From many vantage points, it’s easy to forget the city is home to a massive 900-acre oil refinery, its imposing sprawl of stacks, holding tanks and billowing steam hidden from view. But for nearly 60 years, the refinery has loomed over every aspect of life in Benicia, exerting outsized influence on its economy and politics, while posing serious risks to public health.
There’s not much to love about big tech these days. So many ills can be laid at its door: social media harms, misinformation, polarisation, mining and misuse of personal data, environmental negligence, tax avoidance, the list goes on. Added to which, Silicon Valley’s leaders seem all too keen to cosy up to the Trump administration, to shower the president with bribes – sorry, gifts – and remain silent about his worsening political overreach. And that’s before we get to the rampant “enshittification”, as the tech writer Cory Doctorow describes it, which means that by design many big tech products have become less useful and more extractive than they were when we originally signed up to them.
。关于这个话题，快连下载安装提供了深入分析
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。
auto log_probs = model.ctc_decoder()(encoder_out);