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MiniMax is betting on a longer chain: models, inference, agents, and enterprise workflows. Image generated with AI. Set the reported $800 million ARR aside for a moment. It is the number that grabs the room, but the mor...
When Intelligence Becomes Rent, Companies Start Taking the Model Back It is one in the morning. An engineering lead is still chasing a production problem. The coding assistant has offered half a useful path, then refuse...
把智能锁进计费器之后，企业为什么开始要回自己的模型 凌晨一点，研发负责人还在盯着一条没做完的生产问题。代码助手给出了一半排查路径，下一轮却突然拒绝继续；或者看似继续回答，实际已换成能力更弱的版本。采购单照付，项目照赶，出了问题还是团队背锅。 这不是“模型偶尔不聪明”那么简单。企业买的从来不只是一次问答，而是一套会嵌进研发、客服、分析、合规和决策流程的生产工具。工具一旦能在关键时刻自行改写边界，企业才会发现：自己租到的不是能力，而是一张...
When the API Bill Gets Bigger Than Payroll, Model Choice Becomes a Cost Discipline Some AI stories do not start with a launch event. They start with a finance spreadsheet. A company building AI agents will naturally beg...
API账单比工资还高以后，模型选择开始回到性价比 有些AI故事不是从发布会开始的，是从财务表开始的。 一家做AI Agent的公司，最早当然愿意把最好的模型塞进每一次调用里。邮件要读，日程要排，客户消息要回，后台还有一堆看不见的推理链路。刚开始大家看的是“能不能跑起来”。跑起来以后，第二张表就来了：这个月API账单多少？比上个月多多少？比一个工程师的工资还高吗？ Lindy CEO Flo Crivello 最近讲的那句话，把很多公司...
Why Only 12% Become AI Leaders The AI divide is no longer about access to tools. It is about whether AI has entered the operating system of the company. There is a moment many CEOs now recognize. The company has bought...
为什么只有 12% 的公司是 AI Leaders 企业 AI 的分水岭，不在模型参数，而在流程、责任和价值是否被重新连接。 一个老板最容易误判的地方，是把“公司用了 AI”当成“公司已经被 AI 改造”。销售在用聊天工具写邮件，市场在用模型出标题，财务拿它整理表格，产品经理让它改几版方案。看上去很热闹。可到了月底复盘，订单周期没有明显缩短，库存周转没有变快，客服升级率还是老样子，管理层也说不清楚哪一块利润是 AI 带来的。 这就是...