Examples
Real interactive cases.
Trail Camera Animal Census
30 trail-camera clips screened by a detector→tracker→verifier pipeline. Every animal detected, tracked and described in plain language, with false triggers rejected.
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nuReasoning Event Analysis
A 97-clip slice of Motional’s autonomous-driving dataset, re-watched frame by frame. Coarse scenario tags become a specific event type, a subclass and a scene description.
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Backyard Bear — Phone Alert
A bear walks into the backyard and a verified Telegram message lands on your phone seconds later — the annotated frame plus the model’s own sentence.
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