Practical AI engineering, written from an architect's seat.

This site collects practical engineering judgment across IT, computing, telecom, and AI systems, with a focus on technologies that can survive production constraints.

Topics include AI coding, RAG, agents, model APIs, cloud-native deployment, system architecture, and engineering productivity. The goal is not to chase generic AI news, but to answer whether a technology deserves real team investment.