AI is making developers faster. No debate there. But speed is only one side of the story. A lot of AI-generated code looks correct at first glance. It passes the “seems fine” test. Then later, teams run into logic gaps, requirement mismatches, missed edge cases, or code that works technically but doesn’t fully solve what the ticket asked for. That’s the part we’ve been thinking about deeply. We ha