RAG Pipelines: Supercharging LLMs with Your Company's Hidden Goldmine
Imagine your LLM spitting out yesterday's revenue numbers like a confused intern. RAG fixes that, turning generic chatbots into your data's personal oracle.
Imagine your LLM spitting out yesterday's revenue numbers like a confused intern. RAG fixes that, turning generic chatbots into your data's personal oracle.
Your RAG app's speed and bills hinge on this vector database choice. pgvector surprises by outpacing Pinecone—without the lock-in.
Your AI agent just queried 4,300 memories in 0.8ms—from a single SQLite file. Vector DBs? They're still buffering at 50ms while you're paying up.
Claude Code's memory system bets big on simplicity—Markdown files over vector DBs. It's a middle finger to AI complexity, and it just might work.
Think Postgres can't handle vector search? This benchmark says otherwise – pgvector laps Pinecone on latency and slashes costs. Silicon Valley's vector darlings might be sweating.