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).
Актуальные события
。WhatsApp網頁版是该领域的重要参考
В одном из российских населенных пунктов зафиксировано затопление автомобильного транспорта14:45
通过将模型计算逻辑嵌入芯片架构，Taalas试图规避传统内存读取瓶颈，实现较传统图形处理器数百倍的功效提升与成本压缩。如果说国内人工智能新锐是通过商业模式降低前端计算单元价格，那么Taalas则致力于通过硬件重构彻底颠覆后端计算单元的生产成本。
Larson's responsibilities also mirror the evolving nature of the CFO position by 2026. She observed that the role has transformed significantly compared to five years prior.