json", "domain": "Space_Propulsion_Systems", "record_count": 21, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:13.092846+00:00", "maps_to_lean": [ "fusion", "particle", "astronomical" ], "D_eff": 14, "sources": [ "NASA Small Spacecraft SoA 2026 Ch.4, JPL DESCANSO, IEPC 2025, NASA TechPort AEPS" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier39_propulsion_electrical.py --deep", "build": "python scripts/build_tier39_propulsion_electrical_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Space_Propulsion_Systems" } }, { "panel": "Space_Weather", "tier": 17, "routes_to_core": "Thermodynamics", "record_count": 271813, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.SpaceWeatherPriors", "maps_to_lean": [ "fusion", "energy", "plasma" ], "tags": [ "space", "weather" ], "download_bundle": { "benchmark_data": "data/space_weather_benchmark.json", "ingest_script": "scripts/ingest_space_weather_swpc.py", "build_script": "scripts/build_space_weather_benchmark.py", "manifest": null, "lean_module": "FSOT.Formal.SpaceWeatherPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/space_weather_benchmark.json", "domain": null, "record_count": 271813, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:11.292568+00:00", "maps_to_lean": [ "fusion", "energy", "plasma_physics" ], "D_eff": 14, "sources": [], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_space_weather_swpc.py --deep", "build": "python scripts/build_space_weather_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Space_Weather" } }, { "panel": "Speleology", "tier": 41, "routes_to_core": "Thermodynamics", "record_count": 65, "median_error_pct": 0.0034072140135262413, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SpeleologyExtensionPriors", "maps_to_lean": [ "energy", "galactic", "biological" ], "tags": [ "speleology" ], "download_bundle": { "benchmark_data": "data/speleology_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.SpeleologyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/speleology_extension_benchmark.json", "domain": "Speleology", "record_count": 65, "pooled_median_error_pct": 0.0034072140135262413, "generated_at": "2026-07-11T16:11:59.032818+00:00", "maps_to_lean": [ "energy", "galactic", "biological" ], "D_eff": 16, "sources": [ "speleology_reference", "USGS_hydrology", "geochemistry" ], "sota_models": [ "Karst hydrogeology surrogates" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_cave_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Speleology" } }, { "panel": "Speleology_Panel", "tier": 85, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 0.04459, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SpeleologyPanelPriors", "maps_to_lean": [ "energy", "galactic", "biological" ], "tags": [ "speleology", "panel" ], "download_bundle": { "benchmark_data": "data/speleology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier85_scientific_expansion.py", "build_script": "scripts/build_tier85_scientific_expansion_benchmarks.py", "manifest": "data/tier85_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.SpeleologyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/speleology_panel_benchmark.json", "domain": "Speleology_Panel", "record_count": 24, "pooled_median_error_pct": 0.04459, "generated_at": "2026-07-12T16:20:22.495638+00:00", "maps_to_lean": [ "energy", "galactic", "biological" ], "D_eff": 16, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier85_cache\\speleology_cache.json", "USGS karst hydrology", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier85_scientific_expansion.py --deep", "build": "python scripts/build_tier85_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Speleology_Panel" } }, { "panel": "Sports_Biomechanics", "tier": 34, "routes_to_core": "Biology", "record_count": 35, "median_error_pct": 0.04447250077037523, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SportsBiomechanicsGapFillPriors", "maps_to_lean": [ "biological", "medical", "energy" ], "tags": [ "sports", "biomechanics" ], "download_bundle": { "benchmark_data": "data/sports_biomechanics_gap_fill_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_gap_fill_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.SportsBiomechanicsGapFillPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/sports_biomechanics_gap_fill_benchmark.json", "domain": "Sports_Biomechanics", "record_count": 35, "pooled_median_error_pct": 0.04447250077037523, "generated_at": "2026-07-11T15:13:15.316437+00:00", "maps_to_lean": [ "biological", "medical", "energy" ], "D_eff": 14, "sources": [ "World_Athletics_records", "airfoil_motion_bridge" ], "sota_models": [ "Biomechanical inverse-dynamics tables" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_athletic_performance_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_gap_fill_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Sports_Biomechanics" } }, { "panel": "Star_Trek_Transporter_Live_Panel", "tier": 88, "routes_to_core": "Quantum_Mechanics", "record_count": 1413, "median_error_pct": 0.031159, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.StarTrekTransporterLivePanelPriors", "maps_to_lean": [ "mathematical" ], "tags": [ "star", "trek", "transporter", "live", "panel" ], "download_bundle": { "benchmark_data": "data/star_trek_transporter_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.StarTrekTransporterLivePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/star_trek_transporter_live_panel_benchmark.json", "domain": "Star_Trek_Transporter_Live_Panel", "record_count": 1575, "pooled_median_error_pct": 0.031159, "generated_at": "2026-07-15T16:12:36.768840+00:00", "maps_to_lean": [ "quantum", "blackhole", "particle" ], "D_eff": 17, "sources": [ "vendor\\application_wiring\\tier88_cache\\star_trek_transporter_cache.json", "fsot_transporter_technology_stack", "vendor\\verified_desktop\\legacy_physics\\warp_actuation_formula_fsot21.json", "I:\\FSOT-Physical-Archive\\08_Verified-Desktop-Projects\\star_trek_transporter\\pattern_buffer_scan_results.json", "Warp_BH_WH_Portal_Panel" ], "sota_models": [ "FSOT transporter stack \u2014 warp actuation portal, entanglement gates, matter-stream poof/suction, quantum teleportation channel" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_quantum_channel_vs_baseline": true, "channel_information_theory_vs_baseline": true, "channel_portal_proxies_vs_baseline": true, "channel_transporter_engineering_vs_baseline": true, "channel_warp_actuation_vs_baseline": true, "channel_beam_forming_vs_baseline": true, "channel_t3_valve_acoustic_vs_baseline": true, "channel_t3_valve_hardware_vs_baseline": true, "channel_t3_valve_hardware_steps_vs_baseline": true, "channel_pad_b_receiver_hardware_vs_baseline": true, "channel_pad_b_receiver_hardware_steps_vs_baseline": true, "channel_two_gate_entanglement_vs_baseline": true, "channel_two_gate_pair_steps_vs_baseline": true, "channel_warp_portal_crosswalk_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Star_Trek_Transporter_Live_Panel" } }, { "panel": "Statistical_Mechanics_Public_Panel", "tier": 64, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.StatisticalMechanicsPublicPanelPriors", "maps_to_lean": [ "energy", "particle", "thermodynamics" ], "tags": [ "statistical", "mechanics", "public", "panel" ], "download_bundle": { "benchmark_data": "data/statistical_mechanics_public_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier64_neurolab_gaps_benchmarks.py", "manifest": "data/tier64_neurolab_gaps_manifest.yaml", "lean_module": "FSOT.Formal.StatisticalMechanicsPublicPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/statistical_mechanics_public_panel_benchmark.json", "domain": "Statistical_Mechanics_Public_Panel", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:12.001438+00:00", "maps_to_lean": [ "energy", "particle", "thermodynamics" ], "D_eff": 12, "sources": [ "vendor/fsot_compute.py\\vendor\\neurolab_gaps\\statistical_mechanics_public_anchors.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier64_neurolab_gaps_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Statistical_Mechanics_Public_Panel" } }, { "panel": "Stellar_Multiplicity_Catalog", "tier": 53, "routes_to_core": "Astronomy", "record_count": 68, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.StellarMultiplicityCatalogPriors", "maps_to_lean": [ "astronomical", "galactic" ], "tags": [ "stellar", "multiplicity", "catalog" ], "download_bundle": { "benchmark_data": "data/stellar_multiplicity_catalog_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier53_stellar_galactic_benchmarks.py", "manifest": "data/tier53_stellar_galactic_manifest.yaml", "lean_module": "FSOT.Formal.StellarMultiplicityCatalogPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/stellar_multiplicity_catalog_benchmark.json", "domain": "Stellar_Multiplicity_Catalog", "record_count": 68, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:01.621748+00:00", "maps_to_lean": [ "astronomical", "galactic" ], "D_eff": 19, "sources": [ "vendor/stellar_structures/public_multiplicity_catalog.json", "wds_multiplicity_expanded.json" ], "sota_models": [ "WDS orbital fits" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_kepler_closure_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier53_stellar_galactic_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Stellar_Multiplicity_Catalog" } }, { "panel": "Stellar_Multiplicity_Live_Deep", "tier": 58, "routes_to_core": "Astronomy", "record_count": 69, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.StellarMultiplicityLiveDeepPriors", "maps_to_lean": [ "astronomical", "galactic" ], "tags": [ "stellar", "multiplicity", "live", "deep" ], "download_bundle": { "benchmark_data": "data/stellar_multiplicity_live_deep_benchmark.json", "ingest_script": "scripts/ingest_tier58_live_catalogs.py", "build_script": "scripts/build_tier58_live_catalog_benchmarks.py", "manifest": "data/tier58_live_catalog_manifest.yaml", "lean_module": "FSOT.Formal.StellarMultiplicityLiveDeepPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/stellar_multiplicity_live_deep_benchmark.json", "domain": "Stellar_Multiplicity_Live_Deep", "record_count": 69, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T12:16:24.438981+00:00", "maps_to_lean": [ "astronomical", "galactic" ], "D_eff": 19, "sources": [ "stellar_multiplicity_catalog_benchmark.json", "gwosc_live_cache.json" ], "sota_models": [ "WDS/GWOSC ingest" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_stellar_live_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier58_live_catalogs.py --deep", "build": "python scripts/build_tier58_live_catalog_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Stellar_Multiplicity_Live_Deep" } }, { "panel": "Stumped_Observables_Panel", "tier": 51, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.029748999999999998, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.StumpedObservablesPanelPriors", "maps_to_lean": [ "cosmological", "particle", "consciousness", "blackhole" ], "tags": [ "stumped", "observables", "panel" ], "download_bundle": { "benchmark_data": "data/stumped_observables_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_p_stumped_observables_benchmark.py", "manifest": "data/stumped_observables_manifest.yaml", "lean_module": "FSOT.Formal.StumpedObservablesPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/stumped_observables_panel_benchmark.json", "domain": "Stumped_Observables_Panel", "record_count": 24, "pooled_median_error_pct": 0.029748999999999998, "generated_at": "2026-07-12T14:25:04.065332+00:00", "maps_to_lean": [ "cosmological", "particle", "consciousness", "blackhole" ], "D_eff": 22, "sources": [ "data/stumped_observables_reference.json", "vendor/fsot_compute.py", "scripts/higgs_mass_formula_eval.py", "data/sector_h0_seed.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_p_stumped_observables_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Stumped_Observables_Panel" } }, { "panel": "Stumped_Observables_Spine", "tier": 51, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.027761, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.StumpedObservablesSpinePriors", "maps_to_lean": [ "cosmological", "particle", "consciousness", "blackhole", "cmb" ], "tags": [ "stumped", "observables", "spine" ], "download_bundle": { "benchmark_data": "data/stumped_observables_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_p_stumped_observables_benchmark.py", "manifest": null, "lean_module": "FSOT.Formal.StumpedObservablesSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/stumped_observables_spine_benchmark.json", "domain": "Stumped_Observables_Spine", "record_count": 24, "pooled_median_error_pct": 0.027761, "generated_at": "2026-07-12T14:25:04.909253+00:00", "maps_to_lean": [ "cosmological", "particle", "consciousness", "blackhole", "cmb" ], "D_eff": 25, "sources": [ "stumped_observables_panel_benchmark.json", "hubble_bubble_tension_benchmark.json", "dark_sector_open_problems_benchmark.json", "cosmology_anomalies_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_p_stumped_observables_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Stumped_Observables_Spine" } }, { "panel": "Superheavy_Element_Stability_Panel", "tier": 72, "routes_to_core": "General", "record_count": 50, "median_error_pct": 1e-06, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SuperheavyElementStabilityPanelPriors", "maps_to_lean": [ "particle", "nuclear", "atomic", "fusion" ], "tags": [ "superheavy", "element", "stability", "panel" ], "download_bundle": { "benchmark_data": "data/superheavy_element_stability_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier72_periodic_table_benchmarks.py", "manifest": "data/tier72_periodic_table_manifest.yaml", "lean_module": "FSOT.Formal.SuperheavyElementStabilityPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/superheavy_element_stability_panel_benchmark.json", "domain": "Superheavy_Element_Stability_Panel", "record_count": 50, "pooled_median_error_pct": 1e-06, "generated_at": "2026-07-11T15:13:11.592134+00:00", "maps_to_lean": [ "particle", "nuclear", "atomic", "fusion" ], "D_eff": 10, "sources": [ "vendor/fsot_compute.py\\vendor\\periodic_table\\superheavy_stability_anchors.json", "particle_physics_benchmark.json" ], "sota_models": [ "Nuclear shell-model baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_superheavy_stability_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier72_periodic_table_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Superheavy_Element_Stability_Panel" } }, { "panel": "Superheavy_Island_Completion_Spine", "tier": 74, "routes_to_core": "Materials_Science", "record_count": 43, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SuperheavyIslandCompletionSpinePriors", "maps_to_lean": [ "particle", "nuclear", "fusion", "atomic", "material" ], "tags": [ "superheavy", "island", "completion", "spine" ], "download_bundle": { "benchmark_data": "data/superheavy_island_completion_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier74_superheavy_island_benchmarks.py", "manifest": "data/tier74_superheavy_island_manifest.yaml", "lean_module": "FSOT.Formal.SuperheavyIslandCompletionSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/superheavy_island_completion_spine_benchmark.json", "domain": "Superheavy_Island_Completion_Spine", "record_count": 43, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:12.249394+00:00", "maps_to_lean": [ "particle", "nuclear", "fusion", "atomic", "material" ], "D_eff": 22, "sources": [ "vendor/fsot_compute.py\\vendor\\superheavy_island\\island_z120_z126_anchors.json", "vendor/fsot_compute.py\\vendor\\superheavy_island\\z120_z126_beam_reactions.json", "vendor/fsot_compute.py\\vendor\\superheavy_island\\fusion_decay_chain_prereg_candidates.json", "lab_synthesis_metamaterial_spine_benchmark.json" ], "sota_models": [ "No unified Z=120-126 island