# NoCap

- **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:** [SHOU-FENG CHANG](https://cerebralvalley.ai/u/Robert_Chang)
- **GitHub:** https://github.com/changshoufeng0609-cmd/nocap
- **Demo video:** https://youtu.be/ZuwW73Z2l0Q
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2476

Financial journalists and equity analysts publish earnings stories on deadline, and one wrong figure means a public correction. AI now drafts more of that copy, which makes numbers cheap to write and costly to check. NoCap checks every financial number in a draft against SEC filings before it runs, and shows the filing behind each.

Paste a draft about any S&P 500 company and press Check. Each figure comes back ✓ verified, ✗ wrong, ◷ not public yet or ? unverifiable. Click a figure for its receipt: the filed value, the reason, and the 8-K, 10-Q or 10-K with its accession number and EDGAR acceptance time. Fix with receipts proposes corrected numbers and rechecks the whole draft. Check a slide and Ask apply the same verifier to earnings slides and questions.

Meta models read; code decides. Muse Spark turns prose, tables and charts into typed claims, and deterministic code verifies each one against filed data. A number code can't confirm gets ?, never a guess.

Proof, from frozen tests run once:
- One-shot test of the November 2 release (1,000 items, 400 S&P 500 companies): 306 of 360 planted errors caught, none marked verified; a ✓ was right 736 of 738 times.
- Held-out seeded errors: 44 of 48 caught; the 4 misses came back ?, never ✓.
- Trap drafts written by Muse Wonder: 20 of 20 planted errors caught.

Free, no sign-up, through November 17; built during the hackathon.

## More from Meta Global AI Developer Hackathon

- [Ritesh](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2473)
- [Heywizzle](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2474)
- [Uyari](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2475)
- [Wagner Solutions](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2477)
- [meghna tighare](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2478)
- [egan](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2479)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2476. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt
