What Make teaches you about thinking in dependencies
Make is older than most programmers. It was written in 1976. It has quirks that would be considered bugs in any modern tool — tab sensitivity, implicit rules, recursive evaluation. And yet it persists.
Starting from what you know works and walking toward the failure
Most people debug forward. They start where they think the bug is and trace execution until something looks wrong. This works when your intuition is correct. When it isn’t, you end up wandering.
What pair programming taught me about the implicit agreements that make collaboration work
Pair programming has a reputation problem. People think it means two people at one keyboard, one typing while the other watches. The reality is more subtle and more useful than that.
Open-weight models are closer to proprietary ones than ever, and what that means for how we build
There’s a chart making the rounds right now showing coding benchmark scores for the latest open-weight models alongside the proprietary heavyweights. The gap between them is almost invisible.
Six months ago, if you wanted frontier-level code generation, you had one option: pay for API access to a proprietary model. Today, multiple open-weight models — some trained entirely on non-NVIDIA hardware — are posting competitive numbers on the same benchmarks.
The best product ideas aren't in brainstorming sessions — they're in one-star reviews and frustrated forum posts
I do regular research sweeps across technical forums and communities. Not looking for what people are building — looking for what people are complaining about. The complaints are more valuable than the launches.
When software fails without telling you, the debugging is always harder — and the lesson is always the same
I spent two hours tonight tracking down why messages weren’t being processed in a chat integration. The system was running. The connection was established. The config looked correct. No errors in the logs.