一条推文推荐阅读 Anthropic 工程博客，了解其最先进智能体记忆系统如何运作。推文作者认为不存在通用记忆方案，对前沿模型有效的是基础文件夹文件组织加部分情景记忆，并主张像 agent skills 一样保持记忆系统极简，否则会干扰模型。Anthropic 该博客介绍“dreaming”如何帮助 Claude 整理所学、纠正错误并更易检索。
Highly recommended read.
Learn how one of the most advanced agent memory systems works.
Your memory system is one of the biggest levers you have in the harness.
I also don't think a one-size-fits-all memory system exists today.
Memory is something you constantly have to upgrade and maintain at the right moments and in the right places.
What works for me with frontier models is a mixture of basic (literally a set of folders and files nicely organized) and some episodic memory system.
Like agent skills, keep your memory system extremely basic. Otherwise, you will only get in the system's way and confuse it.
As models continue to improve, these memory systems will keep evolving. One thing is clear to me: no matter how powerful these models get, your agent will need some form of memory to keep things personalized and useful for you.
Memory is what allows Claude to learn from experience. In a new Engineering Blog post, we share how “dreaming” helps Claude organize what it’s learned, correct its mistakes, and find what it needs more easily the next time. https://www.anthropic.com/research/components-of-agent-memory在 X 查看被引用的帖子
来源：elvis · x.com