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