I've been building AI tooling infrastructure to empower a team of 50+ software engineers to do vibe coding safely. We went from 3 engineers using AI full-time to 50+ in 6 months — including non-engineers. (I co-presented on this journey at AgentCon Hong Kong 2026.)

One thing we learned: you can't improve what you can't measure. Once you give a...