diff --git a/.buildinfo b/.buildinfo
index 6419895c..0f37d88f 100755
--- a/.buildinfo
+++ b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
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diff --git a/_static/documentation_options.js b/_static/documentation_options.js
index 4caba24e..38c438a7 100755
--- a/_static/documentation_options.js
+++ b/_static/documentation_options.js
@@ -1,5 +1,5 @@
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+    VERSION: ' v0.4.11',
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diff --git a/concepts/agents.html b/concepts/agents.html
index 7f2e40ca..23f5cd04 100755
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-<meta content="Agents | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Agents | Plano Docs v0.4.10" name="twitter:title"/>
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+<meta content="Agents | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Agents | Plano Docs v0.4.11" 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 v0.4.11</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 v0.4.11</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 v0.4.11</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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@@ -272,7 +272,7 @@
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></script>
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diff --git a/concepts/filter_chain.html b/concepts/filter_chain.html
index 1d8afc84..eedbddf9 100755
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-<meta content="Filter Chains | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Filter Chains | Plano Docs v0.4.11</title>
+<meta content="Filter Chains | Plano Docs v0.4.11" property="og: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 v0.4.11</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 v0.4.11</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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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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@@ -299,7 +299,7 @@ powerful abstraction for evolving your agent workflows over time.</p>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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 ff676e32..79866cfb 100755
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@@ -21,9 +21,9 @@
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-<meta content="Listeners | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Listeners | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Listeners | Plano Docs v0.4.11</title>
+<meta content="Listeners | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Listeners | Plano Docs v0.4.11" 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 v0.4.10</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 v0.4.11</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 v0.4.11</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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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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@@ -272,7 +272,7 @@ application to LLMs (API-based or hosted) via prompt targets.</p>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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/llm_providers/client_libraries.html b/concepts/llm_providers/client_libraries.html
index 52fe8736..bdb10797 100755
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-<meta content="Client Libraries | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Client Libraries | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Client Libraries | Plano Docs v0.4.11</title>
+<meta content="Client Libraries | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Client Libraries | Plano Docs v0.4.11" 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 v0.4.11</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 v0.4.11</span>
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 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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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@@ -665,7 +665,7 @@ Implement fallback logic for better reliability:</p>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../../_static/documentation_options.js?v=9b419068"></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/llm_providers/llm_providers.html b/concepts/llm_providers/llm_providers.html
index dcf2db14..b111ee4f 100755
--- a/concepts/llm_providers/llm_providers.html
+++ b/concepts/llm_providers/llm_providers.html
@@ -21,9 +21,9 @@
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-<meta content="Model (LLM) Providers | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Model (LLM) Providers | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Model (LLM) Providers | Plano Docs v0.4.11</title>
+<meta content="Model (LLM) Providers | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Model (LLM) Providers | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -41,7 +41,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</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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@@ -77,7 +77,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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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 </svg>
@@ -309,7 +309,7 @@ Use your preferred client library without changing existing code (see <a class="
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../../_static/documentation_options.js?v=9b419068"></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/llm_providers/model_aliases.html b/concepts/llm_providers/model_aliases.html
index 5a773fc3..2cfeb070 100755
--- a/concepts/llm_providers/model_aliases.html
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@@ -21,9 +21,9 @@
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-<meta content="Model Aliases | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Model Aliases | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Model Aliases | Plano Docs v0.4.11</title>
+<meta content="Model Aliases | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Model Aliases | Plano Docs v0.4.11" name="twitter:title"/>
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 <link href="../../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
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@@ -41,7 +41,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</span>
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@@ -77,7 +77,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
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 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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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 </svg>
@@ -439,7 +439,7 @@
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../../_static/documentation_options.js?v=9b419068"></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/llm_providers/supported_providers.html b/concepts/llm_providers/supported_providers.html
index 1ca1d1ed..ed69e2b6 100755
--- a/concepts/llm_providers/supported_providers.html
+++ b/concepts/llm_providers/supported_providers.html
@@ -21,9 +21,9 @@
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-<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Supported Providers &amp; Configuration | Plano Docs v0.4.11</title>
+<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.11" name="twitter:title"/>
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 <link href="../../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
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@@ -41,7 +41,7 @@
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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 v0.4.10</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 v0.4.11</span>
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@@ -77,7 +77,7 @@
