The Asymmetric Burden of Proof: LLMs Show a Null-Result Asymmetry in a Matched-Vignette Benchmark
Empirical matched-vignette study of null-result asymmetry.
A Taxonomy of Epistemic Failure Modes in Large Language Models
Empirical taxonomy derived from 1,461 controlled experiments.
Precise Records, Unstable Meanings: Measurement Validity and Unsupported Claims Derived from AI Agent Telemetry
Empirical naturalistic audit of measurement validity in AI agent telemetry.
The Generative Horizon: Applied Hermeneutics, Linguistic Attractors, and the Limits of Model Self-Report
Conceptual framework for model self-report, provenance, and recursive interpretive conditioning.
Behavioral Canarying for Prompt Injection: Powerless Model Probes with Explicit Coverage Semantics
Architecture note for an evidence-preserving prompt-injection detection interface; no aggregate accuracy claim for the current release.
Tool Differentia: Relational Static Analysis for AI Agent Tool Descriptions
Deterministic pre-runtime static-analysis technical note for LintLang H1.6; a clean result does not establish semantic distinguishability or runtime selection correctness.