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Embedded AI cameras need more than a working model. They need stable imaging, event filtering, and predictable behavior under storage pressure and enclosure heat. This fallback copy keeps the page usable while the long-form renderer builds the full article.

The full article covers scene design, thermal constraints, event review workflows, FAQ, and deployment discipline for embedded AI cameras.

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