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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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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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@@ -1145,7 +1145,7 @@ Any provider that implements the OpenAI API interface can be configured using cu
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../../_static/documentation_options.js?v=9b419068"></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 7bf1ac25..8ecd70bf 100755
--- a/concepts/prompt_target.html
+++ b/concepts/prompt_target.html
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-<meta content="Prompt Target | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Prompt Target | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Prompt Target | Plano Docs v0.4.11</title>
+<meta content="Prompt Target | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Prompt Target | Plano Docs v0.4.11" 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 v0.4.11</span>
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@@ -77,7 +77,7 @@
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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 v0.4.10</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 v0.4.11</span>
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@@ -152,7 +152,7 @@
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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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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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 </svg>
@@ -478,7 +478,7 @@ that you can test and modify locally for multi-turn RAG scenarios.</p>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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/signals.html b/concepts/signals.html
index b3952d27..e61ebe07 100755
--- a/concepts/signals.html
+++ b/concepts/signals.html
@@ -21,9 +21,9 @@
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-<title>Signals™ | Plano Docs v0.4.10</title>
-<meta content="Signals™ | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Signals™ | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Signals™ | Plano Docs v0.4.11</title>
+<meta content="Signals™ | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Signals™ | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
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@@ -41,7 +41,7 @@
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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 v0.4.10</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 v0.4.11</span>
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@@ -77,7 +77,7 @@
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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 v0.4.10</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 v0.4.11</span>
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@@ -152,7 +152,7 @@
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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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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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 </svg>
@@ -545,7 +545,7 @@
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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 885d5964..572b8f18 100755
--- a/get_started/intro_to_plano.html
+++ b/get_started/intro_to_plano.html
@@ -21,9 +21,9 @@
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-<title>Intro to Plano | Plano Docs v0.4.10</title>
-<meta content="Intro to Plano | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Intro to Plano | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Intro to Plano | Plano Docs v0.4.11</title>
+<meta content="Intro to Plano | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Intro to Plano | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
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@@ -41,7 +41,7 @@
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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 v0.4.10</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 v0.4.11</span>
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@@ -77,7 +77,7 @@
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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 v0.4.10</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 v0.4.11</span>
 </a>
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 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
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 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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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 </svg>
@@ -231,7 +231,7 @@ This gives Plano several advantages:</p>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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 d444b378..9a1ef2a6 100755
--- a/get_started/overview.html
+++ b/get_started/overview.html
@@ -21,9 +21,9 @@
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 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Overview | Plano Docs v0.4.10</title>
-<meta content="Overview | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Overview | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Overview | Plano Docs v0.4.11</title>
+<meta content="Overview | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Overview | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -41,7 +41,7 @@
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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 v0.4.10</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 v0.4.11</span>
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@@ -77,7 +77,7 @@
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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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
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 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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>
@@ -342,7 +342,7 @@
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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 7a6c070c..c3aaaed6 100755
--- a/get_started/quickstart.html
+++ b/get_started/quickstart.html
@@ -21,9 +21,9 @@
 <meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Quickstart | Plano Docs v0.4.10</title>
-<meta content="Quickstart | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Quickstart | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Quickstart | Plano Docs v0.4.11</title>
+<meta content="Quickstart | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Quickstart | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -41,7 +41,7 @@
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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 v0.4.10</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 v0.4.11</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>
@@ -77,7 +77,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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>
@@ -195,13 +195,13 @@
 </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>.4.10
+<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>.4.11
 </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>.4.10
+</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>.4.11
 </span></code></pre></div>
 </div>
 </section>
@@ -526,7 +526,7 @@
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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=582b20c5"></script>
diff --git a/guides/function_calling.html b/guides/function_calling.html
index 5bad9a79..6a5c6e2d 100755
--- a/guides/function_calling.html
+++ b/guides/function_calling.html
@@ -21,9 +21,9 @@
 <meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Function Calling | Plano Docs v0.4.10</title>
