sergei-dyshel/qcfg-agents

Extract durable lessons from the user's corrections to agent-generated code and propose them as instruction edits. Use when asked "what did you learn from my corrections?", "I fixed your code, what can you learn?" or similar.

Route a candidate lesson to the right instruction file, word it, present it for approval and apply only what the user approves. Use from update-instructions or learn-from-corrections, or when asked to "propose an instruction edit" or similar.

Address REVIEW: tags the user has left in dirty (uncommitted) working-tree files and in-progress Markdown docs — inline instructions, or questions about a change. Use when the user asks to "address review comments", "address review", "resolve REVIEWs", "check REVIEW tags", or any equivalent phrasing. Also use before committing (commit, amend, fixup), before creating or updating a PR/CR, and before declaring a plan or design doc final, to check that no REVIEW: tags leak through.

Turn knowledge gained during a session into proposed edits to in-repo instruction files. Use when asked "anything you learned?", "any new knowledge?", "anything we can add to instructions?", "update instructions" or similar.

Write English prose in code comments, docstrings, help text, commit message bodies, docs, agent instruction files and replies. Use before writing or editing any of these, or when asked to "check the writing style", "review the wording" or similar.