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@@ -11,9 +11,9 @@ To move beyond being a chatbot, an agent needs to be able to affect its world. D
Here are the practical lessons learned, organized by the layers of the agentic stack: Environment, Runtime, and Capabilities.
Layer 1: The Environment Breaking the Sandbox Link to heading To move beyond being a chatbot, an agent needs to be able to affect its world. Deep integration starts with networking."><meta property="og:url" content="https://ericxliu.me/posts/blog-draft/"><meta property="og:site_name" content="Eric X. Liu's Personal Page"><meta property="og:title" content="Deployment Lessons and My Take on Self-Hosting OpenClaw"><meta property="og:description" content="Deploying autonomous agents like OpenClaw on a self-hosted Kubernetes cluster offers significantly more control and integration potential than cloud-hosted alternatives. However, moving from a standard SaaS model to running your own intelligence infrastructure introduces several deployment challenges.
Here are the practical lessons learned, organized by the layers of the agentic stack: Environment, Runtime, and Capabilities.
Layer 1: The Environment Breaking the Sandbox Link to heading To move beyond being a chatbot, an agent needs to be able to affect its world. Deep integration starts with networking."><meta property="og:locale" content="en"><meta property="og:type" content="article"><meta property="article:section" content="posts"><meta property="article:published_time" content="2026-02-03T00:00:00+00:00"><meta property="article:modified_time" content="2026-02-04T06:18:45+00:00"><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=canonical href=https://ericxliu.me/posts/blog-draft/><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-regular-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=stylesheet href=/css/coder.min.4b392a85107b91dbdabc528edf014a6ab1a30cd44cafcd5325c8efe796794fca.css integrity="sha256-SzkqhRB7kdvavFKO3wFKarGjDNRMr81TJcjv55Z5T8o=" crossorigin=anonymous media=screen><link rel=stylesheet href=/css/coder-dark.min.a00e6364bacbc8266ad1cc81230774a1397198f8cfb7bcba29b7d6fcb54ce57f.css integrity="sha256-oA5jZLrLyCZq0cyBIwd0oTlxmPjPt7y6KbfW/LVM5X8=" crossorigin=anonymous media=screen><link rel=icon type=image/svg+xml href=/images/favicon.svg sizes=any><link rel=icon type=image/png href=/images/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/images/favicon-16x16.png sizes=16x16><link rel=apple-touch-icon href=/images/apple-touch-icon.png><link rel=apple-touch-icon sizes=180x180 href=/images/apple-touch-icon.png><link rel=manifest href=/site.webmanifest><link rel=mask-icon href=/images/safari-pinned-tab.svg color=#5bbad5><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-3972604619956476" crossorigin=anonymous></script><script type=application/ld+json>{"@context":"http://schema.org","@type":"Person","name":"Eric X. Liu","url":"https:\/\/ericxliu.me\/","description":"Software \u0026 Performance Engineer at Google","sameAs":["https:\/\/www.linkedin.com\/in\/eric-x-liu-46648b93\/","https:\/\/git.ericxliu.me\/eric"]}</script><script type=application/ld+json>{"@context":"http://schema.org","@type":"BlogPosting","headline":"Deployment Lessons and My Take on Self-Hosting OpenClaw","genre":"Blog","wordcount":"844","url":"https:\/\/ericxliu.me\/posts\/blog-draft\/","datePublished":"2026-02-03T00:00:00\u002b00:00","dateModified":"2026-02-04T06:18:45\u002b00:00","description":"\u003cp\u003eDeploying autonomous agents like OpenClaw on a self-hosted Kubernetes cluster offers significantly more control and integration potential than cloud-hosted alternatives. However, moving from a standard SaaS model to running your own intelligence infrastructure introduces several deployment challenges.\u003c\/p\u003e\n\u003cp\u003eHere are the practical lessons learned, organized by the layers of the agentic stack: Environment, Runtime, and Capabilities.