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Two-stage shelf audit: YOLO finds the products, embeddings can't tell sibling SK

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1 SIGNALFIRST DETECTED 27 September 2026
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1 Apr
[D] Why I abandoned YOLO for safety critical plant/fungi identification. Closed-set classification is a silent failure mode

<!-- SC_OFF --><div class="md"><p>I’ve been building an open-sourced handheld device for field identification of edible and toxic plants wild plants, and fungi, running entirely

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