DeepSeek 和 MiniMax 本周获得中国批准在全球部署，我认为这比另一个基准记录更重要。这样的批准是一扇门，这些实验室只是走过它。
西方人在排行榜上看着中国模特，然后耸耸肩。但你可以实际部署的模型，用你实际使用的语言，以低于现有模型的价格，是一个产品，而不是一个分数。
在本地测试中，DeepSeek 的 V4.1 Flash 在速度和成本方面已经击败了 Meta 的 Muse Spark Open。这就是令人刺痛的组合：开放、快速和便宜。封闭边境不再是唯一严肃的选择。
我不会选边站队。我注意到“最佳模型”问题现在的答案并不全部来自同一三个公司。这样的竞争对每个购买代币的人都有好处。
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人工智能工具太多？这是找到您真正需要的东西的更好方法
If you only check AI news on weekends, this was the weekend to check. The theme was not a bigger model, it was models that do a specific job well enough to hand them the keys.
A model that finds vulnerabilities but refuses to step outside authorized scope is not just a better scanner. It is the first time the powerful exploit-finder has been gated to the people who already had permission to look.