\u003c\/p\u003e\n\u003ch2 id=\u0022layer-1-the-environment--breaking-the-sandbox\u0022\u003e\n Layer 1: The Environment Breaking the Sandbox\n \u003ca class=\u0022heading-link\u0022 href=\u0022#layer-1-the-environment--breaking-the-sandbox\u0022\u003e\n \u003ci class=\u0022fa-solid fa-link\u0022 aria-hidden=\u0022true\u0022 title=\u0022Link to heading\u0022\u003e\u003c\/i\u003e\n \u003cspan class=\u0022sr-only\u0022\u003eLink to heading\u003c\/span\u003e\n \u003c\/a\u003e\n\u003c\/h2\u003e\n\u003cp\u003eTo move beyond being a chatbot, an agent needs to be able to affect its world. Deep integration starts with networking.\u003c\/p\u003e","author":{"@type":"Person","name":"Eric X. Liu"}}</script></head><body class="preload-transitions colorscheme-auto"><div class=float-container><a id=dark-mode-toggle class=colorscheme-toggle><i class="fa-solid fa-adjust fa-fw" aria-hidden=true></i></a></div><main class=wrapper><nav class=navigation><section class=container><a class=navigation-title href=https://ericxliu.me/>Eric X. Liu's Personal Page
Layer 1: The Environment Breaking the Sandbox Link to heading To move beyond being a chatbot, an agent needs to be able to affect its world. Deep integration starts with networking."><meta property="og:locale" content="en"><meta property="og:type" content="article"><meta property="article:section" content="posts"><meta property="article:published_time" content="2026-02-03T00:00:00+00:00"><meta property="article:modified_time" content="2026-02-04T06:18:45+00:00"><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=canonical href=https://ericxliu.me/posts/blog-draft/><link rel=preload href=/fonts/fa-brands-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-regular-400.woff2 as=font type=font/woff2 crossorigin><link rel=preload href=/fonts/fa-solid-900.woff2 as=font type=font/woff2 crossorigin><link rel=stylesheet href=/css/coder.min.4b392a85107b91dbdabc528edf014a6ab1a30cd44cafcd5325c8efe796794fca.css integrity="sha256-SzkqhRB7kdvavFKO3wFKarGjDNRMr81TJcjv55Z5T8o=" crossorigin=anonymous media=screen><link rel=stylesheet href=/css/coder-dark.min.ad48f476275974885bdc03d5251e3cdbe1678c54a63ff772376b0ed2adc468dd.css integrity="sha256-rUj0didZdIhb3APVJR482+FnjFSmP/dyN2sO0q3EaN0=" crossorigin=anonymous media=screen><link rel=icon type=image/svg+xml href=/images/favicon.svg sizes=any><link rel=icon type=image/png href=/images/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/images/favicon-16x16.png sizes=16x16><link rel=apple-touch-icon href=/images/apple-touch-icon.png><link rel=apple-touch-icon sizes=180x180 href=/images/apple-touch-icon.png><link rel=manifest href=/site.webmanifest><link rel=mask-icon href=/images/safari-pinned-tab.svg color=#5bbad5><script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-3972604619956476" crossorigin=anonymous></script><script type=application/ld+json>{"@context":"http://schema.org","@type":"Person","name":"Eric X. Liu","url":"https:\/\/ericxliu.me\/","description":"Software \u0026 Performance Engineer at Google","sameAs":["https:\/\/www.linkedin.com\/in\/eric-x-liu-46648b93\/","https:\/\/git.ericxliu.me\/eric"]}</script><script type=application/ld+json>{"@context":"http://schema.org","@type":"BlogPosting","headline":"Deployment Lessons and My Take on Self-Hosting OpenClaw","genre":"Blog","wordcount":"844","url":"https:\/\/ericxliu.me\/posts\/blog-draft\/","datePublished":"2026-02-03T00:00:00\u002b00:00","dateModified":"2026-02-04T06:18:45\u002b00:00","description":"\u003cp\u003eDeploying autonomous agents like OpenClaw on a self-hosted Kubernetes cluster offers significantly more control and integration potential than cloud-hosted alternatives. However, moving from a standard SaaS model to running your own intelligence infrastructure introduces several deployment challenges.\u003c\/p\u003e\n\u003cp\u003eHere are the practical lessons learned, organized by the layers of the agentic stack: Environment, Runtime, and Capabilities.