Three publications · One notebook

Notes from the machine room.

I'm Karthik Rajkumar. I write long-form about how machine learning works, the systems that carry it at scale, and the agents we are now building on top of both — each in its own publication, each with its own desk.

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Three publications with one editorial standard: explain the idea properly, show the trade-offs, and leave you able to build it yourself.

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  1. 1

    NumPy as the oracle

    A wrong matrix multiply looks exactly like a right one. How Ferro checks every number it produces against NumPy.

    27 September 2026·6 min

“Understand it deeply enough to draw it on a whiteboard.”

The house rule