aiwg
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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.
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# v2024.12.3 - "It Just Works" Release
**Released**: December 14, 2025
This release focuses on **first-run experience** and **cross-platform reliability**. New users can now try AIWG in under 2 minutes with `aiwg demo`, diagnose issues with `aiwg doctor`, and install on Windows without friction.
## Highlights
| What Changed | Why You Care |
|--------------|--------------|
| `aiwg demo` command | Try the whole thing in under 2 minutes |
| `aiwg doctor` command | Diagnose installation issues instantly |
| npm discoverability + badges | Actually shows up when you search npm |
| MCP server works from any folder | No more ".aiwg not found" errors |
| PATH warning on install | Know immediately if setup needs fixing |
| Windows + cross-platform fixes | Works on Windows out of the box |
| Team directives preserved | No more lost custom rules on regenerate |
| @-mention traceability wiring | Agents navigate codebase via logical paths |
| Workspace cleanup commands | Prune stale files, archive completed plans |
## New Commands
### aiwg demo
Creates a complete demo project in `~/aiwg-demo/` with agents, commands, and sample artifacts ready to explore:
```bash
aiwg demo
cd ~/aiwg-demo
claude .
# "where are we?"
# "run security review"
```
### aiwg doctor
Health check command that diagnoses installation issues:
```bash
aiwg doctor
# Checks: PATH, installation, permissions, dependencies
# Provides: Fix suggestions for any issues found
```
### Workspace Maintenance
```bash
# Clean up .aiwg/working/ by promoting, archiving, or deleting stale files
/workspace-prune-working
# Sync documentation with codebase changes, archive completed plans
/workspace-realign
```
## Improvements
### MCP Server Auto-Discovery
The MCP server now auto-finds project root from any subdirectory by walking up the directory tree looking for `.aiwg/`. No more "project not found" errors when running from nested directories.
### Team Directives Preservation
`/aiwg-regenerate-claude` now preserves content below `<!-- TEAM DIRECTIVES -->` marker. Your custom rules, conventions, and project-specific guidance survive regeneration.
### @-Mention Traceability
Wired cross-references in 14 key files enabling agents to navigate from source code to tests to requirements to architecture documents via logical `@` paths.
## Platform Fixes
### Windows Support
- Replaced string concatenation with `path.join()` throughout
- Added Windows runner to GitHub Actions CI matrix
- All paths now work correctly on Windows
### npm Discoverability
- Added 14 discoverable keywords (aiwg, agentic-ai, mcp-server, claude-skills, etc.)
- Clear, searchable description
- Install command front and center in README
## Upgrade
```bash
# Update to latest
aiwg -update
# Or force fresh install
aiwg -reinstall
# Verify installation
aiwg doctor
```
## Resources
- [Quick Start](#quickstart)
- [CLI Reference](#ref-cli)
- [GitHub Release](https://github.com/jmagly/aiwg/releases/tag/v2024.12.3)