# Proveo

- **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:** [Moore Hawwari](https://cerebralvalley.ai/u/moorehawwari)
- **GitHub:** https://github.com/MooreHaww/proveo
- **Demo video:** https://www.youtube.com/watch?v=JYmvM5ebyjU
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2343

Proveo is a Windows desktop app for developers who pay for AI coding help. You provide it with the coding task and the tests. The service first tries the most inexpensive model – Llama 3.2 3B on a Raspberry Pi 5, followed by Qwen3-14B on a PC GPU and Meta Muse Spark 1.3 on the cloud. Each answer gets tested against your tests; the one that first passes your test wins, meaning that you pay for using the cloud-based model only if the other two models fail the tests. Passed answers are memorized and re-tested against your tests the next time around.

It also has a monthly budget guard (warning at 80%, cloud skipped at 100%), named encrypted API keys, and a switch to go straight to the cloud.

Measured results: 23 of 24 benchmarking tasks completed locally. On 12 held-out tasks, PC to cloud solved 12 out of 12 for $0.00085, while always using the cloud with minimal effort was $0.0116, which is 92.7% cheaper. They are small tasks with just one task each, and the numbers are simulated from tier-based calculations. It can only work on tasks with tests, and it is not a sandbox either. Open source under the MIT license.

## More from Meta Global AI Developer Hackathon

- [Team Surya](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2340)
- [TrueTick](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2341)
- [Kirkeelee](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2342)
- [Foal](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2344)
- [Tiwa](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2345)
- [Resonance](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2346)

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