Hi, I'm Omkar.
I like digging into data, building models and turning them into products.
I spent my early career as a data scientist, designing experiments and getting models into production.
After that, four years on a startup building data science and AI tools. For the last two I've been building production AI agents and the evaluation harness for them, and running fine-tuned image models on GPU instances.
I recently fine-tuned a 110M encoder on Amazon's shopping query data and it beat an 8B off-the-shelf model on recall. Write-up and code.
A couple of the calculators I reach for are in tools - one for sizing an A/B test, one for reading the result.
I am excited to work on
- AI Engineering — AI Agents, context management, eval and skill harnesses
- Model Serving — GPU deployment, latency and cost
- Machine Learning Engineering — Retrieval and ranking
- Data Science — Designing and analysing experiments
If your team is wrestling with AI agents, models, or experiments, please get in touch.