Trading agents
Private live trading submission
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MS
Builder profile
Meet Sutariya
Built local dictation and kitchen CCTV agents focused on fast answers, precise timestamps, and low-cost inference.
Trading agentsLocal dictationKitchen CCTV
What they built
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Local dictation
Fast local dictation
Built a local dictation pipeline with lightweight and Hindi-English models, tuned for fast final answers on an M1 Pro.
Still below the prize bar
The full check completed cleanly, but two clips returned no final and median final latency was over six seconds.
Kitchen CCTV
Low-cost kitchen video QA
Built a video-question pipeline that samples long footage, adds visible timestamps, and returns structured answers in one low-cost pass.
6 of 6 · 100% sample answers correct
Completed and reviewed on the current six-question test.
Qualification and certificate
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The entry is being scored forward on the live board.
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Has a reviewed public result; certificate eligibility is not marked yet.
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