• Early observations from Interviews with Engineering Teams Adopting AI. The teams succeeding with AI aren't the ones with the best tooling. They're the ones that changed how they work.
• The Claude Dichotomy. AI is creating a genuine dichotomy: teams drowning in AI-supercharged chaos, others are thriving. The difference is in the approach to transformation.
• Tool Augmented Prompting. Your linter, compiler, and test runner already talk to the AI. Make them say something useful.
• No agents, no plan, ship it. Why I prefer single-prompt one-shotting with AI coding tools over multi-step agents, swarms, and planning modes.