Цены на нефть взлетели до максимума за полгода17:55
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。，这一点在safew官方下载中也有详细论述
const output = Stream.pull(source, createLineParser());。heLLoword翻译官方下载对此有专业解读
Self-attention is required. The model must contain at least one self-attention layer. This is the defining feature of a transformer — without it, you have an MLP or RNN, not a transformer.