Tianfu Wang

Language agents do not need to be verbose to be persuasive: decoupling strategic planning from expressive conciseness yields higher negotiation success while cutting dialogue token cost.

AI systems can now create and revise deliverables in ways that demand new standards for accountability and iterative improvement.

UPT can either refine model capabilities or amplify errors, depending on the internal signals used during adaptation.