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bybren-llcAI agent harness orchestrates multi-agent teams using SAFe methodology
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Summary
SAFe Agentic Workflow (SAW) is a production-tested AI agent harness that adapts the Scaled Agile Framework (SAFe) for multi-agent team coordination. It targets teams across various domains (software, marketing, research, etc.) seeking structured, repeatable processes, enhancing autonomy and evidence-based delivery.
How It Works
SAW utilizes a three-layer architecture (Hooks → Commands → Skills) and SAFe principles for AI agent roles and quality gates. It supports multiple AI providers (Claude Code, Gemini CLI, Codex CLI, Cursor IDE) for coordinated orchestration. The "Dark Factory" enables persistent autonomous agent teams via tmux.
Quick Start & Requirements
Setup involves copying provider-specific harness configurations (e.g., .claude/) and customizing placeholders. Prerequisites include a supported AI provider, Git, and necessary API keys/CLIs (e.g., npm install -g @google/gemini-cli). Commands like /start-work initiate tasks. Detailed setup and adoption guides are available at docs/guides/GETTING-STARTED.md, docs/guides/WORKSPACE-ADOPTION-GUIDE.md, and docs/HARNESS_SYNC_GUIDE.md. Gemini CLI documentation is at geminicli.com.
Highlighted Details
Maintenance & Community
Active development is indicated by 2,193 commits and 169 issues over 5 months. Maintained by J. Scott Graham (ByBren, LLC). No specific community channels are detailed.
Licensing & Compatibility
Released under the MIT License, but requires attribution in derivative works per the NOTICE file, which may affect commercial or closed-source use.
Limitations & Caveats
Provider integration maturity varies (Claude Code is deepest). The mandatory attribution requirement is a key consideration. Non-SWE domain adaptations are documented but not production-validated.
3 months ago
Inactive
ag2ai