# Mano

- **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:** [david coven](https://cerebralvalley.ai/u/mrcoven)
- **GitHub:** https://github.com/mrcoven94/mano
- **Demo video:** https://cap.so/s/4ryej5pyg7e984v
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4938

Mano is the agent that repairs the social safety net by helping people you find, apply for and track your benefits across rent, food, health care, child care, bills and transportation. Some of this works today and the rest is coming soon. Mano files only after your yes, on a practice portal, not a real office.

People lose help they qualify for over a missed letter. Mano reads the letter, holds the date and texts before it. For food benefits it fills out the renewal and files it after your yes. Today that filing goes to a test portal.


Mano holds a deadline on its own only when the letter has one deadline sentence, in wording the check allows, and no other date. Otherwise it asks. The reader says which date the person must meet and quotes the sentence, code checks the quote and the date, and the reply stays a question to confirm. On three sealed sets of letters nobody tuned against, it named 12 of 15, 18 of 23 and 17 of 23 must-meet dates, with no wrong date. Those sets came from one author and were drawn clean, not photographed. The disclosed second held-out run below used this reader on the same wording pack, so it is not a test on unseen wording. Production runs show the gate holding the date on the spine's one letter. After PR 218, both tested pure-photo letter questions saved the named date when the next typed answer was YES: November 20 and November 12. Stored deadlines and scheduled reminder rows were checked on production. Real SMS and reminder delivery were not tested. These are two synthetic fixture letters, not a rate. A scam letter gets a warning first.


Every model Mano calls at runtime is a Meta model. pnpm judge runs the renewal from a fresh clone with no key and labels each of its nine steps real or simulated. With no key, the model steps are recordings. The no-login judge view runs preset synthetic letters and lists every model call: https://withmano.com/try

## More from Meta Global AI Developer Hackathon

- [Show2Sale AI By Sweety](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4935)
- [SANKOFA](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4936)
- [TrustPCB](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4937)
- [JakubB](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4939)
- [MOMUS Labs](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4940)
- [Darsh Senthil -Tomorrow Lens](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4941)

---

Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4938. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt