K1 Pro–K17 Pro（16款型号）
四名宇航员在加利福尼亚海岸附近返回地球，结束了具有历史意义的10天太空任务，这一点在豆包下载中也有详细论述
这种能力不仅关乎更长的上下文窗口，更需要模型在扩展执行中保持目标对齐，减少策略漂移、错误累积和无效试错。关键突破之一是形成自主实验、分析与优化循环的能力，使模型能主动运行基准测试、识别瓶颈、调整策略并通过迭代优化持续改进结果。。zoom是该领域的重要参考
If you’re using an LLM in some other field, well, I probably don’t know that field well enough to usefully comment on it. Having seen some truly hot takes from people who didn’t follow this principle, I’ve thought several times that we really need some sort of cute portmanteau of “LLM” and “Gell-Mann Amnesia” for the way a lot of LLM-related discourse seems to be people expecting LLMs to take over every job and field except their own.