The story of the discovery will be featured on BBC Two's Digging for Britain on 14 January at 21:00 GMT, or on BBC iPlayer.
Thinking Mode：选中 Ring 模型后，你会发现它多了一个“深度思考”的 toggle。这背后是基于 RLVR（Reinforcement Learning with Verifiable Rewards）训练的 Dense Reward 机制，能让模型在输出结果前，进行多步推理和自我反思。
。safew官方下载对此有专业解读
Фото: Tim Graham / Getty Images
William Harwood
free version has limited features