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Posted to notifications@skywalking.apache.org by gi...@apache.org on 2026/10/10 08:45:42 UTC
(skywalking-website) branch asf-site updated: deploy: 0e03c98980a876245d6bbdfeaf4fc9d71aa8ca12
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new 18863cbabd0d deploy: 0e03c98980a876245d6bbdfeaf4fc9d71aa8ca12
18863cbabd0d is described below
commit 18863cbabd0d7eb16de5d85fa72d2be679c2fd49
Author: wu-sheng <wu...@users.noreply.github.com>
AuthorDate: Sat Oct 10 08:45:22 2026 +0000
deploy: 0e03c98980a876245d6bbdfeaf4fc9d71aa8ca12
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diff --git a/blog/2019-01-25-mesh-loadtest/index.html b/blog/2019-01-25-mesh-loadtest/index.html
index 7ad5ec4b2b2f..94fe726cb63f 100644
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<meta property="article:section" content="blog">
<meta property="article:published_time" content="2019-01-25T00:00:00+00:00">
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<meta property="article:tag" content="Profiling">
<meta property="article:tag" content="Engineering">
<meta itemprop="name" content="SkyWalking performance in Service Mesh scenario">
<meta itemprop="description" content="Service mesh receiver performance test on Google Kubernetes Engine.">
<meta itemprop="datePublished" content="2019-01-25T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-10-08T14:28:14+08:00">
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<link rel="canonical" href="https://skywalking.apache.org/blog/2019-01-25-mesh-loadtest/">
<meta name="description" content="Service mesh receiver performance test on Google Kubernetes Engine.">
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diff --git a/blog/2019-09-25-alarm-webhook-share/index.html b/blog/2019-09-25-alarm-webhook-share/index.html
index df4c89768dbf..cc1eb3e58e80 100644
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time" content="2019-09-25T00:00:00+00:00">
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+ <meta property="article:modified_time" content="2026-10-10T16:38:41+08:00">
<meta property="article:tag" content="Engineering">
<meta itemprop="name" content="SkyWalking alarm webhook sharing">
<meta itemprop="description" content="Alerts via SkyWalking alarm webhook for better perception of tracing.">
<meta itemprop="datePublished" content="2019-09-25T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-10-08T14:28:14+08:00">
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<meta name="description" content=" Alerts via SkyWalking alarm webhook for better perception of tracing.">
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diff --git a/blog/2020-01-20-celebrate-200th-contributor/index.html b/blog/2020-01-20-celebrate-200th-contributor/index.html
index 201208227ea8..0d80c40977b2 100644
--- a/blog/2020-01-20-celebrate-200th-contributor/index.html
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time" content="2020-01-20T00:00:00+00:00">
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+ <meta property="article:modified_time" content="2026-10-10T16:38:41+08:00">
<meta property="article:tag" content="Community">
<meta itemprop="name" content="SkyWalking hits 200 contributors mark">
<meta itemprop="description" content="SkyWalking community joins the 200+ contributors open source club.">
<meta itemprop="datePublished" content="2020-01-20T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-10-08T14:28:14+08:00">
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<meta name="description" content=" SkyWalking community joins the 200+ contributors open source club.">
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@@ -11073,6 +11073,8 @@ At the moment of graduation in spring 2019, the project had 100 contributors. No
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+
diff --git a/blog/2020-04-13-apache-skywalking-profiling/index.html b/blog/2020-04-13-apache-skywalking-profiling/index.html
index 68d00a1ab715..25358fc47a4e 100644
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time" content="2020-04-13T00:00:00+00:00">
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<meta property="article:tag" content="Profiling">
<meta property="article:tag" content="Agents">
<meta property="article:tag" content="Tracing">
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<meta itemprop="name" content="Apache SkyWalking: Use Profiling to Fix the Blind Spot of Distributed Tracing">
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<meta itemprop="datePublished" content="2020-04-13T00:00:00+00:00">
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index 65b50055c1cc..855d093a79d4 100644
--- a/blog/2020-07-26-apdex-and-skywalking/index.html
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time" content="2020-07-26T00:00:00+00:00">
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<meta property="article:tag" content="Cloud Native">
<meta itemprop="name" content="The Apdex Score for Measuring Service Mesh Health">
<meta itemprop="description" content="In managing Service Mesh Health, Asking `How are you' is more profound than `What are your symptoms'. Apdex goes a long way in helping this.">
<meta itemprop="datePublished" content="2020-07-26T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-10-08T14:28:14+08:00">
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@@ -59,7 +59,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2020-07-26-apdex-and-skywalking/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2020-07-26-apdex-and-skywalking/">
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@@ -11154,6 +11154,8 @@ Apdex Score = ------------------------------------------------------
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+
diff --git a/blog/2020-08-03-skywalking8-1-release/index.html b/blog/2020-08-03-skywalking8-1-release/index.html
index 02061b31bd1a..092b0227339b 100644
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<meta property="article:published_time" content="2020-08-03T00:00:00+00:00">
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<meta property="article:tag" content="Release">
<meta property="article:tag" content="Agents">
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<meta itemprop="description" content="SpringSleuth metrics, endpoint dependency detection, Kafka transport traces and metrics.">
<meta itemprop="datePublished" content="2020-08-03T00:00:00+00:00">
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<link rel="canonical" href="https://skywalking.apache.org/blog/2020-08-03-skywalking8-1-release/">
<meta name="description" content=" SpringSleuth metrics, endpoint dependency detection, Kafka transport traces and metrics.">
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diff --git a/blog/2020-08-11-observability-at-scale/index.html b/blog/2020-08-11-observability-at-scale/index.html
index b6d6d5bbb5f3..8eaa13731304 100644
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<link rel="canonical" href="https://skywalking.apache.org/blog/2020-08-11-observability-at-scale/">
<meta name="description" content=" SkyWalking evolved to address the problem of observability at scale, and grew from a pure tracing system to a feature-rich observability platform that is now used to analyze deployments that collect tens of billions of traces per day. ">
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index 46d0069199f1..fce58c918468 100644
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<meta property="article:tag" content="Release">
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<meta itemprop="name" content="Features in SkyWalking 8.2: Browser Side Monitoring; Query Traces by Tags; Meter Analysis Language">
<meta itemprop="description" content="Browser Side Monitoring; Query Traces by Tags; Meter Analysis Language; Composite Alert Rules">
<meta itemprop="datePublished" content="2020-10-29T00:00:00+00:00">
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diff --git a/blog/2020-11-21-apachecon-keynote/index.html b/blog/2020-11-21-apachecon-keynote/index.html
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<meta itemprop="name" content="[Video] Apache grows in China">
<meta itemprop="description" content="ApacheCon@Home 2020 Keynote, the progress about China embracing the Apache culture, and willing of enhancing the whole Apache community.">
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diff --git a/blog/2021-12-21-better-observability-for-chaos-engineering/index.html b/blog/2021-12-21-better-observability-for-chaos-engineering/index.html
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<meta itemprop="description" content="Chaos Mesh is an open-source cloud-native chaos engineering platform. You can use Chaos Mesh to conveniently inject failures and simulate abnormalities that might occur in reality, so you can identify potential problems in your system. Chaos Mesh also offers a Chaos Dashboard which allows you to monitor the status of a chaos experiment. However, this dashboard cannot let you observe how the failures in the experiment impact the service performance [...]
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<meta itemprop="name" content="[Resolved][License Issue] Volcengine Inc.(火山引擎) violates the Apache 2.0 License when using SkyWalking.">
<meta itemprop="description" content="Volcengine Inc.(火山引擎) Application Performance Monitoring - Distributed Tracing (应用性能监控全链路版) redistributed Apache SkyWalking illegally. They don't follow the Apache 2.0 License requirements">
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index 986554a65274..5801570eb2ff 100644
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index 4b7ba4a7d913..27102ac1b0f3 100644
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diff --git a/blog/2023-06-13-celebrate-22k-stars/index.html b/blog/2023-06-13-celebrate-22k-stars/index.html
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<meta property="article:tag" content="Tracing">
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@@ -11090,6 +11090,8 @@ Try using the following command to import <code>skywalking-go</code> into your p
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diff --git a/blog/2023-08-13-hashicorp-bsl/index.html b/blog/2023-08-13-hashicorp-bsl/index.html
index 283201780eb7..170fa08bf1ce 100644
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<meta property="article:tag" content="Community">
<meta itemprop="name" content="The Statement for SkyWalking users on HashiCorp license changes">
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@@ -11232,6 +11232,8 @@ If there is not a new consul Java client lib available, we may have to remove th
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index c492500c6ace..ff7f18cf4f34 100644
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<meta itemprop="datePublished" content="2023-10-18T00:00:00+00:00">
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<meta itemprop="name" content="[Video] Coffee + Software with Josh Long - Apache SkyWalking with Sheng Wu and Apache ShardingSphere with Trista Pan">
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In this exclusive session, we delve deep into Apache SkyWalking - an innovative observability platform that’s revolutionizing how we monitor and manage distributed systems in the cloud. Witness firsthand how SkyWalking is empowering developers and organizations to gain unparalleled insights into their applications, ensuring performance, reliability, and efficient troubleshooting. 🛰️🔍">
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@@ -59,7 +59,7 @@ In this exclusive session, we delve deep into Apache SkyWalking - an innovative
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diff --git a/blog/2024-04-19-flink-monitoring-by-skywalking/index.html b/blog/2024-04-19-flink-monitoring-by-skywalking/index.html
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+ <meta property="article:modified_time" content="2026-10-10T16:38:41+08:00">
<meta property="article:tag" content="AI">
<meta property="article:tag" content="Cloud Native">
<meta itemprop="name" content="Monitoring Envoy AI Gateway with Apache SkyWalking">
<meta itemprop="description" content="Set up full-stack observability for your AI/LLM traffic using Envoy AI Gateway, SkyWalking OAP 10.4.0, and BanyanDB 0.10.0.">
<meta itemprop="datePublished" content="2026-04-02T00:00:00+00:00">
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<meta itemprop="keywords" content="AI,Cloud Native">
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@@ -60,7 +60,7 @@
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<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-04-02-envoy-ai-gateway-monitoring/">
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@@ -11366,6 +11366,8 @@ Best for teams without a centralized gateway, or for per-application cost tracki
+
+
diff --git a/blog/2026-04-05-virtual-genai-monitoring/index.html b/blog/2026-04-05-virtual-genai-monitoring/index.html
index c8943fc29d60..fa10824dc2db 100644
--- a/blog/2026-04-05-virtual-genai-monitoring/index.html
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<meta property="article:section" content="blog">
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<meta property="article:tag" content="AI">
<meta property="article:tag" content="Metrics">
<meta itemprop="name" content="Monitoring LLM Applications with SkyWalking 10.4: Insights into Performance and Cost">
<meta itemprop="description" content="SkyWalking 10.4 introduces the Virtual GenAI dashboard. This article explores how to use this new feature to monitor and optimize LLM integrations.">
<meta itemprop="datePublished" content="2026-04-05T00:00:00+00:00">
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<meta itemprop="keywords" content="AI,Metrics">
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@@ -60,7 +60,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-04-05-virtual-genai-monitoring/">
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@@ -11485,6 +11485,8 @@ Example OpenAI config:</p>
+
+
diff --git a/blog/2026-04-08-traceql/index.html b/blog/2026-04-08-traceql/index.html
index e650769f0f3c..30e2320d951a 100644
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<meta property="article:tag" content="Tracing">
<meta property="article:tag" content="Metrics">
<meta itemprop="name" content="Query SkyWalking and Zipkin Traces with TraceQL and Visualize in Grafana">
<meta itemprop="description" content="SkyWalking 10.4 introduces TraceQL support, implementing Grafana Tempo's HTTP query APIs so that Grafana can query and visualize traces stored in SkyWalking.">
<meta itemprop="datePublished" content="2026-04-08T00:00:00+00:00">
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<meta itemprop="keywords" content="Tracing,Metrics">
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<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-04-08-traceql/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-04-08-traceql/">
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@@ -11435,6 +11435,8 @@ For Grafana integration details, see
+
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diff --git a/blog/2026-04-30-mini-program-monitoring-with-skywalking/index.html b/blog/2026-04-30-mini-program-monitoring-with-skywalking/index.html
index 02d21eb65fcc..e6bcfe1aeb8a 100644
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<meta property="article:tag" content="Agents">
<meta property="article:tag" content="Community">
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<meta itemprop="name" content="Monitoring WeChat and Alipay Mini Programs with SkyWalking">
<meta itemprop="description" content="SkyAPM/mini-program-monitor and SkyWalking OAP together extend SkyWalking's end-user monitoring to WeChat and Alipay Mini Programs. This post focuses on the data path, the cross-platform abstraction, and the OAP-side integration.">
<meta itemprop="datePublished" content="2026-04-30T00:00:00+00:00">
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@@ -61,7 +61,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-04-30-mini-program-monitoring-with-skywalking/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-04-30-mini-program-monitoring-with-skywalking/">
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@@ -11150,6 +11150,8 @@
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diff --git a/blog/2026-06-21-horizon-ui-dashboards-and-mqe/index.html b/blog/2026-06-21-horizon-ui-dashboards-and-mqe/index.html
index 876b490753cf..ca830b911573 100644
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<meta property="og:type" content="article">
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<meta property="article:published_time" content="2026-06-21T00:00:00+00:00">
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<meta property="article:tag" content="Metrics">
<meta property="article:tag" content="Cloud Native">
<meta itemprop="name" content="Meet Horizon UI · 2/17: Dashboards That Adapt — MQE, Smart Widgets, and Numbers Humans Can Read">
<meta itemprop="description" content="Part 2 of the Horizon UI series: how its dashboards are built from MQE expressions, hide the widgets that don't apply to the entity in front of you (skipping their queries on the server), and render OK instead of 1 and 45.1k instead of 4.51e4.">
<meta itemprop="datePublished" content="2026-06-21T00:00:00+00:00">
