Distil

The compounding step. A correction recorded once is history; the same correction recorded three times is a project rule that was never written down, and writing it down stops it recurring.

What this converts: the правило line in each CORRECTION entry — the thing the operator had to say because the model assumed otherwise.

Language

Write the rules in the language the repository's existing agent-rules file uses. Where there is none, use the language the trail is written in.

Answer in the conversation, not only in the file