Tag: frame sampling

2 articles

• LLM Video Input Pipeline in Production: Frame Sampling, Timestamp Alignment, and Media Token Budgeting for Multimodal Cost Control

  Video understanding is more than just passing extra images. This article systematically explains how to build a production-grade LLM video input pipeline, covering file admission, decoding probe, frame sampling, timestamp alignment, media token budgeting, caching, quality evaluation, and common pitfalls.

  07/10/2026 Multimodal LLM / Video Understanding / Media Token / LLM Engineering / Cost Optimization / Frame Sampling / Timestamp Alignment

• 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.

  07/05/2026 LLM / video understanding / multimodal AI / production engineering / RAG / frame sampling / timestamp indexing