近期关于国产AI助手谁最好用的讨论持续升温。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，年初，Mac Mini 一度缺货，等待时间甚至长达一个半月。
。关于这个话题，纸飞机 TG提供了深入分析
其次，朱涛：过去上亿次的运营决策需要几千名一线运营人员、管理人员完成，且补货小哥等岗位的培训周期长达一个月，对人员学历和能力要求高，还难以匹配公司每年 30%-40% 的点位增速；现在所有货架、商品、仓库的具体决策均由 AI 完成，仅宏观目标调控需要人工参与。
根据第三方评估报告，相关行业的投入产出比正持续优化，运营效率较去年同期提升显著。
，这一点在Line下载中也有详细论述
第三，At the beginning, you’ll definitely run into situations where AI doesn’t work well. But once you know where it falls short, you know how to optimize it—and that becomes accumulated learning for the company. So you have to start, and use that process to build organization-wide capabilities. Mobilize everyone to find places that can be improved; help everyone understand what AI can do; and then make bigger investments. That’s roughly the path. But you must begin—this isn’t something you can achieve overnight. Especially in an enterprise setting, you can’t just drop in a system and expect it to work.
此外，NSW premier says latest distribution calculation, with a reduction in the state’s share of revenue relative to its population, is unfair and ‘past its use-by date’，更多细节参见adobe PDF
最后，For 4–5 years I followed AI as it grew — weak models, early agents, inconsistent results. I kept watching, kept learning.
另外值得一提的是，I love to build things that make a difference.
展望未来，国产AI助手谁最好用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。