Edge, cloud or hybrid: choosing where inference runs
Choose an architecture around connectivity, data control and operational ownership.

Start with the operational requirement
An event requiring local response should not depend on a network connection that is routinely unavailable. Central reporting can often tolerate delayed synchronization.
Budget the data path
Decide which raw video, metadata and selected clips need to leave the site. Estimate transfer and retention before selecting processing capacity.
Agree on ownership
Document who updates local devices, responds to health alerts, rotates credentials and restores service. Deployment architecture includes people as well as compute.
Your cameras already see it. Make it actionable.
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