Machine Learning
Posts and projects tagged "Machine Learning".
Posts
How I Evaluate an AI Tool Before I Trust It in Production
Most AI tool evaluations stop at "does it work in the demo." Here's the framework I actually use before trusting something in a production system.
What I'd Tell a Team About to Ship Their First AI Feature
The gap between a working AI demo and a production AI feature is wider than most teams expect. Here's the honest version of what to know before you cross it.
The Seven-Layer AI Agent Stack
Every production agentic system has seven layers. Miss one and you'll find out in prod. Here's what each layer does, why it matters, and where teams consistently get it wrong.
Most Agents Are Just Prompt Chains With Better Branding
A practical, opinionated breakdown of agentic AI development for builders who are done with demos and want to know what actually works in production — covering orchestration, failure modes, guardrails, and the patterns worth betting on.