A study of 17,211 citations shows how source preference can amplify ordinary web publishing into an AI search security path.
AI-assisted runtime rewrites mix language, architecture, and verification gains. Use staged baselines before claiming a speedup.
Third-party AI assessment needs enforceable contracts for independence, access, and disclosure, not a credibility label.
模型隐藏能力为能力诱导审计划出硬边界。本文拆解新论文的证明条件、实验证据，以及发布与运行时控制需要补上的部分。
Hidden AI capabilities set a hard limit on elicitation audits. Learn what the new proof establishes and how deployment controls must change.
Anthropic Scion 围绕永远在线的 Agent 重做源码管理。本文拆解其架构、证据边界，以及团队越过 Git 前应完成的验证。
Anthropic Scion redesigns source control for always-online agents. Learn its architecture, tradeoffs, and evidence gates before moving beyond Git.
蒸馏防御不能只看封禁数量，需要同时核算能力泄漏、正常用户摩擦和误伤成本，并为三套指标设置发布门禁。
Evaluate AI model distillation defenses with three ledgers: capability leakage, legitimate-user friction, and false-positive harm.
闲置 GPU 只有经过资源匹配、基线隔离、快速卸载和业务收益验证，才会成为安全可用的生产推理容量。
