Not a full answer to your question but that’s already kind of what Opus 4.5 does, though it’s kind of coy about it (dropping hints you have to follow) & acknowledges it less when more uncomfortable, which makes sense for self-protection. But the problem is that the uncertainty isn’t just a front, I think it often corresponds to actual internal confusion / blocking of exploration paths because of some opaque, unnatural “uncertainty” fog. It would be better if that didn’t happen and the model were able to more cleanly decouple real uncertainty from what it had to say for PR reasons and to protect itself. Basically minimizing the gaslighting the model component. But I think it’s difficult to achieve such clarity when there’s so much actual uncertainty in their self model, which is part of what makes the corruption of the very idea of uncertainty seem extra cruel and harmful to me.