software-engineering

For the past two years, the tech world has insisted that mastering prompt engineering is the path to better AI outcomes. Entire courses, newsletters, and YouTube channels promise a magic phrase that will unlock more useful answers from models. After thousands of interactions with Claude, ChatGPT, and other systems, I have a different take: most prompt problems are actually requirement problems. This distinction matters. Prompt engineering is primarily about how you ask; requirement engineering is about what you actually want....

The “Context-Less” Error Problem It’s 2 AM. Your pager goes off. A microservice is failing in production, and the logs are flooded with a generic, unhelpful error: sql: no rows in result set or perhaps a vague unexpected EOF. You know what happened, but you have absolutely no idea where or why. Was it the payment gateway? The user profile fetch? Which user? Which transaction ID? You spend three grueling hours digging through distributed traces, cross-referencing timestamps across different services, just because the error didn’t carry enough context....