Turning a Pile of Research Papers Into a RAG Knowledge Base
Academic PDFs are the hardest to convert well — columns, citations, equations, tables. Here's how to turn research papers into Markdown for a RAG knowledge base.
ReadConverting documents for AI — done properly. Tokens, chunks, and privacy.
Academic PDFs are the hardest to convert well — columns, citations, equations, tables. Here's how to turn research papers into Markdown for a RAG knowledge base.
ReadA slide deck scatters its text across shapes, columns and speaker notes. Here's how to convert PowerPoint to Markdown so an LLM gets the content, not the layout.
ReadStop converting a file, then pasting it into Claude. With an MCP server, your assistant converts documents to Markdown itself — locally, on your machine.
ReadA practical Markdown cheat sheet — every syntax you need, plus why structuring your prompts and context in Markdown gets better answers out of an LLM.
ReadEPUBs are structured HTML inside a zip — which makes them convert to Markdown cleanly. Here's how to turn an ebook into Markdown for AI, and how to handle its size.
ReadCSV looks like the easiest format to convert to a Markdown table — until commas inside fields and stray quotes break it. Here's how to convert CSV to Markdown correctly.
ReadWord documents are full of invisible formatting that breaks when you paste them into an LLM. Here's how to convert Word to clean Markdown, locally, without the cruft.
ReadA scanned PDF is just pictures of pages — there's no text to copy. Here's how OCR turns a scanned PDF into Markdown, and how to do it without uploading the scan.
ReadCopy a web page into an LLM and you get the nav, cookie banner and ads too. Here's how to convert HTML to clean Markdown — just the content, ready for AI.
ReadPaste a spreadsheet into an LLM and the columns collapse into mush. Here's how to convert Excel to clean Markdown tables that keep every value tied to its label.
ReadNot every file format feeds an LLM equally well. A practical field guide to which document formats convert cleanly to Markdown for AI — and which ones make you work.
ReadYou can't tell if a document will fit in an LLM by looking at it. Here's how to count the tokens in a document, what the number means, and why word count lies.
ReadClean Markdown is the easy part of a RAG pipeline. Header-aware chunking, sane overlap, and per-chunk metadata are what decide whether retrieval works.
ReadMost PDF-to-Markdown tools send your documents to a server. Learn to audit any converter with browser DevTools in five minutes — including this one.
ReadEvery PDF-to-Markdown tool markets itself 'for AI,' but stops at the .md file. Here's the gap between that claim and what your model actually needs.
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