Topic: RAG & Retrieval
RAG & Retrieval
Ground AI on your own data — retrieval-augmented generation, vector search, and the tradeoffs that matter.
Guide
RAG vs Fine-tuning
When to retrieve at query time versus bake knowledge into weights
Guide
Pinecone vs pgvector
Managed vector DB versus the Postgres extension for RAG
Guide
LangChain vs LlamaIndex
Two frameworks for building RAG and agent pipelines
Tool
GitHub Scanner
Extract structured context from a repo to feed into RAG
Guide
Learning Guides
Step-by-step guides on retrieval and grounding AI responses