CKP LLM: The Missing Layer Between Your AI Agent and Its Knowledge Base

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...