Last week my AI coding agent gave me a confident, detailed answer — referencing the wrong project entirely.
The problem was not the model. It was context: the agent had loaded 20 knowledge files and picked the wrong one to answer from. The signal was buried in noise.
That bug led me to build CKP LLM — Compiled Knowledge Pattern.
The Problem
Most developers who use AI coding agents build a knowledge base: a folder of Markdown files describing projects, architecture decisions, and recurring patterns. The agent reads them at startup and uses them as memory.
