https://skywalking.apache.org/tags/ai/ Recent ai posts from Apache SkyWalking Hugo -- gohugo.io en-US Thu, 15 Oct 2026 00:00:00 +0000 https://skywalking.apache.org/blog/2026-10-15-llm-as-judge/ Thu, 15 Oct 2026 00:00:00 +0000 https://skywalking.apache.org/blog/2026-10-15-llm-as-judge/ peachisai AI Metrics Tracing Learn how the upcoming SkyWalking 11.1.0 release uses LLM-as-Judge to evaluate GenAI span input and output messages asynchronously and connect the results to evaluation records, metrics, and traces. https://skywalking.apache.org/zh/2026-10-15-llm-as-judge/ Thu, 15 Oct 2026 00:00:00 +0000 https://skywalking.apache.org/zh/2026-10-15-llm-as-judge/ peachisai AI Metrics Tracing SkyWalking 11.1.0 即将支持 LLM-as-Judge：异步评估 GenAI Span 中的输入和输出消息，生成评估记录并关联原始 Trace，SCORE 任务还会产生质量指标。 https://skywalking.apache.org/blog/2026-10-10-ai-sessionizer-agentcore/ Sat, 10 Oct 2026 00:00:00 +0000 https://skywalking.apache.org/blog/2026-10-10-ai-sessionizer-agentcore/ Sheng Wu AI Engineering Community Run a LangGraph agent on Amazon Bedrock AgentCore Runtime and record every turn, model prompt, tool call and file change in Apache SkyWalking AI Sessionizer while the session runs, kept after it ends, with no change to the agent's logic. https://skywalking.apache.org/blog/2026-09-23-ai-sessionizer-langchain-langgraph/ Wed, 23 Sep 2026 00:00:00 +0000 https://skywalking.apache.org/blog/2026-09-23-ai-sessionizer-langchain-langgraph/ Sheng Wu AI Engineering Community Build a LangGraph agent on Amazon Bedrock, point its tracing client at Apache SkyWalking AI Sessionizer, and replay every turn, tool call, sub-agent and model request without changing the application. https://skywalking.apache.org/blog/2026-09-12-ai-sessionizer-workspace-changes/ Sat, 12 Sep 2026 00:00:00 +0000 https://skywalking.apache.org/blog/2026-09-12-ai-sessionizer-workspace-changes/ Sheng Wu AI Engineering Community Understand Claude Code usage across sessions and machines, replay recorded work, and inspect file changes with their tool calls and source evidence. https://skywalking.apache.org/zh/2026-09-12-ai-sessionizer-workspace-changes/ Sat, 12 Sep 2026 00:00:00 +0000 https://skywalking.apache.org/zh/2026-09-12-ai-sessionizer-workspace-changes/ 吴晟 AI Engineering Community 汇总多次会话、多台机器上的 Claude Code 用量，结合对话、工具调用和文件差异，看清智能体做了什么、修改了什么，以及消耗了哪些资源。 https://skywalking.apache.org/blog/2026-09-03-ai-sessionizer-first-look/ Thu, 03 Sep 2026 00:00:00 +0000 https://skywalking.apache.org/blog/2026-09-03-ai-sessionizer-first-look/ Sheng Wu AI Engineering Community Replay existing Claude Code sessions with Apache SkyWalking AI Sessionizer: explore conversations, tool calls, and child-agent activity without installing a Claude Code plugin or changing its configuration. https://skywalking.apache.org/blog/2026-07-06-horizon-ui-ai-assistant/ Mon, 06 Jul 2026 00:00:00 +0000 https://skywalking.apache.org/blog/2026-07-06-horizon-ui-ai-assistant/ Sheng Wu Release AI Cloud Native Horizon UI's new AI Assistant answers questions about your live system with the same charts, topology and tables as the UI — read-only, permission-scoped, and running on a cost-efficient model you bring yourself. https://skywalking.apache.org/zh/2026-07-06-horizon-ui-ai-assistant/ Mon, 06 Jul 2026 00:00:00 +0000 https://skywalking.apache.org/zh/2026-07-06-horizon-ui-ai-assistant/ 吴晟 Release AI Cloud Native Horizon UI 新增的 AI Assistant 可以用和 UI 相同的图表、拓扑和表格回答运行中系统的问题；它只读、按权限返回结果，并运行在你自己接入的高性价比模型上。 