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.
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
将 Claude Cookbook 示例升级为有版本、可重复、带权限断言、成本预算与发布门禁的生产 Agent 回归测试集。
Convert Claude Cookbook examples into versioned agent regression tests with deterministic assertions, repeated trials, cost budgets, and release gates
J-space 负责单次推理中的概念广播,可靠 Agent 仍需上下文、检查点、长期记忆和外部遥测共同维持状态。
J-space handles concepts inside one inference. Reliable agents still need context, checkpoints, long-term memory, and external traces.
越狱成功率无法说明真实危害。本文解析 Anthropic CJS 四轴评分,并对照 JEF 与 CVSS,建立从攻击成功到组织风险的分层评估方法。
Anthropic's CJS scores AI jailbreak severity across four axes. This guide compares CJS, JEF, and CVSS, then separates severity from risk.