One page: the review loop run as a fleet over a queue; the cost funnel (cheap filter -> keyframe sampler -> reader -> judge) with the 450x reduction arithmetic; the no-clock economics (batch APIs at 50% off, spot compute); the durability spine (checkpoint, idempotency key, retry + dead-letter queue, durable orchestration) so a crash resumes instead of restarting; versioned re-processing; and human-in-the-loop-by-exception (confidence threshold + severity + sampling).
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The book · Volume 7 of 7
AI for Video: A Complete Guide to Intelligence in Video Products: From Real-Time Pipelines and Agents to Serving, Cost, Compliance, and Verticals
This checklist scopes an async archive-review agent: the cost funnel with its 450x reduction, batch and spot economics, checkpoints and retries, and review by exception. Volume 7 covers this in depth: agent engineering, serving infrastructure with vLLM, Triton and TensorRT, and cost per stream-hour in production. Written by Nikolay Sapunov, CEO at Fora Soft.
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