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@@ -60,7 +60,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-06-21-horizon-ui-dashboards-and-mqe/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-06-21-horizon-ui-dashboards-and-mqe/">
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@@ -11124,6 +11124,8 @@ Figure 7: Lock entities — even across services — and every line widget overl
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+
diff --git a/blog/2026-06-21-horizon-ui-deployment-and-banyandb/index.html b/blog/2026-06-21-horizon-ui-deployment-and-banyandb/index.html
index ccdcda3a9379..deb20daefc91 100644
--- a/blog/2026-06-21-horizon-ui-deployment-and-banyandb/index.html
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time" content="2026-06-21T00:00:00+00:00">
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<meta property="article:tag" content="Cloud Native">
<meta property="article:tag" content="Storage">
<meta itemprop="name" content="Meet Horizon UI · 4/17: The Deployment Tab & BanyanDB Self-Observability">
<meta itemprop="description" content="Part 4 of the Meet Horizon UI series: the Deployment tab turns the topology map inward to show one clustered service's own instances, and BanyanDB is modeled as the role- and tier-aware cluster it is — SkyWalking finally watching its own database the way it watches everything else.">
<meta itemprop="datePublished" content="2026-06-21T00:00:00+00:00">
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<meta itemprop="keywords" content="Cloud Native,Storage">
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@@ -60,7 +60,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-06-21-horizon-ui-deployment-and-banyandb/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-06-21-horizon-ui-deployment-and-banyandb/">
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@@ -11125,6 +11125,8 @@ Figure 6: Flows — the same role-pair edges as a sortable table, one block per
+
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diff --git a/blog/2026-06-21-horizon-ui-topology-and-dependency/index.html b/blog/2026-06-21-horizon-ui-topology-and-dependency/index.html
index d7283800af84..3a583e189c9f 100644
--- a/blog/2026-06-21-horizon-ui-topology-and-dependency/index.html
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@@ -29,14 +29,14 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time" content="2026-06-21T00:00:00+00:00">
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<meta property="article:tag" content="Cloud Native">
<meta property="article:tag" content="Tracing">
<meta itemprop="name" content="Meet Horizon UI · 3/17: Topology & Service Dependency">
<meta itemprop="description" content="Part 3 of the Meet Horizon UI series: one template-driven topology engine that repaints for every layer, a filter to cut the noise, drill-down from a call into instances, the endpoint-dependency graph, and the cross-layer Smartscape overlay.">
<meta itemprop="datePublished" content="2026-06-21T00:00:00+00:00">
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<meta itemprop="keywords" content="Cloud Native,Tracing">
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@@ -60,7 +60,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-06-21-horizon-ui-topology-and-dependency/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-06-21-horizon-ui-topology-and-dependency/">
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@@ -11108,6 +11108,8 @@ Figure 7: One service, every layer it reports through — the cross-layer hierar
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diff --git a/blog/2026-06-21-skywalking-horizon-ui-introduction/index.html b/blog/2026-06-21-skywalking-horizon-ui-introduction/index.html
index f56b49f7cbbb..a60b43148b89 100644
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time" content="2026-06-21T00:00:00+00:00">
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<meta property="article:tag" content="Release">
<meta property="article:tag" content="Cloud Native">
<meta itemprop="name" content="Meet Horizon UI · 1/17: SkyWalking's New Observability Console">
<meta itemprop="description" content="Introducing Apache SkyWalking Horizon UI — the next-generation web UI. A greenfield rewrite on the same OAP backend that you can observe, operate, govern, and customize, starting with a sidebar that mirrors your whole estate.">
<meta itemprop="datePublished" content="2026-06-21T00:00:00+00:00">
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@@ -60,7 +60,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-06-21-skywalking-horizon-ui-introduction/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-06-21-skywalking-horizon-ui-introduction/">
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@@ -11180,6 +11180,8 @@ Figure 5: Fold the sidebar to a thin icon rail when you want the canvas to have
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diff --git a/blog/2026-06-22-horizon-ui-3d-infrastructure-map/index.html b/blog/2026-06-22-horizon-ui-3d-infrastructure-map/index.html
index f41be7c3d221..48c97641131d 100644
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<meta property="article:published_time" content="2026-06-22T00:00:00+00:00">
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<meta itemprop="name" content="Meet Horizon UI · 5/17: The 3D Infrastructure Map">
<meta itemprop="description" content="Part 5 of the Meet Horizon UI series: a single WebGL view of your whole deployment — every layer's services as cubes stacked on tiers, with live traffic, alarm beacons, and the calls between them.">
<meta itemprop="datePublished" content="2026-06-22T00:00:00+00:00">
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<meta itemprop="keywords" content="Cloud Native,Engineering">
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@@ -60,7 +60,7 @@
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@@ -11137,6 +11137,8 @@ Figure 4: The map is configuration, not code — tiers, colors, and per-layer tr
+
+
diff --git a/blog/2026-06-22-horizon-ui-trace-explorer/index.html b/blog/2026-06-22-horizon-ui-trace-explorer/index.html
index da0ab114f67e..071d85b34288 100644
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<meta property="article:tag" content="Cloud Native">
<meta itemprop="name" content="Meet Horizon UI · 6/17: The Trace Explorer">
<meta itemprop="description" content="Part 6 of the Meet Horizon UI series: a per-layer distributed-trace explorer — staged conditions, a duration-distribution chart you can box-select, three ways to read one trace, and a Zipkin tab beside the native one.">
<meta itemprop="datePublished" content="2026-06-22T00:00:00+00:00">
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<meta itemprop="keywords" content="Tracing,Cloud Native">
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@@ -11125,6 +11125,8 @@ Figure 5: A Zipkin span keeps its native fields — the kind, the endpoints, and
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diff --git a/blog/2026-06-23-horizon-ui-browser-errors-and-source-maps/index.html b/blog/2026-06-23-horizon-ui-browser-errors-and-source-maps/index.html
index 1a6342261645..3cbdc519db13 100644
--- a/blog/2026-06-23-horizon-ui-browser-errors-and-source-maps/index.html
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<meta property="article:tag" content="Logging">
<meta property="article:tag" content="Engineering">
<meta itemprop="name" content="Meet Horizon UI · 8/17: Browser Errors & Source Maps">
<meta itemprop="description" content="Part 8 of the Meet Horizon UI series: the browser agent's JavaScript-error feed, and the capability that makes it useful — resolving a minified production stack back to your original file, line, column, symbol and source, frame by frame.">
<meta itemprop="datePublished" content="2026-06-23T00:00:00+00:00">
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@@ -11105,6 +11105,8 @@ Figure 3: Two ways to provide a map — upload for a quick triage, mount for the
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diff --git a/blog/2026-06-23-horizon-ui-log-explorer/index.html b/blog/2026-06-23-horizon-ui-log-explorer/index.html
index 6ddf239c40e6..b6533a5d06f1 100644
--- a/blog/2026-06-23-horizon-ui-log-explorer/index.html
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<meta property="article:published_time" content="2026-06-23T00:00:00+00:00">
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<meta property="article:tag" content="Logging">
<meta property="article:tag" content="Cloud Native">
<meta itemprop="name" content="Meet Horizon UI · 7/17: The Log Explorer">
<meta itemprop="description" content="Part 7 of the Meet Horizon UI series: two log surfaces — a stored, indexed, trace-correlated log stream with a level histogram, and an on-demand live tail of a Kubernetes pod's container logs.">
<meta itemprop="datePublished" content="2026-06-23T00:00:00+00:00">
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@@ -60,7 +60,7 @@
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@@ -11104,6 +11104,8 @@ Figure 3: A live tail of one pod’s container — windowed, interval-polled
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diff --git a/blog/2026-06-26-horizon-ui-profiling/index.html b/blog/2026-06-26-horizon-ui-profiling/index.html
index 124524f637d0..d5e227ce25f7 100644
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<meta property="article:tag" content="Profiling">
<meta property="article:tag" content="Engineering">
<meta itemprop="name" content="Meet Horizon UI · 9/17: Five Profilers, One Flame Graph">
<meta itemprop="description" content="Part 9 of the Meet Horizon UI series: SkyWalking's five profilers — trace, async (JVM), eBPF, Go pprof, and network — four of them pouring into one shared flame-graph and stack-tree engine, and the fifth rendering a process honeycomb instead.">
<meta itemprop="datePublished" content="2026-06-26T00:00:00+00:00">
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@@ -60,7 +60,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-06-26-horizon-ui-profiling/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-06-26-horizon-ui-profiling/">
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@@ -11103,6 +11103,8 @@ Figure 4: The odd one out — process conversations as a honeycomb. In-pod proce
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diff --git a/blog/2026-06-29-horizon-ui-alarms-and-incident-triage/index.html b/blog/2026-06-29-horizon-ui-alarms-and-incident-triage/index.html
index 5e72fef45bfa..d7829f9f0371 100644
--- a/blog/2026-06-29-horizon-ui-alarms-and-incident-triage/index.html
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<meta property="article:tag" content="Cloud Native">
<meta itemprop="name" content="Meet Horizon UI · 10/17: Alarms & Incident Triage">
<meta itemprop="description" content="Part 10 of the Meet Horizon UI series: the incident-centric active-alarms surface — re-fires merged into one row, the MQE snapshot that fired a rule replayed on a single chart, and the same incident model carried across the topbar badge, dashboards, and the 3D map.">
<meta itemprop="datePublished" content="2026-06-29T00:00:00+00:00">
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@@ -60,7 +60,7 @@
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@@ -11108,6 +11108,8 @@ Figure 4: The same incidents everywhere — the topbar badge, red-ringed service
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diff --git a/blog/2026-06-29-horizon-ui-inspect-cross-layer-query/index.html b/blog/2026-06-29-horizon-ui-inspect-cross-layer-query/index.html
index 341dd1680baa..4a6afd0ca039 100644
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<meta property="article:tag" content="Metrics">
<meta itemprop="name" content="Meet Horizon UI · 12/17: Inspect — Cross-Layer Query Power-Tools">
<meta itemprop="description" content="Part 12 of the Meet Horizon UI series: the Inspect family under Operate — a metric catalog and MQE board that shows which rule defines every metric, plus layer-less trace and log finders that query across the whole deployment without picking a layer first.">
<meta itemprop="datePublished" content="2026-06-29T00:00:00+00:00">
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@@ -11094,6 +11094,8 @@ Figure 4: Log inspect — “query any service across layers, or leave it bl
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diff --git a/blog/2026-06-29-horizon-ui-runtime-rules-and-live-debugging/index.html b/blog/2026-06-29-horizon-ui-runtime-rules-and-live-debugging/index.html
index 061da4df3587..5651c577a559 100644
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<meta itemprop="name" content="Meet Horizon UI · 11/17: Runtime Rules & Live Debugging">
<meta itemprop="description" content="Part 11 of the Meet Horizon UI series: edit SkyWalking's OAL/MAL/LAL analysis rules in the browser and hot-apply them to the running cluster with a fenced, recoverable rollout — then step those same rules against live data in the three-tab Live Debugger to see exactly what they compute.">
<meta itemprop="datePublished" content="2026-06-29T00:00:00+00:00">
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@@ -60,7 +60,7 @@
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@@ -11100,6 +11100,8 @@ Figure 7: “Show complete data” opens a record in full — the entire
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diff --git a/blog/2026-06-30-horizon-ui-access-control-and-security/index.html b/blog/2026-06-30-horizon-ui-access-control-and-security/index.html
index 6225560e1dca..25262af1ae1c 100644
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<meta property="article:tag" content="Cloud Native">
<meta itemprop="name" content="Meet Horizon UI · 14/17: Access Control & Security">
<meta itemprop="description" content="Part 14 of the Meet Horizon UI series: Horizon's own access control — server-enforced RBAC with four roles, local and LDAP/AD authentication, an append-only audit log, an LDAP-only break-glass hatch, and five themes. All of it lives in Horizon's BFF and works the same on any OAP version.">
<meta itemprop="datePublished" content="2026-06-30T00:00:00+00:00">
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@@ -60,7 +60,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-06-30-horizon-ui-access-control-and-security/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-06-30-horizon-ui-access-control-and-security/">
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@@ -11097,6 +11097,8 @@ Figure 5: Five bundled themes — Horizon (default), Meridian, Obsidian, Daybrea
+
+
diff --git a/blog/2026-06-30-horizon-ui-customization-and-templates/index.html b/blog/2026-06-30-horizon-ui-customization-and-templates/index.html
index d144d16373c7..4f3a22ed51e3 100644
--- a/blog/2026-06-30-horizon-ui-customization-and-templates/index.html
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@@ -29,14 +29,14 @@
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<meta property="article:tag" content="Engineering">
<meta property="article:tag" content="Cloud Native">
<meta itemprop="name" content="Meet Horizon UI · 15/17: Customization — Config-Driven Layer Templates">
<meta itemprop="description" content="Part 15 of the Meet Horizon UI series: the whole console is driven by templates you can edit. Open any layer or overview as a template, change its widgets, components, and labels in a local draft, preview it, and publish it to OAP for the whole org — with diff-before-push and export/import.">
<meta itemprop="datePublished" content="2026-06-30T00:00:00+00:00">
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<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-06-30-horizon-ui-customization-and-templates/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-06-30-horizon-ui-customization-and-templates/">
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@@ -11090,6 +11090,8 @@ Figure 4: Overview templates are the same model — a 12-column canvas with mock
+
+
diff --git a/blog/2026-06-30-horizon-ui-getting-started-and-migration/index.html b/blog/2026-06-30-horizon-ui-getting-started-and-migration/index.html
index bbdacc8d080b..1b00a166ff6f 100644
--- a/blog/2026-06-30-horizon-ui-getting-started-and-migration/index.html
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<meta property="article:tag" content="Release">
<meta property="article:tag" content="Community">
<meta itemprop="name" content="Meet Horizon UI · 17/17: Getting Started & Migration">
<meta itemprop="description" content="The finale of the Meet Horizon UI series: install Horizon as a single env-driven container, point it at your OAP, and — if you're on the old UI — swap it in drop-in. Plus the OAP 10.x vs 11.x compatibility matrix: what works on the query port, and what needs OAP 11's admin host.">
<meta itemprop="datePublished" content="2026-06-30T00:00:00+00:00">
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@@ -60,7 +60,7 @@
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@@ -11149,6 +11149,8 @@
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diff --git a/blog/2026-06-30-horizon-ui-localization-i18n/index.html b/blog/2026-06-30-horizon-ui-localization-i18n/index.html
index 413c70ebbe65..ad01b8f58876 100644
--- a/blog/2026-06-30-horizon-ui-localization-i18n/index.html
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<meta property="article:published_time" content="2026-06-30T00:00:00+00:00">
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<meta property="article:tag" content="Engineering">
<meta property="article:tag" content="Community">
