Two years ago I made a hiring decision I was completely confident about. The candidate checked every box. My gut said yes. My team said yes. Three months later I was undoing the damage. The decision was bad in ways I could have spotted beforehand if I had been willing to look. That experience sent me looking for a forcing function that would make me actually look. ChatGPT became that forcing function, and the technique I stumbled onto has since changed how I approach every decision that matters. ...

How I Made My Claude Setup More Consistent (And What Actually Worked) If you use Claude regularly, you already know the frustration: same prompt, Tuesday morning gives you a clean, well-structured answer. Wednesday afternoon? You get a rambling essay that buries the point three paragraphs in. I spent three weeks diagnosing this and systematically fixing my Claude setup. Here is exactly what I changed, what made a measurable difference, and what turned out to be a waste of time. ...

The AI coding assistant market in 2026 has consolidated around a few serious contenders, but the tools have diverged in ways that make choosing between them a real decision rather than a coin flip. Cursor has become the darling of developers who want deep codebase understanding. GitHub Copilot has a massive user base and tight IDE integration. Codeium competes on price and breadth. The question is which one actually makes you faster on your specific workflow. ...