diff --git a/.buildinfo b/.buildinfo
index d972b544..6c73ff88 100755
--- a/.buildinfo
+++ b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file records the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 655b00a97a5bd7e544b10b6603ce2ca3
+config: df95627e402fab132c0307837193800a
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
index 9013a3dc..f51c94bf 100755
--- a/_static/documentation_options.js
+++ b/_static/documentation_options.js
@@ -1,5 +1,5 @@
 const DOCUMENTATION_OPTIONS = {
-    VERSION: ' v0.4.1',
+    VERSION: ' v0.4.0',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/concepts/agents.html b/concepts/agents.html
index 45e081c0..7e390cd2 100755
--- a/concepts/agents.html
+++ b/concepts/agents.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Agents | Plano Docs v0.4.1</title>
-<meta content="Agents | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Agents | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Agents | Plano Docs v0.4.0</title>
+<meta content="Agents | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Agents | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -263,12 +263,12 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/concepts/filter_chain.html b/concepts/filter_chain.html
index 982618b8..4edfe0ae 100755
--- a/concepts/filter_chain.html
+++ b/concepts/filter_chain.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Filter Chains | Plano Docs v0.4.1</title>
-<meta content="Filter Chains | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Filter Chains | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Filter Chains | Plano Docs v0.4.0</title>
+<meta content="Filter Chains | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Filter Chains | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -290,12 +290,12 @@ powerful abstraction for evolving your agent workflows over time.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/concepts/listeners.html b/concepts/listeners.html
index 237b4e26..884e131d 100755
--- a/concepts/listeners.html
+++ b/concepts/listeners.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Listeners | Plano Docs v0.4.1</title>
-<meta content="Listeners | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Listeners | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Listeners | Plano Docs v0.4.0</title>
+<meta content="Listeners | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Listeners | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -263,12 +263,12 @@ application to LLMs (API-based or hosted) via prompt targets.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/concepts/llm_providers/client_libraries.html b/concepts/llm_providers/client_libraries.html
index d098a951..cbaeb7a4 100755
--- a/concepts/llm_providers/client_libraries.html
+++ b/concepts/llm_providers/client_libraries.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Client Libraries | Plano Docs v0.4.1</title>
-<meta content="Client Libraries | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Client Libraries | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Client Libraries | Plano Docs v0.4.0</title>
+<meta content="Client Libraries | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Client Libraries | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -656,12 +656,12 @@ Implement fallback logic for better reliability:</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/concepts/llm_providers/llm_providers.html b/concepts/llm_providers/llm_providers.html
index 64cdc24d..dd945cc0 100755
--- a/concepts/llm_providers/llm_providers.html
+++ b/concepts/llm_providers/llm_providers.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Model (LLM) Providers | Plano Docs v0.4.1</title>
-<meta content="Model (LLM) Providers | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Model (LLM) Providers | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Model (LLM) Providers | Plano Docs v0.4.0</title>
+<meta content="Model (LLM) Providers | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Model (LLM) Providers | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -299,12 +299,12 @@ Use your preferred client library without changing existing code (see <a class="
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/concepts/llm_providers/model_aliases.html b/concepts/llm_providers/model_aliases.html
index dceda941..dd96c2f5 100755
--- a/concepts/llm_providers/model_aliases.html
+++ b/concepts/llm_providers/model_aliases.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Model Aliases | Plano Docs v0.4.1</title>
-<meta content="Model Aliases | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Model Aliases | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Model Aliases | Plano Docs v0.4.0</title>
+<meta content="Model Aliases | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Model Aliases | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -430,12 +430,12 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/concepts/llm_providers/supported_providers.html b/concepts/llm_providers/supported_providers.html
index 3f220fca..a25f9851 100755
--- a/concepts/llm_providers/supported_providers.html
+++ b/concepts/llm_providers/supported_providers.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Supported Providers &amp; Configuration | Plano Docs v0.4.1</title>
-<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Supported Providers &amp; Configuration | Plano Docs v0.4.0</title>
+<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -977,12 +977,12 @@ Any provider that implements the OpenAI API interface can be configured using cu
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/concepts/prompt_target.html b/concepts/prompt_target.html
index d659388c..a796a581 100755
--- a/concepts/prompt_target.html
+++ b/concepts/prompt_target.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Prompt Target | Plano Docs v0.4.1</title>
-<meta content="Prompt Target | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Prompt Target | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Prompt Target | Plano Docs v0.4.0</title>
+<meta content="Prompt Target | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Prompt Target | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -469,12 +469,12 @@ that you can test and modify locally for multi-turn RAG scenarios.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/get_started/intro_to_plano.html b/get_started/intro_to_plano.html
index e3cbe2d2..d503aafd 100755
--- a/get_started/intro_to_plano.html
+++ b/get_started/intro_to_plano.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Intro to Plano | Plano Docs v0.4.1</title>
-<meta content="Intro to Plano | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Intro to Plano | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Intro to Plano | Plano Docs v0.4.0</title>
+<meta content="Intro to Plano | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Intro to Plano | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -222,12 +222,12 @@ This gives Plano several advantages:</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/get_started/overview.html b/get_started/overview.html
index 84bc3639..2f323cc1 100755
--- a/get_started/overview.html
+++ b/get_started/overview.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Overview | Plano Docs v0.4.1</title>
-<meta content="Overview | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Overview | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Overview | Plano Docs v0.4.0</title>
+<meta content="Overview | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Overview | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -333,12 +333,12 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/get_started/quickstart.html b/get_started/quickstart.html
index 91473243..d12f5c9d 100755
--- a/get_started/quickstart.html
+++ b/get_started/quickstart.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Quickstart | Plano Docs v0.4.1</title>
-<meta content="Quickstart | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Quickstart | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Quickstart | Plano Docs v0.4.0</title>
+<meta content="Quickstart | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Quickstart | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -186,13 +186,13 @@
 </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>.4.1
+<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>.4.0
 </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>.4.1
+</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>.4.0
 </span></code></pre></div>
 </div>
 </section>
@@ -382,7 +382,7 @@
 <p>Start Plano:</p>
 <div class="highlight-console notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="gp">$ </span>planoai<span class="w"> </span>up<span class="w"> </span>plano_config.yaml
 </span><span id="line-2"><span class="gp"># </span>Or<span class="w"> </span><span class="k">if</span><span class="w"> </span>installed<span class="w"> </span>with<span class="w"> </span>uv<span class="w"> </span>tool:<span class="w"> </span>uvx<span class="w"> </span>planoai<span class="w"> </span>up<span class="w"> </span>plano_config.yaml
-</span><span id="line-3"><span class="go">2024-12-05 11:24:51,288 - planoai.main - INFO - Starting plano cli version: 0.4.1</span>
+</span><span id="line-3"><span class="go">2024-12-05 11:24:51,288 - planoai.main - INFO - Starting plano cli version: 0.4.0</span>
 </span><span id="line-4"><span class="go">2024-12-05 11:24:51,825 - planoai.utils - INFO - Schema validation successful!</span>
 </span><span id="line-5"><span class="go">2024-12-05 11:24:51,825 - planoai.main - INFO - Starting plano</span>
 </span><span id="line-6"><span class="go">...</span>
@@ -508,12 +508,12 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/function_calling.html b/guides/function_calling.html
index 50977963..b539c445 100755
--- a/guides/function_calling.html
+++ b/guides/function_calling.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Function Calling | Plano Docs v0.4.1</title>
-<meta content="Function Calling | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Function Calling | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Function Calling | Plano Docs v0.4.0</title>
+<meta content="Function Calling | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Function Calling | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -368,12 +368,12 @@ on the stuff that matters most.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/llm_router.html b/guides/llm_router.html
index 79e99dfd..325c1224 100755
--- a/guides/llm_router.html
+++ b/guides/llm_router.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>LLM Routing | Plano Docs v0.4.1</title>
-<meta content="LLM Routing | Plano Docs v0.4.1" property="og:title"/>
-<meta content="LLM Routing | Plano Docs v0.4.1" name="twitter:title"/>
+<title>LLM Routing | Plano Docs v0.4.0</title>
+<meta content="LLM Routing | Plano Docs v0.4.0" property="og:title"/>
+<meta content="LLM Routing | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -503,12 +503,12 @@ Provides a practical mechanism to encode user preferences through domain-action
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/observability/access_logging.html b/guides/observability/access_logging.html
index 8ec97703..77fe45fd 100755
--- a/guides/observability/access_logging.html
+++ b/guides/observability/access_logging.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Access Logging | Plano Docs v0.4.1</title>
-<meta content="Access Logging | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Access Logging | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Access Logging | Plano Docs v0.4.0</title>
+<meta content="Access Logging | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Access Logging | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -244,12 +244,12 @@ Access logs can be exported to centralized logging systems (e.g., ELK stack or F
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/observability/monitoring.html b/guides/observability/monitoring.html
index 0fa0aadc..a08cd068 100755
--- a/guides/observability/monitoring.html
+++ b/guides/observability/monitoring.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Monitoring | Plano Docs v0.4.1</title>
-<meta content="Monitoring | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Monitoring | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Monitoring | Plano Docs v0.4.0</title>
+<meta content="Monitoring | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Monitoring | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -256,12 +256,12 @@ are some sample configuration files for both, respectively.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/observability/observability.html b/guides/observability/observability.html
index 405ecd44..b4377b5b 100755
--- a/guides/observability/observability.html
+++ b/guides/observability/observability.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Observability | Plano Docs v0.4.1</title>
-<meta content="Observability | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Observability | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Observability | Plano Docs v0.4.0</title>
+<meta content="Observability | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Observability | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -208,12 +208,12 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/observability/tracing.html b/guides/observability/tracing.html
index 913a028d..73089e1a 100755
--- a/guides/observability/tracing.html
+++ b/guides/observability/tracing.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Tracing | Plano Docs v0.4.1</title>
-<meta content="Tracing | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Tracing | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Tracing | Plano Docs v0.4.0</title>
+<meta content="Tracing | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Tracing | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -486,12 +486,12 @@ tools like AWS X-Ray and Datadog, enhancing observability and facilitating faste
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/orchestration.html b/guides/orchestration.html
index 32c82b68..9a6324d4 100755
--- a/guides/orchestration.html
+++ b/guides/orchestration.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Orchestration | Plano Docs v0.4.1</title>
-<meta content="Orchestration | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Orchestration | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Orchestration | Plano Docs v0.4.0</title>
+<meta content="Orchestration | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Orchestration | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -925,12 +925,12 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/prompt_guard.html b/guides/prompt_guard.html
index 91dfcece..e5ca6082 100755
--- a/guides/prompt_guard.html
+++ b/guides/prompt_guard.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Guardrails | Plano Docs v0.4.1</title>
-<meta content="Guardrails | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Guardrails | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Guardrails | Plano Docs v0.4.0</title>
+<meta content="Guardrails | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Guardrails | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -294,12 +294,12 @@ the agent. If validation fails (<code class="docutils literal notranslate"><span
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/guides/state.html b/guides/state.html
index 295d7b18..ee7c13f5 100755
--- a/guides/state.html
+++ b/guides/state.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Conversational State | Plano Docs v0.4.1</title>
-<meta content="Conversational State | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Conversational State | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Conversational State | Plano Docs v0.4.0</title>
