我的“聪明”提示有一半只是穿着风衣的分类。
我过去常常编写详细的提示，让前沿模型决定一些事情：是否是垃圾邮件、A 级或 B 级、升级还是关闭。
Perplexity 的 pplx-decider 每百万代币 0.04 美元及其同行让我意识到这些提示是昂贵的。
一个包含 20 亿个参数的决策模型一次性完成分类，并返回一个干净的标签，无需解析任何散文。
我将其中的十几个电话从大型号上移走了，账单就下降了，而用户却没有注意到差异。
即时工程并未消亡，但其中很大一部分从未真正得到提示。我们为决策付出了过高的代价。
Every rank on Best AI Utility is paid and time-stamped — outbid the current holder with one crypto payment and the rank is yours until someone outbids you.
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.
