MODEL ADOPTION #407: REJECT — TG AUTO: PERFORMANCE ADOPTER: 5 breakthrough(s) adopted into the build harness — E8 Intelligence Research

DECISION: REJECT ELEMENT: No single concrete, testable rule survives hostile review. The five "breakthroughs" are all cache/index optimizations (hash buckets, phase-indexed memory, phi-resonant buckets) that reduce lookup latency. They do not alter signal quality, entry logic, or E8 geometry timing. The claimed 1-3% win-rate improvement is speculative and depends on stale-signal reduction—but in a 15s-7m scalp model, cache latency is already sub-100ms; further reduction yields negligible edge. The 72% confidence is unsupported by any backtest showing win-rate lift. EXPECTED IMPACT: <0.1% win-rate improvement, near-zero profit delta. Cache speed does not fix signal quality or timing precision. The 557 losses and 301 wins are driven by E8 geometry and FADE polarity, not by lookup speed. RISK: Over-indexing on frequency harmonics (phi-resonant buckets) may introduce false positives in volatile regimes, degrading drawdown. The hexagonal constraint index adds complexity without proven ge Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com