<meta itemprop="name" content="Meet Horizon UI · 16/17: Localization in Eight Languages">
<meta itemprop="description" content="Part 16 of the Meet Horizon UI series: Horizon speaks eight languages, not by re-translating on every render but as server-side overlays merged onto the same templates. Pick a language from the topbar, or click any widget on the Translations admin to translate it — while every value OAP supplies stays verbatim.">
<meta itemprop="datePublished" content="2026-06-30T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-10-08T14:28:14+08:00">
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@@ -60,7 +60,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-06-30-horizon-ui-localization-i18n/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-06-30-horizon-ui-localization-i18n/">
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@@ -11085,6 +11085,8 @@ Figure 3: The same General Service dashboard in Chinese — sidebar, tabs, and w
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diff --git a/blog/2026-06-30-horizon-ui-platform-introspection/index.html b/blog/2026-06-30-horizon-ui-platform-introspection/index.html
index 5c1c51fbd448..775a3cfcc2b6 100644
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<meta property="article:tag" content="Engineering">
<meta property="article:tag" content="Cloud Native">
<meta itemprop="name" content="Meet Horizon UI · 13/17: Platform & Cluster Introspection">
<meta itemprop="description" content="Part 13 of the Meet Horizon UI series: three read-only introspection surfaces that turn the lens on the backend itself — Cluster Status (is OAP healthy, across which ports), OAP Configuration (the effective runtime config), and Data Retention (how long each class of data lives, including BanyanDB's hot/warm/cold lifecycle).">
<meta itemprop="datePublished" content="2026-06-30T00:00:00+00:00">
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@@ -11093,6 +11093,8 @@ Figure 3: Data Retention — on BanyanDB, each class ages through hot → warm
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diff --git a/blog/2026-07-06-horizon-ui-ai-assistant/index.html b/blog/2026-07-06-horizon-ui-ai-assistant/index.html
index 13072723de18..72bda6f6c8ac 100644
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<meta itemprop="name" content="Meet Horizon UI · The AI Assistant: Ask Your Observability Data in Plain Language">
<meta itemprop="description" content="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.">
<meta itemprop="datePublished" content="2026-07-06T00:00:00+00:00">
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@@ -61,7 +61,7 @@
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@@ -11132,6 +11132,8 @@ Figure 3: The end of an investigation is a summary, not a dead end — what&rsqu
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+
diff --git a/blog/2026-09-03-ai-sessionizer-first-look/index.html b/blog/2026-09-03-ai-sessionizer-first-look/index.html
index 9cf5967795dd..8b665937c3d4 100644
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<meta itemprop="description" content="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.">
<meta itemprop="datePublished" content="2026-09-03T00:00:00+00:00">
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@@ -11156,6 +11156,8 @@ Figure 4: A fetching period contains four Talks, but Segment 3 groups only two o
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<meta property="article:tag" content="Storage">
<meta itemprop="name" content="Trace Tail Sampling Inside the Storage Engine with SkyWalking 11 and BanyanDB 0.11">
<meta itemprop="description" content="SkyWalking 11.0.0 and BanyanDB 0.11.0 add trace tail sampling that runs inside the BanyanDB data node during compaction: each trace is judged as a whole after it is stored, and a dropped trace reclaims space that was already written.">
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@@ -11515,6 +11515,8 @@ space comes back, and the mechanism defaults to keeping data whenever it is unsu
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<meta property="article:published_time" content="2026-09-10T00:00:00+00:00">
- <meta property="article:modified_time" content="2026-10-08T14:28:14+08:00">
+ <meta property="article:modified_time" content="2026-10-10T16:38:41+08:00">
<meta property="article:tag" content="Release">
<meta property="article:tag" content="Community">
<meta property="og:image" content="https://skywalking.apache.org/blog/2026-09-10-horizon-ui-1-0-ga/horizon-1.0-ga-featured.png">
@@ -37,7 +37,7 @@
<meta itemprop="name" content="Horizon UI 1.0 GA: SkyWalking's New Mainstream UI">
<meta itemprop="description" content="With Horizon UI 1.0 generally available, the SkyWalking community has voted to make it the project's primary UI and retire Booster UI. Explore Horizon and plan your migration.">
<meta itemprop="datePublished" content="2026-09-10T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-10-08T14:28:14+08:00">
+ <meta itemprop="dateModified" content="2026-10-10T16:38:41+08:00">
<meta itemprop="wordCount" content="1280">
<meta itemprop="image" content="https://skywalking.apache.org/blog/2026-09-10-horizon-ui-1-0-ga/horizon-1.0-ga-featured.png">
<meta itemprop="keywords" content="Release,Community">
@@ -63,7 +63,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-09-10-horizon-ui-1-0-ga/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-09-10-horizon-ui-1-0-ga/">
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<link rel="alternate" type="application/rss+xml" href="https://skywalking.apache.org/blog/feed.xml" title="Blog — Apache SkyWalking">
@@ -11111,6 +11111,8 @@
+
+
diff --git a/blog/2026-09-12-ai-sessionizer-workspace-changes/index.html b/blog/2026-09-12-ai-sessionizer-workspace-changes/index.html
index b131125da0f2..80bfa70aef04 100644
--- a/blog/2026-09-12-ai-sessionizer-workspace-changes/index.html
+++ b/blog/2026-09-12-ai-sessionizer-workspace-changes/index.html
@@ -29,7 +29,7 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time" content="2026-09-12T00:00:00+00:00">
- <meta property="article:modified_time" content="2026-10-08T14:28:14+08:00">
+ <meta property="article:modified_time" content="2026-10-10T16:38:41+08:00">
<meta property="article:tag" content="AI">
<meta property="article:tag" content="Engineering">
<meta property="article:tag" content="Community">
@@ -38,7 +38,7 @@
<meta itemprop="name" content="Beyond Replay: Metrics and Change Detection for Your Claude Code Sessions">
<meta itemprop="description" content="Understand Claude Code usage across sessions and machines, replay recorded work, and inspect file changes with their tool calls and source evidence.">
<meta itemprop="datePublished" content="2026-09-12T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-10-08T14:28:14+08:00">
+ <meta itemprop="dateModified" content="2026-10-10T16:38:41+08:00">
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<meta itemprop="image" content="https://skywalking.apache.org/blog/2026-09-12-ai-sessionizer-workspace-changes/workspace-changes-featured.png">
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@@ -64,7 +64,7 @@
<link rel="alternate" hreflang="zh-CN" href="https://skywalking.apache.org/zh/2026-09-12-ai-sessionizer-workspace-changes/">
<link rel="alternate" hreflang="x-default" href="https://skywalking.apache.org/blog/2026-09-12-ai-sessionizer-workspace-changes/">
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<link rel="alternate" type="application/rss+xml" href="https://skywalking.apache.org/blog/feed.xml" title="Blog — Apache SkyWalking">
@@ -11123,6 +11123,8 @@
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+
diff --git a/blog/2026-09-23-ai-sessionizer-langchain-langgraph/index.html b/blog/2026-09-23-ai-sessionizer-langchain-langgraph/index.html
index 5a00d63eeb7e..b16832abfc16 100644
--- a/blog/2026-09-23-ai-sessionizer-langchain-langgraph/index.html
+++ b/blog/2026-09-23-ai-sessionizer-langchain-langgraph/index.html
@@ -29,7 +29,7 @@
<meta property="og:type" content="article">
<meta property="article:section" content="blog">
<meta property="article:published_time" content="2026-09-23T00:00:00+00:00">
- <meta property="article:modified_time" content="2026-10-08T14:28:14+08:00">
+ <meta property="article:modified_time" content="2026-10-10T16:38:41+08:00">
<meta property="article:tag" content="AI">
<meta property="article:tag" content="Engineering">
<meta property="article:tag" content="Community">
@@ -38,7 +38,7 @@
<meta itemprop="name" content="From Claude Code to Your Own Agent: Capture and Replay LangChain and LangGraph Conversations">
<meta itemprop="description" content="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.">
<meta itemprop="datePublished" content="2026-09-23T00:00:00+00:00">
- <meta itemprop="dateModified" content="2026-10-08T14:28:14+08:00">
+ <meta itemprop="dateModified" content="2026-10-10T16:38:41+08:00">
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@@ -61,7 +61,7 @@
<link rel="canonical" href="https://skywalking.apache.org/blog/2026-09-23-ai-sessionizer-langchain-langgraph/">
<meta name="description" content="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.">
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@@ -1278,7 +1278,7 @@ Figure 6: The same conversation in SkyWalking, exported from the local root. Hor
<li>
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@@ -11242,6 +11242,8 @@ Figure 6: The same conversation in SkyWalking, exported from the local root. Hor
+
+
diff --git a/blog/2026-10-10-ai-sessionizer-agentcore/agentcore-replay-featured.png b/blog/2026-10-10-ai-sessionizer-agentcore/agentcore-replay-featured.png
new file mode 100644
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new file mode 100644
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+ <title id="hero-title">Recorded while running. Kept when it ends.</title>
+ <desc id="hero-desc">One continuous AI Sessionizer record spans two execution environments of one Amazon Bedrock AgentCore session. Five turns run in the first environment with local history and a repository clone. The fifth turn owns the retained file diff. After fifteen idle minutes, the first environment stops and its local state ends. Turn six runs in a fresh a new environment with empty memory and no repository clone. Sessionizer retains all six turns and the file diff. Solid upwa [...]
+ <defs>
+ <marker id="hero-trace-arrow" viewBox="0 0 12 12" refX="11" refY="6" markerWidth="12" markerHeight="12" markerUnits="userSpaceOnUse" orient="auto"><path d="M1 1 11 6 1 11Z" fill="#4f46e5"/></marker>
+ <marker id="hero-file-arrow" viewBox="0 0 12 12" refX="11" refY="6" markerWidth="12" markerHeight="12" markerUnits="userSpaceOnUse" orient="auto"><path d="M1 1 11 6 1 11Z" fill="#695aa1"/></marker>
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+ </defs>
+
+ <rect width="1600" height="900" fill="#f8fafc"/>
+ <text x="80" y="130" font-size="64" font-weight="600" fill="#0f172a" data-box="80 66 1370 82">Recorded while running.</text>
+ <text x="80" y="208" font-size="64" font-weight="600" fill="#065f46" data-box="80 144 1370 82">Kept when it ends.</text>
+
+ <!-- The retained track is unbroken across the stop and the fresh runtime. -->
+ <rect x="80" y="256" width="1440" height="232" rx="20" fill="#ecfdf5" stroke="#059669" stroke-width="3"/>
+ <text x="112" y="305" font-size="38" font-weight="600" fill="#065f46" data-box="112 267 560 49">Apache SkyWalking AI Sessionizer</text>
+ <text x="1488" y="305" text-anchor="end" font-size="32" fill="#065f46" data-box="1008 273 480 42">One continuous record</text>
+ <path d="M128 350H1480" fill="none" stroke="#059669" stroke-width="4" stroke-linecap="round"/>
+ <g stroke="#059669">
+ <use href="#hero-turn" transform="translate(168 350)"/>
+ <use href="#hero-turn" transform="translate(308 350)"/>
+ <use href="#hero-turn" transform="translate(448 350)"/>
+ <use href="#hero-turn" transform="translate(588 350)"/>
+ <use href="#hero-turn" transform="translate(728 350)"/>
+ <use href="#hero-turn" transform="translate(1360 350)"/>
+ </g>
+ <text x="1016" y="449" font-size="32" fill="#4c1d95">file changes</text>
+ <text x="112" y="449" font-size="32" fill="#065f46" data-box="112 417 480 42">Prompts + tool calls</text>
+
+ <!-- Only the fifth recorded turn owns this diff card. -->
+ <path d="M728 385V405" fill="none" stroke="#695aa1" stroke-width="3"/>
+ <rect x="690" y="405" width="300" height="62" rx="12" fill="#f5f3ff" stroke="#695aa1" stroke-width="2.5"/>
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+ <!-- Separate runtime lifetimes: the first ends; the second begins empty. -->
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+ <rect x="80" y="542" width="1020" height="224" rx="20" fill="none" stroke="#ea580c" stroke-width="3"/>
+ <text x="112" y="585" font-size="32" font-weight="600" fill="#9a3412" data-box="112 553 450 42">Amazon Bedrock AgentCore Runtime</text>
+
+ <path d="M128 632H832" fill="none" stroke="#ea580c" stroke-width="3"/>
+ <path d="M832 632H1100" fill="none" stroke="#64748b" stroke-width="3" stroke-dasharray="8 8"/>
+ <rect x="1200" y="542" width="320" height="224" rx="20" fill="#ffffff" stroke="#64748b" stroke-width="3"/>
+ <text x="1232" y="585" font-size="32" font-weight="600" fill="#334155" data-box="1232 553 256 42">Same session</text>
+
+ <!-- Six solid trace paths, plus the fifth turn's dashed file path. -->
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+ <path d="M168 541V491"/><path d="M308 541V491"/><path d="M448 541V491"/>
+ <path d="M588 541V491"/><path d="M728 541V491"/><path d="M1360 541V491"/>
+ </g>
+ <path d="M760 632H804V469" fill="none" stroke="#695aa1" stroke-width="3" stroke-dasharray="8 6" stroke-linejoin="round" marker-end="url(#hero-file-arrow)"/>
+ <g stroke="#ea580c">
+ <use href="#hero-turn" transform="translate(168 632)"/>
+ <use href="#hero-turn" transform="translate(308 632)"/>
+ <use href="#hero-turn" transform="translate(448 632)"/>
+ <use href="#hero-turn" transform="translate(588 632)"/>
+ <use href="#hero-turn" transform="translate(728 632)"/>
+ <use href="#hero-turn" transform="translate(1360 632)"/>
+ </g>
+
+ <!-- The memory stack and working clone are local to the session's first environment. -->
+ <g fill="#ffffff" stroke="#c2410c" stroke-width="2.5" stroke-linejoin="round">
+ <rect x="112" y="695" width="45" height="14" rx="3"/>
+ <rect x="112" y="712" width="45" height="14" rx="3"/>
+ <rect x="112" y="729" width="45" height="14" rx="3"/>
+ <path d="M354 743V701H376L384 710H406V743Z"/>
+ </g>
+ <text x="177" y="732" font-size="32" fill="#9a3412" data-box="177 700 150 42">History</text>
+ <text x="426" y="732" font-size="32" fill="#9a3412" data-box="426 700 210 42">Repo clone</text>
+ <path d="M728 667V697M714 697H732L742 707V735H714ZM732 697V707H742M721 716H735M728 709V723" fill="none" stroke="#695aa1" stroke-width="2.5" stroke-linejoin="round"/>
+
+ <!-- The idle clock leads into a hard stop; no runtime line crosses it. -->
+ <text x="966" y="585" text-anchor="middle" font-size="32" fill="#475569" data-box="864 553 204 42">15 min idle</text>
+ <circle cx="966" cy="632" r="26" fill="#ffffff" stroke="#475569" stroke-width="3"/>
+ <path d="M966 616V632L980 640" fill="none" stroke="#475569" stroke-width="3" stroke-linecap="round" stroke-linejoin="round"/>
+ <path d="M1100 528V766" fill="none" stroke="#475569" stroke-width="5"/>
+ <rect x="1090" y="622" width="20" height="20" rx="2" fill="#475569"/>
+ <text x="966" y="732" text-anchor="middle" font-size="32" font-weight="600" fill="#475569" data-box="864 700 204 42">Stopped</text>
+ <text x="1232" y="698" font-size="32" fill="#334155" data-box="1232 672 256 42">Starts without</text>
+ <text x="1232" y="744" font-size="32" fill="#334155" data-box="1232 709 256 42">history or clone</text>
+
+ <!-- Recording-path colors and line styles match the architecture figure. -->
+ <path d="M96 818V790" fill="none" stroke="#4f46e5" stroke-width="3" marker-end="url(#hero-trace-arrow)"/>
+ <text x="120" y="812" font-size="32" fill="#3730a3" data-box="120 780 275 40">LangSmith wire</text>
+ <path d="M458 818V790" fill="none" stroke="#695aa1" stroke-width="3" stroke-dasharray="8 6" marker-end="url(#hero-file-arrow)"/>
+ <text x="482" y="812" font-size="32" fill="#5b21b6" data-box="482 780 500 40">asz-changes → shared EFS</text>
+</svg>
diff --git a/blog/2026-10-10-ai-sessionizer-agentcore/agentcore-topology.svg b/blog/2026-10-10-ai-sessionizer-agentcore/agentcore-topology.svg
new file mode 100644
index 000000000000..5b5c2a6280c4
--- /dev/null
+++ b/blog/2026-10-10-ai-sessionizer-agentcore/agentcore-topology.svg
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+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1200 780" role="img" aria-labelledby="t1 d1" font-family="-apple-system, BlinkMacSystemFont, 'Segoe UI', Arial, sans-serif" font-size="20">
+ <title id="t1">A LangGraph agent on Amazon Bedrock AgentCore Runtime, recorded by Apache SkyWalking AI Sessionizer</title>
+ <desc id="d1">The caller invokes the agent on AgentCore Runtime with a session id. The runtime's network interfaces sit in private subnets. The agent sends the LangSmith wire to an internal load balancer in front of AI Sessionizer on ECS Fargate, and asz-changes in the agent writes what its tools changed to an Amazon EFS directory that Sessionizer also reads. The agent calls Amazon Nova Pro on Bedrock through a NAT gateway in a public subnet. You open the replay page through a public l [...]
