# Tryouts

- **Event:** [OpenEnv Hackathon SF](https://cerebralvalley.ai/e/openenv-hackathon-sf)
- **When:** Mar 7 at 9:00 AM – Mar 8 at 12:00 AM (PST)
- **Where:** Shack15, San Francisco, CA
- **Team:** [Pramod Misra](https://cerebralvalley.ai/u/pramodmisra2026)
- **GitHub:** https://github.com/pramodmisra/claims-env-hackathon
- **Website:** https://colab.research.google.com/github/pramodmisra/claims-env-hackathon/blob/main/training/InsureClaim_Training_Colab.ipynb
- **Demo video:** https://youtu.be/pbaMS_WrylY
- **Hugging Face:** https://huggingface.co/spaces/pramodmisra/claims-env
- **Gallery:** https://cerebralvalley.ai/e/openenv-hackathon-sf/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/openenv-hackathon-sf/hackathon/gallery/5

InsureClaim AI: Teaching LLMs to Investigate Before They Decide
                                                                                                                                                                                                                                             
  Insurance claims cost $40B annually. LLMs rush to approve/deny without evidence—missing fraud. We built an RL environment training LLMs to process claims like expert adjusters.

  RESULTS:
  • +17.25 reward improvement over 50 episodes
  • Caught $13K inflated claims via Plaid verification
  • Reduced decision steps 6→3 while maintaining accuracy

  TECH: OpenEnv (10 actions, 8 scenarios) + Unsloth + TRL (GRPO) + Plaid API

  ALIGNMENT:
  • Statement 3.1: Professional Tasks (World Modeling)
  • Partner: Scaler AI Labs - Enterprise Workflows

  Results: drive.google.com/drive/folders/1QFQrJNM9mEOiPEnwV1CZjoENTSlGVvRI
https://github.com/pramodmisra/claims-env-hackathon

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