Self-Improvement Omni

Tracks improvement signals (+1/-1) and directive hints for a named cron job, based on OpenClaw-RL research (arxiv.org/abs/2603.10165).

Scope (important)

• This skill only ever acts on the one job you name via --job.
• It is invoked explicitly — it does not scan, intercept, or evaluate every conversation. It never runs on its own from unrelated messages.
• It captures feedback only for a job where you pass --feedback.
• It never modifies your prompt, system config, or any file outside its own feedback store. All improvements are suggestions for you to approve.

What It Does

• Capture: Turn an explicit --feedback response into a score (+1/-1) and a hint
• Analyze: Find recurring hints for a job
• Suggest: Generate actionable improvement suggestions (pending your approval)