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更深入地研究表明，class effects_manager
更深入地研究表明，若您正在构建类似系统，核心建议是：切勿直接使用原始大语言模型处理商业场景的语音交互。务必建立专属知识库严格约束回答范围，优先设计问题转接流程。处理未知问题的能力不是附加功能，而是核心特性。
更深入地研究表明，AR=112 was too big - the model didn’t get enough training steps in 5 minutes to use the extra capacity. AR=96 was the sweet spot: it fit in 64GB VRAM and completed ~1,060 steps on an H100 (vs ~1,450 for the smaller model), enough for the wider model to pay off.
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