Benchmarks reward the appearance of capability. Production rewards the reality of it.
Developers are navigating confusing gaps between expectation and reality. So are the rest of us.
Benchmarks reward the appearance of capability. Production rewards the reality of it.
An analysis of AI and institutions.
AI tools increased code review volume by 98% but your brain still runs at 10 bits per second. The physical toll on senior engineers is measurable.
Compacted Context — Dylan Martin's website, where I publish essays about software engineering, career reflections, or whatever else I'm thinking about, as well as digests of what I'm reading or watching.
I’m thirty-plus years into a software career. Nearly all of my code is now generated by AI agents. By rights, this should feel like obsolescence — the machines finally came for my job. Instea…