~/talk

NEXT Hackathon Finalist Demos

Talkat SuperAI Singapore 2026 · 2026-06-10..06-11· [developer-experience]
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slides:none on file

Claims that return fraud costs ~$110B in the US and ~$135B in APAC, with ~70% in electronics and apparel and ~40% involving fake or swapped items. A deployed verification-as-a-service captures a 5-second video snapshot at the edge, seals it in a device-bound trust chain, and runs a dreaming agent that hallucinates and then cross-checks scenarios against an explainable knowledge base on AWS/Vercel with Stripe and human review, flagging examples at 91% fraud signal.

AI-written summary · about

  1. 0:00Welcome and introductions
  2. 0:27AI Here demo starts
  3. 6:32Bloom demo begins
  4. 12:34Bunker Guard presentation
  5. 19:38Very Claims AI demo
  6. 25:57Willow estate planning demo
  7. 32:23Sponsors and prize ceremony
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