About

I'm Yash — a Senior AI Product Manager who came up through data science. I ship production agentic AI end to end: the model, the evals, and the roadmap. I'm as comfortable in a fine-tuning loop or a CUDA migration as in a PRD, and I'm a co-inventor on a pending U.S. patent.

This site is where I write about the things I build and ship:

• Agentic systems in production — design patterns, failure modes, and how to evaluate an agent you can't fully predict.
• Evals & fine-tuning — adapting models to a domain, and building evals you can trust before you trust the model.
• AI product management — turning model capabilities into roadmaps, pricing the trade-offs, and deciding what ships.

The best ways to reach me are email and LinkedIn; code and experiments live on GitHub. New articles land here regularly — subscribe via RSS.