+<meta content="Conversational State | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Conversational State | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -449,12 +449,12 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/includes/llms.txt b/includes/llms.txt
index 05329381..74ca65d6 100755
--- a/includes/llms.txt
+++ b/includes/llms.txt
@@ -1,6 +1,6 @@
-Plano Docs v0.4.1
+Plano Docs v0.4.0
 llms.txt (auto-generated)
-Generated (UTC): 2025-12-28T22:29:48.621749+00:00
+Generated (UTC): 2025-12-30T23:28:59.640833+00:00
 
 Table of contents
 - Agents (concepts/agents)
@@ -2474,13 +2474,13 @@ $ curl -LsSf https://astral.sh/uv/install.sh | sh
 
 Option 1: Install planoai with uv (Recommended)
 
-$ uv tool install planoai==0.4.1
+$ uv tool install planoai==0.4.0
 
 Option 2: Install with pip (Traditional)
 
 $ python -m venv venv
 $ source venv/bin/activate   # On Windows, use: venv\Scripts\activate
-$ pip install planoai==0.4.1
+$ pip install planoai==0.4.0
 
 Build Agentic Apps with Plano
 
@@ -2676,7 +2676,7 @@ Start Plano:
 
 $ planoai up plano_config.yaml
 # Or if installed with uv tool: uvx planoai up plano_config.yaml
-2024-12-05 11:24:51,288 - planoai.main - INFO - Starting plano cli version: 0.4.1
+2024-12-05 11:24:51,288 - planoai.main - INFO - Starting plano cli version: 0.4.0
 2024-12-05 11:24:51,825 - planoai.utils - INFO - Schema validation successful!
 2024-12-05 11:24:51,825 - planoai.main - INFO - Starting plano
 ...
@@ -4994,7 +4994,7 @@ Create a docker-compose.yml file with the following configuration:
 # docker-compose.yml
 services:
   plano:
-    image: katanemo/plano:0.4.1
+    image: katanemo/plano:0.4.0
     container_name: plano
     ports:
       - "10000:10000" # ingress (client -> plano)
diff --git a/index.html b/index.html
index 27de67fd..bf9e09e7 100755
--- a/index.html
+++ b/index.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Welcome to Plano! | Plano Docs v0.4.1</title>
-<meta content="Welcome to Plano! | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Welcome to Plano! | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Welcome to Plano! | Plano Docs v0.4.0</title>
+<meta content="Welcome to Plano! | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Welcome to Plano! | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -38,7 +38,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="#">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -74,7 +74,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="#">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -241,12 +241,12 @@ Resources</label><div class="sd-tab-content docutils">
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="_static/documentation_options.js?v=0145b183"></script>
+<script src="_static/documentation_options.js?v=658a61c7"></script>
 <script src="_static/doctools.js?v=9bcbadda"></script>
 <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="_static/theme.js?v=073f68d9"></script>
diff --git a/resources/configuration_reference.html b/resources/configuration_reference.html
index 2c867ee8..8a962f0b 100755
--- a/resources/configuration_reference.html
+++ b/resources/configuration_reference.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Configuration Reference | Plano Docs v0.4.1</title>
-<meta content="Configuration Reference | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Configuration Reference | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Configuration Reference | Plano Docs v0.4.0</title>
+<meta content="Configuration Reference | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Configuration Reference | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -299,12 +299,12 @@ where prompts get routed to, apply guardrails, and enable critical agent observa
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/deployment.html b/resources/deployment.html
index 90cffb27..8e0eed9b 100755
--- a/resources/deployment.html
+++ b/resources/deployment.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Deployment | Plano Docs v0.4.1</title>
-<meta content="Deployment | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Deployment | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Deployment | Plano Docs v0.4.0</title>
+<meta content="Deployment | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Deployment | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -173,7 +173,7 @@
 <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:0.4.1</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:0.4.0</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>
@@ -300,12 +300,12 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/llms_txt.html b/resources/llms_txt.html
index 96ba3f71..b2539bbf 100755
--- a/resources/llms_txt.html
+++ b/resources/llms_txt.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>llms.txt | Plano Docs v0.4.1</title>
-<meta content="llms.txt | Plano Docs v0.4.1" property="og:title"/>
-<meta content="llms.txt | Plano Docs v0.4.1" name="twitter:title"/>
+<title>llms.txt | Plano Docs v0.4.0</title>
+<meta content="llms.txt | Plano Docs v0.4.0" property="og:title"/>
+<meta content="llms.txt | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -38,7 +38,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -74,7 +74,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../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 v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -147,7 +147,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -175,12 +175,12 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=0145b183"></script>
+<script src="../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/tech_overview/model_serving.html b/resources/tech_overview/model_serving.html
index 917555e8..520ff89d 100755
--- a/resources/tech_overview/model_serving.html
+++ b/resources/tech_overview/model_serving.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Bright Staff | Plano Docs v0.4.1</title>
-<meta content="Bright Staff | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Bright Staff | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Bright Staff | Plano Docs v0.4.0</title>
+<meta content="Bright Staff | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Bright Staff | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -195,12 +195,12 @@ own deployments), and Plano reaches them via HTTP.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/tech_overview/request_lifecycle.html b/resources/tech_overview/request_lifecycle.html
index d7c2b50f..39cb74d5 100755
--- a/resources/tech_overview/request_lifecycle.html
+++ b/resources/tech_overview/request_lifecycle.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Request Lifecycle | Plano Docs v0.4.1</title>
-<meta content="Request Lifecycle | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Request Lifecycle | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Request Lifecycle | Plano Docs v0.4.0</title>
+<meta content="Request Lifecycle | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Request Lifecycle | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -372,12 +372,12 @@ processing request headers and then finalized by the HCM during post-request pro
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/tech_overview/tech_overview.html b/resources/tech_overview/tech_overview.html
index 23e8fdac..e9f0a434 100755
--- a/resources/tech_overview/tech_overview.html
+++ b/resources/tech_overview/tech_overview.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Tech Overview | Plano Docs v0.4.1</title>
-<meta content="Tech Overview | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Tech Overview | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Tech Overview | Plano Docs v0.4.0</title>
+<meta content="Tech Overview | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Tech Overview | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -196,12 +196,12 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/tech_overview/threading_model.html b/resources/tech_overview/threading_model.html
index 04884936..0be715a8 100755
--- a/resources/tech_overview/threading_model.html
+++ b/resources/tech_overview/threading_model.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Threading Model | Plano Docs v0.4.1</title>
-<meta content="Threading Model | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Threading Model | Plano Docs v0.4.1" name="twitter:title"/>
+<title>Threading Model | Plano Docs v0.4.0</title>
+<meta content="Threading Model | Plano Docs v0.4.0" property="og:title"/>
+<meta content="Threading Model | Plano Docs v0.4.0" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -39,7 +39,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 v0.4.0</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
 <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 v0.4.1</span>
+<span class="hidden md:inline">Plano Docs v0.4.0</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>
@@ -196,12 +196,12 @@ hardware threads on the machine.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 28, 2025. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Dec 30, 2025. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=0145b183"></script>
+<script src="../../_static/documentation_options.js?v=658a61c7"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/search.html b/search.html
index 3647521f..54e91b01 100755
--- a/search.html
+++ b/search.html
@@ -12,9 +12,9 @@
   <meta name="theme-color" media="(prefers-color-scheme: light)" content="white" />
   <meta name="theme-color" media="(prefers-color-scheme: dark)" content="black" />
   
-    <title>Search | Plano Docs v0.4.1</title>
-    <meta property="og:title" content="Search | Plano Docs v0.4.1" />
-    <meta name="twitter:title" content="Search | Plano Docs v0.4.1" />
+    <title>Search | Plano Docs v0.4.0</title>
+    <meta property="og:title" content="Search | Plano Docs v0.4.0" />
+    <meta name="twitter:title" content="Search | Plano Docs v0.4.0" />
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=466e7b45" />
       <link rel="stylesheet" type="text/css" href="_static/theme.css?v=42baaae4" />
       <link rel="stylesheet" type="text/css" href="_static/sphinx-design.min.css?v=95c83b7e" />
@@ -44,7 +44,7 @@
   class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
     <div class="hidden mr-4 md:flex">
       <a href="index.html" class="flex items-center mr-6">
-          <img height="24" width="24" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</span>
+          <img height="24" width="24" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
       </a></div><button
       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" @click="showSidebar = true">
@@ -107,7 +107,7 @@
   :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }">
 
     <a href="index.html" class="!justify-start text-sm md:!hidden bg-background">
-        <img height="16" width="16" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</span>
+        <img height="16" width="16" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
     </a>
 
     <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
@@ -188,7 +188,7 @@
      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 v0.4.1</span>
+    <span class="hidden md:inline">Plano Docs v0.4.0</span>
     <svg xmlns="http://www.w3.org/2000/svg"
          height="18"
          width="18"
@@ -216,14 +216,14 @@
     </div><footer class="py-6 border-t border-border md:py-0">
     <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
       <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-        <p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc&nbsp;Last updated: Dec 28, 2025.&nbsp;</p>
+        <p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc&nbsp;Last updated: Dec 30, 2025.&nbsp;</p>
 </div>
 </div>
 </footer>
   </div>
   
   
-    <script src="_static/documentation_options.js?v=0145b183"></script>
+    <script src="_static/documentation_options.js?v=658a61c7"></script>
     <script src="_static/doctools.js?v=9bcbadda"></script>
     <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
     <script defer="defer" src="_static/theme.js?v=073f68d9"></script>
diff --git a/searchindex.js b/searchindex.js
index 3a33ce08..d59f4009 100755
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles":{"AWS X-Ray":[[16,"aws-x-ray"]],"Access Logging":[[13,null]],"Additional Resources":[[16,"additional-resources"]],"Advanced Configuration":[[6,"advanced-configuration"]],"Advanced Features":[[4,"advanced-features"]],"Advanced Features (Coming Soon)":[[5,"advanced-features-coming-soon"]],"Agent Orchestration":[[0,"agent-orchestration"]],"Agent Structure":[[17,"agent-structure"]],"Agents":[[0,null]],"Alias-based routing":[[12,"alias-based-routing"]],"Amazon Bedrock":[[6,"amazon-bedrock"]],"Anthropic":[[6,"anthropic"]],"Anthropic (Python) SDK":[[3,"anthropic-python-sdk"]],"Arch-Function":[[11,"arch-function"]],"Arch-Router":[[12,"id7"]],"Azure OpenAI":[[6,"azure-openai"]],"Base URL Configuration":[[6,"base-url-configuration"]],"Basic Configuration":[[5,"basic-configuration"],[7,"basic-configuration"]],"Benefits of Using Traceparent Headers":[[16,"benefits-of-using-traceparent-headers"]],"Best Practices":[[3,"best-practices"],[16,"best-practices"],[17,"best-practices"],[19,"best-practices"]],"Best Practices and Tips":[[11,"best-practices-and-tips"]],"Best practices":[[12,"best-practices"]],"Bright Staff":[[24,null]],"Build Agentic Apps with Plano":[[10,"build-agentic-apps-with-plano"]],"Build Multi-Turn RAG Apps":[[7,"build-multi-turn-rag-apps"]],"Build with Plano":[[9,"build-with-plano"]],"Building agents with Plano orchestration":[[10,"building-agents-with-plano-orchestration"]],"Calling External APIs":[[17,"calling-external-apis"]],"Client Libraries":[[3,null]],"Client usage":[[12,"client-usage"],[12,"id4"],[12,"id6"]],"Combining Routing Methods":[[12,"combining-routing-methods"]],"Common Issues and Solutions":[[22,"common-issues-and-solutions"]],"Common Use Cases":[[4,"common-use-cases"],[17,"common-use-cases"]],"Concepts":[[9,"concepts"],[20,null]],"Configuration":[[12,"configuration"],[12,"id3"],[12,"id5"],[17,"configuration"],[19,"configuration"],[25,"configuration"]],"Configuration Overview":[[19,"configuration-overview"]],"Configuration Reference":[[21,null]],"Configuration Structure":[[6,"configuration-structure"]],"Configuration example":[[1,"configuration-example"]],"Configure Listeners":[[2,"configure-listeners"]],"Configure Monitoring":[[14,"configure-monitoring"]],"Conversational State":[[19,null]],"Core Capabilities":[[4,"core-capabilities"]],"Cross-Client Compatibility":[[3,"cross-client-compatibility"]],"Datadog":[[16,"datadog"]],"DeepSeek":[[6,"deepseek"]],"Default Model Configuration":[[6,"default-model-configuration"]],"Defining Parameters":[[7,"defining-parameters"]],"Demo App":[[7,"demo-app"]],"Deployment":[[22,null]],"Deterministic API calls with prompt targets":[[10,"deterministic-api-calls-with-prompt-targets"]],"Docker Compose Setup":[[22,"docker-compose-setup"]],"Docker Deployment":[[22,"docker-deployment"]],"Error Handling":[[3,"error-handling"]],"Example 2: Switching Intent":[[7,"example-2-switching-intent"]],"Example Configuration For Tools":[[7,"example-configuration-for-tools"]],"Example Use Cases":[[11,"example-use-cases"],[12,"example-use-cases"]],"Example with OpenTelemetry in Python":[[16,"example-with-opentelemetry-in-python"]],"Example: Travel Booking Assistant":[[17,"example-travel-booking-assistant"]],"Filter Chain Programming Model (HTTP and MCP)":[[1,"filter-chain-programming-model-http-and-mcp"]],"Filter Chains":[[1,null]],"First-Class Providers":[[6,"first-class-providers"]],"Function Calling":[[11,null]],"Function Calling Workflow":[[11,"function-calling-workflow"]],"Gateway Endpoints":[[3,"gateway-endpoints"]],"Gateway Smoke Test":[[22,"gateway-smoke-test"]],"Get Started":[[9,"get-started"],[20,null]],"Getting Started":[[4,"getting-started"]],"Google Gemini":[[6,"google-gemini"]],"Groq":[[6,"groq"]],"Guardrails":[[18,null]],"Guides":[[9,"guides"],[20,null]],"Header Format":[[16,"header-format"]],"High level architecture":[[25,"high-level-architecture"]],"How Guardrails Work":[[18,"how-guardrails-work"]],"How