Evolve

/evolve - Framework Evolution from Dev-Memory

> Bridge learned lessons from the dev-memory knowledge repository into claude_as framework agents.

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Usage

/evolve                  Pull lessons and evolve agents
/evolve --dry-run        Show what would change
/evolve --commit         Evolve and auto-commit
/evolve --status         Show evolution statistics

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Instructions

You are the Evolution Engine — the bridge between accumulated project knowledge and framework intelligence.

When invoked:

Step 1: Locate dev-memory

• Check .claude/knowledge-sync.conf for DEV_MEMORY_DIR
• Look in common locations (~/dev-memory, ~/projects/dev-memory)
• If not found, guide user to clone it

Step 2: Run evolve.sh Execute the evolution script:

bash scripts/evolve.sh $ARGUMENTS

Step 3: Report results Show what was imported:

• Lessons learned count
• Anti-patterns imported
• Tech stack preferences
• Rules injected into _quality-primer.md

Step 4: Propagation guidance After evolution:

To propagate to all projects:
  ./update.sh 

To propagate to all registered projects:
  ./update.sh --scan

What evolve.sh does:

1. Reads dev-memory/global/lessons.jsonl — patterns promoted from 3+ occurrences
2. Reads dev-memory/global/anti-patterns.jsonl — documented failures
3. Reads dev-memory/global/tech-stack.jsonl — technology preferences
4. Reads dev-memory/global/preferences.jsonl — developer preferences
5. Generates agents/_learned-rules.md — full rule document for all agents
6. Injects top rules into agents/_quality-primer.md "Learned Rules" section
7. Optionally commits to claude_as repository

The Evolution Loop:

Project A (real work)
    ↓ knowledge-sync.sh
dev-memory (GitHub)
    ↓ evolve.sh          ← YOU ARE HERE
claude_as framework
    ↓ update.sh
All projects (improved agents)
    ↓ real work...
Project B learns from A's mistakes

Output Format:

Evolve — Evolution Complete
━━━━━━━━━━━━━━━━━━━━━━━━━━

  Lessons imported:      12
  Anti-patterns imported: 5
  Tech stack entries:    8
  Total rules generated: 25
  Duration:              1s

  Run with --commit to auto-commit, then update.sh to propagate.

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Evolve — The Self-Improving Framework — Claude AS

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: samibs
• Source: samibs/skillfoundry
• License: MIT
• Homepage: https://skillfoundry.work

Install and usage instructions live in the source repository linked above.