diff --git a/.buildinfo b/.buildinfo
index ad785834..5a237911 100755
--- a/.buildinfo
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index d2db4c74..d9a956e7 100755
--- a/_static/documentation_options.js
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diff --git a/concepts/agents.html b/concepts/agents.html
index e91659e0..57a844b6 100755
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-<meta content="Agents | Plano Docs v0.4.26" property="og:title"/>
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+<meta content="Agents | Plano Docs v0.4.27" name="twitter:title"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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 </div>
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-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
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+<span class="hidden md:inline">Plano Docs v0.4.27</span>
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@@ -336,7 +336,7 @@ powerful abstraction for evolving your agent workflows over time.</p>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/concepts/listeners.html b/concepts/listeners.html
index f049d1dd..d99ebacd 100755
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-<meta content="Listeners | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Listeners | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Listeners | Plano Docs v0.4.27</title>
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+<meta content="Listeners | Plano Docs v0.4.27" name="twitter:title"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
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@@ -273,7 +273,7 @@ application to LLMs (API-based or hosted) via prompt targets.</p>
 </div>
 </footer>
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+<script src="../_static/documentation_options.js?v=88efa95a"></script>
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index 9eec40e7..bb21aadd 100755
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-<meta content="Client Libraries | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Client Libraries | Plano Docs v0.4.27</title>
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+<meta content="Client Libraries | Plano Docs v0.4.27" name="twitter:title"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -663,7 +663,7 @@ Implement fallback logic for better reliability:</p>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/concepts/llm_providers/llm_providers.html b/concepts/llm_providers/llm_providers.html
index 2610f21c..0f0c9bd7 100755
--- a/concepts/llm_providers/llm_providers.html
+++ b/concepts/llm_providers/llm_providers.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Model (LLM) Providers | Plano Docs v0.4.26</title>
-<meta content="Model (LLM) Providers | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Model (LLM) Providers | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Model (LLM) Providers | Plano Docs v0.4.27</title>
+<meta content="Model (LLM) Providers | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Model (LLM) Providers | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -307,7 +307,7 @@ Use your preferred client library without changing existing code (see <a class="
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/concepts/llm_providers/model_aliases.html b/concepts/llm_providers/model_aliases.html
index 4c15b766..eb6d4f10 100755
--- a/concepts/llm_providers/model_aliases.html
+++ b/concepts/llm_providers/model_aliases.html
@@ -7,9 +7,9 @@
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 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Model Aliases | Plano Docs v0.4.26</title>
-<meta content="Model Aliases | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Model Aliases | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Model Aliases | Plano Docs v0.4.27</title>
+<meta content="Model Aliases | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Model Aliases | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -437,7 +437,7 @@
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/concepts/llm_providers/supported_providers.html b/concepts/llm_providers/supported_providers.html
index 0e62ad86..6019bb5b 100755
--- a/concepts/llm_providers/supported_providers.html
+++ b/concepts/llm_providers/supported_providers.html
@@ -7,9 +7,9 @@
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 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Supported Providers &amp; Configuration | Plano Docs v0.4.26</title>
-<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Supported Providers &amp; Configuration | Plano Docs v0.4.27</title>
+<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -1228,7 +1228,7 @@ Any provider that implements the OpenAI API interface can be configured using cu
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/concepts/prompt_target.html b/concepts/prompt_target.html
index 775f115a..b719537e 100755
--- a/concepts/prompt_target.html
+++ b/concepts/prompt_target.html
@@ -7,9 +7,9 @@
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-<title>Prompt Target | Plano Docs v0.4.26</title>
-<meta content="Prompt Target | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Prompt Target | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Prompt Target | Plano Docs v0.4.27</title>
+<meta content="Prompt Target | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Prompt Target | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
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@@ -39,7 +39,7 @@
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 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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@@ -75,7 +75,7 @@
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-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
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@@ -484,7 +484,7 @@ that you can test and modify locally for multi-turn RAG scenarios.</p>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
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diff --git a/concepts/signals.html b/concepts/signals.html
index 16b7542b..7c4694f5 100755
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-<title>Signals™ | Plano Docs v0.4.26</title>
-<meta content="Signals™ | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Signals™ | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Signals™ | Plano Docs v0.4.27</title>
+<meta content="Signals™ | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Signals™ | Plano Docs v0.4.27" name="twitter:title"/>
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@@ -39,7 +39,7 @@
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
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 </svg>
@@ -900,7 +900,7 @@ systems</p></li>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/get_started/intro_to_plano.html b/get_started/intro_to_plano.html
index 5897422f..d4ab36b4 100755
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-<title>Intro to Plano | Plano Docs v0.4.26</title>
-<meta content="Intro to Plano | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Intro to Plano | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Intro to Plano | Plano Docs v0.4.27</title>
+<meta content="Intro to Plano | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Intro to Plano | Plano Docs v0.4.27" name="twitter:title"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
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@@ -229,7 +229,7 @@ This gives Plano several advantages:</p>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/get_started/overview.html b/get_started/overview.html
index 33d848ea..1576c010 100755
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+++ b/get_started/overview.html
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-<meta content="Overview | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Overview | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Overview | Plano Docs v0.4.27</title>
+<meta content="Overview | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Overview | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
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@@ -39,7 +39,7 @@
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 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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@@ -75,7 +75,7 @@
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
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@@ -340,7 +340,7 @@
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/get_started/quickstart.html b/get_started/quickstart.html
index 4b7d9f73..5973ef62 100755
--- a/get_started/quickstart.html
+++ b/get_started/quickstart.html
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-<meta content="Quickstart | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Quickstart | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Quickstart | Plano Docs v0.4.27</title>
+<meta content="Quickstart | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Quickstart | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -193,13 +193,13 @@
 </div>
 </div>
 <p><strong>Option 1: Install planoai with uv (Recommended)</strong></p>
-<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="gp">$ </span>uv<span class="w"> </span>tool<span class="w"> </span>install<span class="w"> </span><span class="nv">planoai</span><span class="o">==</span><span class="m">0</span>.4.26
+<div class="highlight-console notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="gp">$ </span>uv<span class="w"> </span>tool<span class="w"> </span>install<span class="w"> </span><span class="nv">planoai</span><span class="o">==</span><span class="m">0</span>.4.27
 </span></code></pre></div>
 </div>
 <p><strong>Option 2: Install with pip (Traditional)</strong></p>
 <div class="highlight-console notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="gp">$ </span>python<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>venv
 </span><span id="line-2"><span class="gp">$ </span><span class="nb">source</span><span class="w"> </span>venv/bin/activate<span class="w">   </span><span class="c1"># On Windows, use: venv\Scripts\activate</span>
-</span><span id="line-3"><span class="gp">$ </span>pip<span class="w"> </span>install<span class="w"> </span><span class="nv">planoai</span><span class="o">==</span><span class="m">0</span>.4.26
+</span><span id="line-3"><span class="gp">$ </span>pip<span class="w"> </span>install<span class="w"> </span><span class="nv">planoai</span><span class="o">==</span><span class="m">0</span>.4.27
 </span></code></pre></div>
 </div>
 </section>
@@ -576,7 +576,7 @@ new applications should use <a class="reference internal" href="../concepts/agen
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/function_calling.html b/guides/function_calling.html
index 532541a4..b692d67f 100755
--- a/guides/function_calling.html
+++ b/guides/function_calling.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Function Calling | Plano Docs v0.4.26</title>
-<meta content="Function Calling | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Function Calling | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Function Calling | Plano Docs v0.4.27</title>
+<meta content="Function Calling | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Function Calling | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -381,7 +381,7 @@ on the stuff that matters most.</p>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/llm_router.html b/guides/llm_router.html
index 9950d9fa..cc983261 100755
--- a/guides/llm_router.html
+++ b/guides/llm_router.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>LLM Routing | Plano Docs v0.4.26</title>
-<meta content="LLM Routing | Plano Docs v0.4.26" property="og:title"/>
-<meta content="LLM Routing | Plano Docs v0.4.26" name="twitter:title"/>
+<title>LLM Routing | Plano Docs v0.4.27</title>
+<meta content="LLM Routing | Plano Docs v0.4.27" property="og:title"/>
+<meta content="LLM Routing | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -927,7 +927,7 @@ instead of a file.</p></li>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/observability/access_logging.html b/guides/observability/access_logging.html
index 5286859d..a61c6a81 100755
--- a/guides/observability/access_logging.html
+++ b/guides/observability/access_logging.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Access Logging | Plano Docs v0.4.26</title>
-<meta content="Access Logging | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Access Logging | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Access Logging | Plano Docs v0.4.27</title>
+<meta content="Access Logging | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Access Logging | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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@@ -150,7 +150,7 @@
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
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 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/guides/observability/monitoring.html b/guides/observability/monitoring.html
index ddb4f7b8..a90c007c 100755
--- a/guides/observability/monitoring.html
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-<meta content="Monitoring | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Monitoring | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Monitoring | Plano Docs v0.4.27</title>
+<meta content="Monitoring | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Monitoring | Plano Docs v0.4.27" name="twitter:title"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
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@@ -312,7 +312,7 @@ datasource and dashboard provider.</p></li>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../../_static/documentation_options.js?v=88efa95a"></script>
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 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/guides/observability/observability.html b/guides/observability/observability.html
index c33a997a..770af422 100755
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-<meta content="Observability | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Observability | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Observability | Plano Docs v0.4.27</title>
+<meta content="Observability | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Observability | Plano Docs v0.4.27" name="twitter:title"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
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 </svg>
@@ -221,7 +221,7 @@
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../../_static/documentation_options.js?v=88efa95a"></script>
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 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/guides/observability/tracing.html b/guides/observability/tracing.html
index e0e3681a..0869cf61 100755
--- a/guides/observability/tracing.html
+++ b/guides/observability/tracing.html
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-<meta content="Tracing | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Tracing | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Tracing | Plano Docs v0.4.27</title>
+<meta content="Tracing | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Tracing | Plano Docs v0.4.27" name="twitter:title"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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@@ -75,7 +75,7 @@
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
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 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
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 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../../_static/documentation_options.js?v=88efa95a"></script>
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 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/guides/orchestration.html b/guides/orchestration.html
index 6c3c6b3e..738a9561 100755
--- a/guides/orchestration.html
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-<meta content="Orchestration | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Orchestration | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Orchestration | Plano Docs v0.4.27</title>
+<meta content="Orchestration | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Orchestration | Plano Docs v0.4.27" name="twitter:title"/>
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@@ -39,7 +39,7 @@
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -1006,7 +1006,7 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/prompt_guard.html b/guides/prompt_guard.html
index 680c945c..b96cbe71 100755
--- a/guides/prompt_guard.html
+++ b/guides/prompt_guard.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Guardrails | Plano Docs v0.4.26</title>
-<meta content="Guardrails | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Guardrails | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Guardrails | Plano Docs v0.4.27</title>
+<meta content="Guardrails | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Guardrails | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -301,7 +301,7 @@ the agent. If validation fails (<code class="docutils literal notranslate"><span
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/state.html b/guides/state.html
index f02558ec..f7f7dc5f 100755
--- a/guides/state.html
+++ b/guides/state.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Conversational State | Plano Docs v0.4.26</title>
-<meta content="Conversational State | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Conversational State | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Conversational State | Plano Docs v0.4.27</title>
+<meta content="Conversational State | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Conversational State | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -456,7 +456,7 @@
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/includes/llms.txt b/includes/llms.txt
index 90a8f33a..9d251faf 100755
--- a/includes/llms.txt
+++ b/includes/llms.txt
@@ -1,6 +1,6 @@
-Plano Docs v0.4.26
+Plano Docs v0.4.27
 llms.txt (auto-generated)
-Generated (UTC): 2026-07-09T20:40:48.333911+00:00
+Generated (UTC): 2026-07-09T20:42:20.637732+00:00
 
