Prevents LLMs from sunk-cost pushing broken solutions. Triggers when an agent is stuck, looping, or failing repeatedly. Forces a Popperian falsification moment, then generates 3 constrained-chaotic alternative approaches and picks the best one. Loops like design thinking until solved or escalated.

防止大语言模型因沉没成本而坚持错误方案。当代理陷入僵局、循环或反复失败时触发，强制进行波普尔式证伪，生成三种受约束的混沌替代方案并择优执行，以设计思维方式循环迭代，直至解决问题或升级处理。