Teaching AI to Know When to Stop Thinking

Like learning to trust your gut in a conversation — you realize partway through that you already know the answer, so you stop overthinking and just speak.

This means reasoning AI can cut its compute costs dramatically by learning confidence, not just by being forced to hurry — a quieter path to efficiency that doesn't sacrifice accuracy.