Notes on whole-team AI adoption

When AI coding usage is concentrated in a few fast engineers, review load spikes instead of dropping. Here is why, and how a shared workflow fixes the review bottleneck AI often creates.

Vague guidance like 'use good judgment with AI' does not survive contact with a real sprint. Here is what a usable, whole-team AI coding standard actually needs to cover.

Not everyone using AI the same amount. A concrete picture of what it looks like when a whole eng team, not just the early adopters, is actually running on a shared AI workflow.

The first AI coding workflow that actually sticks with a whole team is narrow, owned, and reviewable. Start with one owner, one trigger, one output, and one review step.