Writing

Most conversations about AI at work are about delegation: what to hand off and what to keep. But the real risk isn't bad code, it's slowly losing the mental model of your own system. By planning in detail, following the implementation and stepping in when needed, AI becomes a collaborator that stress-tests your thinking instead of replacing it.

Most developers use AI coding assistants as high-speed autocomplete to generate repetitive unit tests. But unit testing only validates what you already expected. By shifting AI into an adversarial 'red team' partner, we can generate property-based tests that uncover hidden edge cases, invalid state transitions, and boundary conditions before they reach production.