系统新增了对 Google Workspace、DocuSign 等平台的核心级原生接入，并率先打通了微软生态的跨应用协同——Claude 现可直接提取 Excel 中的底层数据，自动化分析并生成完整的 PPT。
Local sandboxing on developer machinesEverything above is about server-side multi-tenant isolation, where the threat is adversarial code escaping a sandbox to compromise a shared host. There is a related but different problem on developer machines: AI coding agents that execute commands locally on your laptop. The threat model shifts. There is no multi-tenancy. The concern is not kernel exploitation but rather preventing an agent from reading your ~/.ssh keys, exfiltrating secrets over the network, or writing to paths outside the project. Or you know if you are running Clawdbot locally, then everything is fair game.
。Line官方版本下载是该领域的重要参考
Role / Title (optional but always public, even if signing anonymously)。im钱包官方下载是该领域的重要参考
Tied embed, shared RMSNorm vectors, RoPE (hd=2)