It Works":[[13,"how-it-works"],[17,"how-it-works"],[19,"how-it-works"]],"How to Initiate A Trace":[[16,"how-to-initiate-a-trace"]],"Implementation":[[17,"implementation"]],"Implementing Function Calling":[[11,"implementing-function-calling"]],"Inbound (Agent & Prompt Target)":[[2,"inbound-agent-prompt-target"]],"Information Extraction with LLMs":[[17,"information-extraction-with-llms"]],"Inner Loop (Agent Logic)":[[0,"inner-loop-agent-logic"]],"Inner Loop vs. Outer Loop":[[0,"inner-loop-vs-outer-loop"]],"Instrumentation":[[16,"instrumentation"]],"Integrating with Tracing Tools":[[16,"integrating-with-tracing-tools"]],"Intro to Plano":[[8,null]],"Key Benefits":[[0,"key-benefits"],[4,"key-benefits"]],"Key Features":[[7,"key-features"],[11,"key-features"],[13,"key-features"]],"LLM Routing":[[12,null]],"Langtrace":[[16,"langtrace"]],"Listeners":[[2,null]],"Log Format":[[13,"log-format"]],"Memory Storage (Development)":[[19,"memory-storage-development"]],"Metrics Dashboard (via Grafana)":[[14,"metrics-dashboard-via-grafana"]],"Mistral AI":[[6,"mistral-ai"]],"Model (LLM) Providers":[[4,null]],"Model Aliases":[[5,null]],"Model Selection Guidelines":[[6,"model-selection-guidelines"]],"Model-Based Routing":[[22,"model-based-routing"]],"Model-based routing":[[12,"model-based-routing"]],"Monitoring":[[14,null]],"Moonshot AI":[[6,"moonshot-ai"]],"Multi-Turn":[[7,"multi-turn"]],"Multiple Provider Instances":[[6,"multiple-provider-instances"]],"Naming Best Practices":[[5,"naming-best-practices"]],"Network Topology":[[2,"network-topology"]],"Network topology":[[25,"network-topology"]],"Next Steps":[[10,"next-steps"],[17,"next-steps"],[19,"next-steps"]],"Observability":[[15,null]],"Ollama":[[6,"ollama"]],"OpenAI":[[6,"openai"]],"OpenAI (Python) SDK":[[3,"openai-python-sdk"]],"OpenAI Responses API (Conversational State)":[[3,"openai-responses-api-conversational-state"]],"OpenAI-Compatible Providers":[[6,"openai-compatible-providers"]],"Orchestration":[[17,null]],"Outbound (Model Proxy & Egress)":[[2,"outbound-model-proxy-egress"]],"Outer Loop (Orchestration)":[[0,"outer-loop-orchestration"]],"Overview":[[9,null],[16,"overview"]],"Post-request processing":[[25,"post-request-processing"]],"PostgreSQL Storage (Production)":[[19,"postgresql-storage-production"]],"Preference-aligned routing (Arch-Router)":[[12,"preference-aligned-routing-arch-router"]],"Preparing Context and Generating Responses":[[17,"preparing-context-and-generating-responses"]],"Prerequisites":[[10,"prerequisites"],[19,"prerequisites"]],"Prompt Target":[[7,null]],"Provider Categories":[[6,"provider-categories"]],"Providers Requiring Base URL":[[6,"providers-requiring-base-url"]],"Quickstart":[[10,null]],"Qwen (Alibaba)":[[6,"qwen-alibaba"]],"Request Flow (Egress)":[[25,"request-flow-egress"]],"Request Flow (Ingress)":[[25,"request-flow-ingress"]],"Request Lifecycle":[[25,null]],"Resources":[[20,null]],"Routing Methods":[[12,"routing-methods"]],"Routing Preferences":[[6,"routing-preferences"]],"Runtime Tests":[[22,"runtime-tests"]],"See Also":[[3,"see-also"],[5,"see-also"],[6,"see-also"]],"Starting the Stack":[[22,"starting-the-stack"]],"Step 1. Create plano config file":[[10,"step-1-create-plano-config-file"],[10,"id2"]],"Step 1. Minimal orchestration config":[[10,"step-1-minimal-orchestration-config"]],"Step 1: Define Plano Config":[[7,"step-1-define-plano-config"]],"Step 1: Define the Function":[[11,"step-1-define-the-function"]],"Step 2. Start plano":[[10,"step-2-start-plano"]],"Step 2. Start plano with currency conversion config":[[10,"step-2-start-plano-with-currency-conversion-config"]],"Step 2. Start your agents and Plano":[[10,"step-2-start-your-agents-and-plano"]],"Step 2: Configure Prompt Targets":[[11,"step-2-configure-prompt-targets"]],"Step 2: Process Request in Flask":[[7,"step-2-process-request-in-flask"]],"Step 3. Interacting with gateway using curl command":[[10,"step-3-interacting-with-gateway-using-curl-command"]],"Step 3. Send a prompt and let Plano route":[[10,"step-3-send-a-prompt-and-let-plano-route"]],"Step 3.1: Using OpenAI Python client":[[10,"step-3-1-using-openai-python-client"]],"Step 3.2: Using curl command":[[10,"step-3-2-using-curl-command"]],"Step 3: Interact with LLM":[[10,"step-3-interact-with-llm"]],"Step 3: Plano Takes Over":[[11,"step-3-plano-takes-over"]],"Summary":[[7,"summary"],[16,"summary"]],"Supabase Connection Strings":[[19,"supabase-connection-strings"]],"Supported API Endpoints":[[6,"supported-api-endpoints"]],"Supported Clients":[[3,"supported-clients"]],"Supported Providers & Configuration":[[6,null]],"Tech Overview":[[26,null]],"Testing the Guardrail":[[18,"testing-the-guardrail"]],"Threading Model":[[27,null]],"Together AI":[[6,"together-ai"]],"Trace Propagation":[[16,"trace-propagation"]],"Tracing":[[16,null]],"Troubleshooting":[[19,"troubleshooting"],[22,"troubleshooting"]],"Typical Use Cases":[[1,"typical-use-cases"]],"Unsupported Features":[[12,"unsupported-features"]],"Use Plano as a Model Proxy (Gateway)":[[10,"use-plano-as-a-model-proxy-gateway"]],"Using Aliases":[[5,"using-aliases"]],"Validation Rules":[[5,"validation-rules"]],"Welcome to Plano!":[[20,null]],"What is Function Calling?":[[11,"what-is-function-calling"]],"Why Guardrails":[[18,"why-guardrails"]],"Zhipu AI":[[6,"zhipu-ai"]],"cURL Examples":[[3,"curl-examples"]],"llms.txt":[[23,null]],"xAI":[[6,"xai"]]},"docnames":["concepts/agents","concepts/filter_chain","concepts/listeners","concepts/llm_providers/client_libraries","concepts/llm_providers/llm_providers","concepts/llm_providers/model_aliases","concepts/llm_providers/supported_providers","concepts/prompt_target","get_started/intro_to_plano","get_started/overview","get_started/quickstart","guides/function_calling","guides/llm_router","guides/observability/access_logging","guides/observability/monitoring","guides/observability/observability","guides/observability/tracing","guides/orchestration","guides/prompt_guard","guides/state","index","resources/configuration_reference","resources/deployment","resources/llms_txt","resources/tech_overview/model_serving","resources/tech_overview/request_lifecycle","resources/tech_overview/tech_overview","resources/tech_overview/threading_model"],"envversion":{"sphinx":65,"sphinx.domains.c":3,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":9,"sphinx.domains.index":1,"sphinx.domains.javascript":3,"sphinx.domains.math":2,"sphinx.domains.python":4,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,"sphinx.ext.viewcode":1},"filenames":["concepts/agents.rst","concepts/filter_chain.rst","concepts/listeners.rst","concepts/llm_providers/client_libraries.rst","concepts/llm_providers/llm_providers.rst","concepts/llm_providers/model_aliases.rst","concepts/llm_providers/supported_providers.rst","concepts/prompt_target.rst","get_started/intro_to_plano.rst","get_started/overview.rst","get_started/quickstart.rst","guides/function_calling.rst","guides/llm_router.rst","guides/observability/access_logging.rst","guides/observability/monitoring.rst","guides/observability/observability.rst","guides/observability/tracing.rst","guides/orchestration.rst","guides/prompt_guard.rst","guides/state.rst","index.rst","resources/configuration_reference.rst","resources/deployment.rst","resources/llms_txt.rst","resources/tech_overview/model_serving.rst","resources/tech_overview/request_lifecycle.rst","resources/tech_overview/tech_overview.rst","resources/tech_overview/threading_model.rst"],"indexentries":{},"objects":{},"objnames":{},"objtypes":{},"terms":{"":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,17,18,19,22,24,25,27],"0":[1,2,3,5,6,7,10,12,13,16,17,19,21,22,25],"00":[16,17],"005":[21,25],"00z":17,"01":3,"03":13,"04":13,"05":10,"050z":13,"06":[3,10],"08":10,"0905":6,"1":[2,3,4,5,6,12,13,14,17,19,21,22,25],"10":[5,10,11,13,14,17],"100":[1,3,5,10,16,17,21,27],"1000":17,"10000":[2,10,21,22,25],"1022":13,"104":13,"10500":[18,21],"10501":1,"10502":1,"10505":1,"10510":[17,21],"10520":[10,17,21],"10530":10,"106":13,"10t03":13,"10th":17,"11":10,"11434":[5,6],"12":[7,10,17,19],"12000":[2,3,5,10,12,13,16,19,21,22],"120b":5,"123":19,"125":13,"127":[2,3,5,7,10,13,19,21,25],"128e":6,"128k":6,"1301":13,"131":10,"13b":6,"140":13,"15":[4,14],"159":13,"16":[10,16,17],"162":13,"168":13,"1695":13,"1695m":13,"17":13,"17b":6,"18083":13,"192":13,"19901":14,"1d6b30cfc845":13,"2":[2,5,6,12,17,19,22,25],"20":5,"200":[1,3,13,17],"2019":7,"2023":3,"2024":[10,13],"20240307":5,"20241022":[3,5,6],"2025":17,"20b":6,"21797":13,"218":13,"23":17,"23123":19,"24":[10,17],"245":13,"25":[10,17],"254":13,"27":10,"28":10,"288":10,"29":10,"2a5b":13,"3":[1,3,5,6,7,17,21],"30":[10,12,17],"30b":17,"31":7,"32":16,"32b":6,"32k":6,"34b":6,"3b":[6,21],"4":[6,10,11,12,17,18,19,21,22],"400":18,"429":25,"4317":16,"441":13,"443":[6,7,10,13],"447":13,"45":17,"463":13,"469793af":13,"48":17,"485":10,"49":13,"492z":13,"4a":25,"4b":25,"4o":[1,2,3,5,6,10,16,17,21,25],"4xx":1,"5":[3,5,6,7,10,12,17,19,22],"50":[3,17],"51":[10,13,17],"51000":13,"52":13,"53":13,"537z":13,"54":13,"5432":19,"55":13,"556":13,"56":[10,13],"59":17,"598z":13,"59z":17,"5b":[4,12],"5xx":1,"6":[6,17],"604197fe":13,"614":13,"646":17,"647":10,"65":13,"67":17,"7":17,"71":17,"770":13,"78558":10,"7b":6,"8":16,"80":[5,6,21,25],"8000":6,"8001":[1,10,17,18,21],"8080":[6,7],"825":10,"86":17,"87":13,"8b":6,"905z":13,"906z":13,"9090":14,"9367":13,"95":[5,17],"95a2":13,"961z":13,"979":10,"984":13,"984m":13,"99":17,"9b57":13,"A":[0,1,5,7,8,9,11,15,17,19,20,25,27],"And":10,"As":[10,14],"At":[10,12],"Be":[11,16,17],"By":[0,7,8,11,13,16,17],"FOR":13,"For":[0,2,3,6,10,11,12,13,16,17,19,22,25,27],"IF":19,"If":[1,7,11,17,18,19,22,25],"In":[1,8,9,11,12,18],"It":[2,6,8,9,11,12,15,16,20,24,25],"Its":[8,14,16],"NOT":19,"No":[3,10,12,19],"Not":19,"ON":19,"On":10,"One":3,"Or":[3,10,16],"TO":[17,19],"That":19,"The":[0,1,2,3,5,6,7,10,11,12,13,16,17,18,19,21,25],"Then":19,"There":[2,8],"These":[8,11,25],"To":[2,8,10,12,14,16,17,18,22],"With":[6,8,10,12,16],"_":8,"__name__":16,"a1c":7,"a3b":17,"abil":6,"about":[0,1,3,4,5,7,8,9,12,13,17,18,19,24,25],"abov":[5,7,8,10,14,22,25],"abstract":[1,4,9,12,20],"acceler":20,"accept":[2,25,27],"access":[0,4,10,14,15,16,20,21,25],"access_":13,"access_ingress":13,"access_intern":13,"access_kei":[1,2,5,6,7,10,12,17,21,25],"access_llm":13,"accident":25,"accordingli":16,"account":11,"accur":[7,8,11,12,17],"accuraci":12,"achiev":[8,11],"acknowledg":17,"across":[0,1,2,4,5,6,7,8,9,10,11,16,17,19,20,24,25],"act":[2,8,14],"action":[0,7,11,12,17,18,25],"activ":[6,10,25],"actual":[3,12,16,17,19],"ad":[12,17,18],"adapt":[0,12],"add":[0,1,2,4,7,8,11,12,16,18,19],"add_span_processor":16,"addit":[6,7,15,19,25],"address":[1,2,6,7,10,12,21,25],"adjust":[7,16,19,22],"adopt":[8,9,16,20],"advanc":11,"advantag":8,"aeroapi":17,"aeroapi_base_url":17,"aeroapi_kei":17,"affect":16,"afraid":11,"african":10,"after":[1,8,11,17,25],"against":[18,19],"agent":[1,6,7,8,9,11,13,14,16,18,19,20,21,24,25],"agent_1":[1,18],"agent_respons":18,"aggreg":11,"agil":[8,9,20],"agnost":[0,8,25],"ahead":17,"ai":[0,4,8,9,10,11,13,16,17,18,20],"aid":25,"air":[6,7],"airbnb":8,"aircraft":17,"aircraft_typ":17,"airlin":17,"airport":17,"aka":20,"alert":[13,14],"alertmanag":14,"algorithm":[5,8],"alia":[0,3,4,5,8,25],"alias":[3,4,6,12,20,21],"alic":[3,19],"align":[0,4,25],"aliyunc":6,"all":[0,4,6,7,10,16,17,19,22,23,25,27],"allow":[0,1,5,6,7,8,10,11,12,16,17,18,27],"along":10,"alongsid":[8,24,25],"alphanumer":5,"alreadi":[10,16],"also":[1,2,4,10,12,17,25],"alwai":[5,12,17],"amazon_bedrock":6,"amazonaw":6,"ambigu":[7,11],"amount":27,"an":[0,1,2,7,8,10,11,12,14,16,17,18,25],"analysi":[0,6,12,17],"analyst":5,"analyt":11,"analyz":[0,6,8,10,11,12,13,16,17],"ani":[0,1,3,4,6,7,8,9,10,11,16,17,18,19,20,22,25],"annot":7,"answer":[7,17,25],"anthrop":[0,4,5,10,12,19,21,22],"anthropic_api_kei":[5,6,10,12,21,22],"anyth":12,"api":[0,2,4,5,7,8,9,11,13,14,16,19,20,21,24,25],"api_kei":[3,6,10,16,17,19],"api_serv":[7,11,13],"api_vers":14,"apierror":3,"apikei":17,"apivers":14,"apm":16,"apolog":18,"app":[2,6,8,9,17,20,22],"app_serv":[21,25],"appear":18,"append":[6,17],"appl":18,"appli":[0,2,4,5,8,9,12,18,21,25],"applic":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,22,24,25],"appoint":12,"approach":[4,5,12,16],"appropri":[0,2,12,17,25],"approv":18,"ar":[0,1,2,3,4,5,6,7,8,10,11,12,13,14,16,17,18,19,22,24,25],"arch":[4,5,8,21,25],"arch_agent_rout":1,"arch_config":[3,7],"architectur":[1,2,7,8,12,16,26,27],"archiv":19,"area":4,"aren":6,"arg":17,"around":[25,27],"arrai":[17,19],"arriv":[1,17,18,25],"arrival_tim":17,"art":[0,8,11,12],"artifici":3,"ask":[7,10,11,17,18],"ask_quest":3,"aspect":[8,14],"assembl":[1,3],"assign":12,"assist":[1,3,6,7,10,12,16,18,19,21,25],"associ":12,"assum":10,"astral":10,"async":[17,18],"asynccli":17,"asyncopenai":17,"atlanta":17,"attach":[1,2,17,18,25],"attempt":[8,18],"attende":7,"attent":11,"attribut":[7,11,16],"aud":10,"audio":12,"augment":[1,18,21],"australian":10,"authent":6,"author":[3,13],"auto":17,"auto_llm_dispatch_on_respons":25,"autom":[11,17,19,22],"automat":[0,3,4,6,8,11,16,17,19,22],"autonom":[0,17],"avail":[0,3,4,6,7,8,10,12,25],"avoid":8,"aw":[6,19],"await":[17,18],"awar":17,"aws_bearer_token_bedrock":6,"awsxrai":16,"azur":[0,4,19],"azure_api_kei":6,"azure_openai":6,"azure_openai_api_kei":6,"b":[0,5],"b25f":13,"b265":13,"back":[1,8,12,25],"backend":[1,2,3,7,10,11,14,16,19,24,25],"background":10,"backward":5,"bad":12,"baht":10,"balanc":[0,5,6,11,25],"bandwidth":19,"base":[0,2,3,4,5,7,10,11,17,18,25],"base_url":[3,5,6,10,16,17,19],"basemodel":7,"basic":[3,4,10,17,22],"batch":[16,25],"batchspanprocessor":16,"battl":8,"bearer":[3,6],"becaus":1,"becom":[1,8,12,19],"bedrock":19,"been":[10,11],"befor":[0,1,2,7,10,17,18,19,22,25],"begin":10,"behalf":[2,7,13,25],"behavior":[0,1,6,7,8,12,13,17,18,19,21],"behind":[1,2,3,6,9,19],"being":[5,25],"below":[1,2,6,7,10,14,16,18,22,25],"benchmark":[11,12],"benefici":11,"benefit":[3,5,7,8,15],"bespok":[9,20],"best":[0,4,8,15,25],"beta":[5,6],"better":[0,3,8,11,12,17],"between":[0,4,5,7,8,11,12,16,17,25,27],"bgn":10,"bigint":19,"bin":10,"bind":2,"bloat":19,"block":[1,2,3,17,27],"block_categori":5,"blood":7,"blurri":7,"boilerpl":12,"book":[10,12],"bool":[7,25],"boolean":6,"bootstrap":25,"both":[2,4,6,8,9,11,12,14,17,19],"bound":27,"brazilian":10,"break":[0,13],"breaker":25,"bridg":[11,25],"brief":[7,25],"briefli":[3,25],"bright":[20,25,26],"british":10,"brittl":[9,20],"brl":10,"bug":6,"buil":7,"build":[0,1,2,4,8,17,19,20,27],"builder":1,"built":[0,6,7,8,9,16,20,25],"bulgarian":10,"bullet":17,"burden":8,"busi":[0,7,8,10,11],"bypass":18,"byte":[13,16],"bytes_receiv":13,"bytes_s":13,"c":8,"cach":17,"cad":10,"call":[0,1,2,3,7,8,9,12,13,19,20,21,24,25],"caller":[1,2,18],"can":[0,1,2,3,5,6,7,8,9,10,11,12,13,16,17,18,19,22,25],"canadian":10,"canari":[0,4,5],"cannot":[12,19],"capabl":[0,3,5,6,7,8,10,11,17,21,25],"capit":[3,10],"captur":[0,1,8,12,16],"care":[10,11],"carefulli":[7,17],"carri":[16,25],"case":[5,8,9,18],"cat":12,"categori":[4,12],"celsiu":[7,11,17],"central":[0,2,4,7,8,9,11,13,20,25],"centric":12,"chain":[0,2,5,8,17,18,19,20,25],"challeng":12,"chang":[0,1,3,4,7,8,9,12,16,18,20],"charact":[16,19],"chat":[0,3,4,5,6,8,10,12,13,16,17,18,19,21,22],"chat_complet":16,"chat_with_fallback":3,"chatmessag":18,"cheap":4,"cheaper":[3,5,17],"check":[1,7,10,11,17,18,19,22,25],"chf":10,"children":16,"chines":10,"choic":[3,10,16,17],"choos":[0,4,11,12,25],"chosen":6,"christma":17,"chunk":[3,17],"ci":22,"circuit":[0,1,25],"circular":5,"citi":[7,11,17,21],"clarif":7,"clarifi":7,"class":[4,7,8],"classif":12,"classifi":12,"claud":[3,5,6,10,12,19,21,22],"clean":7,"cleaner":5,"cleanli":[2,7,8,9],"cleanup":19,"clear":[7,11,12,17,18],"clearer":11,"clearli":[12,17],"cli":[10,22],"client":[2,4,5,6,16,17,19,20,22,25,27],"clienterror":18,"close":[12,17],"cloud":[4,24],"cloudi":17,"cluster":[4,8,24,25],"cnversat":7,"cny":10,"co":[16,19],"code":[0,1,3,4,5,6,7,8,9,10,12,13,17,25,27],"code_iata":17,"code_review":6,"codebas":[8,9,16,20],"codec":25,"codellama":6,"coder":6,"coher":6,"collabor":0,"colleagu":11,"collect":[3,11,12,14,16],"collector":16,"column":19,"com":[5,6,11,13,16,17,19