As Towerborne went live in Steam early access and Xbox game preview, we scaled up backend operations. We performed extensive load testing and formalized a backend on-call complete with a robust suite of dashboards, alarms, and runbooks. We monitored how players interacted with the game and continued to build out new services and features.
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Even though my dataset is very small, I think it's sufficient to conclude that LLMs can't consistently reason. Also their reasoning performance gets worse as the SAT instance grows, which may be due to the context window becoming too large as the model reasoning progresses, and it gets harder to remember original clauses at the top of the context. A friend of mine made an observation that how complex SAT instances are similar to working with many rules in large codebases. As we add more rules, it gets more and more likely for LLMs to forget some of them, which can be insidious. Of course that doesn't mean LLMs are useless. They can be definitely useful without being able to reason, but due to lack of reasoning, we can't just write down the rules and expect that LLMs will always follow them. For critical requirements there needs to be some other process in place to ensure that these are met.
Юлия Мискевич (Ночной линейный редактор)，这一点在旺商聊官方下载中也有详细论述
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