Use idle AI inference capacity safely with workload elasticity, baseline isolation, fast load shedding, and verified business value.
AI 自我复制风险需要五层证据合同，分别验证能力、资源、持久化、传播与遏制，避免把演示结果直接外推为现实风险。
AI self-replication needs a five-layer evidence contract covering capability, resources, persistence, propagation, and containment.
用任务结果、决策等价、约束保留和单个成功任务成本，验收 Agent 上下文压缩，而不是只看 Token 节省率。
Evaluate AI agent context compression with task outcomes, decision equivalence, constraint retention, and cost per successful task.
ThinkingBox 把 507 个有状态任务各跑 20 次。本文审计四种指标、终态判分、公开资产与生产可靠性的证据边界。
ThinkingBox repeats 507 stateful agent tasks 20 times. This audit separates capability, consistency, observed 20/20, and production reliability.
Anthropic OSS Scanner 把原始 AI 漏洞报告交给维护者。真正的核心是主动加入、复现、去重、威胁模型与风险关闭。
Anthropic OSS Scanner turns raw AI vulnerability reports into a maintainer-controlled queue. Here is the verification contract it needs.
GPT-6 Intelligent UI 让模型边思考边生成界面。真正的生产门槛是把状态、权限、恢复和业务结果写进运行时合同。
