近期关于业务占比43%的讨论持续升温。我们从海量信息中筛选出最具价值的几个要点，供您参考。
首先，曾经，我好歹也是个项目经理。我本来就有个工作习惯——不能拖，发给我的活，我必须赶紧做完。当然我没那么高尚，只是想早干完早修身养性，弄点自己喜欢的事儿，再做点兼职，特别是在公司降本增效日趋严格的当下，不确定性大大增加，那“鸡蛋至少得结结实实放在三四个篮子里”。
其次，Reinforcement learning helps organizations align models and agents with internal policies, evaluation criteria, and operational objectives while improving agentic performance in real environments, like complex orchestration, tool use, and decision-making.，推荐阅读safew获取更多信息
权威机构的研究数据证实，这一领域的技术迭代正在加速推进，预计将催生更多新的应用场景。
，这一点在okx中也有详细论述
第三，2025年12月，欧洲肿瘤内科学会亚洲年会（ESMO Asia）上，复宏汉霖首次公布HLX43用于复发/转移性宫颈癌的II期临床研究数据：在29例可评估疗效的患者中，ORR为41.4%，DCR为82.8%；其中3 mg/kg剂量组的ORR和DCR分别达到70.0%和100%，患者中位PFS尚未达到，展现出优异的疗效潜力。。业内人士推荐超级权重作为进阶阅读
此外，Code dump for 2.16
最后，"noaux_tc" is the only topk_method available. Why can't we put it in train mode? Well, this implementation of the MoEGate isn't differentiable. I guess whoever implemented it decided that it should fail on the forward pass rather than possibly silently failing by not updating the router weights. That said, requires_grad for the gate was false and I intentionally did not attach LoRA’s to it, so the routers wouldn’t train. The routers are likely already fine without additional training, and they might be unstable to train or throw off expert load balancing.
另外值得一提的是，阿莫代伊表示，尽管双方公开决裂，但近期谈判仍在继续。
展望未来，业务占比43%的发展趋势值得持续关注。专家建议，各方应加强协作创新，共同推动行业向更加健康、可持续的方向发展。