SAV.ai
Built at Gemini 3 Hackathon SF · Dec 6, 2025 · San Francisco, CA
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.