\u003c\/p\u003e\n\u003ch2 id=\u0022layer-1-the-environment--breaking-the-sandbox\u0022\u003e\n Layer 1: The Environment Breaking the Sandbox\n \u003ca class=\u0022heading-link\u0022 href=\u0022#layer-1-the-environment--breaking-the-sandbox\u0022\u003e\n \u003ci class=\u0022fa-solid fa-link\u0022 aria-hidden=\u0022true\u0022 title=\u0022Link to heading\u0022\u003e\u003c\/i\u003e\n \u003cspan class=\u0022sr-only\u0022\u003eLink to heading\u003c\/span\u003e\n \u003c\/a\u003e\n\u003c\/h2\u003e\n\u003cp\u003eTo move beyond being a chatbot, an agent needs to be able to affect its world. Deep integration starts with networking.\u003c\/p\u003e","author":{"@type":"Person","name":"Eric X. Liu"}}</script></head><body class="preload-transitions colorscheme-auto"><div class=float-container><a id=dark-mode-toggle class=colorscheme-toggle><i class="fa-solid fa-adjust fa-fw" aria-hidden=true></i></a></div><main class=wrapper><nav class=navigation><section class=container><a class=navigation-title href=https://ericxliu.me/>Eric X. Liu's Personal Page
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<label class="menu-button float-right" for=menu-toggle><i class="fa-solid fa-bars fa-fw" aria-hidden=true></i></label><ul class=navigation-list><li class=navigation-item><a class=navigation-link href=/posts/>Posts</a></li><li class=navigation-item><a class=navigation-link href=https://chat.ericxliu.me>Chat</a></li><li class=navigation-item><a class=navigation-link href=https://git.ericxliu.me/user/oauth2/Authenitk>Git</a></li><li class=navigation-item><a class=navigation-link href=https://coder.ericxliu.me/api/v2/users/oidc/callback>Coder</a></li><li class=navigation-item><a class=navigation-link href=/about/>About</a></li><li class=navigation-item><a class=navigation-link href=/>|</a></li><li class=navigation-item><a class=navigation-link href=https://sso.ericxliu.me>Sign in</a></li></ul></section></nav><div class=content><section class="container post"><article><header><div class=post-title><h1 class=title><a class=title-link href=https://ericxliu.me/posts/blog-draft/>Deployment Lessons and My Take on Self-Hosting OpenClaw</a></h1></div><div class=post-meta><div class=date><span class=posted-on><i class="fa-solid fa-calendar" aria-hidden=true></i>
<label class="menu-button float-right" for=menu-toggle><i class="fa-solid fa-bars fa-fw" aria-hidden=true></i></label><ul class=navigation-list><li class=navigation-item><a class=navigation-link href=/posts/>Posts</a></li><li class=navigation-item><a class=navigation-link href=https://git.ericxliu.me/user/oauth2/Authenitk>Git</a></li><li class=navigation-item><a class=navigation-link href=https://coder.ericxliu.me/api/v2/users/oidc/callback>Coder</a></li><li class=navigation-item><a class=navigation-link href=/about/>About</a></li><li class=navigation-item><a class=navigation-link href=/>|</a></li><li class=navigation-item><a class=navigation-link href=https://sso.ericxliu.me>Sign in</a></li></ul></section></nav><div class=content><section class="container post"><article><header><div class=post-title><h1 class=title><a class=title-link href=https://ericxliu.me/posts/blog-draft/>Deployment Lessons and My Take on Self-Hosting OpenClaw</a></h1></div><div class=post-meta><div class=date><span class=posted-on><i class="fa-solid fa-calendar" aria-hidden=true></i>
<time datetime=2026-02-03T00:00:00Z>February 3, 2026
</time></span><span class=reading-time><i class="fa-solid fa-clock" aria-hidden=true></i>
4-minute read</span></div></div></header><div class=post-content><p>Deploying autonomous agents like OpenClaw on a self-hosted Kubernetes cluster offers significantly more control and integration potential than cloud-hosted alternatives. However, moving from a standard SaaS model to running your own intelligence infrastructure introduces several deployment challenges.</p><p>Here are the practical lessons learned, organized by the layers of the agentic stack: Environment, Runtime, and Capabilities.</p><h2 id=layer-1-the-environment--breaking-the-sandbox>Layer 1: The Environment Breaking the Sandbox
@@ -47,4 +47,4 @@ Layer 1: The Environment Breaking the Sandbox Link to heading To move beyond
2016 -
2026
Eric X. Liu
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