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7/10/2026
Teaching Claude Code to Write and Grow Its Own Skills: A Self-Replicating Agent Environment

Teaching Claude Code to Write and Grow Its Own Skills: A Self-Replicating Agent Environment

Short summary

The author describes a system where Claude Code automatically discovers and writes reusable skills to ~/.claude/skills/auto/, accumulating 64 auto-generated skills over months. A two-tier pipeline handles in-session and nightly batch generation, while a weekly Curator retires stale skills. The design carefully limits generation triggers to prevent noise and separates auto-generated skills from hand-written ones.

  • •Claude Code auto-generates reusable skills in-session and via nightly batch harvesting
  • •64 skills accumulated over months with deduplication and cost-guard mechanisms
  • •Weekly Curator demotes unused skills after 30 days and archives them after 90

Generated with AI, which can make mistakes.

#ai-agents#ai-tools#open-source
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