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2026 / 10

Gemini 4 Argon's phased rollout shows how identity, use case, environment, monitoring, and revocation can make model access a security control.
Robots can perform 74% of physical tasks in some setting, while only 0.3% of work is cost-competitive. Adoption needs a constraint model.
OpenAI's Australia incident shows how AI agent governance must link task authority, runtime evidence, disclosure, remediation, and closure.

2026 / 09

对话式 AI 隐私需要统一审计 Web、移动端、后端、追踪服务、分享链接、身份标识与删除控制的完整数据流。
Conversational AI privacy requires one data-flow audit across web, mobile, backends, trackers, shared links, identifiers, and deletion controls.
GLM-5.3 的网络风险不能压缩成单一分数。应分别测量能力、可获得性、攻击者增益、安全控制和现实滥用证据。
Assess GLM-5.3 cyber risk through capability, access, attacker uplift, safeguards, and observed misuse as separate evidence layers.
前沿 AI 训练需要可撤销的安全论证。本文把风险主张转化为证据、否决门禁、暂停控制与责任明确的放行决策。
Frontier AI training needs a revocable safety case linking risk claims to evidence, veto gates, pause controls, and accountable decisions.
Claude Code 普通 CLI 会话默认保留 30 天,Desktop 与 Cowork 存在版本化例外。可靠方案需要把留存、归档、索引与恢复演练分成四层。
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