-<meta content="Function Calling | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Function Calling | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Function Calling | Plano Docs v0.4.11</title>
+<meta content="Function Calling | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Function Calling | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -41,7 +41,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</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>
@@ -77,7 +77,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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>
@@ -377,7 +377,7 @@ on the stuff that matters most.</p>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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=582b20c5"></script>
diff --git a/guides/llm_router.html b/guides/llm_router.html
index 5ca7defa..d2d61c49 100755
--- a/guides/llm_router.html
+++ b/guides/llm_router.html
@@ -21,9 +21,9 @@
 <meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>LLM Routing | Plano Docs v0.4.10</title>
-<meta content="LLM Routing | Plano Docs v0.4.10" property="og:title"/>
-<meta content="LLM Routing | Plano Docs v0.4.10" name="twitter:title"/>
+<title>LLM Routing | Plano Docs v0.4.11</title>
+<meta content="LLM Routing | Plano Docs v0.4.11" property="og:title"/>
+<meta content="LLM Routing | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -41,7 +41,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</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>
@@ -77,7 +77,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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>
@@ -512,7 +512,7 @@ Provides a practical mechanism to encode user preferences through domain-action
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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=582b20c5"></script>
diff --git a/guides/observability/access_logging.html b/guides/observability/access_logging.html
index e661d4f4..f6ef75af 100755
--- a/guides/observability/access_logging.html
+++ b/guides/observability/access_logging.html
@@ -21,9 +21,9 @@
 <meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Access Logging | Plano Docs v0.4.10</title>
-<meta content="Access Logging | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Access Logging | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Access Logging | Plano Docs v0.4.11</title>
+<meta content="Access Logging | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Access Logging | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -41,7 +41,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</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>
@@ -77,7 +77,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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">
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+<span class="hidden md:inline">Plano Docs v0.4.11</span>
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+<script src="../../_static/documentation_options.js?v=9b419068"></script>
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-<meta content="Monitoring | Plano Docs v0.4.10" 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 v0.4.11</span>
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+<span class="hidden md:inline">Plano Docs v0.4.11</span>
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+<script src="../../_static/documentation_options.js?v=9b419068"></script>
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diff --git a/guides/observability/observability.html b/guides/observability/observability.html
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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 v0.4.11</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 v0.4.11</span>
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+<span class="hidden md:inline">Plano Docs v0.4.11</span>
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+<script src="../../_static/documentation_options.js?v=9b419068"></script>
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diff --git a/guides/observability/tracing.html b/guides/observability/tracing.html
index 44911fe6..4a7f6237 100755
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-<meta content="Tracing | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Tracing | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Tracing | Plano Docs v0.4.11</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 v0.4.11</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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</span>
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 </div>
 </footer>
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+<script src="../../_static/documentation_options.js?v=9b419068"></script>
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diff --git a/guides/orchestration.html b/guides/orchestration.html
index 3d41074a..25ca451e 100755
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-<meta content="Orchestration | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Orchestration | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Orchestration | Plano Docs v0.4.11</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 v0.4.11</span>
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 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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>
@@ -934,7 +934,7 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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=582b20c5"></script>
diff --git a/guides/prompt_guard.html b/guides/prompt_guard.html
index 41f3c209..066e602f 100755
--- a/guides/prompt_guard.html
+++ b/guides/prompt_guard.html
@@ -21,9 +21,9 @@
 <meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Guardrails | Plano Docs v0.4.10</title>
-<meta content="Guardrails | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Guardrails | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Guardrails | Plano Docs v0.4.11</title>
+<meta content="Guardrails | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Guardrails | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -41,7 +41,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</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>
@@ -77,7 +77,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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>
@@ -303,7 +303,7 @@ the agent. If validation fails (<code class="docutils literal notranslate"><span
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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=582b20c5"></script>
diff --git a/guides/state.html b/guides/state.html
index 08f9ef48..2c873e93 100755
--- a/guides/state.html
+++ b/guides/state.html
@@ -21,9 +21,9 @@
 <meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Conversational State | Plano Docs v0.4.10</title>
-<meta content="Conversational State | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Conversational State | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Conversational State | Plano Docs v0.4.11</title>
+<meta content="Conversational State | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Conversational State | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -41,7 +41,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</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>
@@ -77,7 +77,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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>
@@ -458,7 +458,7 @@
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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=582b20c5"></script>
diff --git a/includes/llms.txt b/includes/llms.txt
index f962db5d..d5f074a9 100755
--- a/includes/llms.txt
+++ b/includes/llms.txt
@@ -1,6 +1,6 @@
-Plano Docs v0.4.10
+Plano Docs v0.4.11
 llms.txt (auto-generated)
-Generated (UTC): 2026-03-05T21:51:21.860382+00:00
+Generated (UTC): 2026-03-05T21:58:46.478179+00:00
 
