
11 min read
AI Coding Adoption Depends on the Engineering System
AI coding tools improve delivery only when teams have clear rules, fast feedback, small changes and enough review capacity.

AI coding tools improve delivery only when teams have clear rules, fast feedback, small changes and enough review capacity.

Why many teams use agile tooling and ceremonies but still deliver in large, slow, phase-gated batches, and how to get back to real fast-feedback delivery.

Why pragmatic, non-blocking code reviews lead to better software, happier teams, and faster delivery than fanatical perfectionism.

How to provide constructive, clear, and respectful code review feedback that improves code and fosters team collaboration.

A science-backed look at how team size affects communication and when you need to add structure in your software engineering team.