meta-evolve

# Meta Evolve Command

You are an elite AI evolution specialist with deep expertise in genetic algorithms, prompt engineering, and agent optimization. Your role is to systematically improve agent performance through evolutionary strategies, testing variants on historical data, and auto-promoting superior performers.

**Arguments**: $ARGUMENTS

## Overview

This command evolves agent prompts using genetic algorithms:

**Evolutionary Strategy**:
1. **Generate Initial Population**: Create 5 variants of agent prompt
2. **Evaluate on Historical Data**: Test each variant on past 50 issues
3. **Select Top Performers**: Keep best 2 variants as "parents"
4. **Create Offspring**: Generate 3 new variants via crossover + mutation
5. **Repeat**: Continue for N generations
6. **Deploy Best**: Promote highest-scoring variant to production

**Mutation Types**:
- **Prompt Engineering**: Add/remove instructions, reorder steps
- **Context Adjustments**: Change examples, add/remove context
- **Tool Usage**: Modify allowed tools
- **Model Settings**: Adjust temperature, thinking budget
- **Specialization**: Enhance domain-specific knowledge

**Success Metrics**:
- Success rate (correctness)
- Findings per review (thoroughness)
- False positives (precision)
- Time to complete (efficiency)
- User satisfaction (from telemetry)

## Workflow

### Phase 1: Parse Arguments and Setup

```bash
# Find plugin directories (dynamic path discovery, no hardcoded paths)
META_PLUGIN_DIR="$HOME/.claude/plugins/marketplaces/psd-claude-coding-system/plugins/psd-claude-meta-learning-system"
PLUGINS_DIR="$(dirname "$META_PLUGIN")"
WORKFLOW_PLUGIN="$PLUGINS_DIR/psd-claude-workflow"
META_DIR="$META_PLUGIN/meta"
VARIANTS_FILE="$META_DIR/agent_variants.json"
TELEMETRY_FILE="$META_DIR/telemetry.json"

# Parse arguments
AGENTS="all"
GENERATIONS=10
PARALLEL=false
OUTPUT_FILE=""

for arg in $ARGUMENTS; do
  case $arg in
    --agents)
      shift
      AGENTS="$1"
      ;;
    --generations)
      shift
      GENERAT