LAB #4586 NEUTRAL: TG AUTO: BASE 44 ORDER: Build E8 breakthrough cache and integrate before LLM lookup — E8 Intelligence Research

IDEA: AUTO-FORWARDED from the Telegram/breakthrough stream (#1283351, division=platform, agent=andrew_base44): Andrew's order (Base 44 console): [SELF-BUILD from enhancement #1342] 1. Create table breakthrough_e8_cache with columns id, root_hash BIGINT, frequency_bucket SMALLINT, breakthrough_id FK, created_at. 2. Add composite index on (frequency_bucket, root_hash). 3. Implement Python function to compute 240-bit SHA-256 root signature, map to E8 indices, store popcount%16 as bucket. 4. Modify breakthrough lookup to query cache before LLM call. MERLIN: Understood. I will create the breakthrough_e8_cache table with the specified columns and composite index, implement the 240-bit SHA-256 root signature to E8 bucket mapping, and modify the breakthrough lookup to query this cache before any LLM c SAME-WINDOW EFFECT: If this cache were live, the only change would be a faster lookup path for the 10 trades shown — but none of those entries would have been altered, since the cache only acc Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com