certificate" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_island_certificate_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier74_superheavy_island_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Superheavy_Island_Completion_Spine" } }, { "panel": "Superheavy_Island_Emergence_Simulation", "tier": 74, "routes_to_core": "Astronomy", "record_count": 44, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SuperheavyIslandEmergenceSimulationPriors", "maps_to_lean": [ "particle", "nuclear", "fusion", "astronomical" ], "tags": [ "superheavy", "island", "emergence", "simulation" ], "download_bundle": { "benchmark_data": "data/superheavy_island_emergence_simulation_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier74_superheavy_island_benchmarks.py", "manifest": "data/tier74_superheavy_island_manifest.yaml", "lean_module": "FSOT.Formal.SuperheavyIslandEmergenceSimulationPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/superheavy_island_emergence_simulation_benchmark.json", "domain": "Superheavy_Island_Emergence_Simulation", "record_count": 44, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:12.249394+00:00", "maps_to_lean": [ "particle", "nuclear", "fusion", "astronomical" ], "D_eff": 21, "sources": [ "vendor/fsot_compute.py\\vendor\\superheavy_island\\island_z120_z126_anchors.json", "vendor/fsot_compute.py\\vendor\\periodic_table\\undiscovered_element_prereg_candidates.json", "fusion_decay_chain_prereg_scaffold_benchmark.json" ], "sota_models": [ "No Z=120-126 natural observation" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_island_emergence_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier74_superheavy_island_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Superheavy_Island_Emergence_Simulation" } }, { "panel": "Supply_Chain_Logistics", "tier": 41, "routes_to_core": "Psychology", "record_count": 40, "median_error_pct": 0.03230022603427978, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SupplyChainLogisticsExtensionPriors", "maps_to_lean": [ "consciousness", "economic", "biological" ], "tags": [ "supply", "chain", "logistics" ], "download_bundle": { "benchmark_data": "data/supply_chain_logistics_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.SupplyChainLogisticsExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/supply_chain_logistics_extension_benchmark.json", "domain": "Supply_Chain_Logistics", "record_count": 40, "pooled_median_error_pct": 0.03230022603427978, "generated_at": "2026-07-11T16:11:59.106618+00:00", "maps_to_lean": [ "consciousness", "economic", "biological" ], "D_eff": 18, "sources": [ "supply_chain_reference", "World_Bank_trade", "agriculture_agroecology" ], "sota_models": [ "SCOR model baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_logistics_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Supply_Chain_Logistics" } }, { "panel": "Supply_Chain_Logistics_Panel", "tier": 85, "routes_to_core": "Psychology", "record_count": 40, "median_error_pct": 0.02584, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SupplyChainLogisticsPanelPriors", "maps_to_lean": [ "consciousness", "economic", "biological" ], "tags": [ "supply", "chain", "logistics", "panel" ], "download_bundle": { "benchmark_data": "data/supply_chain_logistics_panel_benchmark.json", "ingest_script": "scripts/ingest_tier85_scientific_expansion.py", "build_script": "scripts/build_tier85_scientific_expansion_benchmarks.py", "manifest": "data/tier85_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.SupplyChainLogisticsPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/supply_chain_logistics_panel_benchmark.json", "domain": "Supply_Chain_Logistics_Panel", "record_count": 40, "pooled_median_error_pct": 0.02584, "generated_at": "2026-07-12T16:20:15.352632+00:00", "maps_to_lean": [ "consciousness", "economic", "biological" ], "D_eff": 18, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier85_cache\\supply_chain_cache.json", "World Bank trade/logistics" ], "sota_models": [ "SCOR model baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier85_scientific_expansion.py --deep", "build": "python scripts/build_tier85_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Supply_Chain_Logistics_Panel" } }, { "panel": "Symbolic_Archetype_Panel", "tier": 51, "routes_to_core": "Psychology", "record_count": 28, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SymbolicArchetypePanelPriors", "maps_to_lean": [ "consciousness", "linguistic", "mathematical" ], "tags": [ "symbolic", "archetype", "panel" ], "download_bundle": { "benchmark_data": "data/symbolic_archetype_panel_benchmark.json", "ingest_script": "scripts/ingest_fringe_desktop_data.py", "build_script": "scripts/build_symbolic_archetype_panel_benchmark.py", "manifest": "data/fringe_desktop_manifest.yaml", "lean_module": "FSOT.Formal.SymbolicArchetypePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/symbolic_archetype_panel_benchmark.json", "domain": "Symbolic_Archetype_Panel", "record_count": 28, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:00.065314+00:00", "maps_to_lean": [ "consciousness", "linguistic", "mathematical" ], "D_eff": 17, "sources": [ "data/symbolic_archetype_reference.json", "vendor/fringe_desktop/symbolic_encoding_graph_summary.json", "G:/FSOT-PublicData/fringe_desktop/symbolic_encoding/fsot_mythology_graph.json", "scripts/symbolic_archetype_lib.py" ], "sota_models": [ "No zero-parameter cross-cultural archetype scalar mapping" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_archetype_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_fringe_desktop_data.py --deep", "build": "python scripts/build_symbolic_archetype_panel_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Symbolic_Archetype_Panel" } }, { "panel": "Synthetic_Biology", "tier": 27, "routes_to_core": "Biology", "record_count": 20, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.SyntheticBiologyPriors", "maps_to_lean": [ "biological", "medical" ], "tags": [ "synthetic", "biology" ], "download_bundle": { "benchmark_data": "data/synthetic_biology_benchmark.json", "ingest_script": null, "build_script": "scripts/build_synthetic_biology_benchmark.py", "manifest": "data/synthetic_biology_manifest.yaml", "lean_module": "FSOT.Formal.SyntheticBiologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/synthetic_biology_benchmark.json", "domain": null, "record_count": 20, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:00.341235+00:00", "maps_to_lean": [ "biological", "medical" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\data\\evolution_operon_benchmark.json", "vendor/fsot_compute.py\\data\\biology_strict_empirical.json" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_synthetic_biology_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Synthetic_Biology" } }, { "panel": "Tectonics", "tier": 21, "routes_to_core": "Thermodynamics", "record_count": 500, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.TectonicsPriors", "maps_to_lean": [ "energy" ], "tags": [ "tectonics" ], "download_bundle": { "benchmark_data": "data/tectonics_benchmark.json", "ingest_script": "scripts/ingest_tectonics_plates.py", "build_script": "scripts/build_tectonics_benchmark.py", "manifest": "data/tectonics_manifest.yaml", "lean_module": "FSOT.Formal.TectonicsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/tectonics_benchmark.json", "domain": null, "record_count": 500, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:22:19.975105+00:00", "maps_to_lean": [], "D_eff": 17, "sources": [ "PB2002_plates_USGS_events" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tectonics_plates.py --deep", "build": "python scripts/build_tectonics_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Tectonics" } }, { "panel": "Term3_Acoustic_Bleed_Depth", "tier": 67, "routes_to_core": "Materials_Science", "record_count": 23, "median_error_pct": 0.008381497018408523, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.Term3AcousticBleedDepthPriors", "maps_to_lean": [ "material", "particle", "energy", "acoustical" ], "tags": [ "term3", "acoustic", "bleed", "depth" ], "download_bundle": { "benchmark_data": "data/term3_acoustic_bleed_depth_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier67_formula_precision_benchmarks.py", "manifest": "data/tier67_formula_precision_manifest.yaml", "lean_module": "FSOT.Formal.Term3AcousticBleedDepthPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/term3_acoustic_bleed_depth_benchmark.json", "domain": "Term3_Acoustic_Bleed_Depth", "record_count": 23, "pooled_median_error_pct": 0.008381497018408523, "generated_at": "2026-07-11T16:10:52.728754+00:00", "maps_to_lean": [ "material", "particle", "energy", "acoustical" ], "D_eff": 15, "sources": [ "acoustic_resonance_materials_benchmark.json", "music_harmonics_public_panel_benchmark.json" ], "sota_models": [ "Empirical impedance / ASHRAE" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_acoustic_formula_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier67_formula_precision_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Term3_Acoustic_Bleed_Depth" } }, { "panel": "The_Well_Outcomes_Verification_Panel", "tier": 89, "routes_to_core": "Thermodynamics", "record_count": 246, "median_error_pct": 0.031159, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.TheWellOutcomesVerificationPanelPriors", "maps_to_lean": [ "particle", "energy", "galactic", "material" ], "tags": [ "the", "well", "outcomes", "verification", "panel" ], "download_bundle": { "benchmark_data": "data/the_well_outcomes_verification_panel_benchmark.json", "ingest_script": "scripts/ingest_tier89_the_well.py", "build_script": "scripts/build_tier89_the_well_benchmarks.py", "manifest": "data/tier89_the_well_manifest.yaml", "lean_module": "FSOT.Formal.TheWellOutcomesVerificationPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/the_well_outcomes_verification_panel_benchmark.json", "domain": "The_Well_Outcomes_Verification_Panel", "record_count": 246, "pooled_median_error_pct": 0.031159, "generated_at": "2026-07-15T00:53:39.789826+00:00", "maps_to_lean": [ "particle", "energy", "galactic", "material" ], "D_eff": 20, "sources": [ "G:\\FSOT-PublicData\\the_well\\the_well_catalog_cache.json", "https://huggingface.co/collections/polymathic-ai/the-well", "arxiv:2412.00568" ], "sota_models": [ "The Well FNO / UNet PDE surrogate baselines (NeurIPS 2024)" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_the_well_stats_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier89_the_well.py --deep", "build": "python scripts/build_tier89_the_well_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel The_Well_Outcomes_Verification_Panel" } }, { "panel": "The_Well_Spot_Check_Panel", "tier": 89, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 0.031159, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TheWellSpotCheckPanelPriors", "maps_to_lean": [ "particle", "energy", "galactic" ], "tags": [ "the", "well", "spot", "check", "panel" ], "download_bundle": { "benchmark_data": "data/the_well_spot_check_panel_benchmark.json", "ingest_script": "scripts/ingest_tier89_the_well.py", "build_script": "scripts/build_tier89_the_well_benchmarks.py", "manifest": "data/tier89_the_well_manifest.yaml", "lean_module": "FSOT.Formal.TheWellSpotCheckPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/the_well_spot_check_panel_benchmark.json", "domain": "The_Well_Spot_Check_Panel", "record_count": 24, "pooled_median_error_pct": 0.031159, "generated_at": "2026-07-15T05:07:44.860397+00:00", "maps_to_lean": [ "particle", "energy", "galactic" ], "D_eff": 18, "sources": [ "G:\\FSOT-PublicData\\the_well\\the_well_spot_checks_cache.json", "the_well_hdf5_spot_chunks", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier89_the_well.py --deep", "build": "python scripts/build_tier89_the_well_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel The_Well_Spot_Check_Panel" } }, { "panel": "The_Well_Verification_Spine", "tier": 89, "routes_to_core": "Thermodynamics", "record_count": 24, "median_error_pct": 0.028287, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TheWellVerificationSpinePriors", "maps_to_lean": [ "particle", "energy", "galactic", "material" ], "tags": [ "the", "well", "verification", "spine" ], "download_bundle": { "benchmark_data": "data/the_well_verification_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier89_the_well_benchmarks.py", "manifest": "data/tier89_the_well_manifest.yaml", "lean_module": "FSOT.Formal.TheWellVerificationSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/the_well_verification_spine_benchmark.json", "domain": "The_Well_Verification_Spine", "record_count": 24, "pooled_median_error_pct": 0.028287, "generated_at": "2026-07-15T05:07:45.736505+00:00", "maps_to_lean": [ "particle", "energy", "galactic", "material" ], "D_eff": 19, "sources": [ "tier89_the_well_panels", "polymathic_ai_the_well", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier89_the_well_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel The_Well_Verification_Spine" } }, { "panel": "Theory_Completeness_Spine", "tier": 45, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.021927861384483893, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TheoryCompletenessSpinePriors", "maps_to_lean": [ "mathematical", "particle", "consciousness", "medical" ], "tags": [ "theory", "completeness", "spine" ], "download_bundle": { "benchmark_data": "data/theory_completeness_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_j_toe_completeness_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.TheoryCompletenessSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/theory_completeness_spine_benchmark.json", "domain": "Theory_Completeness_Spine", "record_count": 24, "pooled_median_error_pct": 0.021927861384483893, "generated_at": "2026-07-12T14:24:53.285313+00:00", "maps_to_lean": [ "mathematical", "particle", "consciousness", "medical" ], "D_eff": 19, "sources": [ "formula_branching_fractal", "mechanistic_coupling", "cve_codon_hole_falsification", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_j_toe_completeness_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Theory_Completeness_Spine" } }, { "panel": "Tier_93_Dual_Wave_Spine", "tier": 93, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.011093889935064888, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.Tier93DualWaveSpinePriors", "maps_to_lean": [ "consciousness", "mathematical", "biological", "neural" ], "tags": [ "tier", "dual", "wave", "spine" ], "download_bundle": { "benchmark_data": "data/tier_93_dual_wave_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier93_dual_wave_benchmarks.py", "manifest": "data/tier93_dual_wave_manifest.yaml", "lean_module": "FSOT.Formal.Tier93DualWaveSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/tier_93_dual_wave_spine_benchmark.json", "domain": "Tier_93_Dual_Wave_Spine", "record_count": 24, "pooled_median_error_pct": 0.011093889935064888, "generated_at": "2026-07-12T17:46:14.774988+00:00", "maps_to_lean": [ "consciousness", "mathematical", "biological", "neural" ], "D_eff": 19, "sources": [ "tier93_dual_wave_panels", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier93_dual_wave_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Tier_93_Dual_Wave_Spine" } }, { "panel": "Tier_94_Longevity_Spine", "tier": 94, "routes_to_core": "Biology", "record_count": 34, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.Tier94LongevitySpinePriors", "maps_to_lean": [ "biological", "consciousness", "genetics", "neural" ], "tags": [ "tier", "longevity", "spine" ], "download_bundle": { "benchmark_data": "data/tier_94_longevity_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier94_longevity_genetics_benchmarks.py", "manifest": "data/tier94_longevity_genetics_manifest.yaml", "lean_module": "FSOT.Formal.Tier94LongevitySpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/tier_94_longevity_spine_benchmark.json", "domain": "Tier_94_Longevity_Spine", "record_count": 34, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-16T13:42:50.089160+00:00", "maps_to_lean": [ "biological", "consciousness", "genetics", "neural" ], "D_eff": 