For engineering leaders, CTOs, product executives
AI That Ships, Not AI Theater
How an AI-native SDLC works when it is production infrastructure instead of a pilot: AI as pipeline stages with guardrails, and the results it produced, including a 5x deploy-frequency lift and code coverage from under 10% to 40%. Takeaways: why adoption is a behavior and trust problem, what to baseline before the first tool is turned on, and why adoption percentage is the wrong success metric.

