Notes, articles, and technical writing.

Why Most AI Chatbots Fail in Production (And How to Fix It)

The gap between a demo that impresses and a system users trust is mostly about failure modes. Building an AI chatbot isn't difficult anymore—building one that is reliable, accurate, and scalable is where the real engineering begins.