evolve

Analyze instincts and suggest or generate evolved structures

SKILL.md

GitHub

Library use: Apply the compatibility and execution contract. Source roles, memory claims, command names, hooks, and integrations are instructions or prerequisites—not installed capabilities.

Evolve Command

Implementation

Run the instinct CLI using the plugin root path:

python3 "${CLAUDE_PLUGIN_ROOT}/skills/continuous-learning-v2/scripts/instinct-cli.py" evolve [--generate]

Or if CLAUDE_PLUGIN_ROOT is not set (manual installation):

python3 ~/.claude/skills/continuous-learning-v2/scripts/instinct-cli.py evolve [--generate]

Analyzes instincts and clusters related ones into higher-level structures:

  • Commands: When instincts describe user-invoked actions
  • Skills: When instincts describe auto-triggered behaviors
  • Agents: When instincts describe complex, multi-step processes

Usage

/evolve                    # Analyze all instincts and suggest evolutions
/evolve --generate         # Also generate files under evolved/{skills,commands,agents}

Evolution Rules

→ Command (User-Invoked)

When instincts describe actions a user would explicitly request:

  • Multiple instincts about "when user asks to..."
  • Instincts with triggers like "when creating a new X"
  • Instincts that follow a repeatable sequence

Example:

  • new-table-step1: "when adding a database table, create migration"
  • new-table-step2: "when adding a database table, update schema"
  • new-table-step3: "when adding a database table, regenerate types"

→ Creates: new-table command

→ Skill (Auto-Triggered)

When instincts describe behaviors that should happen automatically:

  • Pattern-matching triggers
  • Error handling responses
  • Code style enforcement

Example:

  • prefer-functional: "when writing functions, prefer functional style"
  • use-immutable: "when modifying state, use immutable patterns"
  • avoid-classes: "when designing modules, avoid class-based design"

→ Creates: functional-patterns skill

→ Agent (Needs Depth/Isolation)

When instincts describe complex, multi-step processes that benefit from isolation:

  • Debugging workflows
  • Refactoring sequences
  • Research tasks

Example:

  • debug-step1: "when debugging, first check logs"
  • debug-step2: "when debugging, isolate the failing component"
  • debug-step3: "when debugging, create minimal reproduction"
  • debug-step4: "when debugging, verify fix with test"

→ Creates: debugger agent

What to Do

  1. Detect current project context
  2. Read project + global instincts (project takes precedence on ID conflicts)
  3. Group instincts by trigger/domain patterns
  4. Identify:
    • Skill candidates (trigger clusters with 2+ instincts)
    • Command candidates (high-confidence workflow instincts)
    • Agent candidates (larger, high-confidence clusters)
  5. Show promotion candidates (project -> global) when applicable
  6. If --generate is passed, write files to:
    • Project scope: ~/.claude/homunculus/projects/<project-id>/evolved/
    • Global fallback: ~/.claude/homunculus/evolved/

Output Format

============================================================
  EVOLVE ANALYSIS - 12 instincts
  Project: my-app (a1b2c3d4e5f6)
  Project-scoped: 8 | Global: 4
============================================================

High confidence instincts (>=80%): 5

## SKILL CANDIDATES
1. Cluster: "adding tests"
   Instincts: 3
   Avg confidence: 82%
   Domains: testing
   Scopes: project

## COMMAND CANDIDATES (2)
  /adding-tests
    From: test-first-workflow [project]
    Confidence: 84%

## AGENT CANDIDATES (1)
  adding-tests-agent
    Covers 3 instincts
    Avg confidence: 82%

Flags

  • --generate: Generate evolved files in addition to analysis output

Generated File Format

Command

---
name: new-table
description: Create a new database table with migration, schema update, and type generation
command: /new-table
evolved_from:
  - new-table-migration
  - update-schema
  - regenerate-types
---

# New Table Command

[Generated content based on clustered instincts]

## Steps
1. ...
2. ...

Skill

---
name: functional-patterns
description: Enforce functional programming patterns
evolved_from:
  - prefer-functional
  - use-immutable
  - avoid-classes
---

# Functional Patterns Skill

[Generated content based on clustered instincts]

Agent

---
name: debugger
description: Systematic debugging agent
model: sonnet
evolved_from:
  - debug-check-logs
  - debug-isolate
  - debug-reproduce
---

# Debugger Agent

[Generated content based on clustered instincts]

Runtime prerequisites

See the dependency ledger and this skill’s records in dependencies.json. Native gstack/ECC CLIs, browsers, hooks, model tools, credentials, and memory stores must be available before invoking their steps. No runtime installation or execution has been performed. CSO requires its trusted helper; do not emulate that helper on the host.

Source provenance

  • ecc/commands/evolve.md