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Production Patterns for Async Multimodal AI APIs: Idempotent Tasks, Signed Webhooks, and Beat-Planned Video Generation

Calling an LLM text completion endpoint takes a few seconds over a single HTTP stream. Calling frontier video, image, and document restoration models—such as Seedance 2.5 , Wan 3.0 , Midjourney , or archival OCR—takes 15 to 180 seconds and requires a fundamentally different production architecture.…

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  1. 2026-11-12 09:24 · DEV Community — AI
    Production Patterns for Async Multimodal AI APIs: Idempotent Tasks, Signed Webhooks, and Beat-Planned Video Generation

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