# Marshal

- **Event:** [RAISE Summit Hackathon](https://cerebralvalley.ai/e/raise-summit-hackathon)
- **When:** Jul 4 at 9:00 AM – Jul 5 at 7:00 PM (GMT+2)
- **Where:** Paris, France
- **Team:** [Chanjoong Kim](https://cerebralvalley.ai/u/chanjoongx)
- **GitHub:** https://github.com/chanjoongx/marshal
- **Demo video:** https://www.youtube.com/watch?v=WtLlCCnGc3o
- **Gallery:** https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/15

Marshal is a situational-awareness agent for GPU data center operations, built on Crusoe Managed Inference. It constructs a live thermal model from streaming rack telemetry, predicts rack-level throttling about five minutes before it hits a specific rack, and surfaces one plain-language advisory a non-technical shift engineer can approve, question, or override in the moment. It is an agent, not a dashboard: the rack view is context, the proactive advisory is the product.

Code computes every number (a first-order thermal model gives the five-minute forecast; the model never does arithmetic). The language model does what a rule cannot, shown on screen rather than claimed: it keeps a job co-located with its gradient partner instead of migrating to the emptiest rack, beside the flawed pick a headroom-only rule would make; and it interprets a free-text override, even one that names a rack only by description ("the rack running the checkpoint writer has a firmware update"), into a structured constraint it then learns from for every later decision.

Advisory reasoning runs on NVIDIA Nemotron-3-Ultra-550B with a DeepSeek-V4-Flash triage tier via Crusoe Managed Inference, deployed live on Cloudflare Workers and Durable Objects. Built entirely during RAISE Summit Hackathon 2026 (Crusoe track, solo, remote). Rack telemetry is simulated; the agent, the inference, and the learning are real.

## More from RAISE Summit Hackathon

- [Hermes](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/12)
- [Clawback](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/13)
- [Ivan](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/14)
- [Bug Catchers](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/16)
- [Tanush Shah](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/17)
- [json](https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/18)

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Markdown version of https://cerebralvalley.ai/e/raise-summit-hackathon/hackathon/gallery/15. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt