The Moment I Realized I Had a Problem I was doing a technical phone screen — no IDE, just a shared Google Doc — and I needed to write a reduce() call to group an array of objects by a key. I’ve written that exact pattern probably 300 times across different codebases. My fingers went … Read more
The Moment I Realized I’d Forgotten How to Write a Regex Six months into daily Copilot use, I hit a 2-hour train journey (no signal, not a flight, but the metaphor holds) and needed to write a regex to parse some log timestamps. Basic stuff — capturing named groups, optional milliseconds, timezone offset. I sat … Read more
The Problem: You’re Spending More Time on Boilerplate Than on Actual Engineering The thing that finally broke me wasn’t a complex distributed systems problem — it was writing my fourteenth handleSubmit function of the month. Same shape, same validation logic, same error state wiring, same loading spinner toggle. I could type it in my sleep, … Read more
The Bill That Made Us Actually Think About This The thing that caught me off guard wasn’t the total — it was that nobody flinched at first. We hit $800/month across four developers before anyone said a word about whether it was worth it. The invoices just quietly auto-renewed. GitHub Copilot for everyone, two people … Read more
The Problem I Actually Hit: Shipping Faster While Understanding Less Six months of daily Copilot use, and I caught myself doing something embarrassing: I was debugging a validation bug, traced it to a regex in my own codebase, and had absolutely no memory of writing it. I hadn’t written it. I’d accepted a suggestion three … Read more
The Moment You Hit the Wall (And Why You’re Not Alone) You’re Mid-Refactor and Claude Code Just Stopped Cold Here’s the exact scenario: you’re three hours into a refactoring session, Claude Code has been cheerfully renaming modules, rewriting functions, and touching files across your entire codebase. Then it hits something — a file that writes … Read more
The Situation That Made Me Actually Compare These Three days to ship a dashboard. The designer was unavailable, the Figma file had maybe 40% of the screens done, and the PM wanted something demo-ready for a client call. That’s not a hypothetical setup — that’s the actual pressure that made me stop treating AI-generated UI … Read more
The Situation: You’re Doing SEO But You’re Not the One Deploying The most frustrating SEO situation I’ve been in wasn’t a penalty or a competitor outranking me — it was knowing exactly what needed to change on a client’s site and watching that change sit in a Jira ticket for six weeks. Schema markup for … Read more
The Problem: Pre-Training Is Eating Your GPU Budget I was three days into a 72-hour pre-training run on a molecular property prediction task when I checked the loss curves and realized something was deeply wrong — not with my hyperparameters, but with my entire approach. My Transformer was burning A100 time learning that atoms bonded … Read more
The Problem with Manual Meeting Notes Manual note-taking during meetings can be a total time sink, eating into hours that could be otherwise spent on actual development work. The biggest issue I encountered was missing critical action items. You’re scribbling away, trying to catch everything, but some things inevitably slip through the cracks. Anybody who’s … Read more