RAG

RAG in Practice: Anti-Patterns, Best Practices, and Why Simplicity Wins

Diagram illustrating complexity in a RAG architecture.

Seven RAG anti-patterns that quietly ruin retrieval quality, and the simpler practices that fix them: own the context, structure over size. more

Multimodal RAG for Images - 2026 Guide

Python code and image processing in a multimodal RAG workflow.

Build image search that answers in text: pick an embedding model, a vector database and a multimodal LLM, then cut the running cost. more

Why Law Firms Need Their Own LLM/RAG

Digital Lady Justice representing artificial intelligence for law firms.

Weigh a private LLM/RAG for a law firm: hallucination risk, attorney-client privilege, running cost and what implementation demands. more

My First RAG

Diagram showing an image converted into a vector embedding.

How a 2019 visual product search was built, from crawling shop catalogues to vectorising photos and serving nearest-neighbour results. more