Engineering Leadership

Stop Counting Lines of Code. You’re Measuring Engineering Wrong.

Most engineering metrics measure motion, not progress. Velocity, commit counts, story points — they’re all activity metrics that get gamed the moment they become targets. The real shift isn’t whether to measure engineering, but to weight completed work by estimated business value. It forces the uncomfortable conversation that actually matters: did the work move the business forward, or did it just look busy?

Stop Believing the 10x AI Myth. The Real Number Is 10%.

The AI productivity hype is a dangerous myth. While AI can generate code 10x faster, the hidden costs of verification, debugging, and technical debt reduce net gains to around 10%. This article reveals why the real bottleneck is human judgment, not output speed, and how conservative integration yields sustainable 1.5-2x improvements.