# Fermac AI Systems

- **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:** [Pranav Upadhyaya](https://cerebralvalley.ai/u/pranavupd)
- **GitHub:** https://github.com/pranav-upd/Muse-MARKOV
- **Demo video:** https://youtu.be/DikmQtIu3Us
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/119

Improving a model with a well-designed dataset is still manual, ad hoc and hard to reproduce. As a contract software engineer at Turing.com, I see how much of that loop depends on one-off scripts.

MARKOV is the harness I wished existed: one pipeline from dataset to trained weights to scored benchmarks, using Meta's models at every stage.

Why it matters?

The weights are the demo; the loop is the product. Any team with tasks and a way to check answers can reuse this pipeline to mint their own specialist agents ops runbooks, research triage, code repair for the price of a training run, not a pretraining program.

Why this is Frontier work?

We didn't prompt a model and hope. We gave a machine a genuinely new capability acting reliably inside real software environments and proved it with independent benchmarks, not vibes. That's what happens when Meta's models meet the real world: the loop is open, reproducible, and waiting for the next domain.

Live Demo link - https://huggingface.co/spaces/pranavupadhyaya52/muse_markov-benchtest

## More from Meta Global AI Developer Hackathon

- [Yebo](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/116)
- [Cleanroom](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/117)
- [Peridot Legion](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/118)
- [KHOA](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/120)
- [NEXUS](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/121)
- [Hero dz](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/122)

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