Scorecards for long-video to shorts context loss, speaker intent, timestamp ranges, quote framing, and edit handoff decisions.
Map for long-video-to-shorts narrative context QA, clip rationale, context loss, caption claims, and publishing readiness.
Checklist for long-video moment selection, context loss, timestamp rationale, viewer value, quote boundaries, and edit handoff.
Gate for AI video understanding clip-context confidence, timestamp evidence, speaker intent, context loss, and release decisions.
Ledger for AI video understanding clip trim boundaries, timestamp evidence, speaker intent, context loss, and edit decisions.
Scorecards for podcast-to-shorts hook retention evidence, clip rationale, caption claims, context loss, and publish readiness.
Map for AI video understanding speaker intent, trim boundaries, timestamp confidence, context loss, and release decisions.
Scorecards for AI video understanding scene context loss, clip evidence, speaker intent, timestamp confidence, and release choices.
Exact continuity tests for coding-agent native context compaction and session resume.
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