bmad-loop-resolve

Resolving critical ambiguities in frozen specifications during paused orchestrator runs requires a human-in-the-loop dialogue to clarify conflicts, update implementation artifacts, and enable story resumption.

Human-in-the-loop workflow automation for spec resolution is a process that facilitates structured dialogue between AI and humans to clarify ambiguous requirements, correct frozen specifications, and ensure automated development continues with a single source of truth.

To update frozen markdown specification files when a development workflow stalls, you resolve contradictions by capturing human decisions and modifying the spec artifacts directly to restore orchestrator functionality.

Yes, resolving orchestrator escalations requires access to the run directory, context JSON, and the ability to modify markdown specification files to successfully update implementation artifacts and resume the paused story.

The bmad-loop orchestrator pauses during automated development sessions when it encounters critical contradictions or ambiguities in frozen specifications, preventing stalled workflows until a human clarifies the ambiguous requirements.

The best way to resume a stalled orchestrator run after a spec contradiction is to invoke an interactive escalation resolution process that records human decisions and updates the frozen specification to establish an authoritative source of truth.