skills/skills.volces.com/self-improvement

self-improvement

Installation
SKILL.md

🦾 Self-Improving Agent (Strict Promotion Protocol)

"Stop letting your AI agent pollute its own core instructions based on subjective feelings."

This is an industrial-grade, closed-loop Self-Improvement System for OpenClaw. It replaces the default subjective "agent feelings" with a rigid, quantitative pipeline: The Rule of 3.

Instead of bloating your SOUL.md or AGENTS.md with every random bug the agent encounters, this skill forces the agent to merely log errors as pending. Only when an error recurs 3 times (linked via See Also) is it eligible for promotion.

Includes a built-in bash script (promote-review.sh) to aggregate pending promotions for human approval.

🌟 Why install this?

  1. Zero Context Bloat: Keeps your SOUL.md and 200K window pristine.
  2. Rule of 3 (Quantitative Trigger): Issues must happen 3 times before they can be considered a "Rule".
  3. Strict Domain Governance: Mutually exclusive rules for what goes into SOUL (behavior), AGENTS (workflow), and TOOLS (CLI gotchas).
  4. Human-in-the-Loop Review: Batch processing of promotions via a weekly aggregator script.

Installs
1
First Seen
Apr 23, 2026