# SAV.ai

- **Event:** [Gemini 3 Hackathon SF](https://cerebralvalley.ai/e/gemini-3-hack-sf)
- **When:** Sat, Dec 6 at 9:00 AM – 10:00 PM (PST)
- **Where:** 365 Toni Stone Xing, San Francisco, CA
- **Placement:** 1st Place
- **Team:** [Stanley Mei](https://cerebralvalley.ai/u/SCU), [Alazar Shenkute](https://cerebralvalley.ai/u/a8nova), [Vipashyana Patel](https://cerebralvalley.ai/u/vipashyana)
- **GitHub:** https://github.com/a8nova/NNPort
- **Demo video:** https://www.loom.com/share/9ce1505034ab4e73a81274d8c2a04201?from_recorder=1&focus_title=1
- **Gallery:** https://cerebralvalley.ai/e/gemini-3-hack-sf/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/gemini-3-hack-sf/hackathon/gallery/43

NNPort redefines embedded engineering by fully automating the tasks that traditionally required specialized engineers, delivering an end-to-end autonomous development workflow. Instead of replacing engineers outright, NNPort empowers them with advanced vibe debugging, step-by-step code exploration, and transparent logic tracing. This allows developers to understand, refine, and optimize individual code blocks with greater clarity, speed, and confidence.

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Markdown version of https://cerebralvalley.ai/e/gemini-3-hack-sf/hackathon/gallery/43. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt