Why Naïve RAG Fails in Production — And Not Where You Think
I asked a simple question. My RAG system gave the wrong answer…confidently!Continue reading on Medium »
I asked a simple question. My RAG system gave the wrong answer…confidently!Continue reading on Medium »
Eighteen months ago I built my first production RAG system.Continue reading on Towards AI »
Introduction-Continue reading on Medium »
Vector or Vectorless?If you have been following the AI boom recently, then you must have heard of vector databases. Alongside all the AI hype, we have also seen the rise of vector databases. Companies like Pinecone and Chroma have been on the rise. All…
Last year I was running a recommendation engine for a portfolio of personal care SKUs at Unilever.Continue reading on Towards AI »
A complete setup walkthrough with real code, real gotchas, and honest trade-offs on when SQL-based vector storage wins — and when it doesn’t🗺️ The Vector Database Landscape in 2025The options for storing and searching embeddings have never been richer….
training your first tokenizer from scratch in typescriptContinue reading on Towards AI »
What FAISS Does Well, Where It Stops, and When to Use a Vector Database InsteadContinue reading on Towards AI »
I didn’t plan to try MemPalace or anything. Just randomly saw it somewhere and thought, okay what is this now.Continue reading on Write A Catalyst »
A deep dive into the two-store vector database design all running on your machine. And, accessible anywhereContinue reading on Towards AI »