Notes

Short, practical notes on testing generative AI on physical security video — what works, what the demos leave out, and how this tool was built.

• How do you test AI video search? What the IPVM ranking leaves open 2026-11-09
  Video search and event description are two different tasks, and neither is scored the way vendor demos suggest. Here is the test setup I use.
• Building a multi-model video search tool on a 1 GB VPS 2026-11-09
  FastAPI, SQLite and four foundation models on a 2-core / 1 GB Debian VPS — what the architecture looks like, and which integrations are native video and which are not.

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