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markitdown.ai blogu; PDF'leri, Office dosyalarını, taramaları ve web sayfalarını modeller, RAG iş akışları ve ajanlar için Markdown'a dönüştürmeye dair pratik notlardan oluşur — gördüğümüz hata modları ve dönüştürmenin bunları nasıl giderdiği.

Tümü Belge ayrıştırma LLM'ler ve Markdown RAG ve iş akışları

Document Parsing

Why PDFs break LLMs — and what clean Markdown fixes

Jun 12, 2026 · 3 min read

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.

RAG & Pipelines

A practical checklist for preparing documents for RAG

Jun 9, 2026 · 2 min read

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.

LLMs & Markdown

Markdown vs plain text for LLM context — why structure wins

Jun 5, 2026 · 2 min read

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.

Belgeler, işlendi

Why PDFs break LLMs — and what clean Markdown fixes

A practical checklist for preparing documents for RAG

Markdown vs plain text for LLM context — why structure wins

İlk dosyanızı Markdown'a dönüştürün.