],"combin":[4,11,17,19],"come":4,"command":[6,22],"comment":19,"commit":16,"common":[6,7,11,12,16,19],"commun":[1,10,16,25],"compact":[6,12],"compani":[6,8,18],"compat":[0,2,4,5,8,10,16,17,19],"compil":23,"complementari":10,"complet":[0,3,4,5,6,10,11,12,13,16,17,18,19,21,22,25],"complex":[0,2,4,5,6,11,12,16,17,27],"complex_reason":[6,12],"complianc":[1,18],"compon":[6,8,16,22,25],"compos":10,"comprehens":[6,10],"comput":[3,22],"concept":[10,12,19],"concern":[0,8,25],"concis":17,"condit":[5,17],"confid":12,"config":[6,12,14,16,19,22],"configiur":14,"configur":[3,4,8,10,15,16,18,20,22,26,27],"confirm":[11,22,25],"congratul":10,"connect":[2,4,7,8,10,17,22,24,25,27],"connect_timeout":[21,25],"connection_str":19,"conpleix":7,"consider":7,"considert":7,"consist":[0,1,2,4,5,8,10,11,12,16,17,18],"consol":[6,16],"constraint":1,"construct":6,"contain":[8,10,16,19,22,23,25],"container_nam":22,"content":[1,3,5,6,7,8,10,12,16,17,18,22],"content_filt":5,"context":[0,1,2,3,6,8,10,11,12,16,19,23,25],"context_build":[1,17],"context_messag":17,"contextu":12,"continu":[1,3,8,9,17,18,19,20,22],"contract":25,"contribut":10,"contributor":[8,9,20],"control":[0,1,5,6,9,12,18,20,21,24,25,27],"conveni":7,"convent":25,"convers":[0,1,4,6,7,8,9,12,17,20,24],"conversation_context":17,"conversation_st":19,"convert":10,"coordin":[17,24,27],"copi":19,"core":[8,9,10,17,20,25],"corpor":18,"correct":[7,18,19,22],"correctli":16,"correl":1,"correspond":25,"cost":[0,4,5,6,7,8,12,17],"could":[3,11,17,25],"count":[17,25],"coupl":[1,8,9],"cover":6,"covners":7,"cpu":25,"crash":1,"creat":[3,5,6,9,11,12,16,17,19,22,25],"create_gradio_app":7,"created_at":19,"creativ":[5,6,11,12],"creative_task":12,"creative_writ":6,"credenti":[16,19],"crewai":0,"criteria":12,"critic":[1,8,11,14,16,17,19,21,25],"cross":[0,1,4],"crucial":[11,13,16],"ctx":17,"cue":12,"curl":[4,5,6,18,22],"currenc":[17,25],"currency_exchang":10,"currency_symbol":10,"current":[5,7,11,17,21],"current_temp":17,"current_timestamp":19,"custom":[0,1,3,4,6,9,12,16,17,18],"custom_api_kei":6,"customprovid":6,"cut":[0,1,8],"czech":10,"czk":10,"d":[3,5,17,18,22],"dai":[17,21],"daili":17,"danish":10,"dashbaord":14,"dashboard":[11,15,16,19],"dashscop":6,"dashscope_api_kei":6,"data":[1,5,7,8,9,10,11,12,14,16,17,20,22,24,25],"databas":[11,19],"database_url":19,"datadoghq":16,"dataplan":[1,2,8],"datasourc":14,"date":[7,10,11,17,25],"datetim":17,"day_match":17,"day_nam":17,"days_ahead":17,"db":19,"db_password":19,"db_setup":19,"dc":13,"dd":17,"dd_site":16,"de":[8,9,25],"deal":17,"debug":[0,1,12,13,16,17,19,22,25],"debugg":0,"decemb":[10,17],"decid":[0,1,8,10,12,17,22,24],"decis":[0,1,8,12,17,24,25],"decoupl":[0,8,9,12,20],"decrypt":25,"deep":[2,6,9,12,17],"deeper":10,"deepseek":[4,19],"deepseek_api_kei":6,"def":[3,7,11,16,17,18],"default":[1,2,7,10,12,13,17,19,21,25],"defin":[1,2,4,5,10,12,16,17,18,21,22,25],"definit":11,"delai":17,"delet":19,"deliv":[8,9,11,12,17,20],"deliveri":[8,9,20,25],"delta":3,"demo":[8,17,19],"demonstr":[6,9,11,12],"departur":17,"departure_tim":17,"depend":[8,12,19,25],"deploi":[6,8,16,22],"deploy":[0,2,4,5,6,8,9,19,20,24],"describ":[7,17,25],"descript":[1,5,6,7,10,11,12,17,18,21,25],"descriptor":12,"design":[7,8,9,11,12,14,16,17,19,20,24,25],"desir":[6,7,11],"dest_cod":17,"destin":[1,17],"destination_cod":17,"destroi":25,"detail":[2,3,4,6,7,8,11,12,13,16,17,22,25],"detect":[7,18,25],"determin":[0,7,11,17,25],"determininist":8,"determinist":[0,7,25],"dev":[3,4,5,6,10],"develop":[0,2,3,4,5,6,7,8,9,16,20,24,25],"devic":[7,25],"device_id":25,"diabet":7,"diabeter":7,"diagnos":[7,17],"diagram":2,"dict":[7,17],"differ":[3,4,5,6,11,12,16,19,24,25],"difficult":8,"dipatch":7,"direct":[0,3,4,6,7,12,17,19,21],"directli":[0,2,10,12,22],"directori":22,"disabl":19,"disast":8,"discov":[6,9,17],"discuss":3,"diseas":7,"disease_diagnos":7,"diseases_symptom":7,"dispatch":25,"displai":11,"distinct":12,"distinguish":[0,12],"distribut":[5,16,25],"dive":[4,9,10],"dkk":10,"dn":22,"do":[8,12,13,17],"doc":[9,19],"docker":[1,5,6,10,14,16,17,21],"docs_ag":17,"document":[5,7,9,10,12,16,17,22,23],"doe":[7,11,12,19,24,25],"dollar":10,"domain":[11,12,17,18],"don":[3,7,11,19],"done":17,"dot":5,"down":13,"downstream":[1,2,7,11,16,25,27],"dramat":19,"driven":[10,12,18],"dropbox":8,"due":19,"dump":17,"duplic":[1,8],"durabl":19,"durat":[13,25],"dure":25,"dx":[9,20],"dynam":[0,4,6,11,12,17,18],"e":[1,3,5,7,8,10,11,12,13,16,17,19,21,25],"each":[0,1,3,6,7,8,10,11,12,13,16,17,18,19,25],"earli":[1,8],"earlier":[22,25],"eas":16,"easi":[1,4,8,11,12,16,17,18],"easier":[0,5,10,12,13,18,19],"easili":16,"easilli":7,"econom":7,"ecosystem":16,"edg":[2,8,11,17,25],"edit":14,"editor":19,"effect":[4,6,7,8,9,12,17],"effici":[0,1,6,7,8,10,12,16,24,25],"egress":[4,8,9,22,26],"egress_traff":12,"either":[11,18,25],"elasticsearch":13,"element":[7,17],"elif":17,"elk":13,"els":17,"email":11,"embarrassingli":27,"embed":13,"emiss":7,"emit":1,"empow":[7,12],"empti":17,"en":17,"enabl":[3,4,5,6,7,8,11,12,16,17,19,21,22,25],"encod":[12,19],"encount":[22,25],"encrypt":25,"end":[0,3,7,8,9,16,17],"endpoint":[1,2,4,5,7,10,11,14,16,17,19,21,22,25],"energi":7,"energy_sourc":7,"energy_source_info":7,"energysourcerequest":7,"energysourcerespons":7,"enforc":[0,1,18,25],"engag":25,"engin":[7,8,9,20],"enhanc":[0,6,9,10,16],"enough":[0,8],"enrich":[0,1,7,17,19,25],"ensur":[4,7,8,10,11,12,16,18,19,22,25],"entangl":3,"enterpris":4,"entir":[1,8,16],"entiti":[1,17,25],"entri":[2,7,21],"enum":[7,11,25],"enumer":17,"env":10,"envelop":1,"environ":[3,4,5,6,10,11,12,16,19,22],"envoi":[2,4,8,9,17,20,24,25,27],"envoyproxi":8,"ephemer":19,"equal":[7,27],"equat":12,"equival":10,"error":[1,4,7,8,12,14,16,17,18,19,22,25],"escal":17,"essenti":[9,12,18],"establish":25,"estim":17,"etc":[8,10,22,25],"eu":16,"eur":10,"euro":10,"evalu":[8,12,18],"evaluation_interv":14,"even":[1,11,12],"evenli":25,"event":[17,25],"ever":[9,20],"everi":[8,9,13,18,19,20],"evolv":[1,8,12,17],"exact":12,"exactli":25,"examin":17,"exampl":[2,4,5,6,9,10,13,18,19,21,22,25],"exce":17,"exceed":25,"excel":12,"except":[3,17,18],"exception":8,"excess":[7,25],"exchang":10,"exclus":8,"execut":[1,11,12,25],"exist":[0,2,3,4,6,12,16,19],"expect":[1,11,22,25],"expens":7,"experi":[10,11,12,17],"experiment":[5,12],"explain":[3,11,12,17,22],"explan":[7,11],"explanatori":13,"explicit":[12,22],"explicitli":12,"explor":[9,10,12,17,19],"export":[13,14,16,19],"expos":[2,3,8,10,13,17,18],"extend":[6,8,12],"extern":[0,16,18,21],"extra_head":17,"extract":[3,7,11,16,25],"extract_flight_rout":17,"extraction_model":17,"extraction_prompt":17,"f":[3,7,11,13,16,17,19,22],"f376e8d8c586":13,"face":1,"facilit":16,"facto":[8,9],"fahrenheit":[7,11,17],"fail":[1,3,4,5,18,25],"failov":[0,2,7,8,19,25],"failur":[1,19],"fair":25,"fall":12,"fallback":[3,4,5,6,17,24],"fallback_model":3,"fals":[7,18,25],"famili":[0,8],"familiar":10,"famreowkr":0,"faq":17,"far":17,"fashion":[7,25],"fast":[1,3,4,5,6,7,8,10,12,19,21],"fastapi":7,"faster":[3,5,9,12,16,17,20],"fastmcp":18,"fatal":1,"fatigu":7,"fault":4,"favorit":19,"featur":[3,6,8,9,15,16,21],"feed":13,"feedback":[8,9,18,20],"feel":7,"fetch":[8,11,17],"few":[13,16],"field":[1,6,7,13,17],"file":[2,6,7,14,19,22,23,25],"fill":17,"filter":[0,2,8,9,17,18,19,20,21,25,27],"filter_chain":[1,17,18,21],"final":[1,3,17,25],"final_messag":3,"final_text":3,"financ":18,"find":[10,11,19],"firewal":2,"first":[3,4,8,10,11,14,17,18,19,25],"fit":[2,25],"fix":12,"flag":[16,25],"flash":6,"fleet":12,"flexibl":[3,4,6,8,9,12,14,16],"flight":[10,17,21],"flight_ag":[10,17,21],"flight_dest":17,"flight_group":17,"flight_numb":17,"flight_origin":17,"flightag":17,"flightawar":17,"float":7,"flow":[1,2,7,8,9,11,13,16,26],"fluentd":13,"fly":17,"focu":[0,7,8,9,17,19,20,25],"focus":[2,6,7,8,9,10,11],"fog":17,"follow":[1,5,6,7,8,10,12,13,16,17,19,21,22,25],"forecast":17,"forecast_dai":17,"forecast_typ":17,"forint":10,"form":11,"format":[0,6,7,8,11,12,14,15,17,19,21],"forward":[2,7,13,16,24,25,27],"fossil":7,"found":[3,7,13,17],"foundat":[6,8,9,17],"frame":25,"framework":[0,1,8,9,10,14,16,20],"franc":[3,10,17],"francisco":[7,11],"frankfurt":10,"frankfurther_api":10,"free":[7,17,19],"frequent":7,"friendli":[11,12,21],"from":[0,2,3,4,5,6,7,8,9,10,11,12,16,17,18,19,20,22,25,27],"frontend":2,"fuel":7,"full":[2,3,4,7,10,12,17,19,21],"function":[0,5,7,8,10,12,17,20,21,22,25,27],"further":10,"futur":[4,5,6,17],"g":[1,5,7,8,10,11,12,13,16,17,19,21,25],"ga":7,"gap":11,"gate":17,"gate_origin":17,"gatewai":[2,4,6,8,9,16,17,21],"gather":25,"gbp":10,"gdpr":18,"gemini":4,"gemma":6,"genai":[7,10],"gener":[0,1,6,8,10,11,12,14,16,18,19,21,23,25,27],"geocod":17,"geocode_data":17,"geocode_respons":17,"geocode_url":17,"get":[1,2,3,6,7,8,10,11,16,17,18,21],"get_current_weath":21,"get_final_messag":3,"get_flight":17,"get_info_for_energy_sourc":7,"get_last_user_cont":17,"get_start":9,"get_supported_curr":10,"get_trac":16,"get_weath":[7,11],"get_weather_data":17,"get_workforc":7,"getenv":3,"github":[10,17],"give":[0,8,9],"given":25,"glm":6,"global":14,"glucos":7,"glue":8,"go":[6,8,17,19],"goal":8,"goe":17,"good":[3,12,17],"googl":[4,8],"google_api_kei":6,"govern":[4,7,8],"gpt":[1,2,3,5,6,7,10,11,12,16,17,18,21,22,25],"gpu":24,"gr":7,"grace":3,"gracefulli":[17,19],"grade":[4,8,9,19],"gradio":7,"gradual":5,"grafana":15,"grant":19,"greenhous":7,"grok":6,"groq":4,"groq_api_kei":6,"ground":[8,9],"group":17,"growth":19,"grpc":16,"guard":[8,18,25],"guardrail":[0,1,2,5,8,9,10,17,20,21,25],"guid":[0,4,6,10,11,16,17,19,22],"guidelin":4,"h":[3,5,18,22],"ha":[8,10,11,12,16,19,25],"hack":8,"haiku":[5,6],"hallucin":13,"hand":[1,17],"handel":25,"handl":[0,2,4,7,8,9,10,11,12,16,17,18,19,22,24,25,27],"handle_request":[16,17],"handler":[7,8],"handoff":[0,17],"happen":[2,17],"hard":[1,8,12],"hardcod":[0,3,19],"harden":8,"harder":1,"hardwar":27,"harm":18,"hashmap":19,"hasn":19,"have":[0,7,8,10,11,16,17,19],"haven":10,"hcm":25,"header":[8,10,15,17,22,25],"health":[22,25],"healthcar":[12,18],"healthi":[10,25],"hello":[3,5,12,16],"help":[0,4,7,8,9,10,11,12,14,16,17,18,20,25],"here":[4,6,7,10,11,12,13,16,17,18,23,25],"hexadecim":16,"hf":6,"hidden":[8,9,20],"hide":2,"high":[4,5,6,7,8,9,10,11,12,26],"higher":22,"highli":[7,11],"hipaa":18,"histori":[1,3,7,11,12,17,19],"hit":5,"hkd":10,"hong":10,"honor_timestamp":14,"hood":[2,8],"hook":8,"horrid":8,"host":[1,2,5,6,10,13,14,17,19,21,24,25],"hostnam":[6,25],"hotel":10,"hotel_ag":10,"hour":17,"how":[0,1,2,3,5,6,7,8,9,10,11,12,14,15,22,24,25],"howev":[1,25],"html":9,"http":[0,2,3,4,5,6,8,10,11,13,14,16,17,18,19,21,22,24,25],"http_client":17,"http_method":[7,21],"httpexcept":7,"httpx":17,"huf":10,"huggingfac":7,"human":[7,12,17],"human_escal":17,"hundr":6,"hungarian":10,"hybrid":12,"hygien":8,"hyphen":5,"i":[0,1,2,3,6,7,8,9,10,12,13,14,16,17,18,19,20,21,22,24,25,27],"iam":16,"iata":17,"icao":17,"iceland":10,"id":[1,3,6,10,13,16,17,18,19,21,25],"idea":9,"ideal":[0,3,12,17,19],"ident":17,"ident_iata":17,"identif":11,"identifi":[5,7,11,12,16,19,25],"idr":10,"idx":17,"idx_conversation_states_created_at":19,"idx_conversation_states_provid":19,"idx_conversation_states_updated_at":19,"il":10,"illustr":7,"imag":[12,22],"impact":16,"implement":[0,1,3,4,5,6,8,10,16,18,19],"import":[3,5,7,10,11,13,16,17,18,19],"improv":[0,1,6,7,8,9,17,20],"in_path":[7,10],"inact":19,"inappropri":18,"inbound":[8,25],"incent":7,"includ":[3,4,6,7,8,10,11,12,13,14,16,17,19,22,25],"inclus":12,"incom":[0,1,2,7,11,12,16,17,25],"incomplet":11,"incredibli":8,"indent":17,"independ":18,"index":19,"indian":10,"indic":[7,12,16,25],"individu":[1,17],"indonesian":10,"infer":[6,8,12,17],"info":[10,17],"inform":[6,7,11,13,16,25],"information_extract":25,"infrastructur":[8,9,20],"ingress":[8,9,22,26],"ingress_traff":[2,10,25],"init":16,"initi":[2,7,15,19,25],"inject":[1,16,17],"inner":[10,17,25],"innov":10,"input":[7,11,12,18,19,21,25],"input_guard":[18,21],"input_item":19,"inquiri":17,"inr":10,"insecur":16,"insert":19,"insid":[1,8,17,24,25],"inspect":[1,24],"instal":[3,6,10,16],"instanc":[0,5,19,21,25],"instead":[3,5,7,8,11,12,19,21],"instruct":[6,9,10,17],"instrument":[0,14],"insurance_claim_detail":13,"int":[7,17,21],"integr":[3,4,5,6,7,9,10,11,12,13,14,15,22],"intellig":[0,3,4,5,6,8,25],"intend":5,"intent":[0,8,10,11,12,17,25],"interact":[1,11,13,18],"interest":10,"interfac":[3,4,6,10],"intermedi":0,"intern":[1,2,5,6,7,10,14,17,21,25],"interoper":16,"interpret":[0,11,12],"intl":6,"intro":[9,20],"intro_to_plano":9,"introduc":[9,12],"introduct":17,"invalid":11,"investig":1,"invoc":[7,11,12],"invok":[1,2,7,11,17,18],"invoke_weather_ag":17,"involv":7,"io":8,"ip":[6,25],"ip1":25,"ip2":25,"ipv4":19,"ipv6":19,"is_valid":18,"isdefault":14,"isinst":17,"isk":10,"isn":[12,19],"isra":10,"issu":[16,17],"item":7,"iter":[6,8,11],"itinerari":11,"its":[1,2,7,8,12,16,17,18,19,25,27],"itself":[1,24],"j":[0,10],"jaeger":16,"jailbreak":[5,8,18],"japanes":10,"java":8,"javascript":0,"jfk":10,"job_nam":14,"join":3,"joke":22,"jpy":10,"jq":[10,22],"json":[3,5,7,10,11,17,18,22],"jsonb":19,"jure":[8,9],"just":[0,3,6,7,17],"k2":6,"katanemo":22,"keep":[8,11,19],"kei":[2,3,6,12,15,16,17,19,21,25],"keyword":17,"kibana":13,"kimi":6,"kind":10,"king":11,"knowledg":[2,17],"kong":10,"korean":10,"koruna":10,"krona":10,"krone":10,"krw":10,"kr\u00f3na":10,"kubernet":16,"l7":8,"la":17,"landscap":12,"langchain":0,"langtrace_api_kei":16,"langtrace_python_sdk":16,"languag":[0,1,3,4,7,8,9,10,11,12,16,17,18,19,20,25],"larg":[6,11,12,16,23,25,27],"larger":[6,17],"last":[7,17],"last_user_msg":17,"latenc":[0,5,7,8,11,12,14],"later":19,"latest":[5,6,10,21],"latitud":17,"layer":[0,16,17,18],"lead":[8,17],"learn":[3,4,5,8,9,10,11,12,17,19,20],"least":2,"least_connect":5,"legal":12,"len":17,"length":6,"less":[3,17],"let":[2,3,8,12,13,17,18,22],"leu":10,"lev":10,"level":[2,4,5,8,9,10,11,12,22,26],"leverag":[0,16,17,19],"libev":25,"librari":[4,6,8,12,20],"lifecycl":[0,20,26],"lifetim":[25,27],"lightweight":[1,6,24,25],"like":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,25],"limit":[2,5,7,12,17,19,25],"line":8,"linearli":8,"lira":10,"list":[1,6,7,10,17,18,19,25],"listen":[1,7,8,10,12,16,17,18,20,21,25],"listens":25,"live":[0,1,8,10,17,24,25],"ll":[7,9,10],"llama":6,"llama2":6,"llama3":[3,5,6],"llamaindex":0,"llm":[0,1,2,3,5,6,7,8,9,11,14,16,18,19,20,21,22,25],"llm_gateway_endpoint":17,"llm_provid":[5,6,7,9,12],"llm_router":9,"load":[0,5,17,25],"load_bal":5,"local":[3,4,5,6,7,19,24,25],"localhost":[6,10,14,16,18,22],"locat":[7,11,17,21],"location_model":17,"location_nam":17,"log":[0,1,8,14,15,16,17,19,20,22,25],"logger":17,"logic":[1,2,3,6,7,8,9,10,11,12,17,18,19,20,25],"london":17,"long":[0,6,7,8],"longitud":17,"look":[2,10,17],"lookup":17,"loop":[8,9,10,17,20,25],"lost":19,"low":[0,8,11,12],"lower":7,"lssf":10,"m":[10,17],"machin":[3,27],"made":10,"mai":25,"main":[3,10,25],"maintain":[7,12,17,18,25],"mainten":8,"major":27,"make":[0,1,7,8,10,11,12,13,16,17,18,19,24,25],"malaysian":10,"malici":[18,25],"manag":[0,2,3,4,5,7,8,9,10,11,13,17,19,24,25],"mandatori":7,"mani":[1,16,25],"manipul":14,"manual":[3,7,19],"map":[5,11,12],"mark":[6,7],"market":17,"mask":1,"massiv":8,"match":[1,3,7,12,17,22,25],"math":[3,12],"mathemat":[6,12],"matter":[8,9,11,12],"maverick":6,"max":[17,25],"max_cost_per_request":5,"max_lat":5,"max_pag":17,"max_token":[3,17],"maximum":12,"mcp":[8,9,17,18,21],"me":[3,10,17,18,22],"mean":[1,10,13,16,17,19],"meaning":[5,12],"measur":[8,14],"mechan":[4,9,11,12],"media_typ":17,"medium":6,"meet":[7,11,12],"memori":[1,3,8,24,25],"mention":17,"merg":[3,19],"messag":[3,5,6,7,10,11,12,16,17,18,19,21,22,25],"message_format":[7,10,12],"meta":6,"metadata":[1,3,7,13,24],"meteo":17,"method":[4,7,13],"metric":[0,8,15,16],"metrics_path":14,"mexican":10,"miami":17,"microsecond":17,"mid":12,"middlewar":[8,9,20],"might":7,"min":17,"mind":[11,16],"mini":[1,3,5,6,16,17,21],"minim":[12,16,18,22],"ministr":[6,21],"minut":[7,17],"misalign":18,"misconfigur":1,"miss":17,"mistral":[4,21],"mistral_api_kei":[6,21],"mistral_loc":21,"mix":3,"mixtral":6,"mm":17,"mobil":2,"modal":12,"mode":19,"model":[0,3,7,8,9,11,16,17,18,19,20,21,23,24,25,26],"model_1":[10,21],"model_alia":3,"model_alias":[1,3,5,12,21],"model_dump_json":17,"model_provid":[1,2,10,17,21,25],"model_serv":13,"moder":[1,8,9,20],"modern":[14,16],"modif":[12,25],"modifi":7,"modul":16,"modular":2,"mondai":17,"monitor":[0,4,8,13,15,16,17,19,20,22,25],"moonshotai":6,"moonshotai_api_kei":6,"more":[0,2,3,5,7,8,11,12,13,16,17,18,19,20,22,25,27],"most":[0,1,2,6,9,11,12,13,17,19,27],"move":[8,19],"msg":[17,18],"multi":[0,3,4,8,9,10,12,17,19],"multimedia":12,"multimod":6,"multipl":[0,3,4,5,10,11,17,19,21,25,27],"must":[5,16,19],"mutat":1,"mxn":10,"my":[3,19],"mycompani":6,"mypass":19,"myproject":19,"myr":10,"myuser":19,"n":[10,17,18],"n1":10,"n10":10,"n11":10,"n12":10,"n13":10,"n14":10,"n15":10,"n16":10,"n17":10,"n18":10,"n19":10,"n2":10,"n20":10,"n21":10,"n22":10,"n23":10,"n24":10,"n25":10,"n26":10,"n27":10,"n28":10,"n29":10,"n3":10,"n30":10,"n31":10,"n4":10,"n5":10,"n6":10,"n7":10,"n8":10,"n9":10,"name":[1,3,4,6,7,8,10,11,12,14,16,17,18,19,21,22,25],"nativ":[3,4,6,9,14,20],"natur":[7,10,11,17,25],"navig":[9,19],"necessari":[7,11,25],"need":[0,1,2,3,4,7,10,11,12,14,16,17,19,22,25],"negoti":17,"nest":17,"network":[1,8,9,11,19,26],"never":[10,19],"new":[0,3,4,5,7,8,10,11,12,16,17,19],"next":[0,6,11,18,20],"nif":10,"node":0,"nok":10,"non":[3,6,17,27],"none":[6,7,10,17,22],"nonexist":3,"nonstop":17,"normal":[0,1,25],"norwegian":10,"not_found":17,"note":[13,14,17],"notfounderror":3,"notic":19,"noun":12,"nova":6,"now":[10,17],"npleas":18,"null":[17,19],"number":[5,11,17,19,21,25,27],"nyc":17,"nzd":10,"o":[3,7,16],"o1":5,"o3":6,"object":[7,13,17],"observ":[0,1,4,8,9,10,14,16,17,20,21,22],"obvious":1,"off":[1,17,18],"offer":[7,8,12,17],"offici":3,"often":[1,7,11],"old":19,"ollama":[3,4,5],"omit":1,"onc":[1,5,7,8,10,11,16,17,19,25,27],"one":[2,6,8,10,11,16,17,19,25],"ones":[7,11],"ongo":11,"onli":[1,2,6,11,17,18,19,25],"open":[0,2,6,7,8,9,14,16,17,23],"openai":[0,1,2,4,5,7,8,9,12,13,16,17,19,21,25],"openai_api_kei":[1,2,5,6,7,10,12,16,17,21,22,25],"openai_cli":3,"openai_client_via_plano":17,"openai_dev_kei":6,"openai_prod_kei":6,"opentelemetri":[8,14,21],"oper":[8,10,11,12,17,25],"operation":12,"optim":[4,6,11,12,16],"option":[1,3,6,7,9,10,12,16,17,19,25],"opu":6,"oral":7,"orchestr":[2,8,9,20,21,25],"order":[0,1,11,24,25],"organiz":18,"orient":11,"origin":[2,8,13,17],"origin_cod":17,"oss":[5,6],"otel":16,"other":[0,1,2,6,8,10,11,16,17,25],"otlp":16,"otlp_export":16,"otlpspanexport":16,"our":[8,11,19,25],"out":[8,9,11,17,18,20],"outbound":[8,10,16,25],"outcom":1,"outer":[10,17],"outgo":[11,16,25],"outlin":25,"output":[3,8,11,14,17,18,19,22],"output_text":19,"outsid":18,"over":[1,4,8,12,18,24],"overal":17,"overlap":12,"overload":25,"overrid":25,"overview":[15,20],"overwhelm":25,"own":[1,8,17,24,25],"p":22,"paa":6,"packag":[10,16],"page":23,"pai":11,"pain":8,"par":11,"parallel":[11,25,27],"param":[11,14,17],"paramet":[6,10,11,17,21,25],"parent":16,"pari":[10,17],"pars":[7,11,13,25],"part":[7,8,11,16,17,25],"parti":24,"particip":12,"particular":[0,7,11],"particularli":17,"partli":17,"pass":[1,7,13,17,18,22,25],"password":[17,19],"past":19,"path":[1,2,6,7,10,11,13,21,22,25],"pattern":[1,4,8,9,17,19],"paus":19,"payload":3,"payment":[11,16],"per":[8,11,13,14,25],"perceiv":[8,14],"percentag":21,"perfect":19,"perform":[0,2,4,6,7,8,11,12,16,17,19,22,25,27],"period":[19,25],"permiss":19,"persist":19,"person":[7,10,11],"perspect":[2,8],"peso":10,"philippin":10,"php":[8,10],"physic":3,"pick":12,"piec":7,"pii":5,"pilot":16,"pip":[3,10,16],"pipelin":[16,22,25],"place":[8,11,25],"placehold":16,"plain":[1,17],"plaintext":23,"plan":[5,17],"plane":[9,20,24,25],"plano":[0,1,2,3,4,6,12,13,14,16,17,18,19,21,22,23,24,25,27],"plano_config":[6,10,17,19,21,22],"plano_llm_listen":13,"plano_log":13,"plano_orchestrator_v1":[10,17,18,21],"planoai":10,"platform":6,"pleas":[3,4,6,11,12,17,18,19],"pln":10,"plug":[8,9],"plumb":[9,19,20],"pod":16,"point":[1,2,3,5,7,11,17,19,21],"polici":[0,1,4,8,9,12,16,18,19,20,25],"polish":10,"pollut":7,"pool":[19,25],"pooler":19,"popular":16,"port":[1,2,6,7,10,12,17,18,19,21,22,25],"portal":6,"post":[3,5,7,13,17,18,21],"postgr":19,"postgresql":3,"pound":10,"power":[1,4,7,10,11,17],"practic":[1,4,8,9,15],"pre":25,"preced":16,"precis":[0,7,8,11],"predefin":2,"predict":[7,12],"prefer":[0,3,4,8,11,16,17,25],"prefix":6,"premier":6,"premis":[4,24],"prepar":[1,16],"present":[8,11,16,17],"preserv":6,"prev_response_id":19,"prevent":[8,16,18,19,25],"preview":[5,6],"previou":[3,7,17,19],"previous_resp_id":19,"previous_response_id":19,"price":[17,18],"pricing_ag":17,"primari":[2,3,5,17,19,27],"primary_and_first_fallback_fail":5,"primary_model":3,"primit":[2,4,24],"print":[3,10,11,16,19],"prior":1,"pro":6,"problem":[3,5,6,12,17],"proce":25,"process":[1,8,11,12,13,14,16,17,18,24,27],"process_customer_request":16,"processess":7,"processor":16,"prod":[4,5,6],"produc":[11,25],"product":[0,3,4,5,6,8,9,11,12,17,18,20,22],"product_recommend":17,"profan":5,"profil":[1,11,12],"program":[3,4,12],"progress":17,"project":[19,23],"prolifer":12,"prometheu":14,"promethu":14,"prompt":[0,1,8,9,12,17,18,20,21,24,25,27],"prompt_function_listen":21,"prompt_guard":9,"prompt_target":[7,9,10,11,21,25],"prone":7,"pronoun":17,"proof":[4,19],"propag":[8,15],"proper":16,"protect":[8,16,18],"proto":16,"protocol":[1,2,8,9,10,13,16,17,22,25],"proven":[8,9],"provid":[0,1,2,3,5,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,24,25],"provider_interfac":6,"proxi":[0,6,8,9,14,17,19,20,22,25],"psql":19,"public":2,"publish":14,"pull":[1,6,9,20],"purpos":[3,5,6,7,17,25],"pydant":7,"python":[0,4,5,6,8,12,13,19],"q":11,"quadrat":12,"quadratic_equ":12,"qualiti":[0,12],"quantum":[3,22],"queri":[1,4,7,10,11,12,17,18,19,21],"query_rewrit":[1,17],"question":[3,7,17,18,25],"quick":[8,12,16],"quickli":[1,8,9,10],"quickstart":[4,9,20],"quirk":8,"quot":17,"quota":[5,6],"quota_exceed":5,"quuickstart":6,"qwen3":6,"r":17,"rag":[1,17,25],"rag_ag":[1,18,21],"rag_energy_source_ag":7,"rain":17,"rais":[11,18],"rand":10,"random":21,"random_sampl":[1,10,16,17,21],"rang":[0,7,14,16],"rapid":12,"rare":25,"rate":[8,10,14,16,25],"rather":[0,1,8,24],"raw":[12,17],"re":[0,1,4,7,8,11,16,17,19],"reach":[0,1,8,18,24],"reachabl":1,"read":[8,11,16,17],"readabl":7,"readi":[3,12,19,22],"real":[0,8,10,11,12,17,24,25],"realli":8,"reason":[0,1,3,4,5,6,12,17,18],"reboot":25,"reboot_network_devic":25,"rebuild":22,"receiv":[2,7,11,13,16,17,18,19,25],"recent":17,"recept":25,"recognit":7,"recommend":[10,17,27],"record":[1,8,16],"recoveri":8,"redact":8,"reddit":8,"reduc":[0,3,7,8,19],"ref":[3,19],"refactor":[0,8],"refer":[3,4,5,6,10,11,13,16,17,20,23],"referenc":22,"refernc":11,"reflect":5,"regardless":[3,5],"region":[4,16,19],"regul":18,"regularli":19,"reinforc":20,"reject":18,"relat":[2,12,14,17,18,25],"releas":[5,6],"relev":[1,7,11,17],"reli":[12,16,24],"reliabl":[2,3,4,7,8,9,10,11,18,20],"remain":[0,8,9,11],"rememb":[11,17,19],"remind":11,"remov":1,"render":19,"renew":7,"renminbi":10,"reorder":1,"repeat":[8,17],"replac":[6,16,17,19],"repositori":10,"repres":[1,16],"req":7,"request":[0,1,2,3,4,5,6,8,10,11,12,13,16,17,18,19,20,21,22,26],"request_bodi":17,"requested_dai":17,"requestsinstrumentor":16,"requir":[0,2,4,7,10,11,12,17,19,21,22,24,25],"resend":19,"reset":17,"resili":8,"resolut":22,"resolv":17,"resourc":[6,10,15],"resp2":19,"resp_id":19,"respect":[13,14],"respond":[3,8,14,18],"respons":[0,1,2,4,5,6,7,8,9,10,11,12,13,16,18,19,21,25],"response_cod":13,"response_flag":13,"response_id":[3,19],"response_messag":17,"rest":[1,3,4,25,27],"restart":19,"result":[0,1,2,6,11,17],"retent":19,"retrain":12,"retri":[0,2,4,7,8,17,24,25],"retriev":[1,3,7,8,11,17,18,19,21,25],"return":[0,1,2,3,7,11,17,18,25],"reusabl":[1,21],"revers":[18,25],"review":[5,6,17],"rewrit":[1,8,17,21,25],"rewrot":1,"rich":[0,9,12,17,20],"right":[7,8,10],"ringgit":10,"risk":18,"ro":22,"robin":25,"robust":[8,9,11],"role":[3,5,10,12,16,17,18,22],"rollout":5,"romanian":10,"ron":10,"rote":[9,20],"round":25,"round_robin":5,"rout":[0,1,2,3,4,5,7,8,9,17,19,20,21,25],"router":[0,1,4,10,17,18,21,25],"routin":11,"routing_prefer":[6,12],"rule":[1,4,11,17],"run":[0,1,8,10,12,16,18,19,22,24,25],"runtim":[1,6],"rupe":10,"rupiah":10,"safe":[1,4,8,19],"safer":[18,20],"safeti":[2,5,8,9,18,20],"sai":[11,17],"sale":17,"sales_clos":17,"same":[2,3,5,6,8,11,21],"sampl":[1,10,14,16,21,22],"san":[7,11],"sanit":25,"satisfact":17,"save":[7,19],"scalabl":[7,8,9,10],"scale":[0,4,8,9,17,19,20,25],"scatter":8,"scenario":[6,7,8,9,11,12,19,25],"scene":[2,3,19],"schedul":[7,11,17],"scheduled_in":17,"scheduled_out":17,"schema":[10,19],"scheme":[5,6,14],"scienc":11,"scope":18,"scout":6,"scrape_config":14,"scrape_interv":14,"scrape_timeout":14,"screenshot":14,"script":[10,11],"scrutini":18,"sdk":[4,6,16,19],"seamless":[4,11,17,25],"seamlessli":[3,4,7,12,14,16],"search":[10,17],"search_dat":17,"search_date_obj":17,"seattl":[11,17],"second":[3,17,19],"section":[1,5,6,7,9,10,16,17,19,25],"secur":[2,4,9,16,19,25],"see":[0,2,4,10,11,12,17,19,22,25],"segment":17,"sek":10,"select":[0,2,4,9,10,12,17,19,25],"self":[2,8,13,19,25],"semant":[1,3,4,5,6,8,12],"send":[2,3,11,16,19,25],"sensibl":[1,2],"sensit":[1,16,17],"sensitive_data":5,"sent":[13,25],"separ":[7,24,25,27],"sequenc":[0,8,10,25],"server":[2,6,8,9,10,20,24,25],"servic":[0,1,2,7,8,10,11,13,16,17,18,19,21,22,25],"session":19,"set":[6,7,8,9,10,11,16,19,22,25],"set_tracer_provid":16,"setup":[1,2,7,11,16,19],"sever":[8,14,25],"sfo":10,"sgd":10,"sh":10,"shape":[8,25],"share":[10,25],"sheqel":10,"shift":12,"ship":[9,20],"short":[1,3],"shorten":[8,9],"should":[0,7,8,10,11,12,17,19,25],"shouldn":[9,20],"show":[0,1,2,7,10,17,18,22],"shown":6,"sidecar":[8,9],"signal":[0,8,9,12,20],"signatur":11,"significantli":17,"similar":[12,19],"simpl":[1,3,4,5,6,11,16],"simpli":[10,16],"simplic":25,"simplif":5,"simplifi":[2,4,7,9,10,16,18],"simultan":4,"sinc":[7,10],"singapor":10,"singl":[2,6,7,8,10,11,17,19,21,23,27],"sit":[8,9,11,24,25],"site":16,"size":[3,19],"skimp":11,"sla":18,"slow":7,"small":[6,27],"smaller":[6,17],"smart":[0,1,2,3,5,8,9,11,17,20,21,25],"smooth":17,"sni":25,"snippet":12,"snow":17,"so":[1,2,3,7,8,9,10,11,18,19,25],"socket":25,"softwar":8,"solar":7,"sole":12,"solut":7,"solv":[3,5,6,8,12],"some":[6,7,10,11,14,25,27],"sonnet":[3,5,6,10,12,19,21,22],"soon":[4,17],"sota":11,"sourc":[6,7,10,11,14,16,17],"south":10,"space":12,"span":[16,25],"span_processor":16,"spanish":12,"special":[0,6,8,12,17,19],"specif":[0,3,4,5,6,7,8,10,11,12,16,17,25],"specifi":[1,2,6,7,11,12,25],"speed":[8,14],"spell":11,"spend":27,"split":[5,17,24],"sporad":27,"spread":1,"sql":19,"stabl":[5,12],"stack":[8,9,11,13],"staff":[20,25,26],"stage":5,"stai":[8,9,10],"standalon":16,"standard":[1,4,6,8,9,10,16,17,20],"start":[1,2,16,17,19],"start_as_current_span":16,"start_tim":13,"stat":[14,25],"state":[0,1,4,7,8,9,10,11,12,20,21,24,25],"state_storag":19,"statement":17,"static":[12,25],"static_config":14,"statist":25,"statu":[1,10,11,13,17,18],"status_cod":17,"step":[0,1,9,16,20],"still":[1,2,12,19],"stitch":8,"storag":3,"store":[14,19],"stori":[3,12],"storytel":[6,12],"str":[7,10,11,17,25],"straightforward":11,"strategi":[4,8,9],"stream":[1,3,6,8,17,18,25],"streamabl":[1,21],"streamingrespons":17,"streamlin":[2,7],"strength":12,"strftime":17,"string":21,"strip":[1,17],"stripe":8,"strptime":17,"structur":[1,4,7,10,12,13,25],"struggl":7,"studio":6,"stuff":11,"style":[6,8,9,12,25],"subject":12,"submit":[11,17],"subscript":6,"subsequ":19,"substanti":8,"subsystem":[2,4,8,24,25],"subsystmem":25,"success":[1,8,10],"successfulli":[1,10],"suffix":6,"sugar":7,"suggest":11,"suit":[8,12],"suitabl":[11,12,17,19],"sum":5,"summar":[0,3,5,7,11,12,25],"summari":[11,12,15,25],"sunris":17,"sunset":17,"support":[4,7,10,12,14,16,17,18,19,20,25],"sure":[16,19],"surfac":[0,1,2,8],"sustain":7,"swap":[8,12],"swedish":10,"swiss":10,"switch":[4,5,12,19],"symbol":[10,25],"symptom":7,"syntax":19,"system":[0,1,7,8,10,11,12,13,16,17,18,19,25],"system_prompt":[7,10,25],"t":[3,6,7,9,10,11,12,19,20],"t00":17,"t23":17,"tabl":19,"tag":22,"tail":13,"tailor":11,"take":[0,8,10,25],"taken":13,"talk":[1,2,7,24],"target":[0,1,5,9,12,14,20,21,25],"task":[0,1,4,5,6,7,8,11,12,17,18,21,25,27],"tcp":25,"team":[0,1,4,8,9,20],"tech":20,"techcorp":18,"technic":[12,17,18],"techniqu":[7,12],"technologi":[7,8],"telemetri":[8,14,16],"tell":[3,17,22],"temperatur":[7,11,17,25],"temperature_2m":17,"temperature_2m_max":17,"temperature_2m_min":17,"temperature_c":17,"temperature_f":17,"temperature_max_c":17,"temperature_min_c":17,"tend":1,"term":[3,7],"termin":[1,2,8,17],"terminal_origin":17,"test":[0,3,4,5,6,7,8,11,19],"testabl":7,"text":[3,11,17,19,23,25],"text_stream":3,"textual":12,"tft":[8,14],"thai":10,"than":[0,1,8,24],"thb":10,"thei":[0,1,2,12,17,18],"them":[0,1,7,9,11,17,18,19,20,24,25],"themat":12,"theme":12,"thi":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,17,18,19,21,22,23,25,27],"think":11,"third":24,"thirst":7,"thoroughli":11,"those":[0,1,7,16],"thread":[19,20,25,26],"three":[3,4,7,8,12,14,25],"through":[0,1,2,3,4,6,7,8,9,10,11,12,13,16,17,18,25],"throughout":8,"throughput":[5,11,12],"thunderstorm":17,"tier":19,"tier1_support":17,"tier2_support":17,"tight":[8,9],"time":[1,7,8,11,12,13,14,17,24,25],"timeout":[5,10,12,14],"timestamp":[19,25],"timezon":17,"tl":[2,8,22,25],"tlm":8,"tls_certif":7,"todai":[4,10,17,25],"togeth":[2,4,8],"together_ai":6,"together_api_kei":6,"token":[6,7,8,14,25],"toler":[4,7],"tomorrow":[10,17],"too":[17,25],"took":13,"tool":[0,1,2,3,8,10,12,13,14,15,17,18,21,24,25],"toolerror":18,"top":[2,4,27],"topic":[1,12,18],"topologi":26,"tot":[8,14],"total":[8,13,14],"touch":8,"trace":[0,1,8,9,10,14,15,17,20,21,25],"trace_export":16,"tracepar":[8,15,17],"traceparent_head":17,"tracer":16,"tracer_provid":16,"tracerprovid":16,"track":[10,12,17,19],"tradit":[10,12,19],"traffic":[2,4,5,8,9,11,13,17,24,25],"train":12,"transact":11,"transform":[6,17,25],"translat":[12,25],"transpar":[8,12],"transport":[1,21,25],"travel":[10,11],"travel_assist":10,"travel_booking_servic":[17,21],"travel_d":17,"treat":25,"trigger":[8,9,11,18],"trip":17,"trivial":25,"troubleshoot":[7,17],"troubleshoot_ag":17,"true":[1,2,3,6,7,10,11,12,14,16,17,21,25],"try":[3,10,17,22],"tupl":7,"turbo":[6,7],"turkish":10,"turn":[0,3,8,10,11,17,19],"tutori":9,"two":[1,2,10,12,17,19,25],"txt":20,"type":[0,1,2,3,5,7,10,11,12,14,17,18,19,21,22,25],"typescript":0,"typic":[2,7,11,17,18,25],"u":[6,19],"ui":25,"unambigu":12,"unavail":17,"unbound":19,"uncom":19,"under":[2,8,13],"underli":[3,5,12],"underscor":5,"understand":[0,5,8,9,11,12,14,16,17],"undifferenti":25,"unexpect":[1,11],"unifi":[2,3,4,6,8,19,25],"uniformli":16,"uniqu":[7,16,19],"unit":[7,10,11],"unix":19,"unlik":[0,7,12,19],"unnecessari":0,"unrel":18,"unresolv":17,"unsaf":1,"until":[0,17,25],"up":[1,6,7,8,9,10,16,17,19,22],"updat":[7,8,10,11,12,17,19,22,25],"updated_at":19,"upgrad":[4,5,8,25],"upon":[17,25],"upper":17,"upstream":[2,7,8,11,13,14,21,22,24,25],"upstream_host":13,"urin":7,"url":[1,4,7,10,14,17,18,19,21],"us":[0,2,3,6,7,8,9,13,15,18,19,20,21,22,23,24,25],"usag":[0,3,4,5,7,8,11,14,19,25],"usd":10,"user":[0,1,3,5,7,8,10,11,12,13,14,16,17,18,19,22],"user_messag":17,"user_queri":18,"usernam":13,"usi":16,"usual":10,"util":[10,25],"uv":10,"uvx":10,"ux":[9,20],"v":[10,17,25],"v0":[1,2,7,10,17,21,25],"v1":[2,3,4,5,6,8,9,10,12,13,16,17,18,19,21,22],"v1beta":6,"v2":[5,6,10,14],"v24":10,"v3":10,"v4":6,"vagu":17,"valid":[4,7,9,10,11,17,18,19,21,25],"validate_with_llm":18,"valu":[3,7,11,16,17,25],"valueerror":11,"var_nam":19,"variabl":[6,10,16,19,22],"variant":[0,12],"varieti":25,"variou":[8,11,16,27],"ve":[7,10],"venv":10,"verbos":22,"veri":[16,25],"verifi":[16,19,22],"version":[0,1,2,3,4,5,7,10,16,17,19,21,25],"via":[0,1,2,4,6,7,8,9,10,15,16,17,24,25],"view":[14,16],"violat":[1,18,25],"virtual":[1,18,21],"visibl":13,"vision":7,"visual":16,"vllm":6,"vllm_api_kei":6,"volum":22,"vpc":24,"w3c":[8,16],"wa":[0,11,13,18,25],"wai":[1,2,7,8,10,18,25],"wait":25,"walk":17,"walkthrough":10,"want":[1,2,7,10,11,12],"warn":17,"watch":11,"we":[4,7,10,17,25,27],"weather":[7,11,17,21],"weather_ag":[17,21],"weather_cod":17,"weather_context":17,"weather_data":17,"weather_info":11,"weather_model":17,"weather_respons":17,"weather_url":17,"weatherag":17,"web":[2,25],"week":17,"weight":5,"well":[1,7,8,17],"were":[0,13],"west":[6,19],"what":[0,3,7,8,9,10,12,13,17,18,20,24,25],"when":[0,1,2,6,7,8,10,11,12,16,17,18,19,25],"where":[0,1,2,7,8,9,10,11,12,13,17,18,19,21,24],"whether":[0,2,4,7,11,12,25],"which":[0,1,4,7,8,10,11,12,13,14,16,17,18,24,25],"while":[0,1,2,6,7,8,9,10,11,12,17,18,19,27],"why":0,"wide":[0,7,8,9,14,16,20,25],"wind":7,"window":10,"wire":[1,10,18],"within":[9,11,17,18],"without":[0,1,2,3,4,6,7,8,9,12,19,22,25],"wmo":17,"won":10,"word":1,"work":[0,1,3,5,6,7,8,9,11,15,16,20],"worker":[25,27],"workflow":[0,1,8,9,10,12,17,25],"workload":[7,12,19,27],"world":[0,8,12,17],"worldwid":17,"would":25,"write":[0,1,6,7,8,12,17],"writer":5,"written":[8,18,25,27],"www":8,"x":[3,5,13,17,18,25],"xai":4,"xai_api_kei":6,"xxx":22,"y":17,"yaml":[3,6,7,10,14,16,17,19,22],"yen":10,"yield":17,"yml":[21,22],"york":[7,11,17],"you":[0,1,2,3,4,5,6,7,8,9,10,11,12,14,16,17,19,20,21,22,25],"your":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,17,18,19,22,24,25],"your_us":19,"yourweatherapp":11,"yuan":10,"yyi":22,"yyyi":17,"z":6,"zar":10,"zealand":10,"zero":8,"zeroshot":13,"zhipu_api_kei":6,"z\u0142oti":10},"titles":["Agents","Filter Chains","Listeners","Client Libraries","Model (LLM) Providers","Model Aliases","Supported Providers &amp; Configuration","Prompt Target","Intro to Plano","Overview","Quickstart","Function Calling","LLM Routing","Access Logging","Monitoring","Observability","Tracing","Orchestration","Guardrails","Conversational State","Welcome to Plano!","Configuration Reference","Deployment","llms.txt","Bright Staff","Request Lifecycle","Tech Overview","Threading Model"],"titleterms":{"1":[7,10,11],"2":[7,10,11],"3":[10,11],"A":16,"For":7,"It":[13,17,19],"access":13,"addit":16,"advanc":[4,5,6],"agent":[0,2,10,17],"ai":6,"alia":12,"alias":5,"alibaba":6,"align":12,"also":[3,5,6],"amazon":6,"anthrop":[3,6],"api":[3,6,10,17],"app":[7,10],"arch":[11,12],"architectur":25,"assist":17,"aw":16,"azur":6,"base":[6,12,22],"basic":[5,7],"bedrock":6,"benefit":[0,4,16],"best":[3,5,11,12,16,17,19],"book":17,"bright":24,"build":[7,9,10],"call":[10,11,17],"capabl":4,"case":[1,4,11,12,17],"categori":6,"chain":1,"class":6,"client":[3,10,12],"combin":12,"come":5,"command":10,"common":[4,17,22],"compat":[3,6],"compos":22,"concept":[9,20],"config":[7,10],"configur":[1,2,5,6,7,11,12,14,17,19,21,25],"connect":19,"context":17,"convers":[3,10,19],"core":4,"creat":10,"cross":3,"curl":[3,10],"currenc":10,"dashboard":14,"datadog":16,"deepseek":6,"default":6,"defin":[7,11],"demo":7,"deploy":22,"determinist":10,"develop":19,"docker":22,"egress":[2,25],"endpoint":[3,6],"error":3,"exampl":[1,3,7,11,12,16,17],"extern":17,"extract":17,"featur":[4,5,7,11,12,13],"file":10,"filter":1,"first":6,"flask":7,"flow":25,"format":[13,16],"function":11,"gatewai":[3,10,22],"gemini":6,"gener":17,"get":[4,9,20],"googl":6,"grafana":14,"groq":6,"guardrail":18,"guid":[9,20],"guidelin":6,"handl":3,"header":16,"high":25,"how":[13,16,17,18,19],"http":1,"i":11,"implement":[11,17],"inbound":2,"inform":17,"ingress":25,"initi":16,"inner":0,"instanc":6,"instrument":16,"integr":16,"intent":7,"interact":10,"intro":8,"issu":22,"kei":[0,4,7,11,13],"langtrac":16,"let":10,"level":25,"librari":3,"lifecycl":25,"listen":2,"llm":[4,10,12,17,23],"log":13,"logic":0,"loop":0,"mcp":1,"memori":19,"method":12,"metric":14,"minim":10,"mistral":6,"model":[1,2,4,5,6,10,12,22,27],"monitor":14,"moonshot":6,"multi":7,"multipl":6,"name":5,"network":[2,25],"next":[10,17,19],"observ":15,"ollama":6,"openai":[3,6,10],"opentelemetri":16,"orchestr":[0,10,17],"outbound":2,"outer":0,"over":11,"overview":[9,16,19,26],"paramet":7,"plano":[7,8,9,10,11,20],"post":25,"postgresql":19,"practic":[3,5,11,12,16,17,19],"prefer":[6,12],"prepar":17,"prerequisit":[10,19],"process":[7,25],"product":19,"program":1,"prompt":[2,7,10,11],"propag":16,"provid":[4,6],"proxi":[2,10],"python":[3,10,16],"quickstart":10,"qwen":6,"rag":7,"rai":16,"refer":21,"request":[7,25],"requir":6,"resourc":[16,20],"respons":[3,17],"rout":[6,10,12,22],"router":12,"rule":5,"runtim":22,"sdk":3,"see":[3,5,6],"select":6,"send":10,"setup":22,"smoke":22,"solut":22,"soon":5,"stack":22,"staff":24,"start":[4,9,10,20,22],"state":[3,19],"step":[7,10,11,17,19],"storag":19,"string":19,"structur":[6,17],"summari":[7,16],"supabas":19,"support":[3,6],"switch":7,"take":11,"target":[2,7,10,11],"tech":26,"test":[18,22],"thread":27,"tip":11,"togeth":6,"tool":[7,16],"topologi":[2,25],"trace":16,"tracepar":16,"travel":17,"troubleshoot":[19,22],"turn":7,"txt":23,"typic":1,"unsupport":12,"url":6,"us":[1,4,5,10,11,12,16,17],"usag":12,"v":0,"valid":5,"via":14,"welcom":20,"what":11,"why":18,"work":[13,17,18,19],"workflow":11,"x":16,"xai":6,"your":10,"zhipu":6}})
\ No newline at end of file
+Search.setIndex({"alltitles":{"AWS X-Ray":[[16,"aws-x-ray"]],"Access Logging":[[13,null]],"Additional Resources":[[16,"additional-resources"]],"Advanced Configuration":[[6,"advanced-configuration"]],"Advanced Features":[[4,"advanced-features"]],"Advanced Features (Coming Soon)":[[5,"advanced-features-coming-soon"]],"Agent Orchestration":[[0,"agent-orchestration"]],"Agent Structure":[[17,"agent-structure"]],"Agents":[[0,null]],"Alias-based routing":[[12,"alias-based-routing"]],"Amazon Bedrock":[[6,"amazon-bedrock"]],"Anthropic":[[6,"anthropic"]],"Anthropic (Python) SDK":[[3,"anthropic-python-sdk"]],"Arch-Function":[[11,"arch-function"]],"Arch-Router":[[12,"id7"]],"Azure OpenAI":[[6,"azure-openai"]],"Base URL Configuration":[[6,"base-url-configuration"]],"Basic Configuration":[[5,"basic-configuration"],[7,"basic-configuration"]],"Benefits of Using Traceparent Headers":[[16,"benefits-of-using-traceparent-headers"]],"Best Practices":[[3,"best-practices"],[16,"best-practices"],[17,"best-practices"],[19,"best-practices"]],"Best Practices and Tips":[[11,"best-practices-and-tips"]],"Best practices":[[12,"best-practices"]],"Bright Staff":[[24,null]],"Build Agentic Apps with Plano":[[10,"build-agentic-apps-with-plano"]],"Build Multi-Turn RAG Apps":[[7,"build-multi-turn-rag-apps"]],"Build with Plano":[[9,"build-with-plano"]],"Building agents with Plano orchestration":[[10,"building-agents-with-plano-orchestration"]],"Calling External APIs":[[17,"calling-external-apis"]],"Client Libraries":[[3,null]],"Client usage":[[12,"client-usage"],[12,"id4"],[12,"id6"]],"Combining Routing Methods":[[12,"combining-routing-methods"]],"Common Issues and Solutions":[[22,"common-issues-and-solutions"]],"Common Use Cases":[[4,"common-use-cases"],[17,"common-use-cases"]],"Concepts":[[9,"concepts"],[20,null]],"Configuration":[[12,"configuration"],[12,"id3"],[12,"id5"],[17,"configuration"],[19,"configuration"],[25,"configuration"]],"Configuration Overview":[[19,"configuration-overview"]],"Configuration Reference":[[21,null]],"Configuration Structure":[[6,"configuration-structure"]],"Configuration example":[[1,"configuration-example"]],"Configure Listeners":[[2,"configure-listeners"]],"Configure Monitoring":[[14,"configure-monitoring"]],"Conversational State":[[19,null]],"Core Capabilities":[[4,"core-capabilities"]],"Cross-Client Compatibility":[[3,"cross-client-compatibility"]],"Datadog":[[16,"datadog"]],"DeepSeek":[[6,"deepseek"]],"Default Model Configuration":[[6,"default-model-configuration"]],"Defining Parameters":[[7,"defining-parameters"]],"Demo App":[[7,"demo-app"]],"Deployment":[[22,null]],"Deterministic API calls with prompt targets":[[10,"deterministic-api-calls-with-prompt-targets"]],"Docker Compose Setup":[[22,"docker-compose-setup"]],"Docker Deployment":[[22,"docker-deployment"]],"Error Handling":[[3,"error-handling"]],"Example 2: Switching Intent":[[7,"example-2-switching-intent"]],"Example Configuration For Tools":[[7,"example-configuration-for-tools"]],"Example Use Cases":[[11,"example-use-cases"],[12,"example-use-cases"]],"Example with OpenTelemetry in Python":[[16,"example-with-opentelemetry-in-python"]],"Example: Travel Booking Assistant":[[17,"example-travel-booking-assistant"]],"Filter Chain Programming Model (HTTP and MCP)":[[1,"filter-chain-programming-model-http-and-mcp"]],"Filter Chains":[[1,null]],"First-Class Providers":[[6,"first-class-providers"]],"Function Calling":[[11,null]],"Function Calling Workflow":[[11,"function-calling-workflow"]],"Gateway Endpoints":[[3,"gateway-endpoints"]],"Gateway Smoke Test":[[22,"gateway-smoke-test"]],"Get Started":[[9,"get-started"],[20,null]],"Getting Started":[[4,"getting-started"]],"Google Gemini":[[6,"google-gemini"]],"Groq":[[6,"groq"]],"Guardrails":[[18,null]],"Guides":[[9,"guides"],[20,null]],"Header Format":[[16,"header-format"]],"High level architecture":[[25,"high-level-architecture"]],"How Guardrails Work":[[18,"how-guardrails-work"]],"How It Works":[[13,"how-it-works"],[17,"how-it-works"],[19,"how-it-works"]],"How to Initiate A Trace":[[16,"how-to-initiate-a-trace"]],"Implementation":[[17,"implementation"]],"Implementing Function Calling":[[11,"implementing-function-calling"]],"Inbound (Agent & Prompt Target)":[[2,"inbound-agent-prompt-target"]],"Information Extraction with LLMs":[[17,"information-extraction-with-llms"]],"Inner Loop (Agent Logic)":[[0,"inner-loop-agent-logic"]],"Inner Loop vs. Outer Loop":[[0,"inner-loop-vs-outer-loop"]],"Instrumentation":[[16,"instrumentation"]],"Integrating with Tracing Tools":[[16,"integrating-with-tracing-tools"]],"Intro to Plano":[[8,null]],"Key Benefits":[[0,"key-benefits"],[4,"key-benefits"]],"Key Features":[[7,"key-features"],[11,"key-features"],[13,"key-features"]],"LLM Routing":[[12,null]],"Langtrace":[[16,"langtrace"]],"Listeners":[[2,null]],"Log Format":[[13,"log-format"]],"Memory Storage (Development)":[[19,"memory-storage-development"]],"Metrics Dashboard (via Grafana)":[[14,"metrics-dashboard-via-grafana"]],"Mistral AI":[[6,"mistral-ai"]],"Model (LLM) Providers":[[4,null]],"Model Aliases":[[5,null]],"Model Selection Guidelines":[[6,"model-selection-guidelines"]],"Model-Based Routing":[[22,"model-based-routing"]],"Model-based routing":[[12,"model-based-routing"]],"Monitoring":[[14,null]],"Moonshot AI":[[6,"moonshot-ai"]],"Multi-Turn":[[7,"multi-turn"]],"Multiple Provider Instances":[[6,"multiple-provider-instances"]],"Naming Best Practices":[[5,"naming-best-practices"]],"Network Topology":[[2,"network-topology"]],"Network topology":[[25,"network-topology"]],"Next Steps":[[10,"next-steps"],[17,"next-steps"],[19,"next-steps"]],"Observability":[[15,null]],"Ollama":[[6,"ollama"]],"OpenAI":[[6,"openai"]],"OpenAI (Python) SDK":[[3,"openai-python-sdk"]],"OpenAI Responses API (Conversational State)":[[3,"openai-responses-api-conversational-state"]],"OpenAI-Compatible Providers":[[6,"openai-compatible-providers"]],"Orchestration":[[17,null]],"Outbound (Model Proxy & Egress)":[[2,"outbound-model-proxy-egress"]],"Outer Loop (Orchestration)":[[0,"outer-loop-orchestration"]],"Overview":[[9,null],[16,"overview"]],"Post-request processing":[[25,"post-request-processing"]],"PostgreSQL Storage (Production)":[[19,"postgresql-storage-production"]],"Preference-aligned routing (Arch-Router)":[[12,"preference-aligned-routing-arch-router"]],"Preparing Context and Generating Responses":[[17,"preparing-context-and-generating-responses"]],"Prerequisites":[[10,"prerequisites"],[19,"prerequisites"]],"Prompt Target":[[7,null]],"Provider Categories":[[6,"provider-categories"]],"Providers Requiring Base URL":[[6,"providers-requiring-base-url"]],"Quickstart":[[10,null]],"Qwen (Alibaba)":[[6,"qwen-alibaba"]],"Request Flow (Egress)":[[25,"request-flow-egress"]],"Request Flow (Ingress)":[[25,"request-flow-ingress"]],"Request Lifecycle":[[25,null]],"Resources":[[20,null]],"Routing Methods":[[12,"routing-methods"]],"Routing Preferences":[[6,"routing-preferences"]],"Runtime Tests":[[22,"runtime-tests"]],"See Also":[[3,"see-also"],[5,"see-also"],[6,"see-also"]],"Starting the Stack":[[22,"starting-the-stack"]],"Step 1. Create plano config file":[[10,"step-1-create-plano-config-file"],[10,"id2"]],"Step 1. Minimal orchestration config":[[10,"step-1-minimal-orchestration-config"]],"Step 1: Define Plano Config":[[7,"step-1-define-plano-config"]],"Step 1: Define the Function":[[11,"step-1-define-the-function"]],"Step 2. Start plano":[[10,"step-2-start-plano"]],"Step 2. Start plano with currency conversion config":[[10,"step-2-start-plano-with-currency-conversion-config"]],"Step 2. Start your agents and Plano":[[10,"step-2-start-your-agents-and-plano"]],"Step 2: Configure Prompt Targets":[[11,"step-2-configure-prompt-targets"]],"Step 2: Process Request in Flask":[[7,"step-2-process-request-in-flask"]],"Step 3. Interacting with gateway using curl command":[[10,"step-3-interacting-with-gateway-using-curl-command"]],"Step 3. Send a prompt and let Plano route":[[10,"step-3-send-a-prompt-and-let-plano-route"]],"Step 3.1: Using OpenAI Python client":[[10,"step-3-1-using-openai-python-client"]],"Step 3.2: Using curl command":[[10,"step-3-2-using-curl-command"]],"Step 3: Interact with LLM":[[10,"step-3-interact-with-llm"]],"Step 3: Plano Takes Over":[[11,"step-3-plano-takes-over"]],"Summary":[[7,"summary"],[16,"summary"]],"Supabase Connection Strings":[[19,"supabase-connection-strings"]],"Supported API Endpoints":[[6,"supported-api-endpoints"]],"Supported Clients":[[3,"supported-clients"]],"Supported Providers & Configuration":[[6,null]],"Tech Overview":[[26,null]],"Testing the Guardrail":[[18,"testing-the-guardrail"]],"Threading Model":[[27,null]],"Together AI":[[6,"together-ai"]],"Trace Propagation":[[16,"trace-propagation"]],"Tracing":[[16,null]],"Troubleshooting":[[19,"troubleshooting"],[22,"troubleshooting"]],"Typical Use Cases":[[1,"typical-use-cases"]],"Unsupported Features":[[12,"unsupported-features"]],"Use Plano as a Model Proxy (Gateway)":[[10,"use-plano-as-a-model-proxy-gateway"]],"Using Aliases":[[5,"using-aliases"]],"Validation Rules":[[5,"validation-rules"]],"Welcome to Plano!":[[20,null]],"What is Function Calling?":[[11,"what-is-function-calling"]],"Why Guardrails":[[18,"why-guardrails"]],"Zhipu AI":[[6,"zhipu-ai"]],"cURL