# CampusLoop

- **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:** [Pedro Nascimento](https://cerebralvalley.ai/u/pedronascimento), [Augusto Araujo](https://cerebralvalley.ai/u/augustolps)
- **GitHub:** https://github.com/pedronasci1707-ship-it/recursive-agents-hackathon
- **Demo video:** https://youtu.be/CsrQzlIc-xA?si=3pRA4VAy_yf2Mvu1
- **Gallery:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/52

CampusLoop turns student move-out waste into affordable move-in kits. Students moving out upload a photo of an item. A vision agent grades its condition, color and defects, then prices it. Recalled models are blocked automatically. Students moving in set a budget, a minimum quality, colors and a room style, and a team of agents builds a matching kit.

The agents only stop once the result is provably correct. Kit Builders (Nemotron Super) plan in parallel. A deterministic Quality Checker then runs 7 checks against the live inventory: availability, double-booking, recalls, budget, margin, coverage and quality. If a kit fails, the Coordinator sends the exact reasons back and the agents replan on their own. Anything they learn, such as a recalled model, is shared with every agent. After 3 failed attempts the Coordinator stops and hands the kit to a human. Nothing ships unverified.

In short, the LLMs decide and the code verifies. Everything runs on Crusoe Managed Inference with Nemotron, DeepSeek V4 Flash and Gemma 4 vision. An admin "Agent control room" shows each request moving through the agents in real time: rejected, fixed and finally verified.

## More from The Recursive Agents Hackathon

- [Silico - comes from “in silico,” which means an experiment or simulation performed on a computer.](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/49)
- [AGI Factory](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/50)
- [Proofreaders](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/51)
- [Oak](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/53)
- [Tableside](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/54)
- [Nesting Ralphs](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/55)

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Markdown version of https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/52. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt