All the benefits of plugins with none of the downsides.

I tried Zenclora, a super-fast Linux distro with zero bloat - and one truly special feature ...

In addition to rolling out patches to address two zero-days affecting SQL Server and .NET, Microsoft introduced Common Log ...

Ring Team Announces Significant New Contributions by Developer Youssef Saeed Youssef’s contributions, creativity, and ...

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

Discover OpenFang, the Rust-based Agent Operating System that redefines autonomous AI. Learn how its sandboxed architecture, pre-built "Hands," and security-first design outperform traditional Python ...

Overview On February 11, 2026, NSFOCUS CERT monitored Microsoft’s release of its February security update patches, addressing 59 security issues across widely used products such as Windows, Azure, ...

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 ...