Examples":[[3,"curl-examples"]],"llms.txt":[[23,null]],"xAI":[[6,"xai"]]},"docnames":["concepts/agents","concepts/filter_chain","concepts/listeners","concepts/llm_providers/client_libraries","concepts/llm_providers/llm_providers","concepts/llm_providers/model_aliases","concepts/llm_providers/supported_providers","concepts/prompt_target","get_started/intro_to_plano","get_started/overview","get_started/quickstart","guides/function_calling","guides/llm_router","guides/observability/access_logging","guides/observability/monitoring","guides/observability/observability","guides/observability/tracing","guides/orchestration","guides/prompt_guard","guides/state","index","resources/configuration_reference","resources/deployment","resources/llms_txt","resources/tech_overview/model_serving","resources/tech_overview/request_lifecycle","resources/tech_overview/tech_overview","resources/tech_overview/threading_model"],"envversion":{"sphinx":65,"sphinx.domains.c":3,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":9,"sphinx.domains.index":1,"sphinx.domains.javascript":3,"sphinx.domains.math":2,"sphinx.domains.python":4,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,"sphinx.ext.viewcode":1},"filenames":["concepts/agents.rst","concepts/filter_chain.rst","concepts/listeners.rst","concepts/llm_providers/client_libraries.rst","concepts/llm_providers/llm_providers.rst","concepts/llm_providers/model_aliases.rst","concepts/llm_providers/supported_providers.rst","concepts/prompt_target.rst","get_started/intro_to_plano.rst","get_started/overview.rst","get_started/quickstart.rst","guides/function_calling.rst","guides/llm_router.rst","guides/observability/access_logging.rst","guides/observability/monitoring.rst","guides/observability/observability.rst","guides/observability/tracing.rst","guides/orchestration.rst","guides/prompt_guard.rst","guides/state.rst","index.rst","resources/configuration_reference.rst","resources/deployment.rst","resources/llms_txt.rst","resources/tech_overview/model_serving.rst","resources/tech_overview/request_lifecycle.rst","resources/tech_overview/tech_overview.rst","resources/tech_overview/threading_model.rst"],"indexentries":{},"objects":{},"objnames":{},"objtypes":{},"terms":{"":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,17,18,19,22,24,25,27],"0":[1,2,3,5,6,7,10,12,13,16,17,19,21,22,25],"00":[16,17],"005":[21,25],"00z":17,"01":3,"03":13,"04":13,"05":10,"050z":13,"06":[3,10],"08":10,"0905":6,"1":[2,3,4,5,6,12,13,14,17,19,21,25],"10":[5,10,11,13,14,17],"100":[1,3,5,10,16,17,21,27],"1000":17,"10000":[2,10,21,22,25],"1022":13,"104":13,"10500":[18,21],"10501":1,"10502":1,"10505":1,"10510":[17,21],"10520":[10,17,21],"10530":10,"106":13,"10t03":13,"10th":17,"11":10,"11434":[5,6],"12":[7,10,17,19],"12000":[2,3,5,10,12,13,16,19,21,22],"120b":5,"123":19,"125":13,"127":[2,3,5,7,10,13,19,21,25],"128e":6,"128k":6,"1301":13,"131":10,"13b":6,"140":13,"15":[4,14],"159":13,"16":[10,16,17],"162":13,"168":13,"1695":13,"1695m":13,"17":13,"17b":6,"18083":13,"192":13,"19901":14,"1d6b30cfc845":13,"2":[2,5,6,12,17,19,22,25],"20":5,"200":[1,3,13,17],"2019":7,"2023":3,"2024":[10,13],"20240307":5,"20241022":[3,5,6],"2025":17,"20b":6,"21797":13,"218":13,"23":17,"23123":19,"24":[10,17],"245":13,"25":[10,17],"254":13,"27":10,"28":10,"288":10,"29":10,"2a5b":13,"3":[1,3,5,6,7,17,21],"30":[10,12,17],"30b":17,"31":7,"32":16,"32b":6,"32k":6,"34b":6,"3b":[6,21],"4":[6,10,11,12,17,18,19,21,22],"400":18,"429":25,"4317":16,"441":13,"443":[6,7,10,13],"447":13,"45":17,"463":13,"469793af":13,"48":17,"485":10,"49":13,"492z":13,"4a":25,"4b":25,"4o":[1,2,3,5,6,10,16,17,21,25],"4xx":1,"5":[3,5,6,7,10,12,17,19,22],"50":[3,17],"51":[10,13,17],"51000":13,"52":13,"53":13,"537z":13,"54":13,"5432":19,"55":13,"556":13,"56":[10,13],"59":17,"598z":13,"59z":17,"5b":[4,12],"5xx":1,"6":[6,17],"604197fe":13,"614":13,"646":17,"647":10,"65":13,"67":17,"7":17,"71":17,"770":13,"78558":10,"7b":6,"8":16,"80":[5,6,21,25],"8000":6,"8001":[1,10,17,18,21],"8080":[6,7],"825":10,"86":17,"87":13,"8b":6,"905z":13,"906z":13,"9090":14,"9367":13,"95":[5,17],"95a2":13,"961z":13,"979":10,"984":13,"984m":13,"99":17,"9b57":13,"A":[0,1,5,7,8,9,11,15,17,19,20,25,27],"And":10,"As":[10,14],"At":[10,12],"Be":[11,16,17],"By":[0,7,8,11,13,16,17],"FOR":13,"For":[0,2,3,6,10,11,12,13,16,17,19,22,25,27],"IF":19,"If":[1,7,11,17,18,19,22,25],"In":[1,8,9,11,12,18],"It":[2,6,8,9,11,12,15,16,20,24,25],"Its":[8,14,16],"NOT":19,"No":[3,10,12,19],"Not":19,"ON":19,"On":10,"One":3,"Or":[3,10,16],"TO":[17,19],"That":19,"The":[0,1,2,3,5,6,7,10,11,12,13,16,17,18,19,21,25],"Then":19,"There":[2,8],"These":[8,11,25],"To":[2,8,10,12,14,16,17,18,22],"With":[6,8,10,12,16],"_":8,"__name__":16,"a1c":7,"a3b":17,"abil":6,"about":[0,1,3,4,5,7,8,9,12,13,17,18,19,24,25],"abov":[5,7,8,10,14,22,25],"abstract":[1,4,9,12,20],"acceler":20,"accept":[2,25,27],"access":[0,4,10,14,15,16,20,21,25],"access_":13,"access_ingress":13,"access_intern":13,"access_kei":[1,2,5,6,7,10,12,17,21,25],"access_llm":13,"accident":25,"accordingli":16,"account":11,"accur":[7,8,11,12,17],"accuraci":12,"achiev":[8,11],"acknowledg":17,"across":[0,1,2,4,5,6,7,8,9,10,11,16,17,19,20,24,25],"act":[2,8,14],"action":[0,7,11,12,17,18,25],"activ":[6,10,25],"actual":[3,12,16,17,19],"ad":[12,17,18],"adapt":[0,12],"add":[0,1,2,4,7,8,11,12,16,18,19],"add_span_processor":16,"addit":[6,7,15,19,25],"address":[1,2,6,7,10,12,21,25],"adjust":[7,16,19,22],"adopt":[8,9,16,20],"advanc":11,"advantag":8,"aeroapi":17,"aeroapi_base_url":17,"aeroapi_kei":17,"affect":16,"afraid":11,"african":10,"after":[1,8,11,17,25],"against":[18,19],"agent":[1,6,7,8,9,11,13,14,16,18,19,20,21,24,25],"agent_1":[1,18],"agent_respons":18,"aggreg":11,"agil":[8,9,20],"agnost":[0,8,25],"ahead":17,"ai":[0,4,8,9,10,11,13,16,17,18,20],"aid":25,"air":[6,7],"airbnb":8,"aircraft":17,"aircraft_typ":17,"airlin":17,"airport":17,"aka":20,"alert":[13,14],"alertmanag":14,"algorithm":[5,8],"alia":[0,3,4,5,8,25],"alias":[3,4,6,12,20,21],"alic":[3,19],"align":[0,4,25],"aliyunc":6,"all":[0,4,6,7,10,16,17,19,22,23,25,27],"allow":[0,1,5,6,7,8,10,11,12,16,17,18,27],"along":10,"alongsid":[8,24,25],"alphanumer":5,"alreadi":[10,16],"also":[1,2,4,10,12,17,25],"alwai":[5,12,17],"amazon_bedrock":6,"amazonaw":6,"ambigu":[7,11],"amount":27,"an":[0,1,2,7,8,10,11,12,14,16,17,18,25],"analysi":[0,6,12,17],"analyst":5,"analyt":11,"analyz":[0,6,8,10,11,12,13,16,17],"ani":[0,1,3,4,6,7,8,9,10,11,16,17,18,19,20,22,25],"annot":7,"answer":[7,17,25],"anthrop":[0,4,5,10,12,19,21,22],"anthropic_api_kei":[5,6,10,12,21,22],"anyth":12,"api":[0,2,4,5,7,8,9,11,13,14,16,19,20,21,24,25],"api_kei":[3,6,10,16,17,19],"api_serv":[7,11,13],"api_vers":14,"apierror":3,"apikei":17,"apivers":14,"apm":16,"apolog":18,"app":[2,6,8,9,17,20,22],"app_serv":[21,25],"appear":18,"append":[6,17],"appl":18,"appli":[0,2,4,5,8,9,12,18,21,25],"applic":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,22,24,25],"appoint":12,"approach":[4,5,12,16],"appropri":[0,2,12,17,25],"approv":18,"ar":[0,1,2,3,4,5,6,7,8,10,11,12,13,14,16,17,18,19,22,24,25],"arch":[4,5,8,21,25],"arch_agent_rout":1,"arch_config":[3,7],"architectur":[1,2,7,8,12,16,26,27],"archiv":19,"area":4,"aren":6,"arg":17,"around":[25,27],"arrai":[17,19],"arriv":[1,17,18,25],"arrival_tim":17,"art":[0,8,11,12],"artifici":3,"ask":[7,10,11,17,18],"ask_quest":3,"aspect":[8,14],"assembl":[1,3],"assign":12,"assist":[1,3,6,7,10,12,16,18,19,21,25],"associ":12,"assum":10,"astral":10,"async":[17,18],"asynccli":17,"asyncopenai":17,"atlanta":17,"attach":[1,2,17,18,25],"attempt":[8,18],"attende":7,"attent":11,"attribut":[7,11,16],"aud":10,"audio":12,"augment":[1,18,21],"australian":10,"authent":6,"author":[3,13],"auto":17,"auto_llm_dispatch_on_respons":25,"autom":[11,17,19,22],"automat":[0,3,4,6,8,11,16,17,19,22],"autonom":[0,17],"avail":[0,3,4,6,7,8,10,12,25],"avoid":8,"aw":[6,19],"await":[17,18],"awar":17,"aws_bearer_token_bedrock":6,"awsxrai":16,"azur":[0,4,19],"azure_api_kei":6,"azure_openai":6,"azure_openai_api_kei":6,"b":[0,5],"b25f":13,"b265":13,"back":[1,8,12,25],"backend":[1,2,3,7,10,11,14,16,19,24,25],"background":10,"backward":5,"bad":12,"baht":10,"balanc":[0,5,6,11,25],"bandwidth":19,"base":[0,2,3,4,5,7,10,11,17,18,25],"base_url":[3,5,6,10,16,17,19],"basemodel":7,"basic":[3,4,10,17,22],"batch":[16,25],"batchspanprocessor":16,"battl":8,"bearer":[3,6],"becaus":1,"becom":[1,8,12,19],"bedrock":19,"been":[10,11],"befor":[0,1,2,7,10,17,18,19,22,25],"begin":10,"behalf":[2,7,13,25],"behavior":[0,1,6,7,8,12,13,17,18,19,21],"behind":[1,2,3,6,9,19],"being":[5,25],"below":[1,2,6,7,10,14,16,18,22,25],"benchmark":[11,12],"benefici":11,"benefit":[3,5,7,8,15],"bespok":[9,20],"best":[0,4,8,15,25],"beta":[5,6],"better":[0,3,8,11,12,17],"between":[0,4,5,7,8,11,12,16,17,25,27],"bgn":10,"bigint":19,"bin":10,"bind":2,"bloat":19,"block":[1,2,3,17,27],"block_categori":5,"blood":7,"blurri":7,"boilerpl":12,"book":[10,12],"bool":[7,25],"boolean":6,"bootstrap":25,"both":[2,4,6,8,9,11,12,14,17,19],"bound":27,"brazilian":10,"break":[0,13],"breaker":25,"bridg":[11,25],"brief":[7,25],"briefli":[3,25],"bright":[20,25,26],"british":10,"brittl":[9,20],"brl":10,"bug":6,"buil":7,"build":[0,1,2,4,8,17,19,20,27],"builder":1,"built":[0,6,7,8,9,16,20,25],"bulgarian":10,"bullet":17,"burden":8,"busi":[0,7,8,10,11],"bypass":18,"byte":[13,16],"bytes_receiv":13,"bytes_s":13,"c":8,"cach":17,"cad":10,"call":[0,1,2,3,7,8,9,12,13,19,20,21,24,25],"caller":[1,2,18],"can":[0,1,2,3,5,6,7,8,9,10,11,12,13,16,17,18,19,22,25],"canadian":10,"canari":[0,4,5],"cannot":[12,19],"capabl":[0,3,5,6,7,8,10,11,17,21,25],"capit":[3,10],"captur":[0,1,8,12,16],"care":[10,11],"carefulli":[7,17],"carri":[16,25],"case":[5,8,9,18],"cat":12,"categori":[4,12],"celsiu":[7,11,17],"central":[0,2,4,7,8,9,11,13,20,25],"centric":12,"chain":[0,2,5,8,17,18,19,20,25],"challeng":12,"chang":[0,1,3,4,7,8,9,12,16,18,20],"charact":[16,19],"chat":[0,3,4,5,6,8,10,12,13,16,17,18,19,21,22],"chat_complet":16,"chat_with_fallback":3,"chatmessag":18,"cheap":4,"cheaper":[3,5,17],"check":[1,7,10,11,17,18,19,22,25],"chf":10,"children":16,"chines":10,"choic":[3,10,16,17],"choos":[0,4,11,12,25],"chosen":6,"christma":17,"chunk":[3,17],"ci":22,"circuit":[0,1,25],"circular":5,"citi":[7,11,17,21],"clarif":7,"clarifi":7,"class":[4,7,8],"classif":12,"classifi":12,"claud":[3,5,6,10,12,19,21,22],"clean":7,"cleaner":5,"cleanli":[2,7,8,9],"cleanup":19,"clear":[7,11,12,17,18],"clearer":11,"clearli":[12,17],"cli":[10,22],"client":[2,4,5,6,16,17,19,20,22,25,27],"clienterror":18,"close":[12,17],"cloud":[4,24],"cloudi":17,"cluster":[4,8,24,25],"cnversat":7,"cny":10,"co":[16,19],"code":[0,1,3,4,5,6,7,8,9,10,12,13,17,25,27],"code_iata":17,"code_review":6,"codebas":[8,9,16,20],"codec":25,"codellama":6,"coder":6,"coher":6,"collabor":0,"colleagu":11,"collect":[3,11,12,14,16],"collector":16,"column":19,"com":[5,6,11,13,16,17,19],"combin":[4,11,17,19],"come":4,"command":[6,22],"comment":19,"commit":16,"common":[6,7,11,12,16,19],"commun":[1,10,16,25],"compact":[6,12],"compani":[6,8,18],"compat":[0,2,4,5,8,10,16,17,19],"compil":23,"complementari":10,"complet":[0,3,4,5,6,10,11,12,13,16,17,18,19,21,22,25],"complex":[0,2,4,5,6,11,12,16,17,27],"complex_reason":[6,12],"complianc":[1,18],"compon":[6,8,16,22,25],"compos":10,"comprehens":[6,10],"comput":[3,22],"concept":[10,12,19],"concern":[0,8,25],"concis":17,"condit":[5,17],"confid":12,"config":[6,12,14,16,19,22],"configiur":14,"configur":[3,4,8,10,15,16,18,20,22,26,27],"confirm":[11,22,25],"congratul":10,"connect":[2,4,7,8,10,17,22,24,25,27],"connect_timeout":[21,25],"connection_str":19,"conpleix":7,"consider":7,"considert":7,"consist":[0,1,2,4,5,8,10,11,12,16,17,18],"consol":[6,16],"constraint":1,"construct":6,"contain":[8,10,16,19,22,23,25],"container_nam":22,"content":[1,3,5,6,7,8,10,12,16,17,18,22],"content_filt":5,"context":[0,1,2,3,6,8,10,11,12,16,19,23,25],"context_build":[1,17],"context_messag":17,"contextu":12,"continu":[1,3,8,9,17,18,19,20,22],"contract":25,"contribut":10,"contributor":[8,9,20],"control":[0,1,5,6,9,12,18,20,21,24,25,27],"conveni":7,"convent":25,"convers":[0,1,4,6,7,8,9,12,17,20,24],"conversation_context":17,"conversation_st":19,"convert":10,"coordin":[17,24,27],"copi":19,"core":[8,9,10,17,20,25],"corpor":18,"correct":[7,18,19,22],"correctli":16,"correl":1,"correspond":25,"cost":[0,4,5,6,7,8,12,17],"could":[3,11,17,25],"count":[17,25],"coupl":[1,8,9],"cover":6,"covners":7,"cpu":25,"crash":1,"creat":[3,5,6,9,11,12,16,17,19,22,25],"create_gradio_app":7,"created_at":19,"creativ":[5,6,11,12],"creative_task":12,"creative_writ":6,"credenti":[16,19],"crewai":0,"criteria":12,"critic":[1,8,11,14,16,17,19,21,25],"cross":[0,1,4],"crucial":[11,13,16],"ctx":17,"cue":12,"curl":[4,5,6,18,22],"currenc":[17,25],"currency_exchang":10,"currency_symbol":10,"current":[5,7,11,17,21],"current_temp":17,"current_timestamp":19,"custom":[0,1,3,4,6,9,12,16,17,18],"custom_api_kei":6,"customprovid":6,"cut":[0,1,8],"czech":10,"czk":10,"d":[3,5,17,18,22],"dai":[17,21],"daili":17,"danish":10,"dashbaord":14,"dashboard":[11,15,16,19],"dashscop":6,"dashscope_api_kei":6,"data":[1,5,7,8,9,10,11,12,14,16,17,20,22,24,25],"databas":[11,19],"database_url":19,"datadoghq":16,"dataplan":[1,2,8],"datasourc":14,"date":[7,10,11,17,25],"datetim":17,"day_match":17,"day_nam":17,"days_ahead":17,"db":19,"db_password":19,"db_setup":19,"dc":13,"dd":17,"dd_site":16,"de":[8,9,25],"deal":17,"debug":[0,1,12,13,16,17,19,22,25],"debugg":0,"decemb":[10,17],"decid":[0,1,8,10,12,17,22,24],"decis":[0,1,8,12,17,24,25],"decoupl":[0,8,9,12,20],"decrypt":25,"deep":[2,6,9,12,17],"deeper":10,"deepseek":[4,19],"deepseek_api_kei":6,"def":[3,7,11,16,17,18],"default":[1,2,7,10,12,13,17,19,21,25],"defin":[1,2,4,5,10,12,16,17,18,21,22,25],"definit":11,"delai":17,"delet":19,"deliv":[8,9,11,12,17,20],"deliveri":[8,9,20,25],"delta":3,"demo":[8,17,19],"demonstr":[6,9,11,12],"departur":17,"departure_tim":17,"depend":[8,12,19,25],"deploi":[6,8,16,22],"deploy":[0,2,4,5,6,8,9,19,20,24],"describ":[7,17,25],"descript":[1,5,6,7,10,11,12,17,18,21,25],"descriptor":12,"design":[7,8,9,11,12,14,16,17,19,20,24,25],"desir":[6,7,11],"dest_cod":17,"destin":[1,17],"destination_cod":17,"destroi":25,"detail":[2,3,4,6,7,8,11,12,13,16,17,22,25],"detect":[7,18,25],"determin":[0,7,11,17,25],"determininist":8,"determinist":[0,7,25],"dev":[3,4,5,6,10],"develop":[0,2,3,4,5,6,7,8,9,16,20,24,25],"devic":[7,25],"device_id":25,"diabet":7,"diabeter":7,"diagnos":[7,17],"diagram":2,"dict":[7,17],"differ":[3,4,5,6,11,12,16,19,24,25],"difficult":8,"dipatch":7,"direct":[0,3,4,6,7,12,17,19,21],"directli":[0,2,10,12,22],"directori":22,"disabl":19,"disast":8,"discov":[6,9,17],"discuss":3,"diseas":7,"disease_diagnos":7,"diseases_symptom":7,"dispatch":25,"displai":11,"distinct":12,"distinguish":[0,12],"distribut":[5,16,25],"dive":[4,9,10],"dkk":10,"dn":22,"do":[8,12,13,17],"doc":[9,19],"docker":[1,5,6,10,14,16,17,21],"docs_ag":17,"document":[5,7,9,10,12,16,17,22,23],"doe":[7,11,12,19,24,25],"dollar":10,"domain":[11,12,17,18],"don":[3,7,11,19],"done":17,"dot":5,"down":13,"downstream":[1,2,7,11,16,25,27],"dramat":19,"driven":[10,12,18],"dropbox":8,"due":19,"dump":17,"duplic":[1,8],"durabl":19,"durat":[13,25],"dure":25,"dx":[9,20],"dynam":[0,4,6,11,12,17,18],"e":[1,3,5,7,8,10,11,12,13,16,17,19,21,25],"each":[0,1,3,6,7,8,10,11,12,13,16,17,18,19,25],"earli":[1,8],"earlier":[22,25],"eas":16,"easi":[1,4,8,11,12,16,17,18],"easier":[0,5,10,12,13,18,19],"easili":16,"easilli":7,"econom":7,"ecosystem":16,"edg":[2,8,11,17,25],"edit":14,"editor":19,"effect":[4,6,7,8,9,12,17],"effici":[0,1,6,7,8,10,12,16,24,25],"egress":[4,8,9,22,26],"egress_traff":12,"either":[11,18,25],"elasticsearch":13,"element":[7,17],"elif":17,"elk":13,"els":17,"email":11,"embarrassingli":27,"embed":13,"emiss":7,"emit":1,"empow":[7,12],"empti":17,"en":17,"enabl":[3,4,5,6,7,8,11,12,16,17,19,21,22,25],"encod":[12,19],"encount":[22,25],"encrypt":25,"end":[0,3,7,8,9,16,17],"endpoint":[1,2,4,5,7,10,11,14,16,17,19,21,22,25],"energi":7,"energy_sourc":7,"energy_source_info":7,"energysourcerequest":7,"energysourcerespons":7,"enforc":[0,1,18,25],"engag":25,"engin":[7,8,9,20],"enhanc":[0,6,9,10,16],"enough":[0,8],"enrich":[0,1,7,17,19,25],"ensur":[4,7,8,10,11,12,16,18,19,22,25],"entangl":3,"enterpris":4,"entir":[1,8,16],"entiti":[1,17,25],"entri":[2,7,21],"enum":[7,11,25],"enumer":17,"env":10,"envelop":1,"environ":[3,4,5,6,10,11,12,16,19,22],"envoi":[2,4,8,9,17,20,24,25,27],"envoyproxi":8,"ephemer":19,"equal":[7,27],"equat":12,"equival":10,"error":[1,4,7,8,12,14,16,17,18,19,22,25],"escal":17,"essenti":[9,12,18],"establish":25,"estim":17,"etc":[8,10,22,25],"eu":16,"eur":10,"euro":10,"evalu":[8,12,18],"evaluation_interv":14,"even":[1,11,12],"evenli":25,"event":[17,25],"ever":[9,20],"everi":[8,9,13,18,19,20],"evolv":[1,8,12,17],"exact":12,"exactli":25,"examin":17,"exampl":[2,4,5,6,9,10,13,18,19,21,22,25],"exce":17,"exceed":25,"excel":12,"except":[3,17,18],"exception":8,"excess":[7,25],"exchang":10,"exclus":8,"execut":[1,11,12,25],"exist":[0,2,3,4,6,12,16,19],"expect":[1,11,22,25],"expens":7,"experi":[10,11,12,17],"experiment":[5,12],"explain":[3,11,12,17,22],"explan":[7,11],"explanatori":13,"explicit":[12,22],"explicitli":12,"explor":[9,10,12,17,19],"export":[13,14,16,19],"expos":[2,3,8,10,13,17,18],"extend":[6,8,12],"extern":[0,16,18,21],"extra_head":17,"extract":[3,7,11,16,25],"extract_flight_rout":17,"extraction_model":17,"extraction_prompt":17,"f":[3,7,11,13,16,17,19,22],"f376e8d8c586":13,"face":1,"facilit":16,"facto":[8,9],"fahrenheit":[7,11,17],"fail":[1,3,4,5,18,25],"failov":[0,2,7,8,19,25],"failur":[1,19],"fair":25,"fall":12,"fallback":[3,4,5,6,17,24],"fallback_model":3,"fals":[7,18,25],"famili":[0,8],"familiar":10,"famreowkr":0,"faq":17,"far":17,"fashion":[7,25],"fast":[1,3,4,5,6,7,8,10,12,19,21],"fastapi":7,"faster":[3,5,9,12,16,17,20],"fastmcp":18,"fatal":1,"fatigu":7,"fault":4,"favorit":19,"featur":[3,6,8,9,15,16,21],"feed":13,"feedback":[8,9,18,20],"feel":7,"fetch":[8,11,17],"few":[13,16],"field":[1,6,7,13,17],"file":[2,6,7,14,19,22,23,25],"fill":17,"filter":[0,2,8,9,17,18,19,20,21,25,27],"filter_chain":[1,17,18,21],"final":[1,3,17,25],"final_messag":3,"final_text":3,"financ":18,"find":[10,11,19],"firewal":2,"first":[3,4,8,10,11,14,17,18,19,25],"fit":[2,25],"fix":12,"flag":[16,25],"flash":6,"fleet":12,"flexibl":[3,4,6,8,9,12,14,16],"flight":[10,17,21],"flight_ag":[10,17,21],"flight_dest":17,"flight