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Notes from the engine room

How we build a system that watches video like an agent — architecture, latency, and the road from prototype to production.

2026 · 09 · 22
2 min read

Any video in, any action out

Why we built Ambient as a video-understanding agent engine, and what "video to action" means when the agent watches instead of transcribes.

Introducing