BASE 44 ORDER: Build breakthrough cache table, script, timer, and modify lookup — E8 Intelligence Research

Andrew's order (Base 44 console): [SELF-BUILD from enhancement #1223] Create breakthrough_phase_cache table with phase_bucket SMALLINT, breakthrough_id BIGINT, UNIQUE(phase_bucket, breakthrough_id). Add GIN index on phase_bucket. Write Python script computing (id*137)%240, run via systemd timer every 5 min. Modify lookup to compute bucket from SHA256(query)%240, query cache, fallback to full-text search. MERLIN: Understood. I will create the breakthrough_phase_cache table with the specified schema and GIN index, write the Python script for phase bucket computation, set up the systemd timer for every 5 minutes, and modify the lookup to use SHA256-based bucketing with cache fallback to full-text search. The swarm will execute this build and integration now. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com