No embeddings. No vector databases. Just an LLM reading a smart map of your document. Here’s exactly how.I published a piece last week about why I stopped using vector databases for document RAG.A lot of you asked the same question in the comments: “Ok…
Gemma 4 shifts the cost curve — but only if you understand the memory math, benchmark traps, and deployment trade-offs.Intelligence is no longer a product you rent. It’s becoming a utility we own.Let’s start with the claim that should make any infrastr…
From confused hallucinations to accurate answers in one week. The complete guide to building smarter AI — no code requiredAGENTIC RAGIt was demo day. Fifty people in the room. My manager nodding at me from the back row.I typed the question live: “What’…
8 million installs. Zero friction. And a trust model that hands your AI agent a loaded weapon, one tool description at a time.You spent twenty minutes setting up your dev environment last Tuesday.Six MCP servers. GitHub, Slack, Notion, your local files…