Gayatri Panse

Hi, I’m Gayatri, co-founder of Nuvolink and a builder at heart. I’m part of a small founding team building AI products, working on agentic systems, ML and inference for real-world applications in legal tech and defence. Gradient Decent is where I learn in public: hands-on experiments with real numbers, literature surveys and deep dives, and short notes on what I’ve built or read. Topics include agentic systems, evals, search and retrieval, LLMs, and ML/DL. Every post is a small step forward, like a gradient update: not always optimal, but always slightly less wrong.