机会不在保单壳，而在可保性工程：模型评估与审计标准、上线后的漂移与幻觉监控、深伪与身份验证的反欺诈基础设施、AI治理与证据链留痕，以及最关键的去相关化能力。通过多模型、多云、隔离与回滚设计降低同源聚合带来的再保资本压力，一旦形成可复制标准与数据闭环，就会从风控成本变成定价权资产。
Rank-3 factorization, shared-A tied-KV, rank-2 attn out, tied embed，更多细节参见搜狗输入法2026
，这一点在搜狗输入法下载中也有详细论述
class Storage(ABC):。91视频对此有专业解读
This started with Addition Under Pressure, where I gave Claude Code and Codex the same prompt: train the smallest possible transformer that can do 10-digit addition with at least 99% accuracy. Claude Code came back with 6,080 parameters and Codex came back with 1,644. The community has since pushed this dramatically lower.