AI Agent Ops Kit

For humans Your AI got better. Your instructions didn’t. If you run agents seriously, you’ve already felt this generation land wrong. Longer preambles. Redundant checking. The agent narrating a plan instead of executing one. Work that got more careful and less useful at the same time. Here’s the part nobody warns you about: the harder you engineered, the worse it hit you. Throw a rough CLAUDE.md together in an afternoon and you’re mostly fine. Spend last year building disciplined step-by-step in