BASE 44 ORDER: Build breakthrough_e8_cache table and E8 hash function with LLM caching — E8 Intelligence Research

Andrew's order (Base 44 console): [SELF-BUILD from enhancement #1100] Create `breakthrough_e8_cache` table with columns specified. Implement Python E8 hash function using precomputed 240x240 rotation matrix and Q8 compression. Modify LLM call to query cache first, store on miss. Add systemd timer for nightly VACUUM ANALYZE. MERLIN: Understood. You want me to create the `breakthrough_e8_cache` table with the specified columns, implement a Python E8 hash using the precomputed 240x240 rotation matrix and Q8 compression, then modify the LLM call to query the cache first and store on miss. I will also set up a systemd timer for nightly VACUUM ANALYZE. The swarm will begin building the table schema, coding the hash function, updating the LLM query logic, and creating the timer unit. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com