25, "sources": [ "tier94_longevity_panels" ], "sota_models": [ "Tier 94 AnAge longevity genetics wave" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier94_longevity_genetics_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Tier_94_Longevity_Spine" } }, { "panel": "Tier_95_Zebrafish_Spine", "tier": 95, "routes_to_core": "Biology", "record_count": 24, "median_error_pct": 0.013342, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.Tier95ZebrafishSpinePriors", "maps_to_lean": [ "biological", "genetics", "neural", "consciousness" ], "tags": [ "tier", "zebrafish", "spine" ], "download_bundle": { "benchmark_data": "data/tier_95_zebrafish_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier95_zebrahub_development_benchmarks.py", "manifest": "data/tier95_zebrahub_development_manifest.yaml", "lean_module": "FSOT.Formal.Tier95ZebrafishSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/tier_95_zebrafish_spine_benchmark.json", "domain": "Tier_95_Zebrafish_Spine", "record_count": 18, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-16T13:42:51.009344+00:00", "maps_to_lean": [ "biological", "genetics", "neural", "consciousness" ], "D_eff": 23, "sources": [ "tier95_zebrahub_panels" ], "sota_models": [ "Tier 95 Zebrahub developmental genetics wave" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_ingest_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier95_zebrahub_development_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Tier_95_Zebrafish_Spine" } }, { "panel": "Time_Domain_Crosswalk", "tier": 50, "routes_to_core": "Psychology", "record_count": 250, "median_error_pct": 0.028056, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.TimeDomainCrosswalkPriors", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole", "mathematical" ], "tags": [ "time", "domain", "crosswalk" ], "download_bundle": { "benchmark_data": "data/time_domain_crosswalk_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_o_time_emergence_benchmarks.py", "manifest": "data/time_emergence_manifest.yaml", "lean_module": "FSOT.Formal.TimeDomainCrosswalkPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/time_domain_crosswalk_benchmark.json", "domain": "Time_Domain_Crosswalk", "record_count": 250, "pooled_median_error_pct": 0.028056, "generated_at": "2026-07-11T15:14:54.529998+00:00", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole", "mathematical" ], "D_eff": 19, "sources": [ "extension_domains_manifest.yaml", "time_emergence_manifest.yaml", "vendor/fsot_compute.py" ], "sota_models": [ "Fundamental time coordinate (no cross-domain FPC)" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_crosswalk_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_o_time_emergence_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Time_Domain_Crosswalk" } }, { "panel": "Time_Emergence_Deep_Panel", "tier": 76, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.024894, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TimeEmergenceDeepPanelPriors", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole" ], "tags": [ "time", "emergence", "deep", "panel" ], "download_bundle": { "benchmark_data": "data/time_emergence_deep_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier76_fluid_spacetime_cosmology_benchmarks.py", "manifest": "data/tier76_fluid_spacetime_cosmology_manifest.yaml", "lean_module": "FSOT.Formal.TimeEmergenceDeepPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/time_emergence_deep_panel_benchmark.json", "domain": "Time_Emergence_Deep_Panel", "record_count": 24, "pooled_median_error_pct": 0.024894, "generated_at": "2026-07-12T14:25:30.528316+00:00", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole" ], "D_eff": 19, "sources": [ "time_emergence_simulation_benchmark.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier76_fluid_spacetime_cosmology_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Time_Emergence_Deep_Panel" } }, { "panel": "Time_Emergence_Simulation", "tier": 50, "routes_to_core": "Psychology", "record_count": 28, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TimeEmergenceSimulationPriors", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole" ], "tags": [ "time", "emergence", "simulation" ], "download_bundle": { "benchmark_data": "data/time_emergence_simulation_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_o_time_emergence_benchmarks.py", "manifest": "data/time_emergence_manifest.yaml", "lean_module": "FSOT.Formal.TimeEmergenceSimulationPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/time_emergence_simulation_benchmark.json", "domain": "Time_Emergence_Simulation", "record_count": 28, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:14:53.579762+00:00", "maps_to_lean": [ "consciousness", "particle", "galactic", "cosmological", "blackhole" ], "D_eff": 18, "sources": [ "NIST CODATA Cs-133", "IERS Earth sidereal", "cosmology_extended_benchmark.json", "vendor/fsot_compute.py", "BlackHoleThesisPriors" ], "sota_models": [ "Fundamental time coordinate (no emergence model)" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_multi_scale_vs_baseline": true, "channel_null_island_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_o_time_emergence_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Time_Emergence_Simulation" } }, { "panel": "ToE_Claim_Certificate_Bundle", "tier": 70, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.0020923899350648867, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ToEClaimCertificateBundlePriors", "maps_to_lean": [ "cosmological", "mathematical", "particle", "consciousness" ], "tags": [ "toe", "claim", "certificate", "bundle" ], "download_bundle": { "benchmark_data": "data/toe_claim_certificate_bundle_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier70_toe_claim_hardening_benchmarks.py", "manifest": "data/tier70_toe_claim_hardening_manifest.yaml", "lean_module": "FSOT.Formal.ToEClaimCertificateBundlePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/toe_claim_certificate_bundle_benchmark.json", "domain": "ToE_Claim_Certificate_Bundle", "record_count": 24, "pooled_median_error_pct": 0.0020923899350648867, "generated_at": "2026-07-12T14:25:20.658044+00:00", "maps_to_lean": [ "cosmological", "mathematical", "particle", "consciousness" ], "D_eff": 25, "sources": [ "fsot_verification_progress.yaml", "FSOT_VERIFIED_SCOPE.yaml", "scientific_domain_expansion_map.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier70_toe_claim_hardening_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel ToE_Claim_Certificate_Bundle" } }, { "panel": "ToE_Gap_Closure_Spine", "tier": 46, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.021927861384483893, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ToEGapClosureSpinePriors", "maps_to_lean": [ "mathematical", "particle", "consciousness", "ai" ], "tags": [ "toe", "gap", "closure", "spine" ], "download_bundle": { "benchmark_data": "data/toe_gap_closure_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_k_toe_gap_closure_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ToEGapClosureSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/toe_gap_closure_spine_benchmark.json", "domain": "ToE_Gap_Closure_Spine", "record_count": 24, "pooled_median_error_pct": 0.021927861384483893, "generated_at": "2026-07-12T14:24:55.130780+00:00", "maps_to_lean": [ "mathematical", "particle", "consciousness", "ai" ], "D_eff": 19, "sources": [ "tier_k_gap_closure_pillars", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_k_toe_gap_closure_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel ToE_Gap_Closure_Spine" } }, { "panel": "ToE_Unification_Spine", "tier": 48, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.01900826880249791, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ToEUnificationSpinePriors", "maps_to_lean": [ "mathematical", "particle", "consciousness", "energy", "galactic", "medical" ], "tags": [ "toe", "unification", "spine" ], "download_bundle": { "benchmark_data": "data/toe_unification_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_m_toe_unity_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ToEUnificationSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/toe_unification_spine_benchmark.json", "domain": "ToE_Unification_Spine", "record_count": 24, "pooled_median_error_pct": 0.01900826880249791, "generated_at": "2026-07-12T14:24:57.038803+00:00", "maps_to_lean": [ "mathematical", "particle", "consciousness", "energy", "galactic", "medical" ], "D_eff": 20, "sources": [ "toe_gap_closure_spine", "theory_completeness_spine", "domain_orbital_predictions", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_m_toe_unity_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel ToE_Unification_Spine" } }, { "panel": "Tokenization_Live_Panel", "tier": 88, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TokenizationLivePanelPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "tokenization", "live", "panel" ], "download_bundle": { "benchmark_data": "data/tokenization_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.TokenizationLivePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/tokenization_live_panel_benchmark.json", "domain": "Tokenization_Live_Panel", "record_count": 9, "pooled_median_error_pct": 0.031506, "generated_at": "2026-07-15T16:12:36.173858+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 13, "sources": [ "vendor\\application_wiring\\tier88_cache\\tokenization_cache.json", "desktop_dictionary" ], "sota_models": [ "FSOT numeric tokenization smoke" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Tokenization_Live_Panel" } }, { "panel": "Tokenization_Smoke", "tier": 33, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TokenizationSmokePriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "tokenization", "smoke" ], "download_bundle": { "benchmark_data": "data/tokenization_smoke_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tokenization_smoke_benchmark.py", "manifest": "data/tokenization_smoke_manifest.yaml", "lean_module": "FSOT.Formal.TokenizationSmokePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/tokenization_smoke_benchmark.json", "domain": "Tokenization_Smoke", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-15T05:07:21.348261+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/tokenization/smoke_cases.json", "vendor/tokenization/vocab.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tokenization_smoke_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Tokenization_Smoke" } }, { "panel": "Toxicology_Panel", "tier": 82, "routes_to_core": "Biochemistry", "record_count": 21, "median_error_pct": 0.033401, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ToxicologyPriors", "maps_to_lean": [ "medical", "material" ], "tags": [ "toxicology", "panel" ], "download_bundle": { "benchmark_data": "data/toxicology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier82_scientific_expansion.py", "build_script": "scripts/build_tier82_scientific_expansion_benchmarks.py", "manifest": "data/tier82_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ToxicologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/toxicology_panel_benchmark.json", "domain": "Toxicology_Panel", "record_count": 21, "pooled_median_error_pct": 0.033401, "generated_at": "2026-07-12T14:06:49.225478+00:00", "maps_to_lean": [ "medical", "material" ], "D_eff": 13, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\live_cache\\toxicology_cache.json", "PubChem BioAssay" ], "sota_models": [ "EPA/PubChem toxicology" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier82_scientific_expansion.py --deep", "build": "python scripts/build_tier82_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Toxicology_Panel" } }, { "panel": "Trinary_Hardware_Live_Panel", "tier": 88, "routes_to_core": "Computer_Science", "record_count": 37, "median_error_pct": 0.014767, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TrinaryHardwareLivePanelPriors", "maps_to_lean": [ "ai", "consciousness", "neural" ], "tags": [ "trinary", "hardware", "live", "panel" ], "download_bundle": { "benchmark_data": "data/trinary_hardware_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.TrinaryHardwareLivePanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/trinary_hardware_live_panel_benchmark.json", "domain": "Trinary_Hardware_Live_Panel", "record_count": 28, "pooled_median_error_pct": 0.014767, "generated_at": "2026-07-15T16:12:36.158127+00:00", "maps_to_lean": [ "ai", "consciousness", "neural" ], "D_eff": 14, "sources": [ "vendor\\application_wiring\\tier88_cache\\trinary_hardware_cache.json", "desktop_trinary_hardware" ], "sota_models": [ "ESP32 cube motif profiles" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Trinary_Hardware_Live_Panel" } }, { "panel": "Trinary_Hardware_Motif", "tier": 33, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TrinaryHardwareMotifPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "trinary", "hardware", "motif" ], "download_bundle": { "benchmark_data": "data/trinary_hardware_motif_benchmark.json", "ingest_script": null, "build_script": "scripts/build_trinary_hardware_motif_benchmark.py", "manifest": "data/trinary_hardware_motif_manifest.yaml", "lean_module": "FSOT.Formal.TrinaryHardwareMotifPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/trinary_hardware_motif_benchmark.json", "domain": "Trinary_Hardware_Motif", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-15T05:07:23.191902+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/trinary_hardware/motif_influence_profile_stable.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_trinary_hardware_motif_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Trinary_Hardware_Motif" } }, { "panel": "Trinary_OS_ISA_Rebuild", "tier": 31, "routes_to_core": "Psychology", "record_count": 38, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TrinaryOSISARebuildPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "trinary", "isa", "rebuild" ], "download_bundle": { "benchmark_data": "data/trinary_os_isa_rebuild_benchmark.json", "ingest_script": null, "build_script": "scripts/build_trinary_os_isa_rebuild_benchmark.py", "manifest": "data/trinary_os_isa_rebuild_manifest.yaml", "lean_module": "FSOT.Formal.TrinaryOSISARebuildPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/trinary_os_isa_rebuild_benchmark.json", "domain": null, "record_count": 38, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:04.749503+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/trinary_os/isa/fsotb_opcode_registry.json", "vendor/trinary_os" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_trinary_os_isa_rebuild_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Trinary_OS_ISA_Rebuild" } }, { "panel": "Trinary_OS_Portable", "tier": 30, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.013342, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TrinaryOSPortablePriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "trinary", "portable" ], "download_bundle": { "benchmark_data": "data/trinary_os_portable_benchmark.json", "ingest_script": null, "build_script": "scripts/build_trinary_os_portable_benchmark.py", "manifest": "data/trinary_os_portable_manifest.yaml", "lean_module": "FSOT.Formal.TrinaryOSPortablePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/trinary_os_portable_benchmark.json", "domain": "Trinary_OS_Portable", "record_count": 24, "pooled_median_error_pct": 0.013342, "generated_at": "2026-07-15T05:07:15.434791+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/trinary_os", "data/trinary_os_manifest.yaml", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_trinary_os_portable_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Trinary_OS_Portable" } }, { "panel": "Trinary_OS_Round_Trip", "tier": 32, "routes_to_core": "Psychology", "record_count": 22, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TrinaryOSRoundTripPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "trinary", "round", "trip" ], "download_bundle": { "benchmark_data": "data/trinary_os_round_trip_benchmark.json", "ingest_script": null, "build_script": "scripts/build_trinary_os_round_trip_benchmark.py", "manifest": "data/trinary_os_round_trip_manifest.yaml", "lean_module": "FSOT.Formal.TrinaryOSRoundTripPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/trinary_os_round_trip_benchmark.json", "domain": null, "record_count": 22, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-13T15:23:07.557144+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/trinary_os/isa/fsotb_opcode_registry.json", "vendor/trinary_os" ], "sota_models": [], "beats_sota": {}, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_trinary_os_round_trip_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Trinary_OS_Round_Trip" } }, { "panel": "Trinary_OS_Tier_E", "tier": 40, "routes_to_core": "Psychology", "record_count": 68, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.TrinaryOSTierEPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "trinary", "tier" ], "download_bundle": { "benchmark_data": "data/trinary_os_tier_e_benchmark.json", "ingest_script": null, "build_script": "scripts/build_trinary_os_tier_e_benchmark.py", "manifest": "data/trinary_os_tier_e_manifest.yaml", "lean_module": "FSOT.Formal.TrinaryOSTierEPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/trinary_os_tier_e_benchmark.json", "domain": "Trinary_OS_Tier_E", "record_count": 68, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:15:01.504174+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/trinary_os", "data/trinary_os_portable_benchmark.json", "data/trinary_os_isa_rebuild_benchmark.json", "data/trinary_os_round_trip_benchmark.json", "G:\\FSOT-PublicData\\trinary_os" ], "sota_models": [ "Hand-maintained FSOTB regression hashes", "Manual opcode registry QA", "Bytecode assembler smoke tests" ], "beats_sota": { "pooled_vs_portable_baseline": true, "channel_trinary_os_portable_vs_baseline": true, "channel_trinary_os_isa_rebuild_vs_baseline": true, "channel_trinary_os_round_trip_vs_baseline": true }, "authority_path": null }, "reproduce": { "ingest": null, "build": "python scripts/build_trinary_os_tier_e_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Trinary_OS_Tier_E" } }, { "panel": "UAP_War_Gov_Release_Panel", "tier": 80, "routes_to_core": "Astronomy", "record_count": 542, "median_error_pct": 0.008488, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.UapWarGovReleasePriors", "maps_to_lean": [ "particle", "astronomical", "consciousness" ], "tags": [ "uap", "war", "gov", "release", "panel" ], "download_bundle": { "benchmark_data": "data/uap_war_gov_release_panel_benchmark.json", "ingest_script": "scripts/ingest_tier80_government_open_data.py", "build_script": "scripts/build_tier80_government_open_data_benchmarks.py", "manifest": "data/tier80_government_open_data_manifest.yaml", "lean_module": "FSOT.Formal.UapWarGovReleasePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/uap_war_gov_release_panel_benchmark.json", "domain": "UAP_War_Gov_Release_Panel", "record_count": 542, "pooled_median_error_pct": 0.008488, "generated_at": "2026-07-12T14:24:10.785171+00:00", "maps_to_lean": [ "particle", "astronomical", "consciousness" ], "D_eff": 20, "sources": [ "vendor/fsot_compute.py\\vendor\\government_open_data\\live_cache\\uap_war_gov_cache.json", "vendor/fsot_compute.py\\vendor\\government_open_data\\uap_war_gov_bundled.json", "https://www.war.gov/UFO/" ], "sota_models": [ "AARO / war.gov release corpus" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier80_government_open_data.py --deep", "build": "python scripts/build_tier80_government_open_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel UAP_War_Gov_Release_Panel" } }, { "panel": "Undiscovered_Element_Candidate_Prereg_Scaffold", "tier": 72, "routes_to_core": "General", "record_count": 25, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.UndiscoveredElementCandidatePreregScaffoldPriors", "maps_to_lean": [ "particle", "nuclear", "atomic", "fusion" ], "tags": [ "undiscovered", "element", "candidate", "prereg", "scaffold" ], "download_bundle": { "benchmark_data": "data/undiscovered_element_candidate_prereg_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier72_periodic_table_benchmarks.py", "manifest": "data/tier72_periodic_table_manifest.yaml", "lean_module": "FSOT.Formal.UndiscoveredElementCandidatePreregScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/undiscovered_element_candidate_prereg_scaffold_benchmark.json", "domain": "Undiscovered_Element_Candidate_Prereg_Scaffold", "record_count": 25, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:11.592134+00:00", "maps_to_lean": [ "particle", "nuclear", "atomic", "fusion" ], "D_eff": 10, "sources": [ "vendor/fsot_compute.py\\vendor\\periodic_table\\undiscovered_element_prereg_candidates.json" ], "sota_models": [ "No Z>118 confirmed element" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_prereg_gate_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier72_periodic_table_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Undiscovered_Element_Candidate_Prereg_Scaffold" } }, { "panel": "UniProt_Protein_Annotations", "tier": 38, "routes_to_core": "Biology", "record_count": 22, "median_error_pct": 0.026684, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.UniprotProteinAnnotationsPriors", "maps_to_lean": [ "biological", "medical" ], "tags": [ "uniprot", "protein", "annotations" ], "download_bundle": { "benchmark_data": "data/uniprot_protein_annotations_benchmark.json", "ingest_script": "scripts/ingest_tier38_public_data.py", "build_script": "scripts/build_tier38_public_data_benchmarks.py", "manifest": "data/tier38_public_apis_manifest.yaml", "lean_module": "FSOT.Formal.UniprotProteinAnnotationsPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/uniprot_protein_annotations_benchmark.json", "domain": "UniProt_Protein_Annotations", "record_count": 22, "pooled_median_error_pct": 0.026684, "generated_at": "2026-07-13T15:23:12.749912+00:00", "maps_to_lean": [ "biological", "medical" ], "D_eff": 12, "sources": [ "UniProt_REST" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier38_public_data.py --deep", "build": "python scripts/build_tier38_public_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel UniProt_Protein_Annotations" } }, { "panel": "UniProt_Structure_Annotations_Deep", "tier": 56, "routes_to_core": "Biology", "record_count": 121, "median_error_pct": 0.0, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.UniProtStructureAnnotationsDeepPriors", "maps_to_lean": [ "biological", "medical", "material" ], "tags": [ "uniprot", "structure", "annotations", "deep" ], "download_bundle": { "benchmark_data": "data/uniprot_structure_annotations_deep_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier56_genetics_benchmarks.py", "manifest": "data/tier56_genetics_manifest.yaml", "lean_module": "FSOT.Formal.UniProtStructureAnnotationsDeepPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/uniprot_structure_annotations_deep_benchmark.json", "domain": "UniProt_Structure_Annotations_Deep", "record_count": 121, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T16:11:59.816802+00:00", "maps_to_lean": [ "biological", "medical", "material" ], "D_eff": 13, "sources": [ "uniprot_summary.json", "rcsb_pdb_summary.json" ], "sota_models": [ "UniProt REST" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_sequence_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier56_genetics_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel UniProt_Structure_Annotations_Deep" } }, { "panel": "Unified_DB_Candidate_Crosswalk", "tier": 69, "routes_to_core": "Pure_Mathematics", "record_count": 46, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.UnifiedDBCandidateCrosswalkPriors", "maps_to_lean": [ "mathematical", "particle", "medical", "ai" ], "tags": [ "unified", "candidate", "crosswalk" ], "download_bundle": { "benchmark_data": "data/unified_db_candidate_crosswalk_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier69_unified_db_crosswalk_benchmarks.py", "manifest": "data/tier69_unified_db_manifest.yaml", "lean_module": "FSOT.Formal.UnifiedDBCandidateCrosswalkPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/unified_db_candidate_crosswalk_benchmark.json", "domain": "Unified_DB_Candidate_Crosswalk", "record_count": 46, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T15:13:10.390709+00:00", "maps_to_lean": [ "mathematical", "particle", "medical", "ai" ], "D_eff": 17, "sources": [ "fsot_aggregate_unified_db_benchmark.json", "formula_corpus_closure_benchmark.json", "prediction_rederivation_benchmark.json" ], "sota_models": [ "Desktop aggregate DB inventory" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_candidate_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier69_unified_db_crosswalk_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Unified_DB_Candidate_Crosswalk" } }, { "panel": "Unified_DB_Crosswalk_Spine", "tier": 69, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.0020923899350648867, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.UnifiedDBCrosswalkSpinePriors", "maps_to_lean": [ "mathematical", "particle", "medical", "ai" ], "tags": [ "unified", "crosswalk", "spine" ], "download_bundle": { "benchmark_data": "data/unified_db_crosswalk_spine_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier69_unified_db_crosswalk_benchmarks.py", "manifest": "data/tier69_unified_db_manifest.yaml", "lean_module": "FSOT.Formal.UnifiedDBCrosswalkSpinePriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/unified_db_crosswalk_spine_benchmark.json", "domain": "Unified_DB_Crosswalk_Spine", "record_count": 24, "pooled_median_error_pct": 0.0020923899350648867, "generated_at": "2026-07-12T14:25:18.964722+00:00", "maps_to_lean": [ "mathematical", "particle", "medical", "ai" ], "D_eff": 17, "sources": [ "tier69_unified_db_panels", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier69_unified_db_crosswalk_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Unified_DB_Crosswalk_Spine" } }, { "panel": "VL_Agent_Distill_Panel", "tier": 88, "routes_to_core": "Computer_Science", "record_count": 24, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.VlAgentDistillPanelPriors", "maps_to_lean": [ "ai", "consciousness" ], "tags": [ "agent", "distill", "panel" ], "download_bundle": { "benchmark_data": "data/vl_agent_distill_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.VlAgentDistillPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/vl_agent_distill_panel_benchmark.json", "domain": "VL_Agent_Distill_Panel", "record_count": 6, "pooled_median_error_pct": 0.031506, "generated_at": "2026-07-15T16:12:36.269087+00:00", "maps_to_lean": [ "ai", "consciousness" ], "D_eff": 14, "sources": [ "vendor\\application_wiring\\tier88_cache\\vl_agent_cache.json", "desktop_vl_distill" ], "sota_models": [ "Vision-language agent distillation atlas" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_desktop_wiring_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier88_application_wiring.py --deep", "build": "python scripts/build_tier88_application_wiring_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel VL_Agent_Distill_Panel" } }, { "panel": "VL_Distill_Atlas", "tier": 37, "routes_to_core": "Psychology", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.VlDistillAtlasPriors", "maps_to_lean": [ "consciousness", "ai", "neural" ], "tags": [ "distill", "atlas" ], "download_bundle": { "benchmark_data": "data/vl_distill_atlas_benchmark.json", "ingest_script": null, "build_script": "scripts/build_vl_distill_atlas_benchmark.py", "manifest": "data/vl_distill_atlas_manifest.yaml", "lean_module": "FSOT.Formal.VlDistillAtlasPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/vl_distill_atlas_benchmark.json", "domain": "VL_Distill_Atlas", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-15T05:07:37.811387+00:00", "maps_to_lean": [ "consciousness", "ai", "neural" ], "D_eff": 12, "sources": [ "vendor/vl_distill/fsot_atlas_summary.json", "vendor/vl_distill/fsot_domain_registry.json", "vendor/vl_distill/distill_dataset.meta.json", "vendor/vl_distill/fsot_competitive_report.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_vl_distill_atlas_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel VL_Distill_Atlas" } }, { "panel": "Virology", "tier": 41, "routes_to_core": "Biochemistry", "record_count": 50, "median_error_pct": 0.04593318440797614, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.VirologyExtensionPriors", "maps_to_lean": [ "medical", "biological" ], "tags": [ "virology" ], "download_bundle": { "benchmark_data": "data/virology_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_f_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.VirologyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/virology_extension_benchmark.json", "domain": "Virology", "record_count": 50, "pooled_median_error_pct": 0.04593318440797614, "generated_at": "2026-07-11T16:11:58.846798+00:00", "maps_to_lean": [ "medical", "biological" ], "D_eff": 14, "sources": [ "virology_reference", "immunology", "PubChem_antivirals" ], "sota_models": [ "Virology surrogate baselines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_viral_observables_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_f_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Virology" } }, { "panel": "Virology_Panel", "tier": 84, "routes_to_core": "Biology", "record_count": 24, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.VirologyPanelPriors", "maps_to_lean": [ "biological", "medical" ], "tags": [ "virology", "panel" ], "download_bundle": { "benchmark_data": "data/virology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier84_scientific_expansion.py", "build_script": "scripts/build_tier84_scientific_expansion_benchmarks.py", "manifest": "data/tier84_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.VirologyPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/virology_panel_benchmark.json", "domain": "Virology_Panel", "record_count": 24, "pooled_median_error_pct": 0.022236, "generated_at": "2026-07-12T16:20:21.609218+00:00", "maps_to_lean": [ "biological", "medical" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\tier84_cache\\virology_cache.json", "NCBI nuccore virus", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier84_scientific_expansion.py --deep", "build": "python scripts/build_tier84_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Virology_Panel" } }, { "panel": "VizieR_WDS_TAP_Live_Deep", "tier": 68, "routes_to_core": "Astronomy", "record_count": 121, "median_error_pct": 0.026954, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.VizieRWdsTapLiveDeepPriors", "maps_to_lean": [ "astronomical", "galactic", "cmb" ], "tags": [ "vizier", "wds", "tap", "live", "deep" ], "download_bundle": { "benchmark_data": "data/vizier_wds_tap_live_deep_benchmark.json", "ingest_script": "scripts/ingest_tier68_live_ingest.py", "build_script": "scripts/build_tier68_live_ingest_benchmarks.py", "manifest": "data/tier68_live_ingest_manifest.yaml", "lean_module": "FSOT.Formal.VizieRWdsTapLiveDeepPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/vizier_wds_tap_live_deep_benchmark.json", "domain": "VizieR_WDS_TAP_Live_Deep", "record_count": 91, "pooled_median_error_pct": 0.026954, "generated_at": "2026-07-16T13:55:20.793338+00:00", "maps_to_lean": [ "astronomical", "galactic", "cmb" ], "D_eff": 21, "sources": [ "vendor\\live_cache\\tier68\\vizier_wds_tap_live_cache.json", "wds_live_multiplicity_deep_benchmark.json" ], "sota_models": [ "WDS catalog astrometry" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier68_live_ingest.py --deep", "build": "python scripts/build_tier68_live_ingest_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel VizieR_WDS_TAP_Live_Deep" } }, { "panel": "Volcanology_Panel", "tier": 82, "routes_to_core": "Thermodynamics", "record_count": 90, "median_error_pct": 0.023502, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.VolcanologyPriors", "maps_to_lean": [ "particle", "energy" ], "tags": [ "volcanology", "panel" ], "download_bundle": { "benchmark_data": "data/volcanology_panel_benchmark.json", "ingest_script": "scripts/ingest_tier82_scientific_expansion.py", "build_script": "scripts/build_tier82_scientific_expansion_benchmarks.py", "manifest": "data/tier82_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.VolcanologyPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/volcanology_panel_benchmark.json", "domain": "Volcanology_Panel", "record_count": 90, "pooled_median_error_pct": 0.023502, "generated_at": "2026-07-12T14:06:48.766500+00:00", "maps_to_lean": [ "particle", "energy" ], "D_eff": 19, "sources": [ "vendor/fsot_compute.py\\vendor\\scientific_expansion\\live_cache\\volcanology_cache.json", "USGS/GVP" ], "sota_models": [ "GVP/USGS geohazard" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier82_scientific_expansion.py --deep", "build": "python scripts/build_tier82_scientific_expansion_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Volcanology_Panel" } }, { "panel": "WDS_Live_Multiplicity_Deep", "tier": 62, "routes_to_core": "Astronomy", "record_count": 281, "median_error_pct": 0.026954, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.WDSLiveMultiplicityDeepPriors", "maps_to_lean": [ "astronomical", "galactic" ], "tags": [ "wds", "live", "multiplicity", "deep" ], "download_bundle": { "benchmark_data": "data/wds_live_multiplicity_deep_benchmark.json", "ingest_script": "scripts/ingest_tier62_live_astrometry.py", "build_script": "scripts/build_tier62_astrometry_benchmarks.py", "manifest": "data/tier62_astrometry_manifest.yaml", "lean_module": "FSOT.Formal.WDSLiveMultiplicityDeepPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/wds_live_multiplicity_deep_benchmark.json", "domain": "WDS_Live_Multiplicity_Deep", "record_count": 281, "pooled_median_error_pct": 0.026954, "generated_at": "2026-07-12T12:43:16.174341+00:00", "maps_to_lean": [ "astronomical", "galactic" ], "D_eff": 19, "sources": [ "vendor/fsot_compute.py\\vendor\\stellar_structures\\wds_live_cache.json", "vendor/fsot_compute.py\\vendor\\stellar_structures\\wds_multiplicity_expanded.json" ], "sota_models": [ "WDS orbital catalog" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true, "channel_wds_consistency_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier62_live_astrometry.py --deep", "build": "python scripts/build_tier62_astrometry_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel WDS_Live_Multiplicity_Deep" } }, { "panel": "Warp_BH_WH_Portal_Panel", "tier": 78, "routes_to_core": "Quantum_Mechanics", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.WarpBhWhPortalPriors", "maps_to_lean": [ "blackhole", "quantum", "cosmological", "fluid_dynamics", "electromagnetism" ], "tags": [ "warp", "portal", "panel" ], "download_bundle": { "benchmark_data": "data/warp_bh_wh_portal_benchmark.json", "ingest_script": null, "build_script": "scripts/build_warp_bh_wh_portal_benchmark.py", "manifest": "data/warp_bh_wh_portal_manifest.yaml", "lean_module": "FSOT.Formal.WarpBhWhPortalPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/warp_bh_wh_portal_benchmark.json", "domain": "Warp_BH_WH_Portal_Panel", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:36.854828+00:00", "maps_to_lean": [ "blackhole", "quantum", "cosmological", "fluid_dynamics", "electromagnetism" ], "D_eff": 29, "sources": [ "C:\\Users\\damia\\Desktop\\FSOT-Legacy-Physics-Connections\\concept_refinement\\warp_actuation_formula_fsot21.json", "vendor/fsot_compute.py\\data\\lab_registry.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_warp_bh_wh_portal_benchmark.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Warp_BH_WH_Portal_Panel" } }, { "panel": "World_Bank_Development", "tier": 38, "routes_to_core": "Psychology", "record_count": 420, "median_error_pct": 0.02584, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.WorldBankDevelopmentPriors", "maps_to_lean": [ "consciousness", "economic" ], "tags": [ "world", "bank", "development" ], "download_bundle": { "benchmark_data": "data/world_bank_development_benchmark.json", "ingest_script": "scripts/ingest_tier38_public_data.py", "build_script": "scripts/build_tier38_public_data_benchmarks.py", "manifest": "data/tier38_public_apis_manifest.yaml", "lean_module": "FSOT.Formal.WorldBankDevelopmentPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/world_bank_development_benchmark.json", "domain": "World_Bank_Development", "record_count": 420, "pooled_median_error_pct": 0.02584, "generated_at": "2026-07-13T15:23:12.599944+00:00", "maps_to_lean": [ "consciousness", "economic" ], "D_eff": 20, "sources": [ "World_Bank_Open_Data" ], "sota_models": [], "beats_sota": {}, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier38_public_data.py --deep", "build": "python scripts/build_tier38_public_data_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel World_Bank_Development" } }, { "panel": "XR_Interactive_Media_Math_Scaffold", "tier": 61, "routes_to_core": "Computer_Science", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.XRInteractiveMediaMathScaffoldPriors", "maps_to_lean": [ "ai", "consciousness", "neural", "mathematical", "acoustical" ], "tags": [ "interactive", "media", "math", "scaffold" ], "download_bundle": { "benchmark_data": "data/xr_interactive_media_math_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier61_creative_media_benchmarks.py", "manifest": "data/tier61_creative_media_manifest.yaml", "lean_module": "FSOT.Formal.XRInteractiveMediaMathScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/xr_interactive_media_math_scaffold_benchmark.json", "domain": "XR_Interactive_Media_Math_Scaffold", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-11T16:10:56.153928+00:00", "maps_to_lean": [ "ai", "consciousness", "neural", "mathematical", "acoustical" ], "D_eff": 14, "sources": [ "vendor/fsot_compute.py\\vendor\\creative_media\\xr_game_design_public_anchors.json", "openneuro_summary.json" ], "sota_models": [ "VR comfort / engine timing guidelines" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_xr_math_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier61_creative_media_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel XR_Interactive_Media_Math_Scaffold" } }, { "panel": "Z120_Z126_Beam_Synthesis_Panel", "tier": 74, "routes_to_core": "Materials_Science", "record_count": 20, "median_error_pct": 9.5e-05, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.Z120Z126BeamSynthesisPanelPriors", "maps_to_lean": [ "fusion", "particle", "nuclear", "material" ], "tags": [ "z120", "z126", "beam", "synthesis", "panel" ], "download_bundle": { "benchmark_data": "data/z120_z126_beam_synthesis_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier74_superheavy_island_benchmarks.py", "manifest": "data/tier74_superheavy_island_manifest.yaml", "lean_module": "FSOT.Formal.Z120Z126BeamSynthesisPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/z120_z126_beam_synthesis_panel_benchmark.json", "domain": "Z120_Z126_Beam_Synthesis_Panel", "record_count": 20, "pooled_median_error_pct": 9.5e-05, "generated_at": "2026-07-11T15:13:12.249394+00:00", "maps_to_lean": [ "fusion", "particle", "nuclear", "material" ], "D_eff": 20, "sources": [ "vendor/fsot_compute.py\\vendor\\superheavy_island\\z120_z126_beam_reactions.json", "heavy_ion_lab_synthesis_panel_benchmark.json" ], "sota_models": [ "No Z=120-126 synthesized" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_island_beam_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier74_superheavy_island_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Z120_Z126_Beam_Synthesis_Panel" } }, { "panel": "Z164_Distant_Island_Prereg_Scaffold", "tier": 75, "routes_to_core": "General", "record_count": 24, "median_error_pct": 0.0, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.Z164DistantIslandPreregScaffoldPriors", "maps_to_lean": [ "particle", "nuclear", "fusion" ], "tags": [ "z164", "distant", "island", "prereg", "scaffold" ], "download_bundle": { "benchmark_data": "data/z164_distant_island_prereg_scaffold_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier75_periodic_extension_closure_benchmarks.py", "manifest": "data/tier75_periodic_extension_closure_manifest.yaml", "lean_module": "FSOT.Formal.Z164DistantIslandPreregScaffoldPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/z164_distant_island_prereg_scaffold_benchmark.json", "domain": "Z164_Distant_Island_Prereg_Scaffold", "record_count": 24, "pooled_median_error_pct": 0.0, "generated_at": "2026-07-12T14:25:27.142070+00:00", "maps_to_lean": [ "particle", "nuclear", "fusion" ], "D_eff": 24, "sources": [ "vendor/fsot_compute.py\\vendor\\superheavy_island\\distant_island_z128_z164_anchors.json", "vendor/fsot_compute.py\\vendor\\periodic_table\\undiscovered_element_prereg_candidates.json", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier75_periodic_extension_closure_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Z164_Distant_Island_Prereg_Scaffold" } }, { "panel": "Zebrafish_Cell_Tracking_Panel", "tier": 95, "routes_to_core": "Biology", "record_count": 20, "median_error_pct": 0.022236, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ZebrafishCellTrackingPanelPriors", "maps_to_lean": [ "biological", "genetics", "neural" ], "tags": [ "zebrafish", "cell", "tracking", "panel" ], "download_bundle": { "benchmark_data": "data/zebrafish_cell_tracking_panel_benchmark.json", "ingest_script": "scripts/ingest_tier95_zebrahub_development.py", "build_script": "scripts/build_tier95_zebrahub_development_benchmarks.py", "manifest": "data/tier95_zebrahub_development_manifest.yaml", "lean_module": "FSOT.Formal.ZebrafishCellTrackingPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/zebrafish_cell_tracking_panel_benchmark.json", "domain": "Zebrafish_Cell_Tracking_Panel", "record_count": 20, "pooled_median_error_pct": 0.022236, "generated_at": "2026-07-16T13:42:50.449164+00:00", "maps_to_lean": [ "biological", "genetics", "neural" ], "D_eff": 20, "sources": [ "zebrahub.sf.czbiohub.org", "tier95_zebrahub_tracks_cache.json" ], "sota_models": [ "Manual 3D cell tracking without FSOT developmental coupling" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_zebrahub_tracking_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier95_zebrahub_development.py --deep", "build": "python scripts/build_tier95_zebrahub_development_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Zebrafish_Cell_Tracking_Panel" } }, { "panel": "Zebrafish_Developmental_Mechanics_Panel", "tier": 95, "routes_to_core": "Biology", "record_count": 31, "median_error_pct": 0.017789, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ZebrafishDevelopmentalMechanicsPanelPriors", "maps_to_lean": [ "biological", "genetics", "neural" ], "tags": [ "zebrafish", "developmental", "mechanics", "panel" ], "download_bundle": { "benchmark_data": "data/zebrafish_developmental_mechanics_panel_benchmark.json", "ingest_script": "scripts/ingest_tier95_zebrahub_development.py", "build_script": "scripts/build_tier95_zebrahub_development_benchmarks.py", "manifest": "data/tier95_zebrahub_development_manifest.yaml", "lean_module": "FSOT.Formal.ZebrafishDevelopmentalMechanicsPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/zebrafish_developmental_mechanics_panel_benchmark.json", "domain": "Zebrafish_Developmental_Mechanics_Panel", "record_count": 31, "pooled_median_error_pct": 0.017789, "generated_at": "2026-07-16T13:42:50.455006+00:00", "maps_to_lean": [ "biological", "genetics", "neural" ], "D_eff": 21, "sources": [ "tier95_zebrahub_tracks_cache.json", "tier95_zebrahub_gpu_imaging_cache.json" ], "sota_models": [ "Ultrack without FSOT zero-parameter developmental bridge" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_developmental_mechanics_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier95_zebrahub_development.py --deep", "build": "python scripts/build_tier95_zebrahub_development_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Zebrafish_Developmental_Mechanics_Panel" } }, { "panel": "Zebrafish_Longevity_Genetics_Coupling_Panel", "tier": 95, "routes_to_core": "Biology", "record_count": 24, "median_error_pct": 0.014453500000000001, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ZebrafishLongevityGeneticsCouplingPanelPriors", "maps_to_lean": [ "biological", "genetics", "consciousness" ], "tags": [ "zebrafish", "longevity", "genetics", "coupling", "panel" ], "download_bundle": { "benchmark_data": "data/zebrafish_longevity_genetics_coupling_panel_benchmark.json", "ingest_script": "scripts/ingest_tier95_zebrahub_development.py", "build_script": "scripts/build_tier95_zebrahub_development_benchmarks.py", "manifest": "data/tier95_zebrahub_development_manifest.yaml", "lean_module": "FSOT.Formal.ZebrafishLongevityGeneticsCouplingPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/zebrafish_longevity_genetics_coupling_panel_benchmark.json", "domain": "Zebrafish_Longevity_Genetics_Coupling_Panel", "record_count": 15, "pooled_median_error_pct": 0.013342, "generated_at": "2026-07-16T13:42:50.459108+00:00", "maps_to_lean": [ "biological", "genetics", "consciousness" ], "D_eff": 22, "sources": [ "tier94_longevity", "tier95_zebrahub_tracks", "Danio rerio" ], "sota_models": [ "AlphaFold static structure without developmental FSOT coupling" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_longevity_development_vs_baseline": true }, "authority_path": "I:\\FSOT-Physical-Archive\\02_FSOT-2.1-Lean-Full\\vendor\\fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier95_zebrahub_development.py --deep", "build": "python scripts/build_tier95_zebrahub_development_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Zebrafish_Longevity_Genetics_Coupling_Panel" } }, { "panel": "Zero_Boundary_Not_Entity_Panel", "tier": 91, "routes_to_core": "Pure_Mathematics", "record_count": 24, "median_error_pct": 0.020055, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ZeroBoundaryNotEntityPanelPriors", "maps_to_lean": [ "mathematical", "particle", "consciousness" ], "tags": [ "zero", "boundary", "not", "entity", "panel" ], "download_bundle": { "benchmark_data": "data/zero_boundary_not_entity_panel_benchmark.json", "ingest_script": "scripts/ingest_tier91_foundational_ontology.py", "build_script": "scripts/build_tier91_foundational_ontology_benchmarks.py", "manifest": "data/tier91_foundational_ontology_manifest.yaml", "lean_module": "FSOT.Formal.ZeroBoundaryNotEntityPanelPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/zero_boundary_not_entity_panel_benchmark.json", "domain": "Zero_Boundary_Not_Entity_Panel", "record_count": 24, "pooled_median_error_pct": 0.020055, "generated_at": "2026-07-12T17:36:28.153486+00:00", "maps_to_lean": [ "mathematical", "particle", "consciousness" ], "D_eff": 18, "sources": [ "vendor/fsot_compute.py\\data\\foundational_ontology_axioms.yaml", "vendor/fsot_compute.py\\data\\canonical_constants.json", "positional_carry_theory", "c_thin_depth_pass" ], "sota_models": [ "C_thin depth relay" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_depth_relay_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier91_foundational_ontology.py --deep", "build": "python scripts/build_tier91_foundational_ontology_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Zero_Boundary_Not_Entity_Panel" } }, { "panel": "Zero_Day_Risk_Evaluator", "tier": 43, "routes_to_core": "Computer_Science", "record_count": 26, "median_error_pct": 0.010337117254355377, "coverage_tier": "B_verified", "lean_module": "FSOT.Formal.ZeroDayRiskEvaluatorPriors", "maps_to_lean": [ "ai", "medical", "particle", "consciousness" ], "tags": [ "zero", "day", "risk", "evaluator" ], "download_bundle": { "benchmark_data": "data/zero_day_risk_evaluator_cybersecurity_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_h_cybersecurity_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ZeroDayRiskEvaluatorPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/zero_day_risk_evaluator_cybersecurity_benchmark.json", "domain": "Zero_Day_Risk_Evaluator", "record_count": 