Why AI coding agents keep re-learning the same lessons — and what that costs a team that runs them all day, every day Anyone running Claude Code or Cursor across a team has watched this happen: one engineer's agent spends ten minutes re-deriving something another engineer's agent already nailed down the day before, because there was nowhere for that answer to live where an agent could read it back. Here's what that actually costs, and what we built to fix it. 1. The problem: agen...