Guides, tutorials, and insights on AI coding tools and API providers.
Last week I pulled a client's knowledge base QA system from 67% accuracy to 89%. Didn't touch the model. Didn't swap embeddings. Changed exactly one thing: I ki
Last Thursday at 2pm, my team of four wasted four and a half hours on something that was supposed to save us time. Three pull requests. All reverted. The culpri
Last Tuesday, I spent an entire afternoon staring at logs, coffee going cold, wondering why my perfectly clear prompt kept dropping order.items[0].discount from
Last Wednesday at 2 PM, I watched my customer service agent hit conversation turn 47 and completely blank on a return request the user mentioned just three turn
Last Thursday, I watched my Datadog latency graph spike like a heart monitor during a panic attack. Eight seconds. That's how long a customer waited for "Where'
Last Friday at 2 AM, I was still fighting with nested liability clauses in a 200-page contract PDF, coffee getting cold, wondering where my life went wrong
Last Thursday, I nearly broke production. Not because of a logic error or a race condition—but because I got lazy and dumped my entire project into Cursor
Last Tuesday, I refactored a payment module. 14 files. 200+ changes. From opening the project to submitting the PR: 47 minutes flat. The intern next to me looke
Last Thursday at 2 AM, I was debugging some spaghetti code, barely conscious, when my phone exploded. Client calling. Their entire AI customer service system wa
Last week I wrote a Python script in Cursor, felt pretty good about myself, deployed it to my server, and watched everything explode. Dependencies were a comple
Last week, I pointed Cursor 0.5.2's Agent mode at a 3,000-line payment module and told it to refactor. Thirty seconds later, my PostgreSQL container went OOM, D
Last Tuesday, around 11 PM, I was about to shut my laptop when a client rang. His team had spent the entire day arguing about which multimodal model to standard