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Improved
Let independent layout reviews overlap without occupying local decoding/inference slots while waiting for cloud responses. Bound analysis requests across API and ChatGPT providers separately from local processing.
Reuse checked screen compositions from the same source as proposals for recurring layouts. Every candidate requires fresh rendered verification; rejected candidates fall back to ordinary analysis.
Veto reused crops when sampled local pixels indicate a feature cut at the content boundary. Label comparison panels explicitly to reduce confusion between source references and the actual output.
Validation
Tested recurring and changing graph content plus three rearranged presenter-corner variants from the original T3.GG footage. A moving-title failure found by inspection drove the edge guard. Measurements, failed trials and remaining limitations are recorded in docs/layout-reuse-validation.md; arbitrary-video quality is not established.