evolve

/evolve — Promote Instincts to Skills

Transform mature instincts into full Copilot skills. When an instinct reaches high confidence through repeated observation, it has proven valuable enough to become a permanent part of the project's skill set.

When to Use

• When /instincts shows patterns with ★ (confidence > 0.8)
• When you want to formalize a recurring pattern into a discoverable skill
• Periodically to graduate well-established project conventions

Execution Flow

Step 1: Identify Candidates

Read .atv/instincts/project.yaml and filter for:

• Confidence > 0.8
• Observations > 5
• Not already evolved (check .atv/instincts/archive/)

If no candidates found:

No instincts ready to evolve yet.
Run /learn to build confidence, or check /instincts for current status.
Instincts need confidence > 0.8 and 5+ observations to evolve.

Step 2: Cluster Related Instincts

Group candidates by domain. Each cluster becomes one skill:

Evolution candidates:

  Cluster 1: "Go Error Handling" (error-handling domain)
    ★ always-wrap-errors      0.9  15 obs
    ★ sentinel-errors         0.85  8 obs
    → Will generate: .github/skills/learned-go-error-handling/SKILL.md

  Cluster 2: "Testing Conventions" (testing domain)
    ★ table-driven-tests      0.85  12 obs
    → Will generate: .github/skills/learned-testing-conventions/SKILL.md

Proceed with evolution? (Copilot will generate the skills)

Step 3: Generate SKILL.md

For each cluster, generate a SKILL.md file:

---
name: learned-[domain-name]
description: "[Auto-generated] Project conventions for [domain] learned from [N] observations across [M] sessions."
---

The skill content should:

1. Describe when to apply these conventions
2. List each instinct as a concrete guideline with examples
3. Reference the evidence (commit hashes, observation counts)
4. Mark as auto-generated so humans know to review

Naming convention: learned- prefix so generated skills are visually distinct from hand-written ones.

Output path: .github/skills/learned-<domain>/SKILL.md

Step 4: Archive Evolved Instincts

Move evolved instincts from project.yaml to .atv/instincts/archive/evolved-YYYY-MM-DD.yaml with metadata:

evolved_to: .github/skills/learned-go-error-handling/SKILL.md
evolved_at: 2026-04-06

Step 5: Report

Evolution complete!

Generated skills:
  ✅ .github/skills/learned-go-error-handling/SKILL.md (from 2 instincts)
  ✅ .github/skills/learned-testing-conventions/SKILL.md (from 1 instinct)

Archived 3 instincts to .atv/instincts/archive/

These skills will be auto-discovered by Copilot in the next session.
Review the generated files and adjust as needed — they're a starting point.

Remaining instincts: X active (run /instincts to see)

Important Notes

• Generated skills use learned- prefix — easy to spot and edit
• Always review generated skills before committing — they're a draft
• Evolved instincts are archived, not deleted, so history is preserved
• If a generated skill doesn't feel right, delete it and the instincts will re-accumulate