+ <defs>
+ <marker id="a" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="7" markerHeight="7" orient="auto">
+ <path d="M0,0 L10,5 L0,10 z" fill="#334155"/>
+ </marker>
+ <marker id="ab" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="7" markerHeight="7" orient="auto">
+ <path d="M0,0 L10,5 L0,10 z" fill="#4f46e5"/>
+ </marker>
+ <marker id="ap" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="7" markerHeight="7" orient="auto">
+ <path d="M0,0 L10,5 L0,10 z" fill="#695aa1"/>
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+ </defs>
+ <rect width="1200" height="780" fill="#ffffff"/>
+
+ <!-- VPC and its subnets -->
+ <rect x="240" y="20" width="940" height="670" rx="16" fill="#f8fafc" stroke="#64748b" stroke-width="2" stroke-dasharray="8 6"/>
+ <text x="262" y="56" font-size="22" font-weight="600" fill="#334155">VPC</text>
+ <rect x="258" y="74" width="904" height="436" rx="12" fill="none" stroke="#94a3b8" stroke-width="1.5" stroke-dasharray="5 5"/>
+ <text x="1148" y="100" font-size="20" text-anchor="end" fill="#64748b">private subnets</text>
+ <rect x="258" y="528" width="904" height="146" rx="12" fill="none" stroke="#94a3b8" stroke-width="1.5" stroke-dasharray="5 5"/>
+ <text x="1148" y="554" font-size="20" text-anchor="end" fill="#64748b">public subnets</text>
+
+ <!-- AgentCore Runtime and the agent -->
+ <rect x="276" y="112" width="380" height="250" rx="14" fill="#fff7ed" stroke="#ea580c" stroke-width="2.5"/>
+ <text x="296" y="146" font-size="22" font-weight="600" fill="#9a3412">Bedrock AgentCore Runtime</text>
+ <text x="296" y="174" fill="#7c2d12">one environment per session,</text>
+ <text x="296" y="200" fill="#7c2d12">ENIs in these subnets</text>
+ <rect x="296" y="214" width="340" height="132" rx="10" fill="#ffffff" stroke="#fdba74" stroke-width="1.5"/>
+ <text x="314" y="246" font-size="22" font-weight="600" fill="#1e293b">LangGraph agent</text>
+ <text x="314" y="278" fill="#334155">langsmith client, 4 env vars</text>
+ <text x="314" y="308" fill="#334155">asz-changes → /mnt/changes</text>
+ <text x="314" y="336" fill="#64748b">repo clone in the session</text>
+
+ <!-- internal load balancer -->
+ <rect x="790" y="112" width="350" height="86" rx="12" fill="#eef2ff" stroke="#4f46e5" stroke-width="2"/>
+ <text x="810" y="146" font-size="22" font-weight="600" fill="#3730a3">Internal LB :1985</text>
+ <text x="810" y="178" fill="#3730a3">agent's security group only</text>
+
+ <!-- Sessionizer -->
+ <rect x="790" y="256" width="350" height="216" rx="14" fill="#ecfdf5" stroke="#059669" stroke-width="2.5"/>
+ <text x="810" y="292" font-size="24" font-weight="600" fill="#065f46">AI Sessionizer</text>
+ <text x="810" y="320" fill="#065f46">on ECS Fargate, one task</text>
+ <text x="810" y="358" fill="#065f46">LangSmith receiver, token</text>
+ <text x="810" y="388" fill="#065f46">changes: /asz/changes</text>
+ <text x="810" y="418" fill="#065f46">conversation assembly</text>
+ <text x="810" y="448" fill="#065f46">replay page :8787</text>
+
+ <!-- EFS -->
+ <rect x="452" y="392" width="270" height="104" rx="12" fill="#f5f3ff" stroke="#695aa1" stroke-width="2"/>
+ <text x="472" y="426" font-size="22" font-weight="600" fill="#4c1d95">Amazon EFS</text>
+ <text x="472" y="456" fill="#4c1d95">/asz-changes, shared</text>
+ <text x="472" y="484" fill="#4c1d95">/asz-data, Sessionizer</text>
+
+ <!-- NAT and public load balancer -->
+ <rect x="276" y="572" width="300" height="88" rx="12" fill="#f1f5f9" stroke="#94a3b8" stroke-width="1.5"/>
+ <text x="296" y="606" font-size="22" font-weight="600" fill="#334155">NAT gateway</text>
+ <text x="296" y="638" fill="#334155">Bedrock, image pulls</text>
+ <rect x="790" y="572" width="350" height="88" rx="12" fill="#f1f5f9" stroke="#94a3b8" stroke-width="1.5"/>
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+
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+ <rect x="20" y="166" width="196" height="88" rx="12" fill="#ffffff" stroke="#334155" stroke-width="1.5"/>
+ <text x="38" y="200" font-size="22" font-weight="600" fill="#1e293b">Caller</text>
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+
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+ <text x="664" y="262" fill="#3730a3" font-size="20">LangSmith</text>
+ <text x="664" y="286" fill="#3730a3" font-size="20">wire</text>
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diff --git a/blog/2026-10-10-ai-sessionizer-agentcore/idle-timeline.svg b/blog/2026-10-10-ai-sessionizer-agentcore/idle-timeline.svg
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@@ -0,0 +1,90 @@
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+ <title id="timeline-title">One conversation across two execution environments of one AgentCore session</title>
+ <desc id="timeline-desc">Turns one through five run in the first execution environment of an Amazon Bedrock AgentCore session and are recorded during execution. Turn five changes terraform.tfvars and owns the diff retained by AI Sessionizer. After fifteen idle minutes, the first environment stops and its local history and repository clone disappear. Turn six starts with empty memory and no repository clone in a fresh a new environment using the same session ID. One unbroken Sessionizer [...]
+ <defs>
+ <marker id="timeline-trace-arrow" viewBox="0 0 10 10" refX="9" refY="5" markerWidth="10" markerHeight="10" markerUnits="userSpaceOnUse" orient="auto"><path d="M0 0 9 5 0 10Z" fill="#4f46e5"/></marker>
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+ </defs>
+
+ <rect width="1200" height="520" fill="#f8fafc"/>
+ <text x="32" y="34" font-size="28" font-weight="600" fill="#0f172a" data-box="32 6 900 36">Same session ID throughout</text>
+
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+ <text x="56" y="87" font-size="26" font-weight="600" fill="#065f46" data-box="56 61 540 34">AI Sessionizer · one conversation</text>
+ <text x="1144" y="87" text-anchor="end" font-size="24" fill="#065f46" data-box="740 63 404 32">Earlier turns and diff kept</text>
+ <path d="M80 125H1138" fill="none" stroke="#059669" stroke-width="4" stroke-linecap="round"/>
+ <g fill="#ffffff" stroke="#059669" stroke-width="3">
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+ <circle cx="1048" cy="125" r="19"/>
+ </g>
+ <g text-anchor="middle" font-size="24" fill="#065f46">
+ <text x="112" y="133" data-box="98 109 28 30">1</text>
+ <text x="212" y="133" data-box="198 109 28 30">2</text>
+ <text x="312" y="133" data-box="298 109 28 30">3</text>
+ <text x="412" y="133" data-box="398 109 28 30">4</text>
+ <text x="512" y="133" data-box="498 109 28 30">5</text>
+ <text x="1048" y="133" data-box="1034 109 28 30">6</text>
+ </g>
+
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+ <text x="468" y="193" font-family="ui-monospace, 'SFMono-Regular', Menlo, Consolas, monospace" font-size="24" fill="#5b21b6" data-box="468 169 340 32">terraform.tfvars diff</text>
+ <text x="56" y="184" font-size="24" fill="#065f46" data-box="56 160 364 62"><tspan x="56" y="184">Prompts and tool calls</tspan><tspan x="56" y="214">retained</tspan></text>
+ <text x="1048" y="191" text-anchor="middle" font-size="24" fill="#065f46" data-box="948 167 200 32">Turn 6, +16 min</text>
+
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+ <text x="56" y="333" font-size="26" font-weight="600" fill="#9a3412" data-box="56 307 330 34">AgentCore Runtime session</text>
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+ <path d="M584 369H840" fill="none" stroke="#64748b" stroke-width="3" stroke-dasharray="7 7"/>
+ <text x="56" y="411" font-size="24" fill="#9a3412" data-box="56 387 340 32">History + repo clone</text>
+ <text x="56" y="445" font-family="ui-monospace, 'SFMono-Regular', Menlo, Consolas, monospace" font-size="24" fill="#9a3412" data-box="56 421 340 32">terraform.tfvars</text>
+ <text x="712" y="333" text-anchor="middle" font-size="24" fill="#475569" data-box="608 309 208 32">15 min idle timeout</text>
+ <text x="840" y="278" text-anchor="end" font-size="24" font-weight="600" fill="#475569" data-box="592 254 248 32">environment stopped</text>
+ <path d="M840 287V458" fill="none" stroke="#475569" stroke-width="4"/>
+ <rect x="833" y="362" width="14" height="14" rx="1" fill="#475569"/>
+
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+ <text x="944" y="411" font-size="24" fill="#334155" data-box="944 387 200 32">Starts without</text>
+ <text x="944" y="445" font-size="24" fill="#334155" data-box="944 421 200 32">history or clone</text>
+
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+ <path d="M412 301V233"/><path d="M512 301V233"/><path d="M1048 301V233"/>
+ </g>
+ <path d="M531 369H560V210" fill="none" stroke="#695aa1" stroke-width="3" stroke-dasharray="7 5" stroke-linejoin="round" marker-end="url(#timeline-file-arrow)"/>
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+ <g text-anchor="middle" font-size="24" fill="#9a3412">
+ <text x="112" y="377" data-box="98 353 28 30">1</text>
+ <text x="212" y="377" data-box="198 353 28 30">2</text>
+ <text x="312" y="377" data-box="298 353 28 30">3</text>
+ <text x="412" y="377" data-box="398 353 28 30">4</text>
+ <text x="512" y="377" data-box="498 353 28 30">5</text>
+ <text x="1048" y="377" data-box="1034 353 28 30">6</text>
+ </g>
+
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+ <text x="74" y="502" font-size="24" fill="#3730a3" data-box="74 478 196 32">LangSmith wire</text>
+ <path d="M284 507V480" fill="none" stroke="#695aa1" stroke-width="3" stroke-dasharray="7 5" marker-end="url(#timeline-file-arrow)"/>
+ <text x="302" y="502" font-size="24" fill="#5b21b6" data-box="302 478 400 32">asz-changes → shared EFS</text>
+ <text x="1144" y="502" text-anchor="end" font-size="24" fill="#475569" data-box="820 478 324 32">Recorded while running</text>
+</svg>
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+<title>Recorded as the Session Runs, Kept When It Ends: LangGraph on Amazon Bedrock AgentCore | Apache SkyWalking</title><meta property="og:url" content="https://skywalking.apache.org/blog/2026-10-10-ai-sessionizer-agentcore/">
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- <meta property="og:description" content="Set up full-stack observability for your AI/LLM traffic using Envoy AI Gateway, SkyWalking OAP 10.4.0, and BanyanDB 0.10.0.">
+ <meta property="og:title" content="Recorded as the Session Runs, Kept When It Ends: LangGraph on Amazon Bedrock AgentCore">
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<main class="col-12 col-md-12 col-xl-9 pl-md-4 pr-md-4" role="main">
<div class="td-content">
- <h1>Monitoring Envoy AI Gateway with Apache SkyWalking</h1>
- <div class="lead">Set up full-stack observability for your AI/LLM traffic using Envoy AI Gateway, SkyWalking OAP 10.4.0, and BanyanDB 0.10.0.</div>
+ <h1>Recorded as the Session Runs, Kept When It Ends: LangGraph on Amazon Bedrock AgentCore</h1>
+ <div class="lead">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.</div>
<div class="td-byline mb-3">
By <b>Sheng Wu</b> |
- <time datetime="2026-04-02" class="text-muted">Thursday, April 02, 2026</time>
+ <time datetime="2026-10-10" class="text-muted">Saturday, October 10, 2026</time>
</div>
<div class="post-tags-list post-tags-list--inline">
<a class="blog-label" data-label="AI" href="/tags/ai/">AI</a>
- <a class="blog-label" data-label="Cloud Native" href="/tags/cloud-native/">Cloud Native</a>
+ <a class="blog-label" data-label="Engineering" href="/tags/engineering/">Engineering</a>
+
+ <a class="blog-label" data-label="Community" href="/tags/community/">Community</a>
</div>
- <h2 id="the-problem-flying-blind-with-llm-traffic">The Problem: Flying Blind with LLM Traffic</h2>
-<p>LLM traffic is becoming a first-class citizen in production infrastructure. Teams are calling OpenAI, Anthropic,
-AWS Bedrock, Azure OpenAI, Google Gemini — often multiple providers at once. But most organizations have
-no unified visibility into this traffic:</p>
-<ul>
-<li><strong>Token costs spiral</strong> without knowing which teams, models, or providers drive the spend.
-A single misconfigured prompt template can burn through thousands of dollars before anyone notices.</li>
-<li><strong>Provider outages cause cascading failures.</strong> When OpenAI has a bad hour, your application goes down
-with it — and you have no failover visibility to understand what happened or switch providers automatically.</li>
-<li><strong>No unified metrics</strong> across heterogeneous LLM calls. Latency, Time to First Token (TTFT),
-Time Per Output Token (TPOT), token usage, error rates — each provider reports these differently,
-if at all. There is no single dashboard to compare them.</li>
-</ul>
-<p>This is the same observability gap that microservices faced a decade ago. The solution then was
-service meshes and API gateways with built-in telemetry. For AI workloads, the answer is an AI gateway.</p>
-<h2 id="why-an-ai-gateway">Why an AI Gateway</h2>
-<p><a href="https://aigateway.envoyproxy.io/">Envoy AI Gateway</a> is an open-source AI gateway built on top of
-<a href="https://www.envoyproxy.io/">Envoy Proxy</a> and <a href="https://gateway.envoyproxy.io/">Envoy Gateway</a>.
-It is not a standalone SaaS product or a Python proxy — it is infrastructure-grade software built on
-the same Envoy that already handles traffic for a large portion of cloud-native deployments.</p>
-<p>Key capabilities:</p>
-<ul>
-<li><strong>Multi-provider routing</strong> — supports 16+ AI providers (OpenAI, Anthropic, AWS Bedrock, Azure OpenAI,
-Google Gemini, Mistral, Cohere, DeepSeek, and more) behind a unified API.</li>
-<li><strong>Token-based rate limiting</strong> — rate limit by token consumption, not just request count.</li>
-<li><strong>Provider fallback</strong> — automatic failover when a provider is down or slow.</li>
-<li><strong>Model virtualization</strong> — abstract model names so applications are decoupled from specific providers.</li>
-<li><strong>Two-tier architecture</strong> — a reference architecture with a centralized entry gateway (Tier 1) for
-auth and global routing, and per-cluster gateways (Tier 2) for inference optimization.</li>
-<li><strong>CNCF ecosystem native</strong> — runs on Kubernetes, composes with existing Envoy filters, WASM plugins,
-and standard Kubernetes Gateway API resources.</li>
-</ul>
-<p>Because Envoy AI Gateway natively emits GenAI metrics and access logs via OTLP following
-<a href="https://opentelemetry.io/docs/specs/semconv/gen-ai/">OpenTelemetry GenAI Semantic Conventions</a>,
-it plugs directly into any OpenTelemetry-compatible backend.</p>
-<p>Starting from SkyWalking 10.4.0, the OAP server natively receives and analyzes Envoy AI Gateway’s
-OTLP metrics and access logs — no OpenTelemetry Collector needed in between.</p>
-<h2 id="data-flow">Data Flow</h2>
-<p>The AI Gateway pushes telemetry directly to SkyWalking via OTLP gRPC:</p>
-<p><img src="workflow.jpg" alt="Data flow"></p>
-<ol>
-<li><strong>Application</strong> sends LLM API requests through the Envoy AI Gateway.</li>
-<li><strong>Envoy AI Gateway</strong> routes requests to AI providers (or local models like Ollama)
-and records GenAI metrics (token usage, latency, TTFT, TPOT) and access logs.</li>
-<li>The gateway pushes metrics and logs via <strong>OTLP gRPC</strong> directly to <strong>SkyWalking OAP</strong> on port 11800.</li>
-<li>SkyWalking OAP parses metrics with MAL rules and access logs with LAL rules,
-then stores everything in <strong>BanyanDB</strong>.</li>
-</ol>
-<p>No OpenTelemetry Collector is needed. SkyWalking OAP’s built-in OTLP receiver handles everything.</p>
-<h2 id="try-it-locally">Try It Locally</h2>
-<p>This demo uses <a href="https://ollama.com/">Ollama</a> as a local LLM backend so you can try
-everything without an API key. The <a href="https://github.com/envoyproxy/ai-gateway/tree/main/cmd/aigw">Envoy AI Gateway CLI</a>
-(<code>aigw</code>) provides a standalone mode that runs outside Kubernetes — perfect for local testing.</p>
-<h3 id="prerequisites">Prerequisites</h3>
-<ul>
-<li>Docker and Docker Compose</li>
-<li><a href="https://ollama.com/">Ollama</a> installed on your host</li>
-</ul>
-<h3 id="step-1-start-ollama">Step 1: Start Ollama</h3>
-<p>Start Ollama on all interfaces so Docker containers can reach it:</p>
-<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-bash" data-lang="bash"><span style="display:flex;"><span><span style="color:#953800">OLLAMA_HOST</span><span style="color:#0550ae">=</span>0.0.0.0 ollama serve
-</span></span></code></pre></div><p>Pull a small model for testing:</p>
-<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-bash" data-lang="bash"><span style="display:flex;"><span>ollama pull llama3.2:1b
-</span></span></code></pre></div><h3 id="step-2-start-the-stack">Step 2: Start the Stack</h3>
-<p>Create a <code>docker-compose.yaml</code>:</p>
-<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-yaml" data-lang="yaml"><span style="display:flex;"><span><span style="color:#0550ae">services</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">banyandb</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">image</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>apache/skywalking-banyandb:0.10.0<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">container_name</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>banyandb<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">ports</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- <span style="color:#0a3069">"17912:17912"</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">command</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>standalone --stream-root-path /tmp/stream-data --measure-root-path /tmp/measure-data<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">healthcheck</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">test</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span><span style="color:#1f2328">[</span><span style="color:#0a3069">"CMD-SHELL"</span><span style="color:#1f2328">,</span><span style="color:#fff"> </span><span style="color:#0a3069">"wget -qO- http://localhost:17913/api/healthz || exit 1"</span><span style="color:#1f2328">]</sp [...]
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">interval</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>5s<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">timeout</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>3s<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">retries</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span><span style="color:#0550ae">10</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">oap</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">image</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>apache/skywalking-oap-server:10.4.0<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">container_name</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>oap<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">depends_on</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">banyandb</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">condition</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>service_healthy<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">ports</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- <span style="color:#0a3069">"11800:11800"</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- <span style="color:#0a3069">"12800:12800"</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">environment</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">SW_STORAGE</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>banyandb<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">SW_STORAGE_BANYANDB_TARGETS</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>banyandb:17912<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">healthcheck</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">test</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span><span style="color:#1f2328">[</span><span style="color:#0a3069">"CMD-SHELL"</span><span style="color:#1f2328">,</span><span style="color:#fff"> </span><span style="color:#0a3069">"bash -c 'echo > /dev/tcp/localhost/12800' || exit 1"</span><span style="color:#1f232 [...]
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">interval</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>10s<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">timeout</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>5s<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">retries</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span><span style="color:#0550ae">30</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">start_period</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>60s<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">ui</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">image</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>apache/skywalking-ui:10.4.0<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">container_name</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>ui<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">depends_on</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">oap</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">condition</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>service_healthy<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">ports</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- <span style="color:#0a3069">"8080:8080"</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">environment</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">SW_OAP_ADDRESS</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>http://oap:12800<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">aigw</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">image</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>envoyproxy/ai-gateway-cli:latest<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">container_name</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>aigw<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">depends_on</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">oap</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">condition</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>service_healthy<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">environment</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- OPENAI_BASE_URL=http://host.docker.internal:11434/v1<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- OPENAI_API_KEY=unused<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- OTEL_SERVICE_NAME=my-ai-gateway<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- OTEL_EXPORTER_OTLP_ENDPOINT=http://oap:11800<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- OTEL_EXPORTER_OTLP_PROTOCOL=grpc<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- OTEL_METRICS_EXPORTER=otlp<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- OTEL_LOGS_EXPORTER=otlp<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- OTEL_METRIC_EXPORT_INTERVAL=5000<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- OTEL_RESOURCE_ATTRIBUTES=job_name=envoy-ai-gateway,service.instance.id=aigw-1,service.layer=ENVOY_AI_GATEWAY<span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">ports</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- <span style="color:#0a3069">"1975:1975"</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">extra_hosts</span><span style="color:#1f2328">:</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- <span style="color:#0a3069">"host.docker.internal:host-gateway"</span><span style="color:#fff">
-</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">command</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span><span style="color:#1f2328">[</span><span style="color:#0a3069">"run"</span><span style="color:#1f2328">]</span><span style="color:#fff">
-</span></span></span></code></pre></div><p>Start everything:</p>
-<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-bash" data-lang="bash"><span style="display:flex;"><span>docker compose up -d
-</span></span></code></pre></div><p>Wait for all services to become healthy (BanyanDB starts first, then OAP, then UI and AI Gateway):</p>
-<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-bash" data-lang="bash"><span style="display:flex;"><span>docker compose ps
-</span></span></code></pre></div><p>The key OTLP configuration on the <code>aigw</code> service:</p>
-<table>
- <thead>
- <tr>
- <th>Env Var</th>
- <th>Value</th>
- <th>Purpose</th>
- </tr>
- </thead>
- <tbody>
- <tr>
- <td><code>OTEL_SERVICE_NAME</code></td>
- <td><code>my-ai-gateway</code></td>
- <td>Service name in SkyWalking</td>
- </tr>
- <tr>
- <td><code>OTEL_EXPORTER_OTLP_ENDPOINT</code></td>
- <td><code>http://oap:11800</code></td>
- <td>SkyWalking OAP gRPC endpoint</td>
- </tr>
- <tr>
- <td><code>OTEL_EXPORTER_OTLP_PROTOCOL</code></td>
- <td><code>grpc</code></td>
- <td>OTLP transport</td>
- </tr>
- <tr>
- <td><code>OTEL_METRICS_EXPORTER</code></td>
- <td><code>otlp</code></td>
- <td>Enable metrics push</td>
- </tr>
- <tr>
- <td><code>OTEL_LOGS_EXPORTER</code></td>
- <td><code>otlp</code></td>
- <td>Enable access log push</td>
- </tr>
- </tbody>
-</table>
-<p>The <code>OTEL_RESOURCE_ATTRIBUTES</code> must include:</p>
-<ul>
-<li><code>job_name=envoy-ai-gateway</code> — routing tag for MAL/LAL rules</li>
-<li><code>service.instance.id=<id></code> — instance identity</li>
-<li><code>service.layer=ENVOY_AI_GATEWAY</code> — routes logs to AI Gateway LAL rules</li>
-</ul>
-<p>The MAL and LAL rules are enabled by default in SkyWalking OAP. No OAP-side configuration is needed.</p>
-<h3 id="step-3-run-the-demo-app">Step 3: Run the Demo App</h3>
-<p>Create a simple Python application that sends requests through the AI Gateway (<code>app.py</code>).
-It mixes normal requests, streaming requests (for TTFT/TPOT metrics), and error requests
-(non-existent model → HTTP 404, always captured by the LAL sampling policy):</p>
-<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-python" data-lang="python"><span style="display:flex;"><span><span style="color:#cf222e">import</span> <span style="color:#24292e">time</span><span style="color:#0550ae">,</span> <span style="color:#24292e">random</span><span style="color:#0550ae">,</span> <span style="color:#24292e">requests</span>
+ <p><img src="agentcore-replay-featured.png" alt="A LangGraph agent’s turns on Amazon Bedrock AgentCore Runtime, recorded by Apache SkyWalking AI Sessionizer while the session runs and kept after the session ends."></p>
+<p>On <strong><a href="https://aws.amazon.com/bedrock/agentcore/">Amazon Bedrock AgentCore Runtime</a></strong>, each session runs in its own isolated execution environment, with its own CPU, memory and disk. An agent that keeps its conversation in that memory and its working files on that disk, as the simplest LangGraph agent does, loses both when AgentCore stops the environment, by default after 15 idle minutes. The session id stays valid; the next call with it gets a new environment, [...]
+<p>So when an answer is wrong, or a file the agent wrote is, the evidence can be gone before anyone asks the questions that matter: <strong>what exactly was the model sent on that turn, which tool result led it there, and what did the tools actually change?</strong></p>
+<p>This post runs a LangGraph agent on AgentCore Runtime with <a href="https://github.com/apache/skywalking-ai-sessionizer">Apache SkyWalking AI Sessionizer</a> recording each turn as it happens: the runs, model calls and tool calls through LangChain’s own tracing client, and the files a tool changed through a small recorder. Sessionizer, a separate, long-lived service, keeps that record after the session’s environment stops. The agent’s logic does not change for it; th [...]
+<h2 id="configuration-not-code">Configuration, not code</h2>
+<p>The agent is a small LangGraph “deployment advisor” with six tools. Three look facts up: <code>search_docs</code>, <code>check_deployment</code> and <code>estimate_cost</code>. Three work on a clone of the demo repository inside the session’s environment: <code>clone_demo_repo</code>, <code>read_file</code> and <code>write_file</code>. Its only AgentCore-specific code is the entrypoint, which any agent on AgentCore has. Shortened from the demo’s <code>agent/app [...]
+<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-python" data-lang="python"><span style="display:flex;"><span><span style="color:#cf222e">from</span> <span style="color:#24292e">bedrock_agentcore.runtime</span> <span style="color:#cf222e">import</span> BedrockAgentCoreApp<span style="color:#1f2328">,</span> BedrockAgentCoreContext
+</span></span><span style="display:flex;"><span><span style="color:#cf222e">from</span> <span style="color:#24292e">langchain_core.messages</span> <span style="color:#cf222e">import</span> HumanMessage
</span></span><span style="display:flex;"><span>
-</span></span><span style="display:flex;"><span>GATEWAY <span style="color:#0550ae">=</span> <span style="color:#0a3069">"http://localhost:1975"</span>
-</span></span><span style="display:flex;"><span>HEADERS <span style="color:#0550ae">=</span> <span style="color:#1f2328">{</span><span style="color:#0a3069">"Authorization"</span><span style="color:#1f2328">:</span> <span style="color:#0a3069">"Bearer unused"</span><span style="color:#1f2328">,</span> <span style="color:#0a3069">"Content-Type"</span><span style="color:#1f2328">:</span> <span style="color:#0a3069">"application/json"</span><span style="color [...]
+</span></span><span style="display:flex;"><span>graph <span style="color:#0550ae">=</span> build_graph<span style="color:#1f2328">()</span> <span style="color:#57606a"># Nova Pro, six tools, compiled with an InMemorySaver</span>
+</span></span><span style="display:flex;"><span>app <span style="color:#0550ae">=</span> BedrockAgentCoreApp<span style="color:#1f2328">()</span>
</span></span><span style="display:flex;"><span>
-</span></span><span style="display:flex;"><span>questions <span style="color:#0550ae">=</span> <span style="color:#1f2328">[</span>
-</span></span><span style="display:flex;"><span> <span style="color:#0a3069">"What is Apache SkyWalking? Answer in one sentence."</span><span style="color:#1f2328">,</span>
-</span></span><span style="display:flex;"><span> <span style="color:#0a3069">"What is Envoy Proxy used for? Answer in one sentence."</span><span style="color:#1f2328">,</span>
-</span></span><span style="display:flex;"><span> <span style="color:#0a3069">"What are the benefits of an AI gateway? Answer in two sentences."</span><span style="color:#1f2328">,</span>
-</span></span><span style="display:flex;"><span> <span style="color:#0a3069">"Explain observability in three sentences."</span><span style="color:#1f2328">,</span>
-</span></span><span style="display:flex;"><span><span style="color:#1f2328">]</span>
</span></span><span style="display:flex;"><span>
-</span></span><span style="display:flex;"><span><span style="color:#cf222e">def</span> <span style="color:#6639ba">chat</span><span style="color:#1f2328">(</span>model<span style="color:#1f2328">,</span> question<span style="color:#1f2328">,</span> stream<span style="color:#0550ae">=</span><span style="color:#cf222e">False</span><span style="color:#1f2328">):</span>
-</span></span><span style="display:flex;"><span> resp <span style="color:#0550ae">=</span> requests<span style="color:#0550ae">.</span>post<span style="color:#1f2328">(</span>
-</span></span><span style="display:flex;"><span> <span style="color:#0a3069">f</span><span style="color:#0a3069">"</span><span style="color:#0a3069">{</span>GATEWAY<span style="color:#0a3069">}</span><span style="color:#0a3069">/v1/chat/completions"</span><span style="color:#1f2328">,</span>
-</span></span><span style="display:flex;"><span> json<span style="color:#0550ae">=</span><span style="color:#1f2328">{</span><span style="color:#0a3069">"model"</span><span style="color:#1f2328">:</span> model<span style="color:#1f2328">,</span> <span style="color:#0a3069">"messages"</span><span style="color:#1f2328">:</span> <span style="color:#1f2328">[{</span><span style="color:#0a3069">"role"</span><span style="color:#1f2328">:</span> <span style="color [...]