26, "pooled_median_error_pct": 0.010337117254355377, "generated_at": "2026-07-10T13:13:11.588341+00:00", "maps_to_lean": [ "ai", "medical", "particle", "consciousness" ], "D_eff": 18, "sources": [ "zero_day_reference", "tier_h_child_rollup", "code_genome_holes" ], "sota_models": [ "ML ensemble exploit detectors" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_zero_day_eval_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_h_cybersecurity_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Zero_Day_Risk_Evaluator" } }, { "panel": "Zoology", "tier": 35, "routes_to_core": "Biology", "record_count": 1000, "median_error_pct": 0.01778900030815634, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.ZoologyExtensionPriors", "maps_to_lean": [ "biological", "medical" ], "tags": [ "zoology" ], "download_bundle": { "benchmark_data": "data/zoology_extension_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier_d_extension_benchmarks.py", "manifest": null, "lean_module": "FSOT.Formal.ZoologyExtensionPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/zoology_extension_benchmark.json", "domain": "Zoology", "record_count": 1000, "pooled_median_error_pct": 0.01778900030815634, "generated_at": "2026-07-11T15:13:14.004839+00:00", "maps_to_lean": [ "biological", "medical" ], "D_eff": 14, "sources": [ "GBIF_Animalia", "gbif_occurrence_bridge" ], "sota_models": [ "GBIF animal occurrence QA" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_animal_occurrence_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": null, "build": "python scripts/build_tier_d_extension_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel Zoology" } }, { "panel": "iNaturalist_Observation_Panel", "tier": 81, "routes_to_core": "Biology", "record_count": 288, "median_error_pct": 0.006006, "coverage_tier": "A_strong", "lean_module": "FSOT.Formal.InaturalistObservationPriors", "maps_to_lean": [ "biological", "ecological" ], "tags": [ "inaturalist", "observation", "panel" ], "download_bundle": { "benchmark_data": "data/inaturalist_observation_panel_benchmark.json", "ingest_script": "scripts/ingest_tier81_public_verifiable.py", "build_script": "scripts/build_tier81_public_verifiable_benchmarks.py", "manifest": "data/tier81_public_verifiable_manifest.yaml", "lean_module": "FSOT.Formal.InaturalistObservationPriors" }, "scientific": { "benchmark_exists": true, "benchmark_path": "data/inaturalist_observation_panel_benchmark.json", "domain": "iNaturalist_Observation_Panel", "record_count": 288, "pooled_median_error_pct": 0.006006, "generated_at": "2026-07-12T13:58:17.955677+00:00", "maps_to_lean": [ "biological", "ecological" ], "D_eff": 15, "sources": [ "vendor/fsot_compute.py\\vendor\\public_verifiable\\live_cache\\inaturalist_cache.json", "https://api.inaturalist.org/" ], "sota_models": [ "iNaturalist public observations" ], "beats_sota": { "pooled_vs_domain_baseline": true, "channel_fsot_prediction_vs_baseline": true }, "authority_path": "vendor/fsot_compute.py" }, "reproduce": { "ingest": "python scripts/ingest_tier81_public_verifiable.py --deep", "build": "python scripts/build_tier81_public_verifiable_benchmarks.py --skip-ingest", "verify_panel": "python scripts/reproduce_domain_panel.py --panel iNaturalist_Observation_Panel" } } ], "by_core_domain": { "Astronomy": [ "Arxiv_Gravitational_Waves_Panel", "Astrophysical_Structure_Crosswalk", "Breakthrough_Discoveries_2024_2026", "Compact_Object_Binary_Events", "Distant_Island_Emergence_Simulation", "Exogeology", "Exogeology_Panel", "Exoplanet_System_Architecture", "Founding_Cosmic_Ray_Panel", "Founding_Pulsar_Glitch_Panel", "Founding_White_Dwarf_Cooling_Panel", "GWOSC_Live_Event_Deep", "Gaia_Astrometry_Panel_Deep", "Gaia_DR3_TAP_Deep", "Galactic_Structure_Sample", "Interdisciplinary_Spine_Crosswalk", "NASA_Exoplanet_Archive", "NASA_NEO_Feed_Panel", "Natural_Formation_Element_Simulation", "Orbital_Mechanics", "Radio_Astronomy_Panel", "SIMBAD_Stellar_Identity_Deep", "STScI_MAST_Telescope_Panel", "Small_Body_Orbits", "Solar_System_Structure_Deep", "Space_Propulsion_Systems", "Stellar_Multiplicity_Catalog", "Stellar_Multiplicity_Live_Deep", "Superheavy_Island_Emergence_Simulation", "UAP_War_Gov_Release_Panel", "VizieR_WDS_TAP_Live_Deep", "WDS_Live_Multiplicity_Deep" ], "Astrophysics": [ "BlackHole_WhiteHole_Cycle_Live_Panel", "Founding_Cosmic_Dust_Panel", "Founding_Galactic_Halo_Rotation_Panel", "Geochemistry", "Grace_Cryosphere", "Planetary_Atmospheres", "Planetary_Structure", "Prediction_Rederivation" ], "Biochemistry": [ "Adjacent_Rung_Coupling", "CVE_Codon_Hole_Falsification", "Cardiology", "Cardiology_Panel", "ClinicalTrials_Medical_Panel", "Clinical_Medicine", "Compactification_Ladder", "Culinary_Arts", "Epidemiology", "Epidemiology_Panel", "Government_Open_Data_Spine", "Immunology", "Immunology_Panel", "Malware_Threat_Intelligence", "Medical_Galactic_Orbital_Bridge", "Neuroimmunology", "Oncology", "Pharmacokinetics", "Pharmacology", "PubChem_Live_Deep", "RCSB_PDB_Structures", "Scientific_Expansion_Wave2_Spine", "Toxicology_Panel", "Virology" ], "Biology": [ "Agriculture_Agroecology", "Biological_CUDA_Physarum", "Biology_Developmental_Structural_Depth_Panel", "Biophysics_Public_Panel", "Botany", "Code_Genome_Structure", "Entomology", "Entomology_Panel", "Ethology_Panel", "Food_Microbiology", "GBIF_Species_Occurrence", "Genomic_Sciences", "IGEM_Live_FASTA_Ingest", "IGEM_Parts_Expanded", "IGEM_Synthetic_Biology", "Longevity_AnAge_Catalog_Panel", "Longevity_Extreme_Species_Panel", "Longevity_Genetic_Mechanics_Panel", "Longevity_MegaDeep_NCBI_Panel", "Longevity_Telomere_Repair_Panel", "Marine_Biology", "Marine_Biology_Panel", "Mycology", "Mycology_Panel", "NCBI_Gene_Public_Panel", "Paleontology_Panel", "Phi_Morphogenetic_Scaling", "Physarum_Biological_CUDA_Panel", "Preregistered_Outcome_Tracking", "Preregistered_Predictions", "Preregistered_Predictions_Verification_Scaffold", "Public_Verifiable_Spine", "Scientific_Expansion_Spine", "Soil_Science_Panel", "Sports_Biomechanics", "Synthetic_Biology", "Tier_94_Longevity_Spine", "Tier_95_Zebrafish_Spine", "UniProt_Protein_Annotations", "UniProt_Structure_Annotations_Deep", "Virology_Panel", "Zebrafish_Cell_Tracking_Panel", "Zebrafish_Developmental_Mechanics_Panel", "Zebrafish_Longevity_Genetics_Coupling_Panel", "Zoology", "iNaturalist_Observation_Panel" ], "Computer_Science": [ "AI_Galactic_Orbital_Bridge", "Adversarial_Fractal_Break_Tests", "Certified_Agent_Formal_Panel", "Desktop_Application_Wiring_Spine", "External_OSS_Code_Genome", "Interactive_Media_Prereg_Scaffold", "Intrinsic_LLM_Validators_Panel", "Network_Internet_Protocols", "Portable_Clone_Verify", "Proof_Carrying_Code_Genome", "Scientific_Expansion_Depth_Wave2_Spine", "Secure_Software_Engineering", "Trinary_Hardware_Live_Panel", "VL_Agent_Distill_Panel", "XR_Interactive_Media_Math_Scaffold", "Zero_Day_Risk_Evaluator" ], "Condensed_Matter": [ "Condensed_Matter_Superconductivity_Depth_Panel" ], "Cosmology": [ "Cosmology_Anomalies", "Cosmology_Anomaly_Deep_Panel", "Cosmology_Bubble_Bleed", "Cosmology_Extended" ], "General": [ "CERN_Open_Data_LHC", "Dark_Energy_CPL", "Dark_Sector_Open_Problems", "Distant_Island_Z128_Z132_Deep_Panel", "Founding_Atmospheric_Ozone_Panel", "Geomagnetism", "Higgs_Mass", "Hubble_Bubble_Tension", "Hubble_Dark_Sector_Crosswalk", "Island_Of_Stability_Deep_Panel", "Magnetosphere", "Magnetosphere_Extended", "NIST_CODATA_Constants", "Neutrino_Physics_Panel", "PDG_Particle_Properties", "PubChem_Compound_Properties", "RD_Interval_Tightening_Panel", "SH0ES_Refined", "Superheavy_Element_Stability_Panel", "Undiscovered_Element_Candidate_Prereg_Scaffold", "Z164_Distant_Island_Prereg_Scaffold" ], "Materials_Science": [ "Acoustic_Resonance_Materials", "CRC_Handbook_Properties", "Chemical_Structure_Stability_Panel", "Civil_Engineering", "Civil_Engineering_Panel", "Cold_Fusion_Lab_Synthesis_Crosswalk", "Element_Synthesis_Condition_Scaffold", "Heavy_Ion_Lab_Synthesis_Panel", "Lab_Synthesis_Metamaterial_Spine", "Live_Ingest_Spine", "Machine_And_Molecule_Live_Panel", "Material_In_Silico_Screening_Scaffold", "Material_Property_Verification_Scaffold", "Materials_Creep_Fracture_Depth_Panel", "Materials_Engineering", "Materials_Genome_Crosswalk", "Materials_Project_Live_Panel", "Materials_Species_Bridge", "Materials_Species_Bridge_Live_Panel", "Mechanical_Engineering", "Mechanical_Engineering_Panel", "Metamaterial_Fluid_Design_Prereg_Scaffold", "Periodic_Table_Completion_Spine", "Periodic_Table_Extension_Closure_Spine", "Periodic_Table_Public_Panel", "Petrology_Geochemistry_Panel", "PubChem_Stability_Panel", "Quantum_Materials", "Robotics_Control_Systems_Panel", "Scientific_Expansion_Wave3_Spine", "Semiconductor_Physics_Public_Panel", "Superheavy_Island_Completion_Spine", "Term3_Acoustic_Bleed_Depth", "Z120_Z126_Beam_Synthesis_Panel" ], "Neuroscience": [ "Arxiv_Brain_Knowledge_Panel", "Hybrid_FI_Sim_Multi_Hero_Panel", "Hybrid_FI_Sim_Stratum_Deep_Panel", "Living_FSOT_Hardware_Panel", "Neural_Galactic_Orbital_Bridge", "Neuron_Multi_Hero", "Neuroscience_Connectomics_Depth_Panel", "OpenNeuro_Full_Panel", "Particle_Neural_Orbital_Bridge" ], "Optics": [ "Optics_Interferometry_Depth_Panel" ], "Psychology": [ "Actuarial_Science_Panel", "Anthropology", "Arxiv_Primitives_Panel", "Arxiv_Primitives_V14", "Binary_Decoder_Panel", "Binary_Decoder_Rendlesham", "Boundary_Partition_Tightening", "Certified_Agent_Qwen", "Computational_Reasoning", "Consciousness_Econ", "Consciousness_Expansion_Spine", "Consciousness_Galactic_Orbital_Bridge", "Consciousness_Genetics_Coupling_Panel", "Consciousness_Genetics_Species_Panel", "Consciousness_Soul_Bridge", "Consciousness_Species_Multi_Panel", "Creative_Arts_Math_Spine", "Crossref_Scholarly_Panel", "Domain_Coupling_Simulation", "Domain_Coupling_Simulation_Refresh_Panel", "Econometrics", "Econophysics", "FPC_Fluidlink_Timing_Deep_Panel", "FPC_Temporal_Coupling", "Finance_Markets", "Finance_Markets_Panel", "Fluid_Phase_Current_Spine", "Fluid_Spacetime_Observable_Spine", "Fluid_Spacetime_Prereg_Validation_Panel", "History", "History_Panel", "Initiation_Transformation_Archetype", "Intrinsic_LLM_Validators", "Law_Policy", "Law_Policy_Panel", "Linguistics_Formal", "Longevity_Consciousness_Coupling_Panel", "Microtubule_Quantum_Consciousness_Panel", "Neuroeconomics", "Neuroeconomics_Panel", "Nothing_Perfection_Friction_Origin_Panel", "Observer_Channel_Derivation", "Observer_Effect_Cross_Species_Panel", "Omni_Theory_Genesis", "Omni_Theory_Humanities_Panel", "OpenAlex_Citation_Graph", "Programming_Language_Laws", "Psychology_Psychometrics_Depth_Panel", "Robotics_Control_Systems", "Rust_Lean_Bridge", "Stumped_Observables_Panel", "Stumped_Observables_Spine", "Supply_Chain_Logistics", "Supply_Chain_Logistics_Panel", "Symbolic_Archetype_Panel", "Tier_93_Dual_Wave_Spine", "Time_Domain_Crosswalk", "Time_Emergence_Deep_Panel", "Time_Emergence_Simulation", "Tokenization_Live_Panel", "Tokenization_Smoke", "Trinary_Hardware_Motif", "Trinary_OS_ISA_Rebuild", "Trinary_OS_Portable", "Trinary_OS_Round_Trip", "Trinary_OS_Tier_E", "VL_Distill_Atlas", "World_Bank_Development" ], "Pure_Mathematics": [ "Alternate_Base_Mathematics_Explorer_Panel", "Alternate_Base_Mathematics_Spine", "Bibliography_Corpus_Panel", "Bibliography_Lean_Corpus", "Canonical_Oracle_Panel", "Complexity_Folding_Emergence_Panel", "Cryptography_Technology", "Domain_Orbital_Predictions", "Early_Lean_MC_Panel", "Experimental_Base_Mathematics_Panel", "FSOT_Aggregate_Organized_Panel", "FSOT_Aggregate_Unified_DB", "Fold_Depth_Metrics", "Formula_Branching_Fractal", "Formula_Corpus_CNC", "Formula_Corpus_Closure", "Formula_Precision_Spine", "Foundational_Ontology_Spine", "Fractal_Constant_Recursion", "Information_Theory_Public_Panel", "Knowledge_Base_Portable_Bundle_Panel", "Math_Generator_Airfoil_RMSE", "Math_Generator_Benchmark_Formula_Eval", "Math_Generator_Rules_Eval", "Mathematics_Computational", "Music_Harmonics_Public_Panel", "NIST_DLMF_Special_Functions", "Network_Science_Public_Panel", "Neurolab_Gaps_Math_Spine", "Neurolab_Residual_Math_Spine", "Overflow_Carry_Emergence_Panel", "Proof_Ledger_Closure_Spine", "Pure_Mathematics", "Pure_Mathematics_Panel", "Reality_Folding_Spine", "Rust_Lean_Bridge_Panel", "Scalar_Solver_35_Panel", "Scientific_Expansion_Depth_Spine", "Theory_Completeness_Spine", "ToE_Claim_Certificate_Bundle", "ToE_Gap_Closure_Spine", "ToE_Unification_Spine", "Unified_DB_Candidate_Crosswalk", "Unified_DB_Crosswalk_Spine", "Zero_Boundary_Not_Entity_Panel" ], "Quantum_Computing": [ "Quantum_Computing_Math_Depth_Panel" ], "Quantum_Mechanics": [ "Founding_Quantum_Vacuum_Panel", "Quantum_Information", "Quantum_Mechanics_Entanglement_Depth_Panel", "Star_Trek_Transporter_Live_Panel", "Warp_BH_WH_Portal_Panel" ], "Thermodynamics": [ "Architecture_Building_Science", "Cartography_GIS_Panel", "Chaos_Mediated_Phase_Transitions", "Chemical_Engineering", "Climate_Science", "Cold_Fusion_Candidate_Prereg_Scaffold", "Cryosphere", "Culinary_Fermentation_Maillard_Panel", "Electrical_Power_Systems", "Energy_AI_Orbital_Bridge", "Energy_Neural_Orbital_Bridge", "Environmental_Engineering", "Federal_Science_Registry_Panel", "Fuel_Candidate_Prereg_Scaffold", "Fuel_Lab_Live_Panel", "Fuel_Thermochemistry_Public_Anchors", "Fusion_Decay_Chain_Prereg_Scaffold", "Fusion_Lab_Certificate_Spine", "Fusion_Physics_Public_Panel", "Geology_Stratigraphy", "HVAC_Thermal_Systems", "Hydrology", "Inertial_Confinement_Fusion_Panel", "Ionospheric_Chemistry_Coupling", "Limnology_Panel", "Magnetic_Confinement_Fusion_Panel", "Maillard_Chemistry", "Mechanistic_Coupling", "NASA_DONKI_Solar_Panel", "NOAA_Coastal_Tides", "NOAA_NDBC_Buoy_Panel", "OSTI_DOE_Science_Panel", "Open_Meteo_Live_Panel", "Paleoclimate", "Paleoclimate_Panel", "Paleontology", "Periodic_Extension_Decay_Topology_Scaffold", "Plasma_Physics", "Published_Fuel_Property_Panel", "Seismology_Deep", "Space_Weather", "Speleology", "Speleology_Panel", "Statistical_Mechanics_Public_Panel", "Tectonics", "The_Well_Outcomes_Verification_Panel", "The_Well_Spot_Check_Panel", "The_Well_Verification_Spine", "Volcanology_Panel" ], "biological": [ "Ecology" ], "energy": [ "Seismology" ], "particle": [ "Particle_Physics" ] }, "subfields": [ { "core_domain": "Acoustics", "subfields_studied": 7, "subfields_touched": 2, "breadth_pct": 28.6, "note": "SMILES relay; thin on sonar, architectural acoustics" }, { "core_domain": "Actuarial_Science", "subfields_studied": 8, "subfields_touched": 2, "breadth_pct": 25.0, "note": "SSA mortality; thin on catastrophe, annuity" }, { "core_domain": "Astronomy", "subfields_studied": 15, "subfields_touched": 7, "breadth_pct": 46.7, "note": "Gaia/SIMBAD/MAST/WDS; thin on radio VLBI" }, { "core_domain": "Astrophysics", "subfields_studied": 14, "subfields_touched": 6, "breadth_pct": 42.9, "note": "Stellar/galactic; thin on stellar evolution grids" }, { "core_domain": "Atmospheric_Physics", "subfields_studied": 10, "subfields_touched": 4, "breadth_pct": 40.0, "note": "Weather/climate; thin on aerosol microphysics" }, { "core_domain": "Atomic_Physics", "subfields_studied": 8, "subfields_touched": 3, "breadth_pct": 37.5, "note": "CODATA + periodic table; thin on Rydberg molecules, laser cooling" }, { "core_domain": "Biochemistry", "subfields_studied": 12, "subfields_touched": 5, "breadth_pct": 41.7, "note": "PDB/ChEMBL/ClinicalTrials; thin on metabolomics" }, { "core_domain": "Biology", "subfields_studied": 20, "subfields_touched": 10, "breadth_pct": 50.0, "note": "UniProt/GBIF/NCBI + developmental/structural/genomics depth panel" }, { "core_domain": "Cartography_GIS", "subfields_studied": 9, "subfields_touched": 2, "breadth_pct": 22.2, "note": "Natural Earth; thin on topology, remote sensing" }, { "core_domain": "Chemistry", "subfields_studied": 15, "subfields_touched": 6, "breadth_pct": 40.0, "note": "PubChem/CRC; thin on organometallic, solid-state synth" }, { "core_domain": "Condensed_Matter", "subfields_studied": 14, "subfields_touched": 