# Nakcho Choi

- **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:** [Nakcho Choi](https://cerebralvalley.ai/u/chummul)
- **GitHub:** https://github.com/waterfirst/muse-circuit-simulation
- **Demo video:** https://www.youtube.com/watch?v=7VKvGSP-Q-E
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/460

Circuit Muse is an evidence-first circuit simulation workspace for display-driver and OLED pixel research. It turns complex TFT circuit studies into an interactive workflow: users can inspect circuit topology, review source-linked assumptions, run predefined ngspice simulations, and examine waveforms and reliability-margin results.
The problem is that circuit validation is often fragmented across netlists, screenshots, papers, and manual calculations. Circuit Muse brings those artifacts together while clearly separating full-text evidence, abstract-only background references, synthetic model assumptions, and deterministic simulation results. The project uses ngspice with OpenVAF/OSDI TFT models for reproducible local or self-hosted simulation.

## More from Meta Global AI Developer Hackathon

- [Dedudev](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/457)
- [BeKavod](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/458)
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- [ActSprite](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/461)
- [WrenchMind](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/462)
- [Ignis Algos](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/463)

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