Empirical

Coherence Cliff

Scaling Evidence for Sheaf Diagnostics

Demonstrated500 graphs, 7 scales, 5-50 nodes. Sheaf diagnostic vs. 12 baselines. Headline R² is internal consistency — predictor and ground truth are near-identical functionals of the same restriction matrices; on fully external data (BABEL live pipelines) a Hamming convention-distance baseline ties (ρ=0.423) or wins (ρ=0.39 vs 0.14). Pre-registered dissociation experiment unrun.
Key result

The demonstrated finding is baseline collapse: depth-3 testing 0.28 → 0.04 and best conventional 0.83 → 0.52 as size grows 5 → 50. The sheaf line holds R² > 0.96 but is structurally favored (see status); cohomological invariants alone score near zero (dim H¹ 0.093, coherence fee 0.000).

Falsification

A bounded-depth testing strategy that maintains accuracy at scale

Abstract

Documents the regime change where conventional testing breaks down as composition size grows. Six convention dimensions grounded in real standards.