部落格
markitdown.ai 部落格收錄了一批實用筆記，講如何把 PDF、Office 檔案、掃描件與網頁轉成專為模型、RAG 管線與 agent 的 Markdown——我們遇到的失敗模式，以及轉換如何解決它們。
A PDF that looks perfect to a human often falls apart the moment a model reads it. Here's what goes wrong, and why converting to clean Markdown first makes downstream AI far more reliable.
Retrieval quality is decided long before the vector database. This is a pre-processing checklist for turning messy source documents into clean, chunk-ready text.
Plain text throws away the structure a model could have used. Markdown keeps it, at almost no token cost — and that changes how reliably an LLM can reason over your content.
