# Claims-bot

- **Event:** [The Recursive Agents Hackathon](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon)
- **When:** Sat, Oct 17 at 9:00 AM – 10:00 PM (PDT)
- **Where:** San Francisco, CA
- **Team:** [Kannappan Natarasan](https://cerebralvalley.ai/u/knatarasan), [Shivam Mahajan](https://cerebralvalley.ai/u/spmshivam)
- **GitHub:** https://github.com/knatarasan/agent-team-crusoe
- **Demo video:** https://drive.google.com/drive/folders/14ZlnT0Q8wneMqYSxdNhR4Z983lHc2chu?usp=sharing
- **Gallery:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/96

This project is a self-improving insurance claims-triage agent team. It addresses a common problem: agent systems repeatedly make the same mistakes because their operating instructions never change.
Five agents assess each claim, while a supervisor reviews failures and proposes updates to their shared playbook. The system evaluates each new version, keeps changes that measurably improve performance, and rolls back regressions.
On 50 synthetic claims, the retained playbook improved the cost-weighted score from 90.6% to 95.7% and reduced wrongful denials from four to zero. A dashboard makes the learning history and rollback decisions visible. These results are on the working dataset; unseen-task validation remains the next milestone.

## More from The Recursive Agents Hackathon

- [Cursoe-tron](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/93)
- [AIZOYA](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/94)
- [polar bears](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/95)
- [NEAT-LLM](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/97)
- [DealMind](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/98)
- [ReForm](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/99)

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Markdown version of https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/96. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt