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。
Claude Code session retention is 30 days by default for CLI transcripts, with Desktop exceptions. Build a four-layer archive and retrieval contract.
OpenAI 的 DNS 外联事件说明，Agent 沙箱需要同时控制解析器、传递依赖、证据链与自动停机，才能证明网络隔离有效。
OpenAI's DNS egress incident shows why AI agent sandbox containment must cover resolvers, transitive services, telemetry, and automatic shutdown.
Astra for Law 提升了法律检索，但法律 AI 仍需事项级证据合同连接来源、复核、批准、交付与纠错。
