Guides, tutorials, and insights on AI coding tools and API providers.
Last year I almost bankrupted my team building a customer service agent. First week in production, our token costs were 3x the budget, and my boss's face was gr
Last Friday at 4:23 PM, I stared at the 47th Pull Request rejected for formatting issues and realized something painful — our team was spending enough time each
Last month, I did something that made my stomach drop: I actually audited our AI API costs. $17,800. That's what our customer support system burned through in a
Last Tuesday at 3pm, I typed claude "refactor this 2000-line Python script" into my terminal and wandered off to make a pour-over. Before the coffee finished dr
Last week, our team was building an image moderation pipeline and decided to benchmark a few multimodal large language models. We pulled the API pricing from ha
Last Wednesday, during our weekly retrospective, our tech lead threw a number on the screen that made the entire room go dead silent. $5,400. That was our API b
Last Tuesday night, I was debugging a payment module concurrency issue. Two hours staring at logs. Nothing. You know what it was? A missing zero in the database
Last Wednesday afternoon, our intern Xiao Zhang submitted a PR. I glanced at it and—bloody hell—200 lines of code with three SQL injection risks, a hardcoded AP
Last week, our team was building an internal knowledge-base Q&A system, and the accuracy was stuck at 73%. Properly stuck. My boss wandered over asking what was
Last Tuesday, I told Cursor to refactor a logging library across my entire project. Eighteen files. One click. What could possibly go wrong? Everything. Nearly
Last Wednesday, 3pm. I'm staring at our A100 server, fans screaming like a jet engine, GPU pinned at 99% utilisation. Four hours into training an image segmenta
Last week I did a quick cost audit for a mate's startup. Three developers, one project, and a monthly bill of £1,200 for a large language model API. *Three peop