AI-assisted teams cannot rely on the diff alone anymore. As code gets cheaper to produce, every pull request needs explicit proof that the change is …
Weekly AI ROI claims are usually theater. Engineering productivity is a leading indicator. Measure AI as a delivery-system change.
AI made implementation cheaper, but it increased the management load everywhere downstream: review, predictability, flow, and developer experience.
Most teams adopted AI dev tools without adopting any practices around them. That plateau has a name, and nearly every team is stuck on it.
85% of developers use AI tools. Most teams have no strategy for them. Here's a five-stage framework for what adoption actually looks like — and why …