--- name: bumpus-narratives description: Sheaves on time categories for compositional temporal reasoning. Bumpus version: 1.0.0 --- # Bumpus Narratives Skill > **Trit**: 0 (ERGODIC) - Mediates between verification (-1) and generation (+1) Sheaves on time categories for compositional reasoning about temporal data. ## Source Papers - Bumpus, B.M. et al. "Unified Framework for Time-Varying Data" (arXiv:2402.00206) - Bumpus, B.M. "Compositional Algorithms on Compositional Data" (arXiv:2302.05575) - Bumpus, B.M. "Structured Decompositions" (arXiv:2207.06091) - Bumpus, B.M. "Spined Categories" (arXiv:2104.01841) - Bumpus, B.M. "Cohomological Obstructions" (arXiv:2408.15184) ## Core Concepts ### 1. Narratives as Sheaves Temporal data = sheaf F: I_N → D where: - I_N = time category (intervals [a,b] with inclusions) - D = data category with pullbacks - Sheaf condition: F([a,b]) = F([a,p]) ×_{F([p,p])} F([p,b]) ``` F₁³ := {(x,y) ∈ F₁² × F₂³ | f₁,₂²(x) = f₂,₃²(y)} ``` ### 2. Adhesion Filter (FPT Algorithm) For tree decompositions of width w: - Complexity: O(f(w) · n) instead of O(2^n) - Runs on bag boundaries via pullback checking ```julia function adhesion_filter(sheaf::Sheaf, decomp::TreeDecomp) for (bag1, bag2) in edges(decomp) adhesion = bag1 ∩ bag2 if !is_pullback(sheaf, bag1, bag2, adhesion) return false end end true end ``` ### 3. Cohomological Obstructions H⁰ detects local-to-global failure: - H⁰(F) ≠ 0 → obstruction to gluing - Čech complex on cover of intervals ## Integration with Gay.jl ### Color-Coded Narratives Each interval [i,j] gets deterministic color: ```julia color([i,j]) = gay_color(BUMPUS_SEED ⊻ hash(i,j)) ``` ### GF(3) Conservation Narrative operations preserve triadic balance: - **Restriction** (-1): F([a,b]) → F([a,a]) - **Extension** (+1): F([a,a]) → F([a,b]) - **Pullback** (0): F₁³ := fibered product ## Diagram Catalog 20 extracted diagrams from Bumpus papers: - 17 commutative diagrams - 2 functor diagrams - 1 graph diagram Location: `papers/diagrams/images/bumpus-*.jpg` ## Triadic Composition ``` structured-decomp (-1) ⊗ bumpus-narratives (0) ⊗ world-hopping (+1) = 0 ✓ sheaf-cohomology (-1) ⊗ bumpus-narratives (0) ⊗ triad-interleave (+1) = 0 ✓ persistent-homology (-1) ⊗ bumpus-narratives (0) ⊗ gay-mcp (+1) = 0 ✓ ``` ## Example: Ice Cream Companies From the Venice ice cream example (Diagram 1): ``` Time 1: {a₁, a₂, b, c} → Time 2: {a*, b, c} → Time 3: {a*, b} ``` The sheaf tracks: - Company mergers (a₁, a₂ → a*) - Company disappearance (c) - Supplier relationships (graph morphisms) ## API ```julia using BumpusNarratives # Create narrative n = Narrative(TimeCategory(1:10), FinSet) # Add snapshots add_snapshot!(n, 1, Set([:a, :b, :c])) add_snapshot!(n, 2, Set([:a, :b])) # Check sheaf condition is_sheaf(n) # true if pullbacks exist # Compute H⁰ obstruction obstruction = cech_H0(n) ``` ## References 1. **Bumpus et al.** - Time-varying data via sheaves on time categories 2. **Ghrist** - Elementary Applied Topology (Čech cohomology) 3. **Fairbanks** - AlgebraicJulia ecosystem for ACSets 4. **Gay.jl** - Deterministic color chains for diagram coloring ## Scientific Skill Interleaving This skill connects to the K-Dense-AI/claude-scientific-skills ecosystem: ### Graph Theory - **networkx** [○] via bicomodule - Universal graph hub ### Bibliography References - `general`: 734 citations in bib.duckdb ## SDF Interleaving This skill connects to **Software Design for Flexibility** (Hanson & Sussman, 2021): ### Primary Chapter: 3. Variations on an Arithmetic Theme **Concepts**: generic arithmetic, coercion, symbolic, numeric ### GF(3) Balanced Triad ``` bumpus-narratives (○) + SDF.Ch3 (○) + [balancer] (○) = 0 ``` **Skill Trit**: 0 (ERGODIC - coordination) ### Secondary Chapters - Ch10: Adventure Game Example ### Connection Pattern Generic arithmetic crosses type boundaries. This skill handles heterogeneous data. ## Cat# Integration This skill maps to **Cat# = Comod(P)** as a bicomodule in the equipment structure: ``` Trit: 0 (ERGODIC) Home: Prof Poly Op: ⊗ Kan Role: Adj Color: #26D826 ``` ### GF(3) Naturality The skill participates in triads satisfying: ``` (-1) + (0) + (+1) ≡ 0 (mod 3) ``` This ensures compositional coherence in the Cat# equipment structure. ## Forward Reference - unified-reafference (applies sheaf structure)