一项研究重建了 315320 个客户端推理块。长期教训是加密还需要身份、上下文、有效期、撤销与防重放机制。
A 2026 study decoded 315,320 client-side reasoning blocks. The durable lesson is that encryption needs identity, context, expiry, and replay controls.
Claude 对 HAWK 和 7 轮 AES 提出了新攻击。真正值得研究的是可运行证据、专家复核与 NIST 决策如何验证 AI 科学发现。
Claude found meaningful HAWK and reduced-round AES attacks. The real lesson is how executable evidence, expert review, and NIST decisions verify AI-as
Word AI 蠕虫 PoC 显示隐藏指令可进入 Copilot 生成文件。本文给出上下文隔离、来源追踪、生成后扫描和发布门禁方案。
A Word AI-worm PoC shows how hidden prompts can reach Copilot-generated files. Use context quarantine, provenance, and release gates.
Drone-Bench 与 AI 控制 F-16 展示了能力进步，也暴露了自主飞行获得信任前必须补齐的证据链。
Drone-Bench and AI-controlled F-16 tests show rapid capability progress. They also reveal the evidence required before autonomous flight can be truste
真实 Chrome 让静态指纹失去判别力。可靠的 Browser Agent 治理需要行为检测、签名身份与细粒度授权三层协同。
Browser agent detection now needs three layers: behavioral risk signals, signed identity, and explicit authorization for high-risk actions.
