第四步，LLM 一次总结。为每个时间窗口生成活动描述。
As the founding member of the backend team, I worked to establish the underlying technical architecture that powers the persistent live components of the game. As the backend team grew, we built numerous C# microservices running in Kubernetes hosted on Azure. Viewing this as a long-term live-service game, we designed our systems with that in mind. Multiple region-aware matchmaking flows. An internal web portal for customer support. Player reporting and moderation systems. Cross-platform account linking. Login queues. Extensive load testing. The list goes on and on.。PDF资料是该领域的重要参考
| +-----------------+ | +-----------------+ | +-----------------+ |。17c 一起草官网对此有专业解读
如此一来，一段匿名发送的看起来没什么具体含义的文字就可能变为一段有价值的信息序列，比如[“24岁”, ”学生”, “现居北京”, “养了一只名叫coco的小狗”]，类似于Python中的列表。