# MusePort

- **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:** [Checo Cadena](https://cerebralvalley.ai/u/checocadena)
- **GitHub:** https://github.com/checocadena/museport
- **Demo video:** https://youtu.be/uBpT5IuxPOY
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3103

Muse Port uses Meta’s Muse model to move real AI code off NVIDIA-only CUDA and onto SYCL, the open standard behind oneAPI, so it can run on NVIDIA GPUs, AMD GPUs, and CPUs from a single source. Rewriting CUDA by hand is slow and expensive, keeping AI tied to one vendor’s hardware. Muse Port uses AI to handle the port and considers it complete only when a check the model never sees agrees.

How it works: Muse Port scans a CUDA repository for kernels, NVIDIA library calls, and CUDA-only constructs. Muse creates a migration plan, which is checked against the scan, then ports each piece in an agent loop: migrate, rewrite, compile, verify. Each port is graded by a hidden check built from the project’s own reference code and tolerances. Before any model runs, each check is validated: the original CUDA code on a real NVIDIA GPU, or a known-good translation, must pass it. The ports then run unchanged on rented NVIDIA and AMD GPUs. The agent can also rent GPUs itself through a gpu_test tool (Runpod and DigitalOcean, with a spending cap; every machine is deleted afterwards) to measure and tune its own code.

## More from Meta Global AI Developer Hackathon

- [aipool](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3100)
- [Sherlock & Co](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3101)
- [DeLuca Industries](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3102)
- [Ra](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3104)
- [SK43238](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3105)
- [Git Happens](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/3106)

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