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Calibration run 1 surfaced a second issue beyond the parser bug: the default pick of 1 on /plan-ceo-review's scope-selection AUQ routes the agent to "branch diff vs main" — so it reviews the gstack PR itself (recursive!) instead of the seeded fixture plan we sent. Added firstAUQPick callback to runPlanSkillCounting. Override applies only to the FIRST AUQ; subsequent presses keep using defaultPick. ceoStep0Boundary now fires on either the mode-pick AUQ (existing path) or any AUQ containing "Skip interview and plan immediately" — which is the scope-selection AUQ. Picking that option bypasses Step 0 and routes straight to review-phase using the chat-paste plan as context. Plan-ceo test wires firstAUQPick = pickSkipInterview which finds the "Skip interview" option by label. Falls back to "describe inline" if the option labels change. Two new unit tests: ceoStep0Boundary fires on the scope-selection fixture; existing mode-pick fixture still fires. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>