# Formloop

- **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:** [Laurie Sartain](https://cerebralvalley.ai/u/laurie), [James Vo](https://cerebralvalley.ai/u/jamjam112), [Gaelan Chen](https://cerebralvalley.ai/u/Gii2000), [Dr Sima](https://cerebralvalley.ai/u/Sima)
- **GitHub:** https://github.com/jamesEmerson112/NVIDIA-Crusoe-The-Recursive-Agents-Hackathon
- **Demo video:** https://www.youtube.com/watch?v=Yz2Z5AdN0ig
- **Gallery:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/81

Problem: Intake forms are static, but users care about different things. Fixed questions waste their time and miss what actually matters. A great example of this is apartment searches, where user preferences are extremely subjective. 

Our fix: A self-improving form loop on Crusoe Managed Inference. An extractor agent turns free-text answers into weighted preferences, with weight inferred from how much detail each answer gives. A matcher ranks listings live, and pass reasons become new preferences. Factors the listing data doesn't cover are grounded with cited You.com search results.

How it improves: Each generation, simulated renters (each with hidden preferences) fill out the form. Every question is scored by how much removing its answer changes the top match, minus its effort cost.

## More from The Recursive Agents Hackathon

- [VideoLoop](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/78)
- [Wayland](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/79)
- [AdCampaigner](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/80)
- [Green-Stove Agents](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/82)
- [ARC](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/83)
- [CASCADE](https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/84)

---

Markdown version of https://cerebralvalley.ai/e/crusoe-recursive-agents-hackathon/hackathon/gallery/81. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt