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团队自研的超少样本具身操作大模型“FAM系列”用“二次预训练”和“热力图对齐”，让模型在执行任务时更聚焦局部关键点。比如，搬运料箱时优先关注把手，而不是依赖堆大量不同颜色、新旧程度的料箱图片去“记住外观”。
Last year, I learned some surprising news. We would be pivoting from an always-online free-to-play live-service model to a buy-once premium model with no backend components and full offline support. Moreover, we would only have about 6 months to complete this. As the backend lead, this was a lot to take in. I knew this wasn't just a matter of turning the services off. Those services contained core gameplay logic that was never intended to run on the client. I took the rest of the day off and spent some time thinking through the difficult challenges ahead.
曾经被视为第二增长曲线的收购品牌，最终没能成为救星，只是维持着不温不火的状态，在市场上日渐式微。