Agent Kernel Self-Evolve Operations Guide

This skill provides step-by-step instructions for AI agents to capture learnings, auto-generate Playbooks, and install self-evolution hooks across all AI agent environments.

Triggers & Trigger Phrases

Activate this skill when:

• The user mentions self-evolve, /learn, playbook, workflow synthesis, or agent learning.
• You resolve a complex multi-step feature or receive a user correction that should be saved as a Playbook or Rule.

1. Playbook Operations (agent-kernel evolve)

• Generate a Playbook from Current Workflow: agent-kernel evolve generate --title "Full Next.js Auth Setup" --topic "auth"
• List All Generated Playbooks: agent-kernel evolve list
• Inspect a Playbook & Evolution History: agent-kernel evolve inspect <playbookId>
• Evolve/Repair a Playbook: agent-kernel evolve repair <playbookId> --reason "Fixed Supabase redirect URL"