-</span></span><span style="display:flex;"><span> headers<span style="color:#0550ae">=</span>HEADERS<span style="color:#1f2328">,</span> timeout<span style="color:#0550ae">=</span><span style="color:#0550ae">60</span><span style="color:#1f2328">,</span> stream<span style="color:#0550ae">=</span>stream<span style="color:#1f2328">,</span>
+</span></span><span style="display:flex;"><span><span style="color:#0550ae">@app.entrypoint</span>
+</span></span><span style="display:flex;"><span><span style="color:#cf222e">def</span> <span style="color:#6639ba">invoke</span><span style="color:#1f2328">(</span>payload<span style="color:#1f2328">:</span> <span style="color:#6639ba">dict</span><span style="color:#1f2328">)</span> <span style="color:#0550ae">-></span> <span style="color:#6639ba">dict</span><span style="color:#1f2328">:</span>
+</span></span><span style="display:flex;"><span> <span style="color:#57606a"># One AgentCore runtime session is one conversation.</span>
+</span></span><span style="display:flex;"><span> thread_id <span style="color:#0550ae">=</span> payload<span style="color:#0550ae">.</span>get<span style="color:#1f2328">(</span><span style="color:#0a3069">"thread_id"</span><span style="color:#1f2328">)</span> <span style="color:#0550ae">or</span> BedrockAgentCoreContext<span style="color:#0550ae">.</span>get_session_id<span style="color:#1f2328">()</span>
+</span></span><span style="display:flex;"><span> result <span style="color:#0550ae">=</span> graph<span style="color:#0550ae">.</span>invoke<span style="color:#1f2328">(</span>
+</span></span><span style="display:flex;"><span> <span style="color:#1f2328">{</span><span style="color:#0a3069">"messages"</span><span style="color:#1f2328">:</span> <span style="color:#1f2328">[</span>HumanMessage<span style="color:#1f2328">(</span>payload<span style="color:#1f2328">[</span><span style="color:#0a3069">"prompt"</span><span style="color:#1f2328">])]},</span>
+</span></span><span style="display:flex;"><span> config<span style="color:#0550ae">=</span><span style="color:#1f2328">{</span><span style="color:#0a3069">"configurable"</span><span style="color:#1f2328">:</span> <span style="color:#1f2328">{</span><span style="color:#0a3069">"thread_id"</span><span style="color:#1f2328">:</span> thread_id<span style="color:#1f2328">},</span>
+</span></span><span style="display:flex;"><span> <span style="color:#0a3069">"metadata"</span><span style="color:#1f2328">:</span> <span style="color:#1f2328">{</span><span style="color:#0a3069">"thread_id"</span><span style="color:#1f2328">:</span> thread_id<span style="color:#1f2328">}},</span>
</span></span><span style="display:flex;"><span> <span style="color:#1f2328">)</span>
-</span></span><span style="display:flex;"><span> <span style="color:#cf222e">if</span> stream<span style="color:#1f2328">:</span>
-</span></span><span style="display:flex;"><span> chunks <span style="color:#0550ae">=</span> <span style="color:#1f2328">[]</span>
-</span></span><span style="display:flex;"><span> <span style="color:#cf222e">for</span> line <span style="color:#0550ae">in</span> resp<span style="color:#0550ae">.</span>iter_lines<span style="color:#1f2328">():</span>
-</span></span><span style="display:flex;"><span> <span style="color:#cf222e">if</span> line<span style="color:#1f2328">:</span>
-</span></span><span style="display:flex;"><span> chunks<span style="color:#0550ae">.</span>append<span style="color:#1f2328">(</span>line<span style="color:#0550ae">.</span>decode<span style="color:#1f2328">())</span>
-</span></span><span style="display:flex;"><span> <span style="color:#cf222e">return</span> resp<span style="color:#0550ae">.</span>status_code<span style="color:#1f2328">,</span> <span style="color:#0a3069">f</span><span style="color:#0a3069">"[streamed </span><span style="color:#0a3069">{</span><span style="color:#6639ba">len</span><span style="color:#1f2328">(</span>chunks<span style="color:#1f2328">)</span><span style="color:#0a3069">}</span><span style="color:#0a3069"> chu [...]
-</span></span><span style="display:flex;"><span> <span style="color:#cf222e">return</span> resp<span style="color:#0550ae">.</span>status_code<span style="color:#1f2328">,</span> resp<span style="color:#0550ae">.</span>json<span style="color:#1f2328">()</span>
-</span></span><span style="display:flex;"><span>
-</span></span><span style="display:flex;"><span><span style="color:#cf222e">while</span> <span style="color:#cf222e">True</span><span style="color:#1f2328">:</span>
-</span></span><span style="display:flex;"><span> r <span style="color:#0550ae">=</span> random<span style="color:#0550ae">.</span>random<span style="color:#1f2328">()</span>
-</span></span><span style="display:flex;"><span> <span style="color:#cf222e">if</span> r <span style="color:#0550ae"><</span> <span style="color:#0550ae">0.2</span><span style="color:#1f2328">:</span>
-</span></span><span style="display:flex;"><span> <span style="color:#57606a"># Error request: non-existent model triggers 404</span>
-</span></span><span style="display:flex;"><span> status<span style="color:#1f2328">,</span> body <span style="color:#0550ae">=</span> chat<span style="color:#1f2328">(</span><span style="color:#0a3069">"non-existent-model"</span><span style="color:#1f2328">,</span> <span style="color:#0a3069">"hello"</span><span style="color:#1f2328">)</span>
-</span></span><span style="display:flex;"><span> <span style="color:#6639ba">print</span><span style="color:#1f2328">(</span><span style="color:#0a3069">f</span><span style="color:#0a3069">"[error] model=non-existent-model status=</span><span style="color:#0a3069">{</span>status<span style="color:#0a3069">}</span><span style="color:#0a3069">"</span><span style="color:#1f2328">)</span>
-</span></span><span style="display:flex;"><span> <span style="color:#cf222e">elif</span> r <span style="color:#0550ae"><</span> <span style="color:#0550ae">0.5</span><span style="color:#1f2328">:</span>
-</span></span><span style="display:flex;"><span> <span style="color:#57606a"># Streaming request — generates TTFT and TPOT metrics</span>
-</span></span><span style="display:flex;"><span> q <span style="color:#0550ae">=</span> random<span style="color:#0550ae">.</span>choice<span style="color:#1f2328">(</span>questions<span style="color:#1f2328">)</span>
-</span></span><span style="display:flex;"><span> status<span style="color:#1f2328">,</span> info <span style="color:#0550ae">=</span> chat<span style="color:#1f2328">(</span><span style="color:#0a3069">"llama3.2:1b"</span><span style="color:#1f2328">,</span> q<span style="color:#1f2328">,</span> stream<span style="color:#0550ae">=</span><span style="color:#cf222e">True</span><span style="color:#1f2328">)</span>
-</span></span><span style="display:flex;"><span> <span style="color:#6639ba">print</span><span style="color:#1f2328">(</span><span style="color:#0a3069">f</span><span style="color:#0a3069">"[stream] status=</span><span style="color:#0a3069">{</span>status<span style="color:#0a3069">}</span><span style="color:#0a3069"> </span><span style="color:#0a3069">{</span>info<span style="color:#0a3069">}</span><span style="color:#0a3069">"</span><span style="color:#1f2328">)</span>
-</span></span><span style="display:flex;"><span> <span style="color:#cf222e">else</span><span style="color:#1f2328">:</span>
-</span></span><span style="display:flex;"><span> <span style="color:#57606a"># Normal non-streaming request</span>
-</span></span><span style="display:flex;"><span> q <span style="color:#0550ae">=</span> random<span style="color:#0550ae">.</span>choice<span style="color:#1f2328">(</span>questions<span style="color:#1f2328">)</span>
-</span></span><span style="display:flex;"><span> status<span style="color:#1f2328">,</span> body <span style="color:#0550ae">=</span> chat<span style="color:#1f2328">(</span><span style="color:#0a3069">"llama3.2:1b"</span><span style="color:#1f2328">,</span> q<span style="color:#1f2328">)</span>
-</span></span><span style="display:flex;"><span> answer <span style="color:#0550ae">=</span> body<span style="color:#0550ae">.</span>get<span style="color:#1f2328">(</span><span style="color:#0a3069">"choices"</span><span style="color:#1f2328">,</span> <span style="color:#1f2328">[{}])[</span><span style="color:#0550ae">0</span><span style="color:#1f2328">]</span><span style="color:#0550ae">.</span>get<span style="color:#1f2328">(</span><span style="color:#0a3069">"mes [...]
-</span></span><span style="display:flex;"><span> tokens <span style="color:#0550ae">=</span> body<span style="color:#0550ae">.</span>get<span style="color:#1f2328">(</span><span style="color:#0a3069">"usage"</span><span style="color:#1f2328">,</span> <span style="color:#1f2328">{})</span>
-</span></span><span style="display:flex;"><span> <span style="color:#6639ba">print</span><span style="color:#1f2328">(</span><span style="color:#0a3069">f</span><span style="color:#0a3069">"[ok] status=</span><span style="color:#0a3069">{</span>status<span style="color:#0a3069">}</span><span style="color:#0a3069"> tokens=</span><span style="color:#0a3069">{</span>tokens<span style="color:#0a3069">}</span><span style="color:#0a3069"> answer=</span><span style="color:#0a3069">{< [...]
-</span></span><span style="display:flex;"><span> time<span style="color:#0550ae">.</span>sleep<span style="color:#1f2328">(</span>random<span style="color:#0550ae">.</span>randint<span style="color:#1f2328">(</span><span style="color:#0550ae">20</span><span style="color:#1f2328">,</span> <span style="color:#0550ae">30</span><span style="color:#1f2328">))</span>
-</span></span></code></pre></div><p>Run it:</p>
-<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-bash" data-lang="bash"><span style="display:flex;"><span>pip install requests
-</span></span><span style="display:flex;"><span>python app.py
-</span></span></code></pre></div><p>The application talks to the AI Gateway on port 1975, which routes to Ollama.
-Each request generates GenAI metrics (token usage, latency, TTFT, TPOT) and access logs
-that the gateway pushes to SkyWalking via OTLP.</p>
-<p>The error requests (non-existent model → HTTP 404) are always captured by the access log
-sampling policy, so you will see them in the SkyWalking log view.</p>
-<h3 id="step-4-view-in-skywalking-ui">Step 4: View in SkyWalking UI</h3>
-<p>Open <a href="http://localhost:8080">http://localhost:8080</a> and select the <strong>GenAI > Envoy AI Gateway</strong> menu.</p>
-<p>The service list shows <code>my-ai-gateway</code> with CPM, latency, and token rates at a glance:</p>
-<p><img src="screen-1.png" alt="Service list"></p>
-<p>Click into the service to see the full dashboard — Request CPM, Latency (average + percentiles),
-Input/Output Token Rates, TTFT, and TPOT:</p>
-<p><img src="screen-2.png" alt="Service dashboard"></p>
-<p>The <strong>Providers</strong> tab breaks down metrics by AI provider:</p>
-<p><img src="screen-3.png" alt="Provider breakdown"></p>
-<p>The <strong>Models</strong> tab shows per-model metrics including TTFT and TPOT (streaming only).
-Note the <code>unknown</code> model entries — these are the error requests with non-existent models:</p>
-<p><img src="screen-4.png" alt="Model breakdown"></p>
-<p>The <strong>Log</strong> tab shows access logs. The sampling policy drops normal successful responses
-but always captures errors (HTTP 404) and high-token requests:</p>
-<p><img src="screen-5.png" alt="Access logs"></p>
-<h3 id="cleanup">Cleanup</h3>
-<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-bash" data-lang="bash"><span style="display:flex;"><span>docker compose down
-</span></span></code></pre></div><h2 id="deploying-on-kubernetes">Deploying on Kubernetes</h2>
-<p>For production deployments, Envoy AI Gateway runs as a full Kubernetes controller with
-Envoy Gateway as the control plane. See the
-<a href="https://aigateway.envoyproxy.io/docs/getting-started/">Envoy AI Gateway getting started guide</a>
-for Kubernetes installation.</p>
-<p>The OTLP configuration is the same — set the <code>OTEL_*</code> environment variables on the
-AI Gateway’s external processor to point at SkyWalking OAP’s gRPC port (11800).
-See the <a href="https://skywalking.apache.org/docs/main/next/en/setup/backend/backend-envoy-ai-gateway-monitoring/">SkyWalking Envoy AI Gateway Monitoring</a>
-documentation for details.</p>
-<h2 id="genai-observability-without-an-ai-gateway">GenAI Observability Without an AI Gateway</h2>
-<p>Not every deployment uses an AI gateway. If your applications call LLM providers directly,
-SkyWalking 10.4.0 also provides GenAI observability through the
-<a href="https://skywalking.apache.org/docs/main/next/en/setup/service-agent/virtual-genai/">Virtual GenAI</a> layer.</p>
-<p>This works with any SkyWalking-instrumented, OpenTelemetry-instrumented, or Zipkin-instrumented application.
-When traces carry <code>gen_ai.*</code> tags (following
-<a href="https://opentelemetry.io/docs/specs/semconv/gen-ai/">OpenTelemetry GenAI Semantic Conventions</a>),
-SkyWalking derives per-provider and per-model metrics from the client side:
-latency, token usage, success rate, and estimated cost.</p>
-<p>For Java applications, the SkyWalking Java Agent (9.7+) includes a Spring AI plugin that automatically
-instruments calls to 13+ providers (OpenAI, Anthropic, AWS Bedrock, Google GenAI, DeepSeek, Mistral, etc.)
-with the correct <code>gen_ai.*</code> span tags — no code changes needed.</p>
-<p>This is a different use case from the Envoy AI Gateway monitoring covered above:</p>
+</span></span><span style="display:flex;"><span> <span style="color:#cf222e">return</span> <span style="color:#1f2328">{</span><span style="color:#0a3069">"thread_id"</span><span style="color:#1f2328">:</span> thread_id<span style="color:#1f2328">,</span> <span style="color:#0a3069">"answer"</span><span style="color:#1f2328">:</span> result<span style="color:#1f2328">[</span><span style="color:#0a3069">"messages"</span><span style="color:#1f2328">][</span><span [...]
+</span></span></code></pre></div><p>Nothing there is about Sessionizer. The recording rides on two things a LangChain agent already has: the <code>langsmith</code> tracing client, which comes with <code>langchain-core</code>, and LangChain’s callback hooks. The runtime’s environment turns both on:</p>
+<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-hcl" data-lang="hcl"><span style="display:flex;"><span>environment_variables <span style="color:#0550ae">=</span> {<span style="color:#57606a">
+</span></span></span><span style="display:flex;"><span><span style="color:#57606a"> # The conversation: runs, model calls, tool calls.
+</span></span></span><span style="display:flex;"><span> LANGSMITH_TRACING <span style="color:#0550ae">=</span> <span style="color:#0a3069">"true"</span>
+</span></span><span style="display:flex;"><span> LANGSMITH_ENDPOINT <span style="color:#0550ae">=</span> <span style="color:#0a3069">"http://${aws_lb.ingest.dns_name}:1985"</span>
+</span></span><span style="display:flex;"><span> LANGSMITH_API_KEY <span style="color:#0550ae">=</span> <span style="color:#cf222e">random_password</span><span style="color:#1f2328">.</span><span style="color:#cf222e">asz_ingest_token</span><span style="color:#1f2328">.</span><span style="color:#cf222e">result</span>
+</span></span><span style="display:flex;"><span> LANGSMITH_PROJECT <span style="color:#0550ae">=</span> <span style="color:#0a3069">"aws-agentcore-asz-demo"</span><span style="color:#57606a">
+</span></span></span><span style="display:flex;"><span><span style="color:#57606a"> # What the tools changed on disk.
+</span></span></span><span style="display:flex;"><span> ASZ_CHANGES <span style="color:#0550ae">=</span> <span style="color:#0a3069">"true"</span>
+</span></span><span style="display:flex;"><span> ASZ_WATCH <span style="color:#0550ae">=</span> <span style="color:#0a3069">"/home/agent/workspace"</span>
+</span></span><span style="display:flex;"><span> ASZ_CHANGES_DATA <span style="color:#0550ae">=</span> <span style="color:#0a3069">"/mnt/changes"</span>
+</span></span><span style="display:flex;"><span>}
+</span></span></code></pre></div><p>The first four point the tracing client at Sessionizer’s receiver instead of LangSmith’s cloud, the same four as on the laptop with a different address. The other three switch on file-change recording. The image carries <code>asz-changes</code>, built from the Sessionizer source, and a small LangChain shim, installed with <code>pip</code> and switched on with <code>asz-langchain enable</code>; the application never imports it. At interprete [...]
+<p>That is the convenience: the agent’s logic, its framework and its model calls stay as they are. What changes is configuration on the runtime and a package in the image.</p>
+<h2 id="two-services-two-lifecycles">Two services, two lifecycles</h2>
+<p>The tracing client inside the agent neither knows nor cares that it runs on AgentCore. Four things around it change on AgentCore.</p>
<ul>
-<li><strong>Envoy AI Gateway layer</strong>: infrastructure-level observability — what the gateway sees across all traffic.