https://skywalking.apache.org/blog/2026-04-05-virtual-genai-monitoring/ Sun, 05 Apr 2026 00:00:00 +0000 https://skywalking.apache.org/blog/2026-04-05-virtual-genai-monitoring/ YiMing Shao AI Metrics SkyWalking 10.4 introduces the Virtual GenAI dashboard. This article explores how to use this new feature to monitor and optimize LLM integrations. https://skywalking.apache.org/zh/2026-04-05-virtual-genai-monitoring/ Sun, 05 Apr 2026 00:00:00 +0000 https://skywalking.apache.org/zh/2026-04-05-virtual-genai-monitoring/ 邵一鸣 AI Engineering Tracing SkyWalking 10.4 增加了 Virtual GenAI 观测面板,本文将介绍该新特性的使用。 https://skywalking.apache.org/blog/2026-04-02-envoy-ai-gateway-monitoring/ Thu, 02 Apr 2026 00:00:00 +0000 https://skywalking.apache.org/blog/2026-04-02-envoy-ai-gateway-monitoring/ Sheng Wu AI Cloud Native Set up full-stack observability for your AI/LLM traffic using Envoy AI Gateway, SkyWalking OAP 10.4.0, and BanyanDB 0.10.0. https://skywalking.apache.org/zh/2026-04-02-envoy-ai-gateway-monitoring/ Thu, 02 Apr 2026 00:00:00 +0000 https://skywalking.apache.org/zh/2026-04-02-envoy-ai-gateway-monitoring/ 吴晟 AI Cloud Native Engineering 基于 Envoy AI Gateway、SkyWalking OAP 10.4.0 和 BanyanDB 0.10.0，搭建面向 AI/LLM 流量的全栈可观测方案。 https://skywalking.apache.org/zh/2026-03-13-how-ai-changed-the-economics-of-architecture/ Sun, 15 Mar 2026 00:00:00 +0000 https://skywalking.apache.org/zh/2026-03-13-how-ai-changed-the-economics-of-architecture/ 吴晟 AI Profiling Cloud Native 以 SkyWalking GraalVM Distro 为例，聊聊 AI Coding 如何让更好的架构方案更容易被验证、打磨并真正落地。 https://skywalking.apache.org/blog/2026-03-13-how-ai-changed-the-economics-of-architecture/ Fri, 13 Mar 2026 00:00:00 +0000 https://skywalking.apache.org/blog/2026-03-13-how-ai-changed-the-economics-of-architecture/ Sheng Wu Cloud Native Profiling AI A case study in how AI changed the economics of architecture in a mature project by making better designs cheaper to prototype, validate, and refine. https://skywalking.apache.org/blog/2026-03-08-agentic-vibe-coding/ Sun, 08 Mar 2026 00:00:00 +0000 https://skywalking.apache.org/blog/2026-03-08-agentic-vibe-coding/ Sheng Wu AI Engineering Community What happens when you apply agentic AI coding to a mature open-source project with real users, real compatibility contracts, and real consequences? 77K lines changed in 5 weeks — here's what I learned. https://skywalking.apache.org/zh/2026-03-08-agentic-vibe-coding/ Sun, 08 Mar 2026 00:00:00 +0000 https://skywalking.apache.org/zh/2026-03-08-agentic-vibe-coding/ 吴晟 AI Engineering Community 当你把 AI 智能体编程应用到一个有真实用户、广泛运用、API 被充分集成的成熟开源项目时，我在 5 周改了 7.7 万行代码，里面到底用到了哪些方法？这是我的实战总结。