News Summary

• A few years into the AI shift, the gap between engineers is not talent.
• It's coordination: shared norms and a shared language for how AI fits into everyday engineering work.
• What’s missing is a shared reference model.
• Not another tool.
• A map.
• Which engineering activities can AI responsibly support?
• What does quality mean for those outputs?
• And what guardrails keep integration safe, observable, and accountable?
• Without that map, it's easy to drown in novelty, and easy to confuse widespread experimentation with reliable integration.