Prepare a bounded Bruder-GPT fallback handoff for an unrecoverable KGG test failure and safely apply only an approved tactical response.
Apply the KGG operational workflow for small admin tickets, including source checks, minimal edits, evidence capture, and safe handoff to the UI Lab runtime.
Keep substantive KGG/Vibe coding runs enrolled in project-status telemetry and correlate ChatGPT sessions without guessing conversation URLs.
Enforce KGG privacy, authorization, provenance, and release-boundary rules while skills and UI-Lab runners handle synthetic ticket scenarios.
Coordinate a small KGG ticket across the shared goal, source-of-truth documents, Fresh Main, and the UI-Lab test loop without changing scope or bypassing human gates.
Drive KGG red-to-green, unchanged replay, negative, and regression loops and report deterministic evidence for UI-Lab and Custom GPT comparisons.