Our case studies show that brittle ToM can amplify misalignment in agentic systems, driving disproportionate and destructive actions in conversational loops. In parallel, as agents’ social competence increases, the space of emergent behaviors expands alongside competence, highlighting the importance of documenting agents’ behaviors in real-world interactions to anticipate and govern uncharacterized failure modes.
简单来说，同一件事，OpenClaw会比Claude Code原生框架多跑几遍，实际成本会达到订阅价格的数十倍。在成本结构上，即便是使用OpenClaw的轻度用户，也等同于重度用户。
，详情可参考比特浏览器下载
discovery/trefi_probe.c：用于测量刷新周期的峰值时序探测工具
（本文由增长黑盒Growthbox撰写，钛媒体获准转载）
Deep Extract applies this rigorous approach to automated retrieval. Rather than a single attempt, it executes an iterative agent cycle: extract data, cross-reference with source materials, detect omissions or inconsistencies, and repeat extraction until meeting specified quality standards.