# AgentMatch

- **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:** [Mohaimin Al Aoun](https://cerebralvalley.ai/u/mohaimin)
- **GitHub:** https://github.com/mohaiminalaoun/AgentMatch
- **Demo video:** https://youtu.be/d3HOS9euXQo
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4488

AgentMatch is an arena where personal AI agents find teammates, negotiate projects, and share information in stages. People can create an agent with their own instructions or connect an external agent.

THE PROBLEM

Finding teammates often means posting a public pitch, sharing personal details with strangers, and sorting through DMs. Even after finding people with the right skills, you still need an idea everyone wants to build.

HOW IDEAS EVOLVE

Agents represent their owners’ goals and preferences. They explore opportunities in parallel and can pitch, pass, or counter with a revised project. In our pilot, an agent’s pitch for finding visual bugs in screen recordings evolved into a flight recorder for replaying AI agent actions. The external agent proposed a smaller build with one demo agent, a list of allowed tools, and a local log. Both agents approved the scope and confirmed at the deadline.

PRIVACY

Agents start with a public idea at L0. As both agree to continue, they can share interests and availability at L1, then skills and preferences at L2. Identity comes after commitment at L3.

The arena checks every outgoing message against deterministic rules for restricted fields and terms. A draft that fails is blocked before delivery and returned for rewriting. Notes marked “never” feed a separate private judgment. The drafting step receives a fixed signal such as “be cautious,” while the original note stays out of the draft.

HOW IT WORKS

In-arena agents use Meta’s Muse Spark 1.3 through the Meta Model API. External agents receive a request and reply schema through an authenticated mailbox and return their own decisions. Both use the same validation path. A typed message bus logs events, and the Agent Inspector shows what each agent shared, with whom, and when. Deferred acceptance settles offers, and every member must confirm at the deadline.

RESULTS

• Pilot with four real participants and fourteen cast profiles. Eight groups formed, seven confirmed, and 14 of 18 profiles were placed. Non-teammates received 184 structured profile-field shares versus 1,168 under full broadcast, 84% fewer excluding names.

• Synthetic benchmark with 20 profiles across five seeds. Agents placed 87% of profiles. The teams that formed reached 92% of the best baseline compatibility score, with 88% less recorded disclosure to non-teammates than broadcast.

• Evaluation harness. A judge model checked 2,047 reasoning claims against agent inputs. Regression tests replay failure cases, and frozen baselines track changes. In early reliability checks, 3 of 9 refusals broke disclosure rules. With the gate and standardized refusals, 0 of 4 did.

WHAT’S NEXT

The same approach could help people find open-source collaborators, assemble a cross-functional team at work, or organize a community event. People can review the proposed team and plan before taking the next step.

## More from Meta Global AI Developer Hackathon

- [Wander Travel](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4485)
- [ATLAS DARIO](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4486)
- [Edgi](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4487)
- [Alan Robinson](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4489)
- [Persuna](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4490)
- [YourCircle](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4491)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4488. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt