"But then over time I realised that a lot of people just use their cards and don't use cash."
The friction of writing code manually used to force careful design. AI removes that friction, including the beneficial friction. The answer is not to slow AI down. It is to replace human friction with mathematical friction: let AI move fast, but make it prove its work. The new friction is productive: writing specifications and models, defining precisely what “correct” means, designing before generating.
，这一点在PDF资料中也有详细论述
https://feedx.site，详情可参考91视频
作为一名长期关注 LLM 架构演进的技术博主，最近发布的 Ring-2.5-1T 引起了我的极大兴趣。不同于市面上常见的 Transformer 变体，它采用了大胆的混合线性注意力架构（Hybrid Linear Attention）。
很多代理公司的利润，说到底，就是靠这批客户托起来的。