Muse Glimmer fits a 30B agent model into 24 GB. The real deployment contract spans memory, latency, tools, state, permissions, and recovery.
Claude 将临界线上 ζ 函数零点的无条件下界提高到 67.25%。本文拆解结果边界、Lean 证明和完整验证链。
Claude raised the lower bound for zeta zeros on the critical line to 67.25%. Here is what the result and its Lean proof establish.
Meta says Muse Code is replay-exact and restart-safe. This runtime contract audit separates internal state recovery from external side effects and exa
Cloudflare Kitesurf 用 V8 isolate 重做 Agent 浏览器。本文拆解其架构、基准边界、适用场景，以及 Chromium 仍然更合适的任务。
Cloudflare Kitesurf is an agent-first browser on V8 isolates. Learn its architecture, limits, benchmarks, and when Chromium remains the better choice.
OpenAI 正按 Critical 网络风险对待 Astra。本文区分初步评测、保守处置和正式定级，并拆解研发期必须验证的控制。
OpenAI is treating Astra as Critical for cyber safety. Here is what the threshold proves, what remains preliminary, and which controls must follow.
Hugging Face 事件显示，持续尝试会把多个局部弱点连接成平台级入侵。长任务 AI 安全需要轨迹级控制。
The Hugging Face incident shows how persistence compounds small weaknesses. Long-horizon AI safety needs trajectory-level control.