-Best for platform teams managing centralized AI routing.</li>
-<li><strong>Virtual GenAI layer</strong>: application-level observability — what each instrumented app sees for its own LLM calls.
-Best for teams without a centralized gateway, or for per-application cost tracking.</li>
+<li><strong>There is no sidecar.</strong> AgentCore Runtime runs one image per agent, in an environment per session, and an environment lives only as long as its session. Sessionizer is the opposite: a long-lived service with durable storage and a replay page. So the two run as separate services, Sessionizer as one task on <strong>Amazon Elastic Container Service (ECS)</strong> with <strong>AWS Fargate</strong>.</li>
+<li><strong><code>127.0.0.1</code> is now the session’s environment.</strong> AgentCore’s VPC mode places the agent’s network interfaces in subnets you choose of your <strong>Amazon Virtual Private Cloud (VPC)</strong>, so the receiver can stay private, behind an internal <strong>Application Load Balancer (ALB)</strong> only the agent’s security group may call.</li>
+<li><strong>File changes need shared storage.</strong> <code>asz-changes</code> writes on the agent’s side and Sessionizer reads on its own, so the two share a directory on the network: <strong>Amazon Elastic File System (EFS)</strong>, AWS’s managed network file system, mounted over NFS inside the VPC. AgentCore mounts an EFS access point into every session’s environment at <code>/mnt/changes</code>, and Sessionizer’s task mounts the same directory at <code>/asz/ [...]
+<li><strong>The session is the conversation.</strong> The caller keeps the session id: it picks one, at least 33 characters, or takes the one AgentCore returns from the first call, and sends it with every call of the conversation. AgentCore routes calls with the same id to the same session, and the id stays valid after an idle stop. The agent only reads the id of the request, with <code>BedrockAgentCoreContext.get_session_id()</code>, and uses it as the thread, so one AgentCore session i [...]
</ul>
-<h2 id="references">References</h2>
+<p><img src="agentcore-topology.svg" alt="Figure 1: The caller invokes the agent on AgentCore Runtime with a session id. The agent sends the LangSmith wire to an internal load balancer in front of AI Sessionizer on ECS Fargate, and asz-changes writes file changes to Amazon EFS, which Sessionizer also reads. The agent reaches Amazon Nova Pro on Bedrock through a NAT gateway; you open the replay page through a public load balancer only your IP may reach.">
+Figure 1: Two services, two lifecycles. The agent is ephemeral and per session; Sessionizer is persistent and shared. Two paths connect them: the LangSmith wire to a private receiver, and file changes through a shared EFS directory.</br></p>
+<h2 id="wiring-it-on-aws">Wiring it on AWS</h2>
+<p>The <a href="https://github.com/wu-sheng/aws-agentcore-asz-demo">demo repository</a> builds everything in Figure 1 with OpenTofu, the agent included. AWS provider 6.x has an <code>aws_bedrockagentcore_agent_runtime</code> resource, so the runtime sits in the same state as the network, the storage and the receiver it points at. Beside the environment above, the runtime needs its network and the shared directory:</p>
+<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-hcl" data-lang="hcl"><span style="display:flex;"><span><span style="color:#cf222e">resource</span> <span style="color:#0a3069">"aws_bedrockagentcore_agent_runtime" "agent"</span> {<span style="color:#57606a">
+</span></span></span><span style="display:flex;"><span><span style="color:#57606a"> # ...
+</span></span></span><span style="display:flex;"><span> <span style="color:#cf222e">network_configuration</span> {
+</span></span><span style="display:flex;"><span> network_mode <span style="color:#0550ae">=</span> <span style="color:#0a3069">"VPC"</span>
+</span></span><span style="display:flex;"><span> <span style="color:#cf222e">network_mode_config</span> {
+</span></span><span style="display:flex;"><span> subnets <span style="color:#0550ae">=</span> <span style="color:#cf222e">aws_subnet</span><span style="color:#1f2328">.</span><span style="color:#cf222e">private</span><span style="color:#1f2328">[</span><span style="color:#f6f8fa;background-color:#82071e">*</span><span style="color:#1f2328">].</span><span style="color:#cf222e">id</span>
+</span></span><span style="display:flex;"><span> security_groups <span style="color:#0550ae">=</span> <span style="color:#1f2328">[</span><span style="color:#cf222e">aws_security_group</span><span style="color:#1f2328">.</span><span style="color:#cf222e">agent</span><span style="color:#1f2328">.</span><span style="color:#cf222e">id</span><span style="color:#1f2328">]</span>
+</span></span><span style="display:flex;"><span> }
+</span></span><span style="display:flex;"><span> }
+</span></span><span style="display:flex;"><span>
+</span></span><span style="display:flex;"><span> <span style="color:#cf222e">filesystem_configuration</span> {
+</span></span><span style="display:flex;"><span> <span style="color:#cf222e">efs_access_point</span> {
+</span></span><span style="display:flex;"><span> access_point_arn <span style="color:#0550ae">=</span> <span style="color:#cf222e">aws_efs_access_point</span><span style="color:#1f2328">.</span><span style="color:#cf222e">changes</span><span style="color:#1f2328">.</span><span style="color:#cf222e">arn</span>
+</span></span><span style="display:flex;"><span> mount_path <span style="color:#0550ae">=</span> <span style="color:#0a3069">"/mnt/changes"</span>
+</span></span><span style="display:flex;"><span> }
+</span></span><span style="display:flex;"><span> }
+</span></span><span style="display:flex;"><span>}
+</span></span></code></pre></div><p>Sessionizer runs from its published multi-arch image as one ECS Fargate task, with two adapters: the receiver for the conversation and the <code>changes</code> adapter for the file changes.</p>
+<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-yaml" data-lang="yaml"><span style="display:flex;"><span><span style="color:#0550ae">storage</span><span style="color:#1f2328">:</span><span style="color:#fff">
+</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">root</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>/asz/data<span style="color:#fff">
+</span></span></span><span style="display:flex;"><span><span style="color:#0550ae">adapters</span><span style="color:#1f2328">:</span><span style="color:#fff">
+</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- <span style="color:#0550ae">name</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>langsmith-ingest<span style="color:#fff">
+</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">enabled</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span><span style="color:#cf222e">true</span><span style="color:#fff">
+</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">listen</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span><span style="color:#0550ae">0.0.0.0</span><span style="color:#1f2328">:</span><span style="color:#0550ae">1985</span><span style="color:#fff">
+</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">token</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span><generated><span style="color:#fff">
+</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">collector</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>{<span style="color:#fff"> </span><span style="color:#0550ae">mode: watch, interval</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>30s }<span style="color:#fff">
+</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span>- <span style="color:#0550ae">name</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>changes<span style="color:#fff">
+</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">enabled</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span><span style="color:#cf222e">true</span><span style="color:#fff">
+</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">source_root</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>/asz/changes<span style="color:#fff">
+</span></span></span><span style="display:flex;"><span><span style="color:#fff"> </span><span style="color:#0550ae">collector</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>{<span style="color:#fff"> </span><span style="color:#0550ae">mode: watch, interval</span><span style="color:#1f2328">:</span><span style="color:#fff"> </span>30s }<span style="color:#fff">
+</span></span></span></code></pre></div><p>A few details decide whether this works the first time:</p>
<ul>
-<li><a href="https://aigateway.envoyproxy.io/">Envoy AI Gateway</a> — project site and documentation</li>
-<li><a href="https://github.com/envoyproxy/ai-gateway/tree/main/cmd/aigw">Envoy AI Gateway CLI</a> — standalone mode for local development</li>
-<li><a href="https://skywalking.apache.org/docs/main/next/en/setup/backend/backend-envoy-ai-gateway-monitoring/">SkyWalking Envoy AI Gateway Monitoring</a> — OAP setup doc</li>
-<li><a href="https://skywalking.apache.org/docs/main/next/en/setup/service-agent/virtual-genai/">SkyWalking Virtual GenAI</a> — client-side GenAI observability</li>
-<li><a href="https://opentelemetry.io/docs/specs/semconv/gen-ai/">OpenTelemetry GenAI Semantic Conventions</a> — the metric/attribute standard both projects follow</li>
+<li><strong>The receiver.</strong> It is an adapter of its own, off by default, on port 1985, not on the replay page’s 8787. Its default address is <code>127.0.0.1:1985</code>, which no load balancer can reach inside a container, so it listens on <code>0.0.0.0</code>. And it assembles what it received every 30 seconds here, instead of its default ten minutes.</li>
+<li><strong>The shared directory.</strong> The EFS access point writes everything as uid 65532, the user Sessionizer runs as, so Sessionizer owns what the agent wrote. The execution role needs <code>elasticfilesystem:ClientMount</code> and <code>ClientWrite</code> on the file system, conditioned on the access point, as the AgentCore guide says. <code>CreateAgentRuntime</code> also checks <code>elasticfilesystem:DescribeAccessPoints</code> and <code>DescribeMountTargets</code>, which the [...]
+<li><strong>One workspace per conversation.</strong> <code>asz-changes</code> keeps one baseline per watched directory, and every session shares its data directory. With one workspace path for all of them, a conversation’s first watched tool call is compared with another session’s leftovers. The demo’s agent works in a directory per conversation and points <code>ASZ_WATCH</code> at it each turn.</li>
+<li><strong>The image.</strong> AgentCore runs images only from <strong>Amazon Elastic Container Registry (ECR)</strong>. The demo’s image is built and published by GitHub Actions; <code>up.sh</code> copies it into the account’s ECR.</li>
+</ul>
+<p>This is a demonstration, so a few things in it are not how you would run it for a team. The replay page is plain HTTP, behind a load balancer only your IP may reach, and has no login of its own. The receiver token sits in the environment, where <strong>AWS Secrets Manager</strong> belongs. And the agent’s memory is in memory, the subject of <a href="#when-the-session-goes-idle">a later section</a>.</p>
+<h2 id="one-session-one-conversation">One session, one conversation</h2>
+<p>The demo has no chat application. <code>invoke.sh</code> stands in for one user’s client: it creates one session id, then sends five prepared questions with <code>aws bedrock-agentcore invoke-agent-runtime</code>, all with that <code>--runtime-session-id</code>, and a sixth follows on the same session after a long pause, sent the same way. Each is a separate invocation, and all of them land in one conversation in Sessionizer, named from the project and the session id.</p>
+<p>In a real deployment, the application around the agent controls the session itself: it keeps one session id for each user’s conversation, sends it with every message, and starts a new one when a conversation should start fresh. AgentCore does not map sessions to users, and the agent only reads the id each request carries.</p>
+<p><img src="conversation-list.png" alt="Figure 2: The Sessionizer conversation list, served from ECS Fargate, with the conversation that ran on AgentCore Runtime.">
+Figure 2: One conversation: six talks, 19 model calls and one file change of 29 lines, over 17 minutes. Its title is the first question; the id under it holds the project and the AgentCore session id, shortened, and <code>invoke.sh</code> prints the full id.</br></p>
+<p><img src="conversation-page.png" alt="Figure 3: The conversation, one talk per AgentCore invocation, each opening with the question the caller sent and ending with the agent’s answer.">
+Figure 3: Six AgentCore invocations, one conversation. Each talk opens with the question the caller sent and ends with the agent’s answer.</br></p>
+<p>Opening a talk shows the agent loop inside it. The second question asks why tracing to port 8787 landed nothing; Nova Pro called <code>search_docs</code> with <code>ingest_port</code> and answered from the result:</p>
+<p><img src="turn-steps.png" alt="Figure 4: The second talk expanded: two model calls, the search_docs tool step with its input and result, and the agent’s response.">
+Figure 4: The second talk: the model calls, and the tool step with its input and its result shown together.</br></p>
+<h2 id="what-the-model-was-sent">What the model was sent</h2>
+<p>The first question this post asked is answered by the model call’s Prompt tab. Sessionizer lands what each call was sent beside the conversation and rebuilds it on request:</p>
+<p><img src="prompt-request.png" alt="Figure 5: The Prompt tab of the second talk’s last model call: the system prompt, the first question, the model’s reasoning, its search_docs call and result, the first answer, the second question and its tool call and result.">
+Figure 5: The second talk’s last model call, 1,140 tokens in and 78 out. Its eight messages include the whole first talk, which ran in a different AgentCore invocation.</br></p>
+<p>The prompt proves the session carried the history: the first question, Nova Pro’s reasoning, its tool call, the result and the answer all belonged to an earlier invocation. That is the in-memory checkpointer at work inside one environment. As in the previous post, the body is LangChain’s view of what it sent, not the bytes Bedrock received, and the record says so.</p>
+<h2 id="what-the-tools-changed-and-what-the-agent-said-they-changed">What the tools changed, and what the agent said they changed</h2>
+<p>The fifth question asks the agent to clone the demo repository and prepare <code>infra/terraform/terraform.tfvars</code> from the example, with a new IP and idle sessions stopped after five minutes. Nova Pro answered:</p>
+<blockquote>
+<p>The <code>infra/terraform/terraform.tfvars</code> file has been successfully created with the specified values, including the <code>agentcore_idle_timeout</code> set to stop idle sessions after 5 minutes.</p>
+</blockquote>
+<p>The file is in the session environment’s local workspace, and that copy is lost when the environment stops. Sessionizer keeps what <code>asz-changes</code> recorded while <code>write_file</code> ran, in that step’s Changes tab.</p>
+<p><img src="tool-change.png" alt="Figure 6: The write_file tool step’s Changes tab: observed by the asz plugin, the workspace scanned before and after the call, and terraform.tfvars created with 29 lines, ending in agentcore_idle_timeout = “5m”.">
+Figure 6: What the tool did, not what the agent said: <code>terraform.tfvars</code> created in the session’s workspace, 29 lines, the diff in full.</br></p>
+<p>The IP is right. The last line is not. The demo has no variable named <code>agentcore_idle_timeout</code>; the line should have read <code>agent_idle_session_timeout = 300</code>, in seconds. With the invented name, OpenTofu would only warn about an undeclared variable and keep the default 15 minutes. The same talk’s tool calls say why: the agent read <code>terraform.tfvars.example</code>, which has no idle-timeout line, never opened <code>variables.tf</code>, and made a name up [...]
+<h2 id="when-the-session-goes-idle">When the session goes idle</h2>
+<p>By default AgentCore stops a session’s execution environment after 15 idle minutes, or after 8 hours at most. The session id stays valid, and the next call with it gets a new environment. The <a href="https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/runtime-sessions.html">AgentCore documentation</a> is plain about what that costs: data kept in memory, conversation history included, lasts only as long as the compute it was kept in. The workspace on its disk goes the [...]
+<p><img src="idle-timeline.svg" alt="Figure 7: One conversation across two execution environments of one AgentCore session: turns 1 to 5 in the first, recorded as they ran; the 15-minute idle timeout stops it; turn 6 runs on the same session in a new environment, without history or repository clone; Sessionizer’s record holds all six turns and the terraform.tfvars diff.">
+Figure 7: The record continues where the session’s environment does not.</br></p>
+<p><strong>The conversation does not stop with the environment. The caller sends the same session id after the stop, the agent uses it as the same thread, and Sessionizer files the next call in the same conversation, after the turns before it.</strong> In this run, <code>invoke.sh</code> sent the sixth question with the session id it had used for the first five, and the sixth talk landed in the conversation that held the first five, about sixteen minutes after the fifth: Figure 3 shows i [...]
