Ruminations of a data scientist turned engineer - on LLMs, deep learning, and building AI systems.

I'm an ML engineer doing independent research in Göttingen, Germany. Right now I'm porting Cosmos-Predict2.5 to vLLM-Omni, and building clarifyit.ai.

Before this, I led an AI team at Eka.care, building products serving 1M+ daily active users - from deploying Speech LLMs via vLLM on Kubernetes to designing retrieval systems that doctors relied on mid-consultation. I've scaled LLM products from 0 -> 1 serving millions of users, from prototype to production across healthcare, search, and e-commerce.

I write here about what I learn along the way.

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