 Table of contents
 - Agents (concepts/agents)
@@ -3097,13 +3097,13 @@ $ curl -LsSf https://astral.sh/uv/install.sh | sh
 
 Option 1: Install planoai with uv (Recommended)
 
-$ uv tool install planoai==0.4.10
+$ uv tool install planoai==0.4.11
 
 Option 2: Install with pip (Traditional)
 
 $ python -m venv venv
 $ source venv/bin/activate   # On Windows, use: venv\Scripts\activate
-$ pip install planoai==0.4.10
+$ pip install planoai==0.4.11
 
 
 
@@ -6223,7 +6223,7 @@ Create a docker-compose.yml file with the following configuration:
 # docker-compose.yml
 services:
   plano:
-    image: katanemo/plano:0.4.10
+    image: katanemo/plano:0.4.11
     container_name: plano
     ports:
       - "10000:10000" # ingress (client -> plano)
diff --git a/index.html b/index.html
index 4b2a8878..4b4eba15 100755
--- a/index.html
+++ b/index.html
@@ -21,9 +21,9 @@
 <meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Welcome to Plano! | Plano Docs v0.4.10</title>
-<meta content="Welcome to Plano! | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Welcome to Plano! | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Welcome to Plano! | Plano Docs v0.4.11</title>
+<meta content="Welcome to Plano! | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Welcome to Plano! | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -40,7 +40,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</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>
@@ -76,7 +76,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -252,7 +252,7 @@ Resources</label><div class="sd-tab-content docutils">
 </div>
 </footer>
 </div>
-<script src="_static/documentation_options.js?v=ff8e402c"></script>
+<script src="_static/documentation_options.js?v=9b419068"></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=582b20c5"></script>
diff --git a/resources/cli_reference.html b/resources/cli_reference.html
index d226e4cf..19a28053 100755
--- a/resources/cli_reference.html
+++ b/resources/cli_reference.html
@@ -21,9 +21,9 @@
 <meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>CLI Reference | Plano Docs v0.4.10</title>
-<meta content="CLI Reference | Plano Docs v0.4.10" property="og:title"/>
-<meta content="CLI Reference | Plano Docs v0.4.10" name="twitter:title"/>
+<title>CLI Reference | Plano Docs v0.4.11</title>
+<meta content="CLI Reference | Plano Docs v0.4.11" property="og:title"/>
+<meta content="CLI Reference | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -41,7 +41,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</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>
@@ -77,7 +77,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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>
@@ -442,7 +442,7 @@ Use this page as the canonical source for command syntax, options, and recommend
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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=582b20c5"></script>
diff --git a/resources/configuration_reference.html b/resources/configuration_reference.html
index 094ab2ef..31d3f2c4 100755
--- a/resources/configuration_reference.html
+++ b/resources/configuration_reference.html
@@ -21,9 +21,9 @@
 <meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Configuration Reference | Plano Docs v0.4.10</title>
-<meta content="Configuration Reference | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Configuration Reference | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Configuration Reference | Plano Docs v0.4.11</title>
+<meta content="Configuration Reference | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Configuration Reference | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -41,7 +41,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</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>
@@ -77,7 +77,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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 @@ where prompts get routed to, apply guardrails, and enable critical agent observa
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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=582b20c5"></script>
diff --git a/resources/deployment.html b/resources/deployment.html
index 62d65c34..32f07d4e 100755
--- a/resources/deployment.html
+++ b/resources/deployment.html
@@ -21,9 +21,9 @@
 <meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Deployment | Plano Docs v0.4.10</title>
-<meta content="Deployment | Plano Docs v0.4.10" property="og:title"/>
-<meta content="Deployment | Plano Docs v0.4.10" name="twitter:title"/>
+<title>Deployment | Plano Docs v0.4.11</title>
+<meta content="Deployment | Plano Docs v0.4.11" property="og:title"/>
+<meta content="Deployment | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -41,7 +41,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</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>
@@ -77,7 +77,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -152,7 +152,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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>
@@ -211,7 +211,7 @@
 <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:0.4.10</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:0.4.11</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>
@@ -354,7 +354,7 @@
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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=582b20c5"></script>
diff --git a/resources/llms_txt.html b/resources/llms_txt.html
index 3eccff28..2e0e5aeb 100755
--- a/resources/llms_txt.html
+++ b/resources/llms_txt.html
@@ -21,9 +21,9 @@
 <meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>llms.txt | Plano Docs v0.4.10</title>
-<meta content="llms.txt | Plano Docs v0.4.10" property="og:title"/>
-<meta content="llms.txt | Plano Docs v0.4.10" name="twitter:title"/>
+<title>llms.txt | Plano Docs v0.4.11</title>
+<meta content="llms.txt | Plano Docs v0.4.11" property="og:title"/>
+<meta content="llms.txt | Plano Docs v0.4.11" name="twitter:title"/>
 <link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=73505e79" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -40,7 +40,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 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 v0.4.10</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 v0.4.11</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>
@@ -76,7 +76,7 @@
 </header>
 <div class="flex-1"><div class="container 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 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 v0.4.10</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 v0.4.11</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -151,7 +151,7 @@
 <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 v0.4.10</span>
+<span class="hidden md:inline">Plano Docs v0.4.11</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>
@@ -184,7 +184,7 @@
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ff8e402c"></script>
+<script src="../_static/documentation_options.js?v=9b419068"></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=582b20c5"></script>
diff --git a/resources/tech_overview/model_serving.html b/resources/tech_overview/model_serving.html
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+<span class="hidden md:inline">Plano Docs v0.4.11</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 v0.4.11</span>
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+<span class="hidden md:inline">Plano Docs v0.4.11</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 v0.4.11</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 v0.4.11</span>
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