Sophie Koonin discusses the realities of large-scale technical migrations, using Monzo’s shift to TypeScript as a roadmap. She explains how to handle "bends in the road," from documentation and ...

Home Assistant 2026.3 brings room-by-room cleaning for robot vacuums, an Android voice assistant with a local wake word, more reliable automations, and numerous interface and energy improvements.

Hillman highlights Teradata’s interoperability with AWS, Python-in-SQL, minimal data movement, open table formats, feature ...

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 ...