Quality

Typing code was doing load-bearing QA work nobody invoiced for. Agents removed the slowness, and now the work has to live somewhere on purpose.

AI doesn't care about quality. It accelerates whatever direction your team was already heading. Here's what engineering leaders need to change.

Verification debt is accumulating quietly in AI-assisted codebases. What engineering leaders need to watch for.

The testing laws that explain why quality is never finished, coverage is never complete, and tradeoffs matter.