LLM Long Video Understanding in Production: Stabilizing QA Quality with Frame Sampling, Timestamp Indexing, and Clip Replay
This article covers engineering practices for production-grade long video QA, including frame sampling, shot segmentation, subtitle fusion, timestamp indexing, clip replay, evidence verification, and launch checklists to reduce missed keyframes and temporal ordering errors.