Zenclora is a high-performing, beautiful OS. Based on Debian, this distro uses a tweaked GNOME DE. You can download and install Zenclora for free. Typically, when I ...

All the benefits of plugins with none of the downsides.

Google report: AI is accelerating cloud cyberattacks, and one weak link stands out ...

Fast updates and fast environment switching make switching to Pixi worth it.

Four-legged robots that scramble up stairs, stride over rubble, and stream inspection data — no preorder, no lab coat required.

如果您近期在从事大型Agent系统的开发，或调试龙虾🦞，您应该已经感受到一个很具体的问题：当下的Agent（如OpenClaw）缺乏持久化的状态机与能力沉淀机制。在单次会话中，Agent或许能依靠长上下文、复杂的Prompt链和外部工具调用勉强跑通一个工作流；但在下一次面临相似任务时，它依然需要从零开始执行搜索、试错与规划。经验作为一种瞬态数据，随着上下文窗口的清空而消散，未能转化为系统级的可用 ...