chess/.claude/commands/training/neural-patterns.md
Christoph Wagner 5ad0700b41 refactor: Consolidate repository structure - flatten from workspace pattern
Restructured project from nested workspace pattern to flat single-repo layout.
This eliminates redundant nesting and consolidates all project files under version control.

## Migration Summary

**Before:**
```
alex/ (workspace, not versioned)
├── chess-game/ (git repo)
│   ├── js/, css/, tests/
│   └── index.html
└── docs/ (planning, not versioned)
```

**After:**
```
alex/ (git repo, everything versioned)
├── js/, css/, tests/
├── index.html
├── docs/ (project documentation)
├── planning/ (historical planning docs)
├── .gitea/ (CI/CD)
└── CLAUDE.md (configuration)
```

## Changes Made

### Structure Consolidation
- Moved all chess-game/ contents to root level
- Removed redundant chess-game/ subdirectory
- Flattened directory structure (eliminated one nesting level)

### Documentation Organization
- Moved chess-game/docs/ → docs/ (project documentation)
- Moved alex/docs/ → planning/ (historical planning documents)
- Added CLAUDE.md (workspace configuration)
- Added IMPLEMENTATION_PROMPT.md (original project prompt)

### Version Control Improvements
- All project files now under version control
- Planning documents preserved in planning/ folder
- Merged .gitignore files (workspace + project)
- Added .claude/ agent configurations

### File Updates
- Updated .gitignore to include both workspace and project excludes
- Moved README.md to root level
- All import paths remain functional (relative paths unchanged)

## Benefits

 **Simpler Structure** - One level of nesting removed
 **Complete Versioning** - All documentation now in git
 **Standard Layout** - Matches open-source project conventions
 **Easier Navigation** - Direct access to all project files
 **CI/CD Compatible** - All workflows still functional

## Technical Validation

-  Node.js environment verified
-  Dependencies installed successfully
-  Dev server starts and responds
-  All core files present and accessible
-  Git repository functional

## Files Preserved

**Implementation Files:**
- js/ (3,517 lines of code)
- css/ (4 stylesheets)
- tests/ (87 test cases)
- index.html
- package.json

**CI/CD Pipeline:**
- .gitea/workflows/ci.yml
- .gitea/workflows/release.yml

**Documentation:**
- docs/ (12+ documentation files)
- planning/ (historical planning materials)
- README.md

**Configuration:**
- jest.config.js, babel.config.cjs, playwright.config.js
- .gitignore (merged)
- CLAUDE.md

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-23 10:05:26 +01:00

1.5 KiB

Neural Pattern Training

Purpose

Continuously improve coordination through neural network learning.

How Training Works

1. Automatic Learning

Every successful operation trains the neural networks:

  • Edit patterns for different file types
  • Search strategies that find results faster
  • Task decomposition approaches
  • Agent coordination patterns

2. Manual Training

Tool: mcp__claude-flow__neural_train
Parameters: {
  "pattern_type": "coordination",
  "training_data": "successful task patterns",
  "epochs": 50
}

3. Pattern Types

Cognitive Patterns:

  • Convergent: Focused problem-solving
  • Divergent: Creative exploration
  • Lateral: Alternative approaches
  • Systems: Holistic thinking
  • Critical: Analytical evaluation
  • Abstract: High-level design

4. Improvement Tracking

Tool: mcp__claude-flow__neural_status
Result: {
  "patterns": {
    "convergent": 0.92,
    "divergent": 0.87,
    "lateral": 0.85
  },
  "improvement": "5.3% since last session",
  "confidence": 0.89
}

Pattern Analysis

Tool: mcp__claude-flow__neural_patterns
Parameters: {
  "action": "analyze",
  "operation": "recent_edits"
}

Benefits

  • 🧠 Learns your coding style
  • 📈 Improves with each use
  • 🎯 Better task predictions
  • Faster coordination

CLI Usage

# Train neural patterns via CLI
npx claude-flow neural train --type coordination --epochs 50

# Check neural status
npx claude-flow neural status

# Analyze patterns
npx claude-flow neural patterns --analyze