GAAI – One agent plans, one codes. A Markdown folder governs both
Discovery plans, Delivery executes — separation of concerns baked into folder structure.
Accounting controls for AI agents cuts token usage by 50x versus Claude Code.
Engineering leads and developers concerned with AI agent reliability and costs
Cursor · Aider · Cognition Devin
Discovery plans, Delivery executes — separation of concerns baked into folder structure.
Independent critic agent with no access to builder's reasoning catches blind spots.
Constitutional governance for AI agents beats prompt injection with pre-execution enforcement.
Clever workflow loop separation, but it's a personal Claude plugin for one methodology.
Constitutional enforcement blocks AI agent violations at runtime, but unclear if practical for most teams.
Governance for AI code is real problem, but Guard is vapor—roadmap, not shipping product.