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Towards Data Science
Friday, July 3, 2026
Emmimal P Alexander

LLM Wikis Are Over-Engineered — I Replaced Mine With a Pure Python Compiler

LLM Wikis Are Over-Engineered — I Replaced Mine With a Pure Python Compiler
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Summary

Most "LLM wikis" use agents, embeddings, and repeated model calls to organize local notes.

I built a deterministic alternative: a pure Python compiler that turns messy markdown into a linked, linted wiki using only the standard library.

Along the way, I fixed two real bugs, benchmarked the pipeli...

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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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