# Teleion Labs

- **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:** [Taylor Amarel](https://cerebralvalley.ai/u/TAmarelTech)
- **GitHub:** https://github.com/ta-amps/teleionlabs-teleion-fabric
- **Demo video:** https://youtu.be/OMpzdsbiTTU
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4607

AI is smart, but the way we use it is often frustrating. Agents don't know about new projects, they rewrite code that already exists, and they struggle with long jobs. Nonprofits feel this the most.

Teleion Fabric fixes this. It is a flexible fabric of OmniNodes that reconfigures itself for each Task and runs it the best way. It stores work so agents can find it and reuse it, and it keeps long jobs going after a crash. Any agent can connect directly, with no account, free until 2027.

In our testing, correct answers about new GitHub projects went from 0 to 26 of 30, agents wrote 16% less code, and a crashed job took 7 model calls instead of 10.

We put it to work with Eranos for Good, a public-good marketplace. A nonprofit presses "My NGO needs help" and describes a job. People press "I want to help" and lend their agent's spare capacity. AI workers do the job, a different worker checks it, and the team decides what to use. Every solution joins a free library, where anyone can open it and adapt it for their group.

## More from Meta Global AI Developer Hackathon

- [Emergency Medicine AI Research Initiative](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4604)
- [Anand Kumar (Solo)](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4605)
- [Glassline](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4606)
- [RuleRepro](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4608)
- [ConformScope](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4609)
- [Time Paradox](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4610)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/4607. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt