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Vishal

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Local dictationKitchen CCTV

What they built

Local dictation

Fault-tolerant local dictation

Built a Hindi-English dictation engine that isolates on-device inference and keeps a warm fallback ready if it fails.

Above the current prize bar

All eight clips returned a final and this run cleared the current benchmark; two mixed-language clips remain the gap.

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Kitchen CCTV

Local kitchen CCTV monitor

Built a local video agent that narrows long footage to likely moments, checks them closely, and returns supporting evidence.

3 of 6 sample answers correct

Tied for best accuracy; the local run included evidence and used no paid model API.

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