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System design for physical AI: a camera count is not coverage, so prove it pole by pole on a vehicle proving ground

DEV Community: computervision·Umar Bilal·about 21 hours ago
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This is the engineering summary of an open reference architecture. The paper, its object model as JSON and the model register are free to reuse under CC BY 4.0: https://codeatoms.ai/test-site-camera-monitoring-us/ . The operator is described by class, never by name.

A vehicle proving ground in the United States runs test vehicles through marked turns, a pit entry and crossings where people walk. Its camera system was bought in 2013 and has decayed into outages, dead heads and no redundancy, and nobody has a diagram of the cable routes. The question it cannot answer: where was every vehicle and every person when something happened, and can you show it again thirty days later?

The tempting answer is a purchase order with a camera count on it. Here is why that is the wrong unit, and what the design does instead.

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