Spends CPU cycles so you don't spend tokens. The LLM gets a briefing packet instead of a flashlight in a dark room.
SPG daemon — listens for self-built wire-frame connections and PG-wire (libpq-compatible).
manage snapshot materialized views for ActiveRecord. multiple versions of each view are maintained, a live version, a working version and 1 or more history versions, all created and managed automatically