+<p>What the stop did take is the agent’s own context. The sixth question went out on the same session id about sixteen minutes after the fifth: “Earlier in this session you changed a file in my repository. Which file was it, and what did you change?” Nova Pro answered:</p>
+<blockquote>
+<p>The file that was changed earlier in this session is <code>infra/terraform/terraform.tfvars.example</code>. The changes made to the file were the addition of the <code>aws_region</code> and <code>project_name</code> variables, as well as the modification of the <code>asz_ui_cidrs</code> variable to include your public IP address.</p>
+</blockquote>
+<p>It names the wrong file and misstates what was done: the file was <code>terraform.tfvars</code>, it was created, and its invented line was <code>agentcore_idle_timeout</code>. Nothing failed, and the answer is fluent. Sessionizer, which received this turn the same way as the five before it, shows why:</p>
+<p><img src="idle-prompt.png" alt="Figure 8: The Prompt tab of the sixth talk’s first model call: two messages, the system prompt and the new question, 687 bytes.">
+Figure 8: The sixth talk’s first model call: the system prompt and the new question, and nothing before them.</br></p>
+<p>That call was sent 791 tokens, about what the first talk’s first call was sent, 796; the fifth talk’s first call, in the old environment, had been sent 2,010. The checkpointer started empty in a new environment. The agent then cloned the repository again, since the clone had gone with the old environment, read the example file, and described it as its own work. In the previous talk of the same conversation, the <code>write_file</code> step still holds the real change (Figu [...]
+<p>That is what recording while the session runs is worth on AgentCore. When the session’s environment is gone, the agent’s memory and its files are gone with it, and its account of what happened is only as good as what it can still see. The record is not: in Sessionizer the conversation went on across the stop, six talks in one record, and it still holds what the agent no longer can.</p>
+<p>Sessionizer keeps that record for you to read; it does not hand it back to the agent. The fix for the agent’s memory belongs in the agent: keep LangGraph’s checkpoints somewhere that outlives the session’s environment. <code>AgentCoreMemorySaver</code> from <a href="https://pypi.org/project/langgraph-checkpoint-aws/"><code>langgraph-checkpoint-aws</code></a> keeps them in <strong>Amazon Bedrock AgentCore Memory</strong>, and AgentCore’s <a href="https://docs.aw [...]
+<h2 id="next-to-agentcore-observability">Next to AgentCore Observability</h2>
+<p>AgentCore has observability of its own. In <strong>Amazon CloudWatch</strong> it shows the runtime’s sessions, their traces and spans, and with OpenTelemetry instrumentation in the agent, the model and tool calls inside them and their intermediate outputs. That is the place to watch the runtime across every session: latency, errors and usage.</p>
+<p>Sessionizer adds a conversation view: the turns of one session as one record across invocations and environments, each model call’s request rebuilt beside it, each watched tool’s diff attached to its step, all of it kept in storage you own. This demo sets up only that part.</p>
+<h2 id="share-it-through-skywalking">Share it through SkyWalking</h2>
+<p>This post ran Sessionizer in its simple mode: it collects, stores and serves the replay page itself. To make conversations from many agents available in SkyWalking, add an <strong>OpenTelemetry Protocol (OTLP)</strong> export to the same configuration, as the <a href="/blog/2026-09-23-ai-sessionizer-langchain-langgraph/#share-it-with-the-team">previous post</a> shows. The conversations then appear in Horizon’s <strong>AI Agents</strong> views under the runtime LangChain. Collect [...]
+<h2 id="try-it-on-your-agentcore-agent">Try it on your AgentCore agent</h2>
+<h3 id="on-an-agent-you-already-run">On an agent you already run</h3>
+<p>If your LangGraph or LangChain agent runs on AgentCore Runtime today, recording it takes four steps, none of them in the agent’s logic:</p>
+<ol>
+<li><strong>Run Sessionizer where the runtime can reach it</strong>, with the <code>langsmith-ingest</code> receiver on, a token, and <code>listen: 0.0.0.0:1985</code>. The demo runs it as one ECS task behind an internal ALB.</li>
+<li><strong>Set four environment variables on the runtime</strong>: <code>LANGSMITH_TRACING=true</code>, <code>LANGSMITH_ENDPOINT</code> at the receiver, <code>LANGSMITH_API_KEY</code> as its token, and <code>LANGSMITH_PROJECT</code>.</li>
+<li><strong>Use the session id as the conversation</strong>: pass <code>BedrockAgentCoreContext.get_session_id()</code> as the LangGraph thread and put it in the run metadata.</li>
+<li><strong>To record file changes too</strong>, add <code>asz-changes</code> and <code>apache-skywalking-asz-langchain</code> to the image, from the same Sessionizer commit as the server, and run <code>asz-langchain enable</code>. Name the tools that write in the recorder’s <code>settings.yaml</code>, set the three <code>ASZ_*</code> variables, and mount one EFS access point into the runtime and into Sessionizer, where the <code>changes</code> adapter reads it.</li>
+</ol>
+<p>The <a href="https://skywalking.apache.org/docs/skywalking-ai-sessionizer/next/en/setup/langchain/">LangChain and LangGraph guide</a> covers steps 1 to 3, and the <a href="https://skywalking.apache.org/docs/skywalking-ai-sessionizer/next/en/setup/langchain-plugin/">plugin guide</a> covers step 4.</p>
+<h3 id="run-the-demo">Run the demo</h3>
+<p>You need an AWS account with the AWS CLI signed in, OpenTofu and Docker. From a clone of the <a href="https://github.com/wu-sheng/aws-agentcore-asz-demo">demo repository</a>:</p>
+<div class="highlight"><pre tabindex="0" style="background-color:#f7f7f7;-moz-tab-size:4;-o-tab-size:4;tab-size:4;-webkit-text-size-adjust:none;"><code class="language-sh" data-lang="sh"><span style="display:flex;"><span>cp infra/terraform/terraform.tfvars.example infra/terraform/terraform.tfvars
+</span></span><span style="display:flex;"><span><span style="color:#57606a"># set asz_ui_cidrs to your IP: curl -s https://checkip.amazonaws.com</span>
+</span></span><span style="display:flex;"><span>./scripts/up.sh <span style="color:#57606a"># about ten minutes</span>
+</span></span><span style="display:flex;"><span>./scripts/invoke.sh <span style="color:#57606a"># the five turns; prints the session id and the replay page</span>
+</span></span><span style="display:flex;"><span>./scripts/down.sh <span style="color:#57606a"># when you are done</span>
+</span></span></code></pre></div><ul>
+<li><strong>The model.</strong> Amazon Nova Pro is the default and needs no extra step; <code>BEDROCK_MODEL_ID=<model id> ./scripts/up.sh</code> picks another. Claude models need the account’s one-time Anthropic use-case form, and AWS does not serve every newer Claude model to every account, so <code>up.sh</code> calls the model once and stops before it creates anything if the account cannot use it.</li>
+<li><strong>The agent image.</strong> GitHub Actions builds it and publishes it to GitHub Container Registry; <code>up.sh</code> copies it into your account’s ECR, since AgentCore runs images only from there. Nothing is built on your machine.</li>
+<li><strong>The region.</strong> AgentCore’s VPC mode works only in <a href="https://docs.aws.amazon.com/bedrock-agentcore/latest/devguide/agentcore-vpc.html">some Availability Zones</a>: <code>use1-az1</code>, <code>use1-az2</code> and <code>use1-az4</code> in <code>us-east-1</code>. Set <code>availability_zone_ids</code> if <code>up.sh</code> stops at the runtime’s subnets.</li>
+<li><strong>The cost.</strong> The fixed infrastructure costs about $0.125 an hour while it is up, most of it the NAT gateway and the two load balancers, before AgentCore, Bedrock and storage usage.</li>
+<li><strong>The teardown.</strong> <code>down.sh</code> deletes everything, the recorded conversations included. AWS keeps AgentCore’s network interfaces for hours after the runtime is gone, about ten in our run, and with them the VPC, two subnets and a security group, none of which cost anything. <code>down.sh</code> says so and exits; <code>./scripts/down.sh check</code> shows the progress, and <code>./scripts/down.sh --yes</code> later finishes.</li>
</ul>
+<h3 id="what-to-look-at">What to look at</h3>
+<p>Open the replay page <code>invoke.sh</code> printed, then:</p>
+<ol>
+<li><strong>The second talk’s last model call, Prompt tab.</strong> The first talk is in it, although it ran in another invocation.</li>
+<li><strong>The fifth talk’s <code>write_file</code> step, Changes tab.</strong> What the tool wrote, next to what the agent said it wrote.</li>
+<li><strong>A turn after the idle timeout.</strong> Wait at least 15 minutes, send one more turn on the same session with <code>SESSION=<session id> ./scripts/invoke.sh "<question>"</code>, and open its first model call. The earlier turns are not in it, and the agent answers as if they never happened.</li>
+</ol>
+<p>Then point an agent you already run at Sessionizer, and the next time a session surprises someone, read what the model was sent, and what its tools did, on the turn that went wrong.</p>
+<p>Questions and findings are welcome in <a href="https://github.com/apache/skywalking/discussions">Apache SkyWalking Discussions</a>, and the source is in the <a href="https://github.com/apache/skywalking-ai-sessionizer">Apache SkyWalking AI Sessionizer repository</a>.</p>
<ul class="list-unstyled d-flex justify-content-between align-items-center mb-0 pt-5">
<li>
- <a href="/blog/2026-03-13-how-ai-changed-the-economics-of-architecture/" class="btn btn-primary "><span class="mr-1">←</span> Previous</a>
+ <a href="/blog/2026-09-23-ai-sessionizer-langchain-langgraph/" class="btn btn-primary "><span class="mr-1">←</span> Previous</a>
</li>
- <a href="/blog/2026-04-05-virtual-genai-monitoring/" class="btn btn-primary ">Next <span class="ml-1">→</span></a>
+ <a class="btn btn-primary disabled">Next <span class="ml-1">→</span></a>
</li>
</ul>
@@ -1434,22 +1314,22 @@ Best for teams without a centralized gateway, or for per-application cost tracki
<ul>
<li>
<ul>
- <li><a href="#the-problem-flying-blind-with-llm-traffic">The Problem: Flying Blind with LLM Traffic</a></li>
- <li><a href="#why-an-ai-gateway">Why an AI Gateway</a></li>
- <li><a href="#data-flow">Data Flow</a></li>
- <li><a href="#try-it-locally">Try It Locally</a>
+ <li><a href="#configuration-not-code">Configuration, not code</a></li>
+ <li><a href="#two-services-two-lifecycles">Two services, two lifecycles</a></li>
+ <li><a href="#wiring-it-on-aws">Wiring it on AWS</a></li>
+ <li><a href="#one-session-one-conversation">One session, one conversation</a></li>
+ <li><a href="#what-the-model-was-sent">What the model was sent</a></li>
+ <li><a href="#what-the-tools-changed-and-what-the-agent-said-they-changed">What the tools changed, and what the agent said they changed</a></li>
+ <li><a href="#when-the-session-goes-idle">When the session goes idle</a></li>
+ <li><a href="#next-to-agentcore-observability">Next to AgentCore Observability</a></li>
+ <li><a href="#share-it-through-skywalking">Share it through SkyWalking</a></li>
+ <li><a href="#try-it-on-your-agentcore-agent">Try it on your AgentCore agent</a>
<ul>
- <li><a href="#prerequisites">Prerequisites</a></li>
- <li><a href="#step-1-start-ollama">Step 1: Start Ollama</a></li>
- <li><a href="#step-2-start-the-stack">Step 2: Start the Stack</a></li>
- <li><a href="#step-3-run-the-demo-app">Step 3: Run the Demo App</a></li>
- <li><a href="#step-4-view-in-skywalking-ui">Step 4: View in SkyWalking UI</a></li>
- <li><a href="#cleanup">Cleanup</a></li>
+ <li><a href="#on-an-agent-you-already-run">On an agent you already run</a></li>
+ <li><a href="#run-the-demo">Run the demo</a></li>
+ <li><a href="#what-to-look-at">What to look at</a></li>
</ul>
</li>
- <li><a href="#deploying-on-kubernetes">Deploying on Kubernetes</a></li>
- <li><a href="#genai-observability-without-an-ai-gateway">GenAI Observability Without an AI Gateway</a></li>
- <li><a href="#references">References</a></li>
</ul>
</li>
</ul>
@@ -11366,6 +11246,8 @@ Best for teams without a centralized gateway, or for per-application cost tracki
+
+
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<meta property="og:type" content="article">
<meta property="article:section" content="blog">
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<meta itemprop="name" content="BanyanDB 0.11.0: What's New and How to Upgrade">
<meta itemprop="description" content="BanyanDB 0.11.0: default vectorized queries, pluggable trace sampling, schema barriers, and the upgrade order you must not skip.">
<meta itemprop="datePublished" content="2026-09-07T00:00:00+00:00">
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index 6bc8ab141a5c..9573ea590549 100644
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<meta property="article:tag" content="Metrics">
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index 2238072fd9ce..767711ccf2b8 100644
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<generator>Hugo -- gohugo.io</generator>
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+ <link>https://skywalking.apache.org/blog/2026-10-10-ai-sessionizer-agentcore/</link>
+ <pubDate>Sat, 10 Oct 2026 00:00:00 +0000</pubDate>
+ <guid>https://skywalking.apache.org/blog/2026-10-10-ai-sessionizer-agentcore/</guid>
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<item>
<title>From Claude Code to Your Own Agent: Capture and Replay LangChain and LangGraph Conversations</title>
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<description>Part 5 of the Meet Horizon UI series: a single WebGL view of your whole deployment — every layer's services as cubes stacked on tiers, with live traffic, alarm beacons, and the calls between them.</description>
</item>
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- <title>Meet Horizon UI · 6/17: The Trace Explorer</title>
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- <pubDate>Mon, 22 Jun 2026 00:00:00 +0000</pubDate>
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- <dc:creator xmlns:dc="http://purl.org/dc/elements/1.1/">Sheng Wu</dc:creator>
- <category>Tracing</category>
- <category>Cloud Native</category>
- <description>Part 6 of the Meet Horizon UI series: a per-layer distributed-trace explorer — staged conditions, a duration-distribution chart you can box-select, three ways to read one trace, and a Zipkin tab beside the native one.</description>
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index 6a486f655fbc..80a18640a12a 100644
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<div class="topic-filter-menu">
<a class="topic-filter-all" href="/blog/">
<span>All posts</span>
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<span class="blog-label" data-label="AI">AI</span>
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<span class="topic-filter-card-intro">Observing GenAI and LLM apps — token cost, latency, prompts and Spring AI.</span>
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<span class="topic-filter-card-top">
<span class="blog-label" data-label="Engineering">Engineering</span>
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<span class="topic-filter-card-intro">Architecture, performance and the internals of OAP and BanyanDB.</span>
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<a class="topic-filter-card" href="/tags/community/">
<span class="topic-filter-card-top">
<span class="blog-label" data-label="Community">Community</span>
- <span class="album-count">33</span>
+ <span class="album-count">34</span>
</span>
<span class="topic-filter-card-intro">Releases, events, OSPP, mentorship and user case studies.</span>
</a>
@@ -1250,6 +1250,20 @@ Files in these directories will be listed in reverse chronological order.">
<h2 class="blog-year">Posts in 2026</h2>
<div class="blog-grid">
+ <article class="blog-card">
+
+ <div class="blog-labels">
+ <a class="blog-label" data-label="AI" href="/tags/ai/">AI</a><a class="blog-label" data-label="Engineering" href="/tags/engineering/">Engineering</a><a class="blog-label" data-label="Community" href="/tags/community/">Community</a>
+ </div>
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