Cortex is a tool that tests changes to an AI agent's harness, which is a set of files that developers write for the agent to follow. Cortex saves fixes from developer sessions, finds recurring corrections, and writes one skill or rule at a time, keeping only those that show a net gain and no significant task degradation. It was tested on Claude Haiku 4.5 and improved the agent's adherence to conventions.