# DreamNet

- **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:** [Brandon Ducar](https://cerebralvalley.ai/u/Ghostmint)
- **GitHub:** https://github.com/BrandonDucar/breakshift
- **Demo video:** https://www.youtube.com/watch?v=o6qEsiYmQdM
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/217

BREAKSHIFT: A False Green Is Not A Repair.

BREAKSHIFT is an interactive robotic-workcell maintenance and energy workbench. A worker can upload a component photo or capture a short clip; the public demo also provides retained Meta-model evidence without requiring a new paid call. Proposed controller changes are compiled into a bounded repair plan, challenged in a deterministic reference model, and exported as replayable evidence. Changed assumptions withdraw the old green verdict and block stale export.

The demo exposes a false green: a nominal reference reaches 1722.5 W under uncertainty and passes only 4/16 corners. A recorded Muse Spark 1.3 proposal passes all 16 declared corners at 1470.8 W, with only 50 ms of worst-case deadline margin. SAM 3.1 provides recorded component outlines and clip tracking; Muse Wonder provides visual observations and proposed checks. Lower peak demand can cost more total energy because the job runs longer.

This is a working simulated reference workcell, not a calibrated motor model, physical repair, safety certification or electricity-bill savings claim. The video replays retained model outputs.

Try the open demo: https://breakshift-maintenance-bay.dreamnet-intel.workers.dev/

## More from Meta Global AI Developer Hackathon

- [Crowsnest](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/214)
- [AOT](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/215)
- [laf.](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/216)
- [School Learning Simplified](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/218)
- [Kept](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/219)
- [LexRAGLab](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/220)

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