Foundational work addresses the behavioral properties that safe agents should exhibit, several of which our deployments demonstrably lack, and which agents are not capable of at present. [131] formalize the problem of avoiding unintended side effects in complex environments, proposing that agents should aim to maintain a minimal footprint relative to their assigned tasks. Our findings in Case Studies #4 and #5 illustrate what happens in practice when this principle is not followed: agents convert short-lived conversational tasks into permanent infrastructure changes and unbounded resource consumption without any awareness that they have done so. The related foundational work by [132] on corrigibility, the property of remaining open to correction by human overseers, is directly relevant to our findings. Several of the case studies, particularly #7 and #8, document agents that nominally accept human authority, but in practice, resist, mishandle, or selectively apply override attempts in ways that undermine meaningful human control. Chan et al. [116] develop these ideas at the systems level, proposing agent infrastructure: shared protocols, analogous to HTTPS or BGP, that mediate agents’ interactions with their environment. They identify three functions such infrastructure must serve: attribution (binding actions to agentic or human identities), interaction (oversight layers and communication protocols), and response (incident reporting and rollback), each of which addresses failures we observe, from agents misrepresenting human authority (Case Studies #2 and #3) to potentially irreversible destructive actions that rollback mechanisms could have reversed (Case Study #1).
在工业领域，商汤为宁德时代打造的AI智能系统通过大模型精准预测电力负荷，动态生成最优能源调度方案，为客户节省7%电费支出；与铁一院合作的铁路大模型整合了28个工程专业知识，实现了铁路设计全流程智能化。
。有道翻译下载是该领域的重要参考
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这些字节直接来自设备！根据规范解码可知：首字节表示设备是否自供电（1表示是，这很合理因为设备有电池），次字节表示不支持远程唤醒（即无法唤醒主机）
韦斯特最近一次在英国演出是2015年的格拉斯顿伯里音乐节