# Nemotron Done Means Done

- **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:** [Yuheng Cai](https://cerebralvalley.ai/u/stevecai)
- **GitHub:** https://github.com/yuhengcai1/nemotron-done-means-done
- **Demo video:** https://raw.githubusercontent.com/yuhengcai1/nemotron-done-means-done/main/demo/submission-demo.mp4
- **Gallery:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/20

An evidence-driven reliability framework for autonomous agents powered by Nemotron on Crusoe Managed Inference. We capture real native agent tool calls and delegation, verify actual outcomes with an independent state ledger, and retain failed experiments. In the showcased code-repair experiment, Nemotron proposed changes but only 15 of 22 checks passed, so the candidate was not accepted. The project separates model-reported completion from verified completion. Results are specific local scenarios, not a general benchmark. A newer autonomous evolution loop has offline tests, but live Version N+1 improvement and deployment into a subsequent agent run have not been demonstrated.

## More from The Recursive Agents Hackathon

- [HOLDOUT](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/17)
- [AutoFab](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/18)
- [Crusoe-Cooler-System](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/19)
- [Ming](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/21)
- [Shadowbox](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/22)
- [Concord](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/23)

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Markdown version of https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/20. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt