Freeze first
Prompts, ground truth, schemas, and scoring rules are committed before model calls.
Published reports
September 2026 · Exploratory
Gemini agentic video understanding for long-form editing
Gemini 3.7 Flash agentic versus static processing across six synthetic 10-minute videos: five valid matched pairs, ten planned metrics, and one rejected output.
Show attrition
Malformed and failed runs remain visible instead of disappearing from the denominator.
Separate evidence
Automated scores, human judgments, and unmeasured questions are clearly labeled.