domains / families / agent-tooling / ai-loop

ai-loop

authentic

Runs a bounded spec-build-review development loop with explicit scope, stop conditions, and human approval gates for risky or ambiguous work.

When to use

• Use when you need a feature built from scratch or heavily modified, and you want the agent to handle the lifecycle (specification, implementation, and verification) inside one clearly bounded workflow.
• Use when working with isolated components, modules, or features that have well-defined scopes and constraints.
• Use when the user asks for a complete development pass but the work still has clear success criteria, a reasonable verification path, and no unresolved safety or product decisions.

When not to use

• This skill requires sufficient context about the feature to be provided during the Spec phase.
• It is best suited for isolated features or tasks with clear boundaries, rather than open-ended architectural refactoring.
• The review phase relies on the agent's self-assessment against the generated spec; manual review is still recommended for critical systems.
• It is not a replacement for human approval on security-sensitive, destructive, production, compliance, or externally visible changes.
• Report conflicting requirements or unavailable verification accurately and continue useful independent work; do not mark missing tests as passed or request credentials in chat.

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