 Table of contents
 - Agents (concepts/agents)
@@ -3546,13 +3546,13 @@ $ curl -LsSf https://astral.sh/uv/install.sh | sh
 
 Option 1: Install planoai with uv (Recommended)
 
-$ uv tool install planoai==0.4.26
+$ uv tool install planoai==0.4.27
 
 Option 2: Install with pip (Traditional)
 
 $ python -m venv venv
 $ source venv/bin/activate   # On Windows, use: venv\Scripts\activate
-$ pip install planoai==0.4.26
+$ pip install planoai==0.4.27
 
 
 
@@ -7535,7 +7535,7 @@ Create a docker-compose.yml file with the following configuration:
 # docker-compose.yml
 services:
   plano:
-    image: katanemo/plano:0.4.26
+    image: katanemo/plano:0.4.27
     container_name: plano
     ports:
       - "10000:10000" # ingress (client -> plano)
@@ -7605,7 +7605,7 @@ spec:
     spec:
       containers:
         - name: plano
-          image: katanemo/plano:0.4.26
+          image: katanemo/plano:0.4.27
           ports:
             - containerPort: 12000  # LLM gateway (chat completions, model routing)
               name: llm-gateway
diff --git a/index.html b/index.html
index 2099d2bc..d9c25302 100755
--- a/index.html
+++ b/index.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Welcome to Plano! | Plano Docs v0.4.26</title>
-<meta content="Welcome to Plano! | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Welcome to Plano! | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Welcome to Plano! | Plano Docs v0.4.27</title>
+<meta content="Welcome to Plano! | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Welcome to Plano! | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -38,7 +38,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="#">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -74,7 +74,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="#">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -250,7 +250,7 @@ Resources</label><div class="sd-tab-content docutils">
 </div>
 </footer>
 </div>
-<script src="_static/documentation_options.js?v=ec20791e"></script>
+<script src="_static/documentation_options.js?v=88efa95a"></script>
 <script src="_static/doctools.js?v=9bcbadda"></script>
 <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="_static/theme.js?v=073f68d9"></script>
diff --git a/resources/cli_reference.html b/resources/cli_reference.html
index ecd91004..e99488b8 100755
--- a/resources/cli_reference.html
+++ b/resources/cli_reference.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>CLI Reference | Plano Docs v0.4.26</title>
-<meta content="CLI Reference | Plano Docs v0.4.26" property="og:title"/>
-<meta content="CLI Reference | Plano Docs v0.4.26" name="twitter:title"/>
+<title>CLI Reference | Plano Docs v0.4.27</title>
+<meta content="CLI Reference | Plano Docs v0.4.27" property="og:title"/>
+<meta content="CLI Reference | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -426,7 +426,7 @@ Use this page as the canonical source for command syntax, options, and recommend
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/configuration_reference.html b/resources/configuration_reference.html
index ec618e44..ce20c710 100755
--- a/resources/configuration_reference.html
+++ b/resources/configuration_reference.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Configuration Reference | Plano Docs v0.4.26</title>
-<meta content="Configuration Reference | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Configuration Reference | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Configuration Reference | Plano Docs v0.4.27</title>
+<meta content="Configuration Reference | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Configuration Reference | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -500,7 +500,7 @@ credentials.</p>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/deployment.html b/resources/deployment.html
index 6a958f12..4c643a76 100755
--- a/resources/deployment.html
+++ b/resources/deployment.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Deployment | Plano Docs v0.4.26</title>
-<meta content="Deployment | Plano Docs v0.4.26" property="og:title"/>
-<meta content="Deployment | Plano Docs v0.4.26" name="twitter:title"/>
+<title>Deployment | Plano Docs v0.4.27</title>
+<meta content="Deployment | Plano Docs v0.4.27" property="og:title"/>
+<meta content="Deployment | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -150,7 +150,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.26</span>
+<span class="hidden md:inline">Plano Docs v0.4.27</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -209,7 +209,7 @@
 <div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="c1"># docker-compose.yml</span>
 </span><span id="line-2"><span class="nt">services</span><span class="p">:</span>
 </span><span id="line-3"><span class="w">  </span><span class="nt">plano</span><span class="p">:</span>
-</span><span id="line-4"><span class="w">    </span><span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">katanemo/plano:0.4.26</span>
+</span><span id="line-4"><span class="w">    </span><span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">katanemo/plano:0.4.27</span>
 </span><span id="line-5"><span class="w">    </span><span class="nt">container_name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">plano</span>
 </span><span id="line-6"><span class="w">    </span><span class="nt">ports</span><span class="p">:</span>
 </span><span id="line-7"><span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="s">"10000:10000"</span><span class="w"> </span><span class="c1"># ingress (client -&gt; plano)</span>
@@ -285,7 +285,7 @@
 </span><span id="line-16"><span class="w">    </span><span class="nt">spec</span><span class="p">:</span>
 </span><span id="line-17"><span class="w">      </span><span class="nt">containers</span><span class="p">:</span>
 </span><span id="line-18"><span class="w">        </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">plano</span>
-</span><span id="line-19"><span class="w">          </span><span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">katanemo/plano:0.4.26</span>
+</span><span id="line-19"><span class="w">          </span><span class="nt">image</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">katanemo/plano:0.4.27</span>
 </span><span id="line-20"><span class="w">          </span><span class="nt">ports</span><span class="p">:</span>
 </span><span id="line-21"><span class="w">            </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">containerPort</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">12000</span><span class="w">  </span><span class="c1"># LLM gateway (chat completions, model routing)</span>
 </span><span id="line-22"><span class="w">              </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">llm-gateway</span>
@@ -545,7 +545,7 @@
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../_static/documentation_options.js?v=88efa95a"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/llms_txt.html b/resources/llms_txt.html
index 845d8a74..614111fa 100755
--- a/resources/llms_txt.html
+++ b/resources/llms_txt.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>llms.txt | Plano Docs v0.4.26</title>
-<meta content="llms.txt | Plano Docs v0.4.26" property="og:title"/>
-<meta content="llms.txt | Plano Docs v0.4.26" name="twitter:title"/>
+<title>llms.txt | Plano Docs v0.4.27</title>
+<meta content="llms.txt | Plano Docs v0.4.27" property="og:title"/>
+<meta content="llms.txt | Plano Docs v0.4.27" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -38,7 +38,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.26</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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+<span class="hidden md:inline">Plano Docs v0.4.27</span>
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diff --git a/resources/tech_overview/request_lifecycle.html b/resources/tech_overview/request_lifecycle.html
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-<meta content="Request Lifecycle | Plano Docs v0.4.26" name="twitter:title"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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+<span class="hidden md:inline">Plano Docs v0.4.27</span>
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@@ -488,7 +488,7 @@ processing request headers and then finalized by the HCM during post-request pro
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ec20791e"></script>
+<script src="../../_static/documentation_options.js?v=88efa95a"></script>
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.27</span>
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+<span class="hidden md:inline">Plano Docs v0.4.27</span>
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+<script src="../../_static/documentation_options.js?v=88efa95a"></script>
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-<meta content="Threading Model | Plano Docs v0.4.26" name="twitter:title"/>
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