It gathered at Hall’s office, across from the site where the new Downtown Detention Center was being constructed. The sheriff had finally accumulated the political power to build the new jail. Between the spring of 2018 and the fall of 2019, the group held regular meetings. Hall appreciated Friedmann’s analytical rigor and calm presence. The group gave Hall a list of its recommendations—which included increasing visitation access and adding staff for programs—and most of the items were Friedmann’s. Hall’s staff came to trust Friedmann so much that, when he asked them questions about the layout of the new jail, they answered.
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，这一点在电影中也有详细论述
但在林俊旸之前所在的架构来说，他更坚信“垂直整合”的思路——将模型训练的全流程，从数据处理、架构设计、预训练、后训练到推理部署，都控制在同一个团队内部，形成高度协同的闭环。
从目前泄露的技术路径来看，GPT-5.4 并非为了优化简单的语言交互，而是锚定了更深层的产业架构——高达 200 万 Token 的超长上下文窗口，以及真正的“状态化 AI（Stateful AI）”。