In this article, you will learn how an agent's approach to managing state — stateless or stateful — shapes both its implementation and the deployment...

本文介绍了一个面向 Amazon EKS 用户的 AI 驱动集群健康诊断 SaaS 平台，该平台通过"确定性规则 + AI 关联分析 + MCP Agent 自主诊断"三层架构，实现从静态规则检查到 AI Agent 按需实时采集集群数据的智能化运维诊断，帮助用户快速定位集群配置风险并获得可执行的修复建议。

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研究人员在 13 项基准任务中对 ChemGraph 进行了评估，结果表明，对于仅需调用少量工具的简单任务，较小规模的大语言模型（如 GPT-4o-mini 和...

We've watched enterprise teams go from vague "we might do agent stuff" conversations to full internal agent environments in a matter of months, and the same protocol question comes up in almost...

The fast pace of AI research means organizations now have a wide range of models to choose from that can The post The rise of the agent runtime: The compute platform behind production agents...

What 1,192 agent conversations taught us about knowledge base search A few months ago we shipped an agent inside our own product. It lives in our web app and lets users ask questions about their...

Vercel Agent 现已扩展，能够在仪表板中调查生产问题、回答项目相关问题并执行操作。它自动分析日志和指标，快速定位问题并建议解决方案。Vercel Agent 采用新的权限模型，确保安全性，默认只读，需获得批准后才能执行更改。生成的代码在沙箱中运行，确保不会影响生产环境。未来将支持更多功能，如安全审查和设计评估。

Over the past nine months, Amazon, Microsoft, and Google have each introduced or renamed an enterprise agent platform. And all The post Amazon, Microsoft, and Google are converging on the same...

Over the past nine months, Amazon, Microsoft, and Google have each introduced or renamed an enterprise agent platform. And all The post Amazon, Microsoft, and Google are converging on the same...

Does “rtk” reduce Claude Code token usage? Part 2 of a series where we take public “token saving” add-ons for coding agents and run the same paired A/B benchmark against each of them. Part 1 was...

昨天，我去逛了一圈世界人工智能大会，也就是 WAIC。 今年的会场里，有一个词几乎无处不在： Agent。 做大模型的在讲 Agent，做企业服务的在讲 Agent，做招聘、营销、医疗、金融、法律、教育的，也都在讲 Agent。 过去两年，大家还在说自己做的是“大模型应用”“AI 助手”“行业 Copilot”。到了今年，不在产品介绍里加上 Agent，好像都不好意思说自己是一家 AI...

When you run Kubernetes at the scale we do on Amazon EKS, nodes break constantly. GPUs fall off the PCIe The post Self-healing GPU nodes in Kubernetes: What we learned building the EKS node...