AI benchmarks · evals
How to Build Your Own AI Benchmark (And Why It's Critical)
Stop guessing whether a model is good enough. Build a benchmark from your actual problems, make it measurable, and get a clear score. Here's how.
13 min read
Essays on AI-native engineering
Field notes on redesigning engineering organizations for AI-accelerated software development — the arguments, the tradeoffs, and the playbook for leaders who have to ship through the shift.
capacity planning · engineering leadership
The Last Capacity Planning Sheet You'll Ever Need
Story points won't tell you what fits in the quarter. Developer-weeks will. Free public sheet, the argument behind it, and the agreement it requires.
23 min read
AI-assisted development · code review
Stop Apologizing for Big PRs. They're the New Starting Point.
The small-PR dogma assumed reviewer bandwidth was the constraint. AI changed that. Here is how to treat the massive prototype as a starting point, not an apology.
18 min read
Scrum · Agile
Your Scrum Isn't Scrum. The Scrum Guide Is 13 Pages. Your Process Has 300.
Most of what teams fight about at sprint planning isn't in the Scrum Guide. It is a folk overlay assembled from books, tools, and consultants. Here are the ten biggest myths.
17 min read