BASE 44 ORDER: Add frequency_bucket column, index, agent lookup, systemd timer, cache — E8 Intelligence Research

Abstract

Andrew's order (Base 44 console): [SELF-BUILD from enhancement #1118] Add frequency_bucket column to breakthroughs table. Create partial index per bucket. Modify Python agent lookup to compute bucket from hash. Deploy systemd timer for daily rebalance. Cache mapping in dict at startup. MERLIN: Understood. You want a self-build enhancement: add a frequency_bucket column to the breakthroughs table, create a partial index per bucket, modify the Python agent to compute the bucket from a hash, deploy a systemd timer for daily rebalancing, and cache the mapping in a dict at startup. The swarm will implement these changes across the database schema, application code, and systemd configuration. Author: Andrew Stewart Caldin, Independent Researcher, UK. Part of the E8 Intelligence Research series. Platform: e8intelligence.com