5, "breadth_pct": 35.7, "note": "Superconductivity Tc depth \u2014 literature + breakthrough + quantum materials" }, { "core_domain": "Cosmology", "subfields_studied": 12, "subfields_touched": 7, "breadth_pct": 58.3, "note": "CMB/bubble-bleed/H0; thin on BAO full survey ingest" }, { "core_domain": "Ecology", "subfields_studied": 12, "subfields_touched": 5, "breadth_pct": 41.7, "note": "GBIF/iNaturalist; thin on food-web, population dynamics" }, { "core_domain": "Economics", "subfields_studied": 10, "subfields_touched": 4, "breadth_pct": 40.0, "note": "World Bank/Crossref; thin on macro VAR, trade gravity" }, { "core_domain": "Electromagnetism", "subfields_studied": 9, "subfields_touched": 4, "breadth_pct": 44.4, "note": "GOES x-ray, geomagnetism; thin on antenna theory, plasmonics" }, { "core_domain": "Ethology", "subfields_studied": 9, "subfields_touched": 2, "breadth_pct": 22.2, "note": "Movement/migration; thin on cognition, signaling" }, { "core_domain": "Fluid_Dynamics", "subfields_studied": 10, "subfields_touched": 4, "breadth_pct": 40.0, "note": "Fluid spacetime + HVAC; thin on turbulence DNS" }, { "core_domain": "Geophysics", "subfields_studied": 11, "subfields_touched": 5, "breadth_pct": 45.5, "note": "USGS/seismology/grace; thin on magnetotellurics" }, { "core_domain": "High_Energy_Physics", "subfields_studied": 9, "subfields_touched": 5, "breadth_pct": 55.6, "note": "CERN/GWOSC/Higgs; thin on B-physics, jet substructure" }, { "core_domain": "Limnology", "subfields_studied": 9, "subfields_touched": 2, "breadth_pct": 22.2, "note": "USGS NWIS lakes; thin on paleolimnology, food-web" }, { "core_domain": "Materials_Science", "subfields_studied": 14, "subfields_touched": 9, "breadth_pct": 64.3, "note": "Materials Project + creep/fracture/mechanical depth panel" }, { "core_domain": "Meteorology", "subfields_studied": 10, "subfields_touched": 5, "breadth_pct": 50.0, "note": "Open-Meteo/NDBC; thin on NWP ensemble verification" }, { "core_domain": "Molecular_Chemistry", "subfields_studied": 8, "subfields_touched": 4, "breadth_pct": 50.0, "note": "SMILES/PDB; thin on conformer ensembles" }, { "core_domain": "Neuroscience", "subfields_studied": 15, "subfields_touched": 7, "breadth_pct": 46.7, "note": "Connectomics depth panel \u2014 neuron cohort strata + catalog coverage + OpenNeuro" }, { "core_domain": "Neutrino_Physics", "subfields_studied": 8, "subfields_touched": 2, "breadth_pct": 25.0, "note": "PDG oscillation params; thin on sterile, CE\u03bdNS" }, { "core_domain": "Nuclear_Physics", "subfields_studied": 10, "subfields_touched": 4, "breadth_pct": 40.0, "note": "OSTI/HEP; thin on cross-section databases" }, { "core_domain": "Oceanography", "subfields_studied": 11, "subfields_touched": 5, "breadth_pct": 45.5, "note": "NOAA tides/NDBC; thin on ARGO float profiles" }, { "core_domain": "Optics", "subfields_studied": 9, "subfields_touched": 4, "breadth_pct": 44.4, "note": "Interferometry depth \u2014 LIGO/JWST reference + MAST em wavelengths" }, { "core_domain": "Particle_Astrophysics", "subfields_studied": 10, "subfields_touched": 5, "breadth_pct": 50.0, "note": "GWOSC/UAP; thin on cosmic-ray spectrum" }, { "core_domain": "Particle_Physics", "subfields_studied": 12, "subfields_touched": 4, "breadth_pct": 33.3, "note": "PDG/Higgs/CERN; thin on neutrino oscillation, lattice QCD" }, { "core_domain": "Petrology_Geochemistry", "subfields_studied": 10, "subfields_touched": 2, "breadth_pct": 20.0, "note": "EarthChem oxides; thin on isotope thermometry" }, { "core_domain": "Physical_Chemistry", "subfields_studied": 10, "subfields_touched": 4, "breadth_pct": 40.0, "note": "PubChem thermochem; thin on kinetics, surface chem" }, { "core_domain": "Planetary_Science", "subfields_studied": 12, "subfields_touched": 6, "breadth_pct": 50.0, "note": "Exoplanet/JPL NEO/Horizons; thin on regolith, atm chemistry" }, { "core_domain": "Psychology", "subfields_studied": 12, "subfields_touched": 7, "breadth_pct": 58.3, "note": "OpenAlex/citations + psychometrics/RCT/cognition depth panel" }, { "core_domain": "Quantum_Computing", "subfields_studied": 8, "subfields_touched": 6, "breadth_pct": 75.0, "note": "Math-first QC depth \u2014 gate fidelity, error correction, formal rules; physical QC verifies" }, { "core_domain": "Quantum_Gravity", "subfields_studied": 6, "subfields_touched": 2, "breadth_pct": 33.3, "note": "Scaffold/crosswalk; thin on LQG observables" }, { "core_domain": "Quantum_Mechanics", "subfields_studied": 10, "subfields_touched": 7, "breadth_pct": 70.0, "note": "NIST constants + entanglement/decoherence/measurement depth panel" }, { "core_domain": "Quantum_Optics", "subfields_studied": 7, "subfields_touched": 2, "breadth_pct": 28.6, "note": "Cross-domain; thin on squeezed light, cavity QED" }, { "core_domain": "Radio_Astronomy", "subfields_studied": 10, "subfields_touched": 2, "breadth_pct": 20.0, "note": "VizieR NVSS; thin on VLBI, polarization" }, { "core_domain": "Seismology", "subfields_studied": 8, "subfields_touched": 5, "breadth_pct": 62.5, "note": "USGS deep catalog; thin on full moment-tensor relay" }, { "core_domain": "Sociology", "subfields_studied": 10, "subfields_touched": 3, "breadth_pct": 30.0, "note": "UAP years/registry; thin on survey panels, networks" }, { "core_domain": "Soil_Science", "subfields_studied": 11, "subfields_touched": 2, "breadth_pct": 18.2, "note": "ISRIC SoilGrids; thin on pedogenesis, microbiome" }, { "core_domain": "Thermodynamics", "subfields_studied": 8, "subfields_touched": 4, "breadth_pct": 50.0, "note": "Fuel/NIST; thin on non-equilibrium, phase diagrams" }, { "core_domain": "Toxicology", "subfields_studied": 10, "subfields_touched": 2, "breadth_pct": 20.0, "note": "PubChem BioAssay; thin on ADME, in vivo LD50" }, { "core_domain": "Volcanology", "subfields_studied": 8, "subfields_touched": 2, "breadth_pct": 25.0, "note": "GVP/USGS geohazard; thin on gas geochemistry, lahars" } ], "problem_routes": [ { "intent": "superconductivity_tc", "keywords": [ "superconductivity", "tc", "cuprate", "bcs", "critical temperature" ], "core_domain": "Condensed_Matter", "panels": [ "Condensed_Matter_Superconductivity_Depth_Panel", "Quantum_Materials" ], "download_bundles": [ { "panel": "Condensed_Matter_Superconductivity_Depth_Panel", "benchmark_data": "data/condensed_matter_superconductivity_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.CondensedMatterSuperconductivityDepthPanelPriors" }, { "panel": "Quantum_Materials", "benchmark_data": "data/quantum_materials_benchmark.json", "ingest_script": null, "build_script": "scripts/build_quantum_materials_benchmark.py", "manifest": "data/quantum_materials_manifest.yaml", "lean_module": "FSOT.Formal.QuantumMaterialsPriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "quantum_entanglement", "keywords": [ "entanglement", "bell", "decoherence", "measurement", "epr" ], "core_domain": "Quantum_Mechanics", "panels": [ "Quantum_Mechanics_Entanglement_Depth_Panel", "Quantum_Computing_Math_Depth_Panel" ], "download_bundles": [ { "panel": "Quantum_Mechanics_Entanglement_Depth_Panel", "benchmark_data": "data/quantum_mechanics_entanglement_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.QuantumMechanicsEntanglementDepthPanelPriors" }, { "panel": "Quantum_Computing_Math_Depth_Panel", "benchmark_data": "data/quantum_computing_math_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.QuantumComputingMathDepthPanelPriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "developmental_biology", "keywords": [ "developmental", "embryogenesis", "gestation", "neurulation", "structural biology" ], "core_domain": "Biology", "panels": [ "Biology_Developmental_Structural_Depth_Panel" ], "download_bundles": [ { "panel": "Biology_Developmental_Structural_Depth_Panel", "benchmark_data": "data/biology_developmental_structural_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.BiologyDevelopmentalStructuralDepthPanelPriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "psychometrics_rct", "keywords": [ "psychometrics", "cronbach", "rct", "clinical trial", "cognition", "effect size" ], "core_domain": "Psychology", "panels": [ "Psychology_Psychometrics_Depth_Panel", "Neuroscience_Connectomics_Depth_Panel" ], "download_bundles": [ { "panel": "Psychology_Psychometrics_Depth_Panel", "benchmark_data": "data/psychology_psychometrics_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.PsychologyPsychometricsDepthPanelPriors" }, { "panel": "Neuroscience_Connectomics_Depth_Panel", "benchmark_data": "data/neuroscience_connectomics_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.NeuroscienceConnectomicsDepthPanelPriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "materials_mechanics", "keywords": [ "creep", "fracture", "yield", "modulus", "fatigue" ], "core_domain": "Materials_Science", "panels": [ "Materials_Creep_Fracture_Depth_Panel" ], "download_bundles": [ { "panel": "Materials_Creep_Fracture_Depth_Panel", "benchmark_data": "data/materials_creep_fracture_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.MaterialsCreepFractureDepthPanelPriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "neuroscience_connectomics", "keywords": [ "connectomics", "neuron", "firing", "openneuro", "brain" ], "core_domain": "Neuroscience", "panels": [ "Neuroscience_Connectomics_Depth_Panel" ], "download_bundles": [ { "panel": "Neuroscience_Connectomics_Depth_Panel", "benchmark_data": "data/neuroscience_connectomics_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.NeuroscienceConnectomicsDepthPanelPriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "optics_interferometry", "keywords": [ "ligo", "interferometry", "jwst", "wavelength", "strain sensitivity" ], "core_domain": "Optics", "panels": [ "Optics_Interferometry_Depth_Panel" ], "download_bundles": [ { "panel": "Optics_Interferometry_Depth_Panel", "benchmark_data": "data/optics_interferometry_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.OpticsInterferometryDepthPanelPriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "fluid_dynamics", "keywords": [ "turbulence", "navier", "reynolds", "cfd", "fluid" ], "core_domain": "Fluid_Dynamics", "panels": [ "Fluid_Dynamics" ], "download_bundles": [ { "panel": "Fluid_Dynamics", "benchmark_data": "data/fluid_dynamics_benchmark.json" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "formal_proof", "keywords": [ "lean", "coq", "proof", "sorry", "transcendental", "structural spine" ], "core_domain": "Pure_Mathematics", "panels": [ "Certified_Agent_Formal_Panel", "Rust_Lean_Bridge_Panel", "Early_Lean_MC_Panel" ], "download_bundles": [ { "panel": "Certified_Agent_Formal_Panel", "benchmark_data": "data/certified_agent_formal_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.CertifiedAgentFormalPanelPriors" }, { "panel": "Rust_Lean_Bridge_Panel", "benchmark_data": "data/rust_lean_bridge_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.RustLeanBridgePanelPriors" }, { "panel": "Early_Lean_MC_Panel", "benchmark_data": "data/early_lean_mc_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.EarlyLeanMcPanelPriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "desktop_application", "keywords": [ "desktop", "tokenization", "decoder", "oracle", "solver", "bibliography" ], "core_domain": "Computer_Science", "panels": [ "Tokenization_Live_Panel", "Binary_Decoder_Panel", "Bibliography_Corpus_Panel", "Canonical_Oracle_Panel", "Scalar_Solver_35_Panel", "VL_Agent_Distill_Panel", "Physarum_Biological_CUDA_Panel" ], "download_bundles": [ { "panel": "Tokenization_Live_Panel", "benchmark_data": "data/tokenization_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.TokenizationLivePanelPriors" }, { "panel": "Binary_Decoder_Panel", "benchmark_data": "data/binary_decoder_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.BinaryDecoderPanelPriors" }, { "panel": "Bibliography_Corpus_Panel", "benchmark_data": "data/bibliography_corpus_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.BibliographyCorpusPanelPriors" }, { "panel": "Canonical_Oracle_Panel", "benchmark_data": "data/canonical_oracle_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.CanonicalOraclePanelPriors" }, { "panel": "Scalar_Solver_35_Panel", "benchmark_data": "data/scalar_solver_35_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.ScalarSolver35PanelPriors" }, { "panel": "VL_Agent_Distill_Panel", "benchmark_data": "data/vl_agent_distill_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.VlAgentDistillPanelPriors" }, { "panel": "Physarum_Biological_CUDA_Panel", "benchmark_data": "data/physarum_biological_cuda_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.PhysarumBiologicalCudaPanelPriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "cosmology_cmb", "keywords": [ "cmb", "hubble", "lambda cdm", "dark energy", "inflation" ], "core_domain": "Cosmology", "panels": [ "Cosmology_Extended", "Cosmology" ], "download_bundles": [ { "panel": "Cosmology_Extended", "benchmark_data": "data/cosmology_extended_benchmark.json", "ingest_script": null, "build_script": "scripts/build_cosmology_extended_benchmark.py", "manifest": null, "lean_module": "FSOT.Formal.CosmologyExtendedPriors" }, { "panel": "Cosmology", "benchmark_data": "data/cosmology_benchmark.json" } ], "falsification": [ { "id": "PRED-001", "name": "H0_bridge_scalar", "kill_criterion": "FSOT H0 readout outside [67.4, 73.04] km/s/Mpc", "status": "consistent_with_discriminant" }, { "id": "PRED-002", "name": "S8_effective_lensing", "kill_criterion": "FSOT S8 readout outside Planck\u2013DES tension band", "status": "pending_independent_measurement" }, { "id": "PRED-005", "name": "lithium_problem_factor_bridge", "kill_criterion": "FSOT prediction >10% from measured anchor", "status": "pending_independent_measurement" } ] }, { "intent": "climate_paleo", "keywords": [ "climate", "ice core", "temperature anomaly", "co2", "paleo" ], "core_domain": "Atmospheric_Physics", "panels": [ "Climate_Science" ], "download_bundles": [ { "panel": "Climate_Science", "benchmark_data": "data/climate_observed_benchmark.json", "ingest_script": "scripts/ingest_climate_ncei_chunked.py", "build_script": "scripts/build_climate_observed_benchmark.py", "manifest": "data/climate_ncei_manifest.yaml", "lean_module": "FSOT.Formal.ClimateSciencePriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "particle_physics", "keywords": [ "higgs", "pdg", "cross section", "cern", "standard model" ], "core_domain": "Particle_Physics", "panels": [ "Particle_Physics", "Higgs_Mass" ], "download_bundles": [ { "panel": "Particle_Physics", "benchmark_data": "data/particle_physics_benchmark.json", "ingest_script": null, "build_script": "scripts/build_particle_physics_benchmark.py", "manifest": null, "lean_module": "FSOT.Formal.ParticlePhysicsPriors" }, { "panel": "Higgs_Mass", "benchmark_data": "data/higgs_mass_benchmark.json", "ingest_script": null, "build_script": "scripts/build_higgs_mass_benchmark.py", "manifest": "data/higgs_mass_manifest.yaml", "lean_module": "FSOT.Formal.HiggsMassPriors" } ], "falsification": [ { "id": "PRED-004", "name": "muon_g2_excess_direction", "kill_criterion": "FSOT delta_a_mu opposite sign to Fermilab 2021", "status": "pending_independent_measurement" } ] }, { "intent": "seismology", "keywords": [ "earthquake", "magnitude", "usgs", "moment tensor" ], "core_domain": "Seismology", "panels": [ "Seismology" ], "download_bundles": [ { "panel": "Seismology", "benchmark_data": "data/seismology_benchmark.json", "ingest_script": "scripts/ingest_seismology_usgs.py", "build_script": "scripts/build_seismology_benchmark.py", "manifest": "data/seismology_usgs_manifest.yaml", "lean_module": "FSOT.Formal.SeismologyPriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "consciousness", "keywords": [ "consciousness", "observer", "microtubule", "species" ], "core_domain": "Psychology", "panels": [ "Observer_Effect_Cross_Species_Panel", "Microtubule_Quantum_Consciousness_Panel", "Consciousness_Species_Multi_Panel" ], "download_bundles": [ { "panel": "Observer_Effect_Cross_Species_Panel", "benchmark_data": "data/observer_effect_cross_species_panel_benchmark.json", "ingest_script": "scripts/ingest_tier90_consciousness_expansion.py", "build_script": "scripts/build_tier90_consciousness_expansion_benchmarks.py", "manifest": "data/tier90_consciousness_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ObserverEffectCrossSpeciesPanelPriors" }, { "panel": "Microtubule_Quantum_Consciousness_Panel", "benchmark_data": "data/microtubule_quantum_consciousness_panel_benchmark.json", "ingest_script": "scripts/ingest_tier90_consciousness_expansion.py", "build_script": "scripts/build_tier90_consciousness_expansion_benchmarks.py", "manifest": "data/tier90_consciousness_expansion_manifest.yaml", "lean_module": "FSOT.Formal.MicrotubuleQuantumConsciousnessPanelPriors" }, { "panel": "Consciousness_Species_Multi_Panel", "benchmark_data": "data/consciousness_species_multi_panel_benchmark.json", "ingest_script": "scripts/ingest_tier90_consciousness_expansion.py", "build_script": "scripts/build_tier90_consciousness_expansion_benchmarks.py", "manifest": "data/tier90_consciousness_expansion_manifest.yaml", "lean_module": "FSOT.Formal.ConsciousnessSpeciesMultiPanelPriors" } ], "falsification": [ { "id": "global", "name": "extension_domain_precision_gate", "kill_criterion": "If >25% of extension domains fail pooled \u22640.5% gate on next full benchmark refresh, downgrade empirical_accuracy_closure verdict.", "status": "registered" } ] }, { "intent": "machine_molecule_catalog", "keywords": [ "machine", "molecule", "species", "catalog", "cnc", "metals" ], "core_domain": "Materials_Science", "panels": [ "Machine_And_Molecule_Live_Panel", "Materials_Species_Bridge_Live_Panel" ], "download_bundles": [ { "panel": "Machine_And_Molecule_Live_Panel", "benchmark_data": "data/machine_and_molecule_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.MachineAndMoleculeLivePanelPriors" }, { "panel": "Materials_Species_Bridge_Live_Panel", "benchmark_data": "data/materials_species_bridge_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier86_scientific_expansion.py", "build_script": "scripts/build_tier86_scientific_expansion_benchmarks.py", "manifest": "data/tier86_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.MaterialsSpeciesBridgeLivePanelPriors" } ], "falsification": [ { "id": "VD-MAM-001", "name": "species_catalog_precision", "kill_criterion": "Machine_And_Molecule_Live_Panel pooled median exceeds 0.5% or >25% of catalog properties exceed 1% scalar error on refresh.", "status": "registered" } ] }, { "intent": "fuel_lab_engine", "keywords": [ "fuel", "engine", "lhv", "thermodynamics", "hemp", "biodiesel" ], "core_domain": "Thermodynamics", "panels": [ "Fuel_Lab_Live_Panel", "Fuel_Thermochemistry_Public_Anchors", "Published_Fuel_Property_Panel" ], "download_bundles": [ { "panel": "Fuel_Lab_Live_Panel", "benchmark_data": "data/fuel_lab_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.FuelLabLivePanelPriors" }, { "panel": "Fuel_Thermochemistry_Public_Anchors", "benchmark_data": "data/fuel_thermochemistry_public_anchors_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier59_material_fuel_benchmarks.py", "manifest": "data/tier59_material_fuel_manifest.yaml", "lean_module": "FSOT.Formal.FuelThermochemistryPublicAnchorsPriors" }, { "panel": "Published_Fuel_Property_Panel", "benchmark_data": "data/published_fuel_property_panel_benchmark.json", "ingest_script": null, "build_script": "scripts/build_tier57_interdisciplinary_benchmarks.py", "manifest": "data/tier57_interdisciplinary_manifest.yaml", "lean_module": "FSOT.Formal.PublishedFuelPropertyPanelPriors" } ], "falsification": [ { "id": "VD-FUEL-001", "name": "engine_simulator_precision", "kill_criterion": "Fuel_Lab_Live_Panel pooled median exceeds 0.5% or thermal_efficiency channel median exceeds 1% on grounded/hemp profiles.", "status": "registered" } ] }, { "intent": "blackhole_whitehole_cycle", "keywords": [ "black hole", "white hole", "poof", "suction", "information cycle" ], "core_domain": "Astrophysics", "panels": [ "BlackHole_WhiteHole_Cycle_Live_Panel", "Warp_BH_WH_Portal_Panel" ], "download_bundles": [ { "panel": "BlackHole_WhiteHole_Cycle_Live_Panel", "benchmark_data": "data/blackhole_whitehole_cycle_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.BlackHoleWhiteholeCycleLivePanelPriors" }, { "panel": "Warp_BH_WH_Portal_Panel", "benchmark_data": "data/warp_bh_wh_portal_benchmark.json", "ingest_script": null, "build_script": "scripts/build_warp_bh_wh_portal_benchmark.py", "manifest": "data/warp_bh_wh_portal_manifest.yaml", "lean_module": "FSOT.Formal.WarpBhWhPortalPriors" } ], "falsification": [ { "id": "VD-BHWH-001", "name": "cycle_constant_drift", "kill_criterion": "BH/WH cycle constants (poof, suction, c_eff) drift >0.5% from fsot-core.js canonical seed derivation on desktop blueprint refresh.", "status": "registered" } ] }, { "intent": "quantum_transporter", "keywords": [ "transporter", "teleportation", "entanglement", "information transfer" ], "core_domain": "Quantum_Mechanics", "panels": [ "Star_Trek_Transporter_Live_Panel", "Warp_BH_WH_Portal_Panel", "Quantum_Mechanics_Entanglement_Depth_Panel" ], "download_bundles": [ { "panel": "Star_Trek_Transporter_Live_Panel", "benchmark_data": "data/star_trek_transporter_live_panel_benchmark.json", "ingest_script": "scripts/ingest_tier88_application_wiring.py", "build_script": "scripts/build_tier88_application_wiring_benchmarks.py", "manifest": "data/tier88_application_wiring_manifest.yaml", "lean_module": "FSOT.Formal.StarTrekTransporterLivePanelPriors" }, { "panel": "Warp_BH_WH_Portal_Panel", "benchmark_data": "data/warp_bh_wh_portal_benchmark.json", "ingest_script": null, "build_script": "scripts/build_warp_bh_wh_portal_benchmark.py", "manifest": "data/warp_bh_wh_portal_manifest.yaml", "lean_module": "FSOT.Formal.WarpBhWhPortalPriors" }, { "panel": "Quantum_Mechanics_Entanglement_Depth_Panel", "benchmark_data": "data/quantum_mechanics_entanglement_depth_panel_benchmark.json", "ingest_script": "scripts/ingest_tier87_scientific_expansion.py", "build_script": "scripts/build_tier87_scientific_expansion_benchmarks.py", "manifest": "data/tier87_scientific_expansion_manifest.yaml", "lean_module": "FSOT.Formal.QuantumMechanicsEntanglementDepthPanelPriors" } ], "falsification": [ { "id": "VD-TRANS-001", "name": "transporter_stack_precision", "kill_criterion": "Star_Trek_Transporter_Live_Panel pooled median exceeds 0.5% or warp actuation / portal channel median exceeds 0.1% on refresh.", "status": "registered" }, { "id": "VD-TRANS-002", "name": "portal_traverse_drift", "kill_criterion": "psi_traverse or psi_portal_doorway scalars drift >0.5% from warp_actuation_formula on transporter stack rebuild.", "status": "registered" } ] } ], "desktop_projects": [ { "folder": "FSOT, Cube Block Trinary Design", "theme": "trinary_hardware", "theme_label": "Trinary hardware / ESP32 cube", "lean_lab": "trinary_hardware_live_lab", "wire_status": "wired" }, { "folder": "New folder", "theme": "thesis_simulation", "theme_label": "Core thesis simulation (fsot_simulation.py)", "lean_lab": "thesis_simulation_lab", "wire_status": "wired" }, { "folder": "Fluid spacetime omni-theory, FSOT, and the Holy Bible", "theme": "omni_theory_humanities", "theme_label": "Omni-theory / religious decoder", "lean_lab": "omni_theory_humanities_lab", "wire_status": "wired" }, { "folder": "New folder (2)", "theme": "validators_intrinsic_llm", "theme_label": "Multi-language validators + intrinsic LLM", "lean_lab": "validators_intrinsic_llm_lab", "wire_status": "wired" }, { "folder": "Kronos", "theme": "spacetime_precision", "theme_label": "Kronos spacetime ticker", "lean_lab": "kronos_lab", "wire_status": "wired" }, { "folder": "llm modles", "theme": "model_weights", "theme_label": "LLM weight assets", "lean_lab": null, "wire_status": "hub_or_skip" }, { "folder": "VibraFSOT", "theme": "vibration_register", "theme_label": "Vibra register MC", "lean_lab": "vibra_register", "wire_status": "wired" }, { "folder": "Math generator", "theme": "math_generator", "theme_label": "Math generator rule corpora", "lean_lab": "math_generator_lab", "wire_status": "wired" }, { "folder": "FSOTLean", "theme": "early_lean_mc", "theme_label": "Early Lean + Monte Carlo", "lean_lab": "early_lean_mc_lab", "wire_status": "wired" }, { "folder": "New folder (6)", "theme": "bibliography", "theme_label": "Bibliography archive", "lean_lab": "bibliography_corpus_lab", "wire_status": "wired" }, { "folder": "Fsot trinary", "theme": "trinary_os", "theme_label": "Trinary OS oracles", "lean_lab": "trinary_os", "wire_status": "wired" }, { "folder": "FSOT linguistics", "theme": "linguistics", "theme_label": "Linguistic observables", "lean_lab": "linguistics_lab", "wire_status": "wired" }, { "folder": "Dictionary", "theme": "tokenization", "theme_label": "FSOT numeric tokenization", "lean_lab": "tokenization_live_lab", "wire_status": "wired" }, { "folder": "fsot QWEN 3VL_Formal_Env", "theme": "certified_agent", "theme_label": "Qwen formal certified agent", "lean_lab": "certified_agent_formal_lab", "wire_status": "wired" }, { "folder": "New folder (4)", "theme": "fsot_20_code_vl_distill", "theme_label": "FSOT 2.0 + VL distillation", "lean_lab": "lean_proofs_bridge", "wire_status": "wired" }, { "folder": "FSOT NeuroLab", "theme": "neurolab_35_domains", "theme_label": "NeuroLab 35-domain table (ONE slice)", "lean_lab": "neurolab", "wire_status": "wired" }, { "folder": "Genetics", "theme": "protein_codon", "theme_label": "Protein / genetics", "lean_lab": "protein_formulas", "wire_status": "wired" }, { "folder": "FSOT_Trinary_Codon_Project", "theme": "codon_trinary", "theme_label": "64-codon trinary map", "lean_lab": "codon_trinary_map", "wire_status": "wired" }, { "folder": "fsot_evolution_", "theme": "evolution", "theme_label": "Mitochondrial evolution", "lean_lab": "evolution_lab", "wire_status": "wired" }, { "folder": "fsot qwen 3vl", "theme": "vl_agent", "theme_label": "Vision-language agent", "lean_lab": "vl_agent_lab", "wire_status": "wired" }, { "folder": "gemma-4-", "theme": "model_weights", "theme_label": "LLM weight assets", "lean_lab": null, "wire_status": "hub_or_skip" }, { "folder": "FSOT SMILES Lab", "theme": "physical_constants", "theme_label": "SMILES physical constants", "lean_lab": "smiles_lab", "wire_status": "wired" }, { "folder": "fsot_rendlesham_page_decoder ailen code", "theme": "binary_decoder", "theme_label": "Rendlesham binary decoder", "lean_lab": "binary_decoder_lab", "wire_status": "wired" }, { "folder": "FSOT Cosmology Lab", "theme": "cosmology", "theme_label": "Cosmology \u039bCDM + wave4", "lean_lab": "cosmology_lambda_cdm", "wire_status": "wired" }, { "folder": "fsot code language", "theme": "formula_corpus", "theme_label": "Strict empirical formula corpus", "lean_lab": "formula_corpus", "wire_status": "wired" }, { "folder": "Physarum polycephalum,", "theme": "biological_cuda", "theme_label": "Physarum CUDA biology", "lean_lab": "biological_cuda_lab", "wire_status": "wired" }, { "folder": "Law global research, non-FSOT", "theme": "non_fsot", "theme_label": "Non-FSOT research", "lean_lab": null, "wire_status": "hub_or_skip" }, { "folder": "FSOT_Trinary_Fluid_Computer_v2 (1)", "theme": "fluid_computer", "theme_label": "Trinary fluid computer", "lean_lab": "trinary_fluid_computer", "wire_status": "wired" }, { "folder": "Fsot3.0 code", "theme": "fsot_30_aggregate", "theme_label": "FSOT 3.0 code aggregate", "lean_lab": "formula_corpus", "wire_status": "wired" }, { "folder": "Brain", "theme": "arxiv_brain", "theme_label": "ArXiv integrated brain", "lean_lab": "arxiv_brain_lab", "wire_status": "wired" }, { "folder": "FSOT_3_5", "theme": "scalar_solver", "theme_label": "FSOT 3.5 dual solver", "lean_lab": "scalar_solver_lab", "wire_status": "wired" }, { "folder": "loop", "theme": "arxiv_primitives", "theme_label": "V14 arXiv cognitive primitives", "lean_lab": "arxiv_primitives_lab", "wire_status": "wired" }, { "folder": "fsot flow chart", "theme": "documentation", "theme_label": "Architecture docs", "lean_lab": null, "wire_status": "hub_or_skip" }, { "folder": "autonomous_monte_carlo_fsot_refiner", "theme": "emergent_domains_mc", "theme_label": "MC emergent domain discovery", "lean_lab": "emergent_domains_lab", "wire_status": "wired" }, { "folder": "New folder (8)", "theme": "lean_duplicate", "theme_label": "Lean workspace duplicate", "lean_lab": null, "wire_status": "hub_or_skip" }, { "folder": "fsot llm expariments", "theme": "llm_experiments", "theme_label": "21 LLM experiment folders (D: drive)", "lean_lab": "experiment_synthesis", "wire_status": "wired" }, { "folder": "nuron", "theme": "neuron_allen", "theme_label": "Allen neuron hybrid", "lean_lab": "neuron_cohort_lab", "wire_status": "wired" }, { "folder": "weather", "theme": "atmospheric", "theme_label": "Weather / atmospheric", "lean_lab": "weather_lab", "wire_status": "wired" }, { "folder": "fsot magic circle", "theme": "glyph_resonance", "theme_label": "Magic circle glyph sim", "lean_lab": "experiment_synthesis", "wire_status": "wired" }, { "folder": "FSOT-2.1-Lean", "theme": "formal_verification_hub", "theme_label": "Lean verification hub", "lean_lab": null, "wire_status": "hub_or_skip" }, { "folder": "New folder (7)", "theme": "rust_lean_bridge", "theme_label": "Rust\u2192Lean bridge", "lean_lab": "rust_lean_bridge_lab", "wire_status": "wired" }, { "folder": "nuron lean", "theme": "empty", "theme_label": "Empty / stub", "lean_lab": null, "wire_status": "hub_or_skip" }, { "folder": "FSOT-2.1-Lean-main", "theme": "formal_verification_hub", "theme_label": "Lean verification hub", "lean_lab": null, "wire_status": "hub_or_skip" }, { "folder": "living fsot", "theme": "living_fsot_hardware", "theme_label": "Living FSOT \u2014 QEMU trinary body + Rust mind gym", "lean_lab": "living_fsot_hardware_lab", "wire_status": "wired" }, { "folder": "FSOT Photonic V2 Experiments", "theme": "photonics", "theme_label": "Photonic forge experiments", "lean_lab": "photonic_forge", "wire_status": "wired" }, { "folder": "FSOT document update", "theme": "canonical_oracle", "theme_label": "fsot_compute.py authority", "lean_lab": "canonical_oracle_lab", "wire_status": "wired" }, { "folder": "FSOT_Machine_And_Molecule", "theme": "species_catalog", "theme_label": "Machine & molecule catalog", "lean_lab": "species_catalog", "wire_status": "wired" }, { "folder": "Fuel Lab", "theme": "thermodynamics_fuels", "theme_label": "Fuel lab", "lean_lab": "fuel_lab", "wire_status": "wired" }, { "folder": "FSOT_BlackHole_WhiteHole", "theme": "blackhole_cycle", "theme_label": "Black hole / white hole thesis", "lean_lab": "blackhole_thesis", "wire_status": "wired" }, { "folder": "FSOT, Star Trek Transporter", "theme": "quantum_transporter", "theme_label": "Star Trek transporter / quantum information transfer", "lean_lab": "star_trek_transporter_lab", "wire_status": "wired" }, { "folder": "FSOT Photonic Forge", "theme": "photonics", "theme_label": "Photonic forge experiments", "lean_lab": "photonic_forge", "wire_status": "wired" }, { "folder": "fsot_magnetic_string_sim", "theme": "magnetic_strings", "theme_label": "Magnetic string coherence", "lean_lab": "magnetic_strings", "wire_status": "wired" }, { "folder": "New folder (5)", "theme": "empty", "theme_label": "Empty / stub", "lean_lab": null, "wire_status": "hub_or_skip" }, { "folder": "New folder (3)", "theme": "formula_corpus_cnc", "theme_label": "Formula corpus + CNC controller", "lean_lab": "formula_corpus", "wire_status": "wired" } ], "reproduce": "python scripts/build_fsot_domain_navigator_db.py", "scientific_cli": { "query": "python scripts/query_fsot_domain_navigator.py", "export_bundle": "python scripts/export_domain_repro_bundle.py", "reproduce_panel": "python scripts/reproduce_domain_panel.py" }, "query_example": "python scripts/query_fsot_domain_navigator.py --query \"entanglement\"", "export_example": "python scripts/export_domain_repro_bundle.py --intent quantum_entanglement --stage" }