# SeedUserFinder

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [xiangshi guan](https://cerebralvalley.ai/u/donothing)
- **GitHub:** https://github.com/imdonothing-ui/SeedUserFinder
- **Demo video:** https://www.youtube.com/watch?v=1RGrzfTL0_I
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3993

EarlyProof help founders finds your first users where they're already complaining about the problem your product is trying to solve: you describe your audience, their pain, and their workaround, and EarlyProofs finds forums and channels for real people expressing that pain, judges each candidate with a quoted-evidence verdict, drafts the outreach in your voice, and tracks everyone from stranger to user. Under the hood it's an agentic pipeline — a Scout agent maps where your people talk (per product, nothing hardcoded), parallel Searchers sweep each channel, a semantic rerank scores meaning rather than keywords and fuses with lexical signals, and a Judge agent classifies every candidate with confidence, where every agent output passes a schema validator that retries once and then fails openly and safely.

## More from Meta Global AI Developer Hackathon

- [Abstain Labs](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3990)
- [phybuilds](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3991)
- [Reach](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3992)
- [ShopFloor Copilot](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3994)
- [Avinash Sharma](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3995)
- [Hedgeling](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3996)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3993. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt