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Anthropic says Claude Mythos Preview helped derive an end-to-end key-recovery attack against HAWK-256 and a 200- to 800-fold speedup for an attack on seven-round AES-128. The HAWK attack exploits a ...

【本文由小黑盒作者@熊猫不是猫QAQ于07月31日发布】 前言 随着WorkBuddy、Claude Code这类Agent工具逐渐普及，个人开发的门槛确实低了不少，在熊猫看来这其实算是一种AI 平权，只要有想法、能把需求讲清楚，再准备足够的Token，即便不会写代码，也能做出一个专属于自己的项目。

2026年，AI早已不是PPT里的概念——它正在工厂流水线上调参、在社区养老站陪老人聊天、在边境哨所的树莓派里实时识别异常热源。但奇怪的是，当一个大模型在实验室跑通了99.8%的准确率，真正推到千万用户面前时，却频频卡在‘启动要3秒’‘镜像拉取慢得像等高铁检票’‘一扩容就OOM’这些看似琐碎、实则致命的环节上。这，就是AI产业界心照不宣的‘最后一公里’悖论：算力堆得比山高，部署却像踩着棉花过独木桥 ...

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