aiwg/plugins/utils/README.md

Cognitive architecture for AI-augmented software development with structured memory, ensemble validation, and closed-loop correction. FAIR-aligned artifacts, 84% cost reduction via human-in-the-loop, standards adopted by 100+ organizations.

# AIWG Utilities

Core AIWG utilities for context regeneration and workspace management.

## Features

- **Context Regeneration**: Update CLAUDE.md, WARP.md, AGENTS.md
- **Workspace Management**: Prune, realign, reset workspaces
- **Development Kit**: Scaffold new addons, agents, commands, skills
- **@-Mention Traceability**: Wire, validate, and report on @-mentions

## Commands

- `/aiwg-regenerate`: Regenerate platform context files
- `/workspace-realign`: Reorganize .aiwg/ documentation
- `/devkit-create-*`: Scaffold new components
- `/mention-wire`: Inject @-mentions for traceability

## Quick Start

```bash
# Regenerate context
/aiwg-regenerate

# Create new agent
/devkit-create-agent "my-new-agent"

# Check @-mention traceability
/mention-validate
```

## Documentation

- Full guide: https://docs.aiwg.io/utils
- Discord: https://discord.gg/BuAusFMxdA