Sentinel
Scores world news against geopolitical risk with an LLM and renders it on a 3D globe; clicking a region streams a generated brief.
Mukit
I build generative AI systems — image and video generation for advertisers at Amazon Ads. Before that: AWS, General Motors, CAE.
I like small tools, agentic workflows, and shipping things end to end.
~/now — working on browser-side transformer visualizations and an arXiv research agent.
projects
Scribe
A Claude Code plugin that finds new arXiv papers matching your interests and teaches them in your terminal, with spaced-repetition review.
Inside the LLM
Type a prompt and watch attention heads light up and next-token probabilities animate, in a transformer running in the browser.
experience
2025 –
Amazon Ads — SDE II, generative creative. Building image and video generation systems for advertisers.
2022 – 25
AWS — built and open-sourced Generative AI Application Builder on AWS; spoke at re:Invent 2023–2025; contributed Bedrock streaming to LangChain.
2020 – 22
General Motors — ML and data engineering. Shipped a BERT semantic-search app that cut $500K from annual QA costs.
2018 – 19
CAE — deep RL for helicopter maneuver control and flight-systems testing.
writing