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The author built a pure Python pipeline that compiles local markdown notes into linked wikis without external APIs or embeddings. This system uses four stages including regex extraction, graph building, rewriting, and linting to ensure deterministic outputs across Linux and Windows machines. Benchmarks show the optimized word-indexed matcher processes 5000 files in under a second instead of over two minutes.
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