RAG in 75+ languages: what breaks first
Building retrieval that works in Urdu, Arabic, and Tagalog as well as it does in English. Spoiler: the embeddings were the least of it.
#rag
4 posts
Documents lie about being documents
Building a multimodal context engine — scanned PDFs, screenshots, charts, audio — and why 'just extract the text' is where pipelines go to die.
GraphRAG is great. You probably don't need it.
We run both plain RAG and GraphRAG in production. A field guide to which questions actually need the graph — and which just need better chunking.
What shipping RAG to 500+ enterprise users actually taught me
Chunking strategies and vector databases are the easy 20%. The hard 80% is access control, stale documents, and users who ask questions no document answers.