It's time to join the Pythonistas.
Here's how I make every Linux terminal feel like home.
In addition to rolling out patches to address two zero-days affecting SQL Server and .NET, Microsoft introduced Common Log ...
Apple's iOS 26.4 beta adds AI-generated Apple Music playlists, early testing for encrypted RCS messaging and a new setting to tone down iOS 26's brighter visual effects. With more than a decade of ...
Macworld reports iOS 26 introduces the biggest design overhaul since iOS 7 with its new “Liquid Glass” interface, featuring translucent elements and dynamic visual effects across all apps. The update ...
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 ...