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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)