The good kind of memory, for once ...

You are deep in a complex project. You have had 30 conversations with Claude about your auth flow, database schema, and deployment strategy. You open a new chat — and it is all gone. You spend 10 ...

The best software is the stuff you build for yourself ...

Explore the latest news and expert commentary on Application Security, brought to you by the editors of Dark Reading ...

新智元报道 【新智元导读】文件系统可以让Agent更高效地「找东西」，降低了认知负担，提高了任务执行效率，减少了45%的token消耗和39%的成本，同时保持较高准确率。当同一个模型面对同一份数据时，接口长什么样，会不会直接改变它花掉多少 ...

Context graphs, graph memory, and ontologies for AI are converging. What does this mean for enterprise AI in 2026?

本文不讲概念堆砌，只带你从零跑通一条完整链路：装包 → 起服务 → 写入对话 → 强制抽取 → 搜回来 → 打开磁盘上的 Markdown 验货。 前言 其实我们日常中经常会遇到的问题是：「Agent 的记忆到底存在哪？换一台电脑、换一个 CLI，之前的上下文就全没了。