正如前面提到，一个强大的 AI agent，强大之处从来不在于知道或者训练过正确答案，而是「在面对没见过的情况时能自主探索出解决路径」，可以理解为一种 0-shot 或 few-shot 实现 SOTA 效果的能力。
这是不少网友在昨天 Nano Banana 2 推出后，体验完的明显感受。一方面部分场景下的生成速度有所提升，还有文本渲染的表现也更稳定，但是图片的美学表现，却似乎还不如之前的 Pro 版本。
Most people Gareth encountered while he was sleeping on the streets were kind, but he says some made critical comments and stole his possessions in the night.
人 民 网 版 权 所 有 ，未 经 书 面 授 权 禁 止 使 用，推荐阅读爱思助手下载最新版本获取更多信息
FT Edit: Access on iOS and web
After OpenAI released GPT-5.3-Codex (high) which performed substantially better and faster at these types of tasks than GPT-5.2-Codex, I asked Codex to write a UMAP implementation from scratch in Rust, which at a glance seemed to work and gave reasonable results. I also instructed it to create benchmarks that test a wide variety of representative input matrix sizes. Rust has a popular benchmarking crate in criterion, which outputs the benchmark results in an easy-to-read format, which, most importantly, agents can easily parse.，推荐阅读WPS官方版本下载获取更多信息