Commandpython

/evolve Command

Evolve learned instincts into actionable artifacts (skills, commands, agents).

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/evolve - Instinct Evolution Command

Purpose

Evolve learned instincts into actionable artifacts (skills, commands, agents).

Quick Reference

| Command | Action | |---------|--------| | /evolve | Show evolution candidates | | /evolve skill <instinct_id> | Evolve instinct into skill | | /evolve command <instinct_id> | Evolve instinct into command | | /evolve agent <instinct_id> | Evolve instinct into agent | | /evolve auto | Auto-evolve high-confidence instincts |

Usage Examples

View Evolution Candidates

# List instincts ready for evolution (confidence >= 0.7)
node scripts/learning/instinct-evolver.js --candidates

Evolve to Skill

# Evolve a workflow pattern instinct to a skill
node scripts/learning/instinct-evolver.js --evolve-skill instinct_123_abc

Evolve to Command

# Evolve an error-fix instinct to a command
node scripts/learning/instinct-evolver.js --evolve-command instinct_456_def

Auto-Evolution

# Auto-evolve all instincts with confidence >= 0.8
node scripts/learning/instinct-evolver.js --auto

Evolution Rules

Confidence Thresholds

| Target | Min Confidence | Min Occurrences | |--------|---------------|-----------------| | Skill | 0.7 | 5 | | Command | 0.6 | 3 | | Agent | 0.8 | 10 |

Pattern Type Mapping

| Pattern Type | Best Evolution | |--------------|---------------| | workflow_pattern | Skill (quick patterns) | | error_fix | Command (slash command) | | framework_selection | Agent policy update | | node_usage | Skill examples |

Output Locations

~/.claude/kailash-learning/evolved/
├── skills/           # Generated skill snippets
├── commands/         # Generated commands
└── agents/          # Agent policy updates

Integration

Evolved artifacts are suggestions only. Review before adding to:

  • .claude/skills/ for skills
  • .claude/commands/ for commands
  • .claude/agents/ for agent updates

Related Commands

  • /learn - View learning status and instincts
  • /checkpoint - Save learning state

Skill Reference

  • See 06-continuous-learning in skill directories for full documentation