
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.
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.

AI benchmarks · evals
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.

capacity planning · engineering leadership
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.

AI-assisted development · code review
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.

Scrum · Agile
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.