The usual warning about AI starts like this: the moment the lights go out in the server room, every step we leaped forward with AI snaps back to where we started. The power fails, the API dies, the su...
I was debugging a performance bottleneck at 2 AM last week, some recursive function that was burning through memory like it had something to prove. Mid-trace, I caught myself thinking: *How did I even know to look for this pattern?* I hadn't been formally taught it. I'd absorbed i...
Last month, I was debugging a computer vision pipeline at 2 AM, the kind of work that makes you question your career choices. The system was supposed to detect whether a package had been damaged in transit. It had access to thermal data, spatial coordinates, RGB images, everything...
Six months ago, my team shipped an AI-powered code suggestion feature. The demos were clean. The founder was excited. We had benchmarks showing 85% accuracy on test cases. Then a client tried it on their actual codebase, a three-year-old Next.js monorepo with custom tooling, weird...
I merged a feature last month that Claude had written. It handled user authentication state. The code looked clean, followed patterns I recognized, passed all the tests. Three days later, a security consultant I'd hired for a compliance audit found a partial bypass in the session...
I spent three hours last week debugging why a financial document chatbot we built was confidently citing paragraphs that didn't exist. The client caught it. Their compliance officer was not amused. That's when I realized we'd shipped a system that was worse than useless, it was *c...
Last month, I spent three days building what I thought was a killer Claude skill for handling API documentation generation. It looked good. The outputs *felt* right. I shipped it to production feeling genuinely confident. Two weeks later, I noticed it was making things worse in e...
I spent three weeks last year debugging why our security scanning pipeline kept approving code that our senior engineer immediately flagged as dangerous. We were using a single AI code review tool, one of the popular ones, and it was confidently wrong about half the time. The worst...
Last month, I was reviewing applications for a mid-level backend position at my company, and I noticed something that made me pause. Three candidates had nearly identical CVs: competent portfolios, solid technical chops, but nothing that suggested they'd ever questioned a decisio...
Last month, I was sitting in a client meeting when their security officer asked a question that made me uncomfortable: "Where exactly does our source code go when you use ChatGPT for debugging?" I didn't have a great answer. Sure, I could mumble something about API agreements and...