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Raspberry Pi computer vision succeeds when the whole pipeline is engineered around real scene variance, camera bandwidth, preprocessing cost, and thermal headroom. This fallback content keeps the page readable even before the dynamic long-form renderer expands the full article.

The full article covers lighting strategy, inference timing, event logic, FAQ, and deployment checkpoints for field-ready computer vision systems.

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