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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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# Command Development Documentation This directory contains documentation and resources for creating custom Claude Code commands. ## Documentation - **README.md** (this file): Overview of command development - **DEVELOPMENT_GUIDE.md**: Comprehensive guide for creating custom commands - **subagents-and-commands-guide.md**: Guide to subagent patterns and command integration - **subagents-README.md**: Quick reference for subagent usage - **examples/**: Sample command implementations ## Command Locations Commands are organized by framework/addon: | Location | Contents | |----------|----------| | `agentic/code/frameworks/sdlc-complete/commands/` | SDLC lifecycle commands (intake, gates, flows) | | `agentic/code/frameworks/media-marketing-kit/commands/` | Marketing campaign commands | | `agentic/code/addons/aiwg-utils/commands/` | General utilities (commit, voice, workspace) | | `agentic/code/addons/voice-framework/commands/` | Voice profile commands | ## Creating Commands See `DEVELOPMENT_GUIDE.md` for detailed instructions on: - Command structure and templates - Frontmatter configuration - Model selection guidelines - Tool access control - Security considerations - Testing and deployment ## Command vs Agent **Use a Command when:** - Task is simple and single-purpose - Quick data transformation needed - File manipulation required - Status checking or validation **Use an Agent when:** - Complex, multi-step workflow - Deep domain expertise required - Reasoning and analysis needed - Integration with multiple systems ## Deployment Commands are deployed via the `aiwg` CLI: ```bash # Deploy framework with commands aiwg use sdlc # Deploys SDLC commands aiwg use marketing # Deploys marketing commands # Deploy addon commands # (aiwg-utils auto-deployed with any framework) ``` Commands are copied to `.claude/commands/` in the target project. ## Integration Commands can invoke agents and vice versa. Commands may reference: - Framework agents via Task tool - Writing validation in `agentic/code/addons/writing-quality/` - Voice profiles in `agentic/code/addons/voice-framework/` - SDLC workflows in `agentic/code/frameworks/sdlc-complete/`