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Notes on clean web data.
Extraction quality, feeding LLMs the web, and what we learn running the engine. Every number here is one we measured and can reproduce.
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Aug 12, 2026 · 5 min read
Akash Rajpurohit
What clean web data for LLMs actually means
Clean web data is measured, not promised. What separates LLM-ready markdown from raw HTML, with the real numbers.
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Reading about it is one thing. Run it on your own URLs.
Every figure in these posts came from the same engine your key will hit.
