Towards Data Science
Wednesday, July 22, 2026
Anubhab Banerjee
How To Build Your Own LLM Runtime From Scratch

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If you have ever wanted to actually build an LLM inference runtime yourself — pack your own weights, own every barrier, capture your own CUDA graphs — this is what that journey looks like on an H100.
A step-by-step tour of a small runtime called annotated-llm-runtime, and the three bugs that prod...
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This article was originally published by Towards Data Science. Read the full original article for complete details, images, and author commentary.
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