AI in engineering

Can “Predictable Delivery” be measured?

Five statistical techniques for turning delivery history into forecasting confidence.

Aug 21 • Brian Houck

Is there a relationship between cycle time and PR throughput?

There’s a closer relationship between the two in high-throughput organizations. In low-throughput organizations, there are other variables at play.

Aug 19 • Brian Houck and Grace Fu

“Your benchmarks don't apply to us"

Why benchmark trends matter more than you think.

Aug 14 • Brian Houck

DX Annual 2027: San Francisco and London

Next year DX Annual is returning to San Francisco and heading to London for the first time. Here's what to expect and how to register your interest.

Aug 11 • Justin Reock, Brian Houck, and Abi Noda

What are code reviews even for?

AI didn't break code review. It just made the parts we'd been ignoring impossible to ignore.

Aug 5 • Brian Houck

The unexpected things developer metrics can measure

We built metrics to evaluate developer tools. They turned out to explain everything from office design to Daylight Saving Time.

Jul 31 • Brian Houck

Measuring the impact of AI coding tools: Capacity, not horsepower

Separate what to measure from how, then measure across dimensions.

Jul 29 • Brian Houck

The State of AI Impact in Engineering: Q2 2026

Data from 500+ teams reveals that AI is delivering measurable velocity gains, but velocity alone isn't the story.

Jul 22 • Justin Reock

UKG’s system for driving effective AI use

How they created an internal dashboard that managers could use to coach and guide their teams’ AI use.

Jul 15 • Abi Noda

Five studies changing how I think about AI in software engineering

AI compressed the upstream work. What does that mean for everything downstream?

Jul 10 • Brian Houck

From dashboards to decisions

What three real-world case studies taught us about productivity measurement that works.

Jul 8 • Brian Houck

Revisiting the DX Core 4 in the age of AI

Why the dimensions that matter most for engineering productivity remain stable, and how to interpret them as AI reshapes work.

Jun 24 • Brian Houck

#nojs-banner { position: fixed; bottom: 0; left: 0; padding: 16px 16px 16px 32px; width: 100%; box-sizing: border-box; background: red; color: white; font-family: -apple-system, "Segoe UI", Roboto, Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol"; font-size: 13px; line-height: 13px; } #nojs-banner a { color: inherit; text-decoration: underline; } This site requires JavaScript to run correctly. Please turn on JavaScript or unblock scripts