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A coached living reference for running enterprise video-analytics discovery

How to read this reference

Read it in order the first time. It is built to teach the WHY, not to be a glossary. The order is the learning order: first what the system is actually doing and why, then cameras, then the network, then the AI layer, then where it all runs, then how it integrates, then privacy. Each layer makes sense only after the one before it.

Every concept is taught the same five-beat way:

  1. The idea, in plain words.
  2. Why it matters, so the fact has a reason to stick.
  3. The trade-off or mental model behind it, because almost nothing here is free.
  4. A concrete scenario, so it lives somewhere real.
  5. In the discovery room, the move you actually make.

The goal is reasoning, not vocabulary. If you can only repeat a term, this reference has failed you. If you can explain to a skeptical IT director why edge beats cloud for a 400-camera stadium, it has succeeded. Your coach will check the second thing, not the first.

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