# AtMax_28

- **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:** [Harsh Chauhan](https://cerebralvalley.ai/u/AtMax_28)
- **GitHub:** https://github.com/harsh-21-chauhan/Q-Bridge
- **Demo video:** https://www.youtube.com/
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5073

Q-Bridge is an AI-assisted research workspace that helps researchers decide what to calibrate—and when to change circuit placement—in distributed quantum computing.

When a quantum circuit runs across connected processors, local operations and communication links introduce different levels of noise. Calibration can estimate these errors, but it consumes a limited measurement budget. Q-Bridge addresses this challenge by directing calibration toward measurements expected to improve the placement decision.

Its Python scientific engine uses Bayesian inference to update noise estimates, quantify uncertainty and evaluate candidate placements. A placement guard helps prevent changes that lack sufficient supporting evidence. The interactive dashboard brings together circuit layouts, calibration history, uncertainty intervals, placement results and benchmark comparisons, allowing researchers to inspect both the recommendation and its reasoning.

Meta’s Muse Spark powers a research assistant that uses genuine tool calling to retrieve experiment evidence and access controlled budget comparisons. It explains decisions in natural language while all mathematical calculations remain in the validated backend.

The current prototype operates on simulated quantum experiments. It demonstrates how adaptive calibration, uncertainty-aware placement and AI explanations can work together to make complex research results easier to explore, understand and communicate.

## More from Meta Global AI Developer Hackathon

- [Closer](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5070)
- [AxyzLabs](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5071)
- [Meniscus](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5072)
- [Chinmay](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5074)
- [LearnMore](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5075)
- [nukirk](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5076)

---

Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5073. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt