About

Hey, I’m Ashwin. I’m a software developer based in Bengaluru, India.

I spend most of my time building web applications and practical AI workflows. Right now I’m at Doozie Software Solutions, working on LLM and full-stack problems in real product work. Before that, I interned across a couple of teams, built real-time apps with WebSockets, worked with React, and learned by shipping.

This site is where I collect what I’m learning, what I’m testing, and the occasional opinion about developer tooling.

What I’m focused on

• Full-stack product work with AI in the loop.
• LLM fine-tuning, model behavior, and evaluation.
• Personal AI Lab: SFT, structured output, evals, serving, guardrails, and observability.
• Using the AI Risk Evaluation Workbench as the project that the lab feeds into.
• Writing more of the useful things I learn while building.

Writing

I also write on Hashnode from time to time, but this blog is where I want the longer-form thinking to live.

Elsewhere

You can find most of my work on GitHub. If you’d like to chat, X/Twitter works best. You can also find me on LinkedIn, or email me at Ashwinhegde.dev@gmail.com.