_group":17,"flight_numb":17,"flight_origin":17,"flightag":17,"flightawar":17,"float":7,"flow":[1,2,7,8,9,11,13,16,26],"fluentd":13,"fly":17,"focu":[0,7,8,9,17,19,20,25],"focus":[2,6,7,8,9,10,11],"fog":17,"follow":[1,5,6,7,8,10,12,13,16,17,19,21,22,25],"forecast":17,"forecast_dai":17,"forecast_typ":17,"forint":10,"form":11,"format":[0,6,7,8,11,12,14,15,17,19,21],"forward":[2,7,13,16,24,25,27],"fossil":7,"found":[3,7,13,17],"foundat":[6,8,9,17],"frame":25,"framework":[0,1,8,9,10,14,16,20],"franc":[3,10,17],"francisco":[7,11],"frankfurt":10,"frankfurther_api":10,"free":[7,17,19],"frequent":7,"friendli":[11,12,21],"from":[0,2,3,4,5,6,7,8,9,10,11,12,16,17,18,19,20,22,25,27],"frontend":2,"fuel":7,"full":[2,3,4,7,10,12,17,19,21],"function":[0,5,7,8,10,12,17,20,21,22,25,27],"further":10,"futur":[4,5,6,17],"g":[1,5,7,8,10,11,12,13,16,17,19,21,25],"ga":7,"gap":11,"gate":17,"gate_origin":17,"gatewai":[2,4,6,8,9,16,17,21],"gather":25,"gbp":10,"gdpr":18,"gemini":4,"gemma":6,"genai":[7,10],"gener":[0,1,6,8,10,11,12,14,16,18,19,21,23,25,27],"geocod":17,"geocode_data":17,"geocode_respons":17,"geocode_url":17,"get":[1,2,3,6,7,8,10,11,16,17,18,21],"get_current_weath":21,"get_final_messag":3,"get_flight":17,"get_info_for_energy_sourc":7,"get_last_user_cont":17,"get_start":9,"get_supported_curr":10,"get_trac":16,"get_weath":[7,11],"get_weather_data":17,"get_workforc":7,"getenv":3,"github":[10,17],"give":[0,8,9],"given":25,"glm":6,"global":14,"glucos":7,"glue":8,"go":[6,8,17,19],"goal":8,"goe":17,"good":[3,12,17],"googl":[4,8],"google_api_kei":6,"govern":[4,7,8],"gpt":[1,2,3,5,6,7,10,11,12,16,17,18,21,22,25],"gpu":24,"gr":7,"grace":3,"gracefulli":[17,19],"grade":[4,8,9,19],"gradio":7,"gradual":5,"grafana":15,"grant":19,"greenhous":7,"grok":6,"groq":4,"groq_api_kei":6,"ground":[8,9],"group":17,"growth":19,"grpc":16,"guard":[8,18,25],"guardrail":[0,1,2,5,8,9,10,17,20,21,25],"guid":[0,4,6,10,11,16,17,19,22],"guidelin":4,"h":[3,5,18,22],"ha":[8,10,11,12,16,19,25],"hack":8,"haiku":[5,6],"hallucin":13,"hand":[1,17],"handel":25,"handl":[0,2,4,7,8,9,10,11,12,16,17,18,19,22,24,25,27],"handle_request":[16,17],"handler":[7,8],"handoff":[0,17],"happen":[2,17],"hard":[1,8,12],"hardcod":[0,3,19],"harden":8,"harder":1,"hardwar":27,"harm":18,"hashmap":19,"hasn":19,"have":[0,7,8,10,11,16,17,19],"haven":10,"hcm":25,"header":[8,10,15,17,22,25],"health":[22,25],"healthcar":[12,18],"healthi":[10,25],"hello":[3,5,12,16],"help":[0,4,7,8,9,10,11,12,14,16,17,18,20,25],"here":[4,6,7,10,11,12,13,16,17,18,23,25],"hexadecim":16,"hf":6,"hidden":[8,9,20],"hide":2,"high":[4,5,6,7,8,9,10,11,12,26],"higher":22,"highli":[7,11],"hipaa":18,"histori":[1,3,7,11,12,17,19],"hit":5,"hkd":10,"hong":10,"honor_timestamp":14,"hood":[2,8],"hook":8,"horrid":8,"host":[1,2,5,6,10,13,14,17,19,21,24,25],"hostnam":[6,25],"hotel":10,"hotel_ag":10,"hour":17,"how":[0,1,2,3,5,6,7,8,9,10,11,12,14,15,22,24,25],"howev":[1,25],"html":9,"http":[0,2,3,4,5,6,8,10,11,13,14,16,17,18,19,21,22,24,25],"http_client":17,"http_method":[7,21],"httpexcept":7,"httpx":17,"huf":10,"huggingfac":7,"human":[7,12,17],"human_escal":17,"hundr":6,"hungarian":10,"hybrid":12,"hygien":8,"hyphen":5,"i":[0,1,2,3,6,7,8,9,10,12,13,14,16,17,18,19,20,21,22,24,25,27],"iam":16,"iata":17,"icao":17,"iceland":10,"id":[1,3,6,10,13,16,17,18,19,21,25],"idea":9,"ideal":[0,3,12,17,19],"ident":17,"ident_iata":17,"identif":11,"identifi":[5,7,11,12,16,19,25],"idr":10,"idx":17,"idx_conversation_states_created_at":19,"idx_conversation_states_provid":19,"idx_conversation_states_updated_at":19,"il":10,"illustr":7,"imag":[12,22],"impact":16,"implement":[0,1,3,4,5,6,8,10,16,18,19],"import":[3,5,7,10,11,13,16,17,18,19],"improv":[0,1,6,7,8,9,17,20],"in_path":[7,10],"inact":19,"inappropri":18,"inbound":[8,25],"incent":7,"includ":[3,4,6,7,8,10,11,12,13,14,16,17,19,22,25],"inclus":12,"incom":[0,1,2,7,11,12,16,17,25],"incomplet":11,"incredibli":8,"indent":17,"independ":18,"index":19,"indian":10,"indic":[7,12,16,25],"individu":[1,17],"indonesian":10,"infer":[6,8,12,17],"info":[10,17],"inform":[6,7,11,13,16,25],"information_extract":25,"infrastructur":[8,9,20],"ingress":[8,9,22,26],"ingress_traff":[2,10,25],"init":16,"initi":[2,7,15,19,25],"inject":[1,16,17],"inner":[10,17,25],"innov":10,"input":[7,11,12,18,19,21,25],"input_guard":[18,21],"input_item":19,"inquiri":17,"inr":10,"insecur":16,"insert":19,"insid":[1,8,17,24,25],"inspect":[1,24],"instal":[3,6,10,16],"instanc":[0,5,19,21,25],"instead":[3,5,7,8,11,12,19,21],"instruct":[6,9,10,17],"instrument":[0,14],"insurance_claim_detail":13,"int":[7,17,21],"integr":[3,4,5,6,7,9,10,11,12,13,14,15,22],"intellig":[0,3,4,5,6,8,25],"intend":5,"intent":[0,8,10,11,12,17,25],"interact":[1,11,13,18],"interest":10,"interfac":[3,4,6,10],"intermedi":0,"intern":[1,2,5,6,7,10,14,17,21,25],"interoper":16,"interpret":[0,11,12],"intl":6,"intro":[9,20],"intro_to_plano":9,"introduc":[9,12],"introduct":17,"invalid":11,"investig":1,"invoc":[7,11,12],"invok":[1,2,7,11,17,18],"invoke_weather_ag":17,"involv":7,"io":8,"ip":[6,25],"ip1":25,"ip2":25,"ipv4":19,"ipv6":19,"is_valid":18,"isdefault":14,"isinst":17,"isk":10,"isn":[12,19],"isra":10,"issu":[16,17],"item":7,"iter":[6,8,11],"itinerari":11,"its":[1,2,7,8,12,16,17,18,19,25,27],"itself":[1,24],"j":[0,10],"jaeger":16,"jailbreak":[5,8,18],"japanes":10,"java":8,"javascript":0,"jfk":10,"job_nam":14,"join":3,"joke":22,"jpy":10,"jq":[10,22],"json":[3,5,7,10,11,17,18,22],"jsonb":19,"jure":[8,9],"just":[0,3,6,7,17],"k2":6,"katanemo":22,"keep":[8,11,19],"kei":[2,3,6,12,15,16,17,19,21,25],"keyword":17,"kibana":13,"kimi":6,"kind":10,"king":11,"knowledg":[2,17],"kong":10,"korean":10,"koruna":10,"krona":10,"krone":10,"krw":10,"kr\u00f3na":10,"kubernet":16,"l7":8,"la":17,"landscap":12,"langchain":0,"langtrace_api_kei":16,"langtrace_python_sdk":16,"languag":[0,1,3,4,7,8,9,10,11,12,16,17,18,19,20,25],"larg":[6,11,12,16,23,25,27],"larger":[6,17],"last":[7,17],"last_user_msg":17,"latenc":[0,5,7,8,11,12,14],"later":19,"latest":[5,6,10,21],"latitud":17,"layer":[0,16,17,18],"lead":[8,17],"learn":[3,4,5,8,9,10,11,12,17,19,20],"least":2,"least_connect":5,"legal":12,"len":17,"length":6,"less":[3,17],"let":[2,3,8,12,13,17,18,22],"leu":10,"lev":10,"level":[2,4,5,8,9,10,11,12,22,26],"leverag":[0,16,17,19],"libev":25,"librari":[4,6,8,12,20],"lifecycl":[0,20,26],"lifetim":[25,27],"lightweight":[1,6,24,25],"like":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,21,25],"limit":[2,5,7,12,17,19,25],"line":8,"linearli":8,"lira":10,"list":[1,6,7,10,17,18,19,25],"listen":[1,7,8,10,12,16,17,18,20,21,25],"listens":25,"live":[0,1,8,10,17,24,25],"ll":[7,9,10],"llama":6,"llama2":6,"llama3":[3,5,6],"llamaindex":0,"llm":[0,1,2,3,5,6,7,8,9,11,14,16,18,19,20,21,22,25],"llm_gateway_endpoint":17,"llm_provid":[5,6,7,9,12],"llm_router":9,"load":[0,5,17,25],"load_bal":5,"local":[3,4,5,6,7,19,24,25],"localhost":[6,10,14,16,18,22],"locat":[7,11,17,21],"location_model":17,"location_nam":17,"log":[0,1,8,14,15,16,17,19,20,22,25],"logger":17,"logic":[1,2,3,6,7,8,9,10,11,12,17,18,19,20,25],"london":17,"long":[0,6,7,8],"longitud":17,"look":[2,10,17],"lookup":17,"loop":[8,9,10,17,20,25],"lost":19,"low":[0,8,11,12],"lower":7,"lssf":10,"m":[10,17],"machin":[3,27],"made":10,"mai":25,"main":[3,10,25],"maintain":[7,12,17,18,25],"mainten":8,"major":27,"make":[0,1,7,8,10,11,12,13,16,17,18,19,24,25],"malaysian":10,"malici":[18,25],"manag":[0,2,3,4,5,7,8,9,10,11,13,17,19,24,25],"mandatori":7,"mani":[1,16,25],"manipul":14,"manual":[3,7,19],"map":[5,11,12],"mark":[6,7],"market":17,"mask":1,"massiv":8,"match":[1,3,7,12,17,22,25],"math":[3,12],"mathemat":[6,12],"matter":[8,9,11,12],"maverick":6,"max":[17,25],"max_cost_per_request":5,"max_lat":5,"max_pag":17,"max_token":[3,17],"maximum":12,"mcp":[8,9,17,18,21],"me":[3,10,17,18,22],"mean":[1,10,13,16,17,19],"meaning":[5,12],"measur":[8,14],"mechan":[4,9,11,12],"media_typ":17,"medium":6,"meet":[7,11,12],"memori":[1,3,8,24,25],"mention":17,"merg":[3,19],"messag":[3,5,6,7,10,11,12,16,17,18,19,21,22,25],"message_format":[7,10,12],"meta":6,"metadata":[1,3,7,13,24],"meteo":17,"method":[4,7,13],"metric":[0,8,15,16],"metrics_path":14,"mexican":10,"miami":17,"microsecond":17,"mid":12,"middlewar":[8,9,20],"might":7,"min":17,"mind":[11,16],"mini":[1,3,5,6,16,17,21],"minim":[12,16,18,22],"ministr":[6,21],"minut":[7,17],"misalign":18,"misconfigur":1,"miss":17,"mistral":[4,21],"mistral_api_kei":[6,21],"mistral_loc":21,"mix":3,"mixtral":6,"mm":17,"mobil":2,"modal":12,"mode":19,"model":[0,3,7,8,9,11,16,17,18,19,20,21,23,24,25,26],"model_1":[10,21],"model_alia":3,"model_alias":[1,3,5,12,21],"model_dump_json":17,"model_provid":[1,2,10,17,21,25],"model_serv":13,"moder":[1,8,9,20],"modern":[14,16],"modif":[12,25],"modifi":7,"modul":16,"modular":2,"mondai":17,"monitor":[0,4,8,13,15,16,17,19,20,22,25],"moonshotai":6,"moonshotai_api_kei":6,"more":[0,2,3,5,7,8,11,12,13,16,17,18,19,20,22,25,27],"most":[0,1,2,6,9,11,12,13,17,19,27],"move":[8,19],"msg":[17,18],"multi":[0,3,4,8,9,10,12,17,19],"multimedia":12,"multimod":6,"multipl":[0,3,4,5,10,11,17,19,21,25,27],"must":[5,16,19],"mutat":1,"mxn":10,"my":[3,19],"mycompani":6,"mypass":19,"myproject":19,"myr":10,"myuser":19,"n":[10,17,18],"n1":10,"n10":10,"n11":10,"n12":10,"n13":10,"n14":10,"n15":10,"n16":10,"n17":10,"n18":10,"n19":10,"n2":10,"n20":10,"n21":10,"n22":10,"n23":10,"n24":10,"n25":10,"n26":10,"n27":10,"n28":10,"n29":10,"n3":10,"n30":10,"n31":10,"n4":10,"n5":10,"n6":10,"n7":10,"n8":10,"n9":10,"name":[1,3,4,6,7,8,10,11,12,14,16,17,18,19,21,22,25],"nativ":[3,4,6,9,14,20],"natur":[7,10,11,17,25],"navig":[9,19],"necessari":[7,11,25],"need":[0,1,2,3,4,7,10,11,12,14,16,17,19,22,25],"negoti":17,"nest":17,"network":[1,8,9,11,19,26],"never":[10,19],"new":[0,3,4,5,7,8,10,11,12,16,17,19],"next":[0,6,11,18,20],"nif":10,"node":0,"nok":10,"non":[3,6,17,27],"none":[6,7,10,17,22],"nonexist":3,"nonstop":17,"normal":[0,1,25],"norwegian":10,"not_found":17,"note":[13,14,17],"notfounderror":3,"notic":19,"noun":12,"nova":6,"now":[10,17],"npleas":18,"null":[17,19],"number":[5,11,17,19,21,25,27],"nyc":17,"nzd":10,"o":[3,7,16],"o1":5,"o3":6,"object":[7,13,17],"observ":[0,1,4,8,9,10,14,16,17,20,21,22],"obvious":1,"off":[1,17,18],"offer":[7,8,12,17],"offici":3,"often":[1,7,11],"old":19,"ollama":[3,4,5],"omit":1,"onc":[1,5,7,8,10,11,16,17,19,25,27],"one":[2,6,8,10,11,16,17,19,25],"ones":[7,11],"ongo":11,"onli":[1,2,6,11,17,18,19,25],"open":[0,2,6,7,8,9,14,16,17,23],"openai":[0,1,2,4,5,7,8,9,12,13,16,17,19,21,25],"openai_api_kei":[1,2,5,6,7,10,12,16,17,21,22,25],"openai_cli":3,"openai_client_via_plano":17,"openai_dev_kei":6,"openai_prod_kei":6,"opentelemetri":[8,14,21],"oper":[8,10,11,12,17,25],"operation":12,"optim":[4,6,11,12,16],"option":[1,3,6,7,9,10,12,16,17,19,25],"opu":6,"oral":7,"orchestr":[2,8,9,20,21,25],"order":[0,1,11,24,25],"organiz":18,"orient":11,"origin":[2,8,13,17],"origin_cod":17,"oss":[5,6],"otel":16,"other":[0,1,2,6,8,10,11,16,17,25],"otlp":16,"otlp_export":16,"otlpspanexport":16,"our":[8,11,19,25],"out":[8,9,11,17,18,20],"outbound":[8,10,16,25],"outcom":1,"outer":[10,17],"outgo":[11,16,25],"outlin":25,"output":[3,8,11,14,17,18,19,22],"output_text":19,"outsid":18,"over":[1,4,8,12,18,24],"overal":17,"overlap":12,"overload":25,"overrid":25,"overview":[15,20],"overwhelm":25,"own":[1,8,17,24,25],"p":22,"paa":6,"packag":[10,16],"page":23,"pai":11,"pain":8,"par":11,"parallel":[11,25,27],"param":[11,14,17],"paramet":[6,10,11,17,21,25],"parent":16,"pari":[10,17],"pars":[7,11,13,25],"part":[7,8,11,16,17,25],"parti":24,"particip":12,"particular":[0,7,11],"particularli":17,"partli":17,"pass":[1,7,13,17,18,22,25],"password":[17,19],"past":19,"path":[1,2,6,7,10,11,13,21,22,25],"pattern":[1,4,8,9,17,19],"paus":19,"payload":3,"payment":[11,16],"per":[8,11,13,14,25],"perceiv":[8,14],"percentag":21,"perfect":19,"perform":[0,2,4,6,7,8,11,12,16,17,19,22,25,27],"period":[19,25],"permiss":19,"persist":19,"person":[7,10,11],"perspect":[2,8],"peso":10,"philippin":10,"php":[8,10],"physic":3,"pick":12,"piec":7,"pii":5,"pilot":16,"pip":[3,10,16],"pipelin":[16,22,25],"place":[8,11,25],"placehold":16,"plain":[1,17],"plaintext":23,"plan":[5,17],"plane":[9,20,24,25],"plano":[0,1,2,3,4,6,12,13,14,16,17,18,19,21,22,23,24,25,27],"plano_config":[6,10,17,19,21,22],"plano_llm_listen":13,"plano_log":13,"plano_orchestrator_v1":[10,17,18,21],"planoai":10,"platform":6,"pleas":[3,4,6,11,12,17,18,19],"pln":10,"plug":[8,9],"plumb":[9,19,20],"pod":16,"point":[1,2,3,5,7,11,17,19,21],"polici":[0,1,4,8,9,12,16,18,19,20,25],"polish":10,"pollut":7,"pool":[19,25],"pooler":19,"popular":16,"port":[1,2,6,7,10,12,17,18,19,21,22,25],"portal":6,"post":[3,5,7,13,17,18,21],"postgr":19,"postgresql":3,"pound":10,"power":[1,4,7,10,11,17],"practic":[1,4,8,9,15],"pre":25,"preced":16,"precis":[0,7,8,11],"predefin":2,"predict":[7,12],"prefer":[0,3,4,8,11,16,17,25],"prefix":6,"premier":6,"premis":[4,24],"prepar":[1,16],"present":[8,11,16,17],"preserv":6,"prev_response_id":19,"prevent":[8,16,18,19,25],"preview":[5,6],"previou":[3,7,17,19],"previous_resp_id":19,"previous_response_id":19,"price":[17,18],"pricing_ag":17,"primari":[2,3,5,17,19,27],"primary_and_first_fallback_fail":5,"primary_model":3,"primit":[2,4,24],"print":[3,10,11,16,19],"prior":1,"pro":6,"problem":[3,5,6,12,17],"proce":25,"process":[1,8,11,12,13,14,16,17,18,24,27],"process_customer_request":16,"processess":7,"processor":16,"prod":[4,5,6],"produc":[11,25],"product":[0,3,4,5,6,8,9,11,12,17,18,20,22],"product_recommend":17,"profan":5,"profil":[1,11,12],"program":[3,4,12],"progress":17,"project":[19,23],"prolifer":12,"prometheu":14,"promethu":14,"prompt":[0,1,8,9,12,17,18,20,21,24,25,27],"prompt_function_listen":21,"prompt_guard":9,"prompt_target":[7,9,10,11,21,25],"prone":7,"pronoun":17,"proof":[4,19],"propag":[8,15],"proper":16,"protect":[8,16,18],"proto":16,"protocol":[1,2,8,9,10,13,16,17,22,25],"proven":[8,9],"provid":[0,1,2,3,5,7,8,9,10,11,12,13,14,16,17,18,19,20,21,22,24,25],"provider_interfac":6,"proxi":[0,6,8,9,14,17,19,20,22,25],"psql":19,"public":2,"publish":14,"pull":[1,6,9,20],"purpos":[3,5,6,7,17,25],"pydant":7,"python":[0,4,5,6,8,12,13,19],"q":11,"quadrat":12,"quadratic_equ":12,"qualiti":[0,12],"quantum":[3,22],"queri":[1,4,7,10,11,12,17,18,19,21],"query_rewrit":[1,17],"question":[3,7,17,18,25],"quick":[8,12,16],"quickli":[1,8,9,10],"quickstart":[4,9,20],"quirk":8,"quot":17,"quota":[5,6],"quota_exceed":5,"quuickstart":6,"qwen3":6,"r":17,"rag":[1,17,25],"rag_ag":[1,18,21],"rag_energy_source_ag":7,"rain":17,"rais":[11,18],"rand":10,"random":21,"random_sampl":[1,10,16,17,21],"rang":[0,7,14,16],"rapid":12,"rare":25,"rate":[8,10,14,16,25],"rather":[0,1,8,24],"raw":[12,17],"re":[0,1,4,7,8,11,16,17,19],"reach":[0,1,8,18,24],"reachabl":1,"read":[8,11,16,17],"readabl":7,"readi":[3,12,19,22],"real":[0,8,10,11,12,17,24,25],"realli":8,"reason":[0,1,3,4,5,6,12,17,18],"reboot":25,"reboot_network_devic":25,"rebuild":22,"receiv":[2,7,11,13,16,17,18,19,25],"recent":17,"recept":25,"recognit":7,"recommend":[10,17,27],"record":[1,8,16],"recoveri":8,"redact":8,"reddit":8,"reduc":[0,3,7,8,19],"ref":[3,19],"refactor":[0,8],"refer":[3,4,5,6,10,11,13,16,17,20,23],"referenc":22,"refernc":11,"reflect":5,"regardless":[3,5],"region":[4,16,19],"regul":18,"regularli":19,"reinforc":20,"reject":18,"relat":[2,12,14,17,18,25],"releas":[5,6],"relev":[1,7,11,17],"reli":[12,16,24],"reliabl":[2,3,4,7,8,9,10,11,18,20],"remain":[0,8,9,11],"rememb":[11,17,19],"remind":11,"remov":1,"render":19,"renew":7,"renminbi":10,"reorder":1,"repeat":[8,17],"replac":[6,16,17,19],"repositori":10,"repres":[1,16],"req":7,"request":[0,1,2,3,4,5,6,8,10,11,12,13,16,17,18,19,20,21,22,26],"request_bodi":17,"requested_dai":17,"requestsinstrumentor":16,"requir":[0,2,4,7,10,11,12,17,19,21,22,24,25],"resend":19,"reset":17,"resili":8,"resolut":22,"resolv":17,"resourc":[6,10,15],"resp2":19,"resp_id":19,"respect":[13,14],"respond":[3,8,14,18],"respons":[0,1,2,4,5,6,7,8,9,10,11,12,13,16,18,19,21,25],"response_cod":13,"response_flag":13,"response_id":[3,19],"response_messag":17,"rest":[1,3,4,25,27],"restart":19,"result":[0,1,2,6,11,17],"retent":19,"retrain":12,"retri":[0,2,4,7,8,17,24,25],"retriev":[1,3,7,8,11,17,18,19,21,25],"return":[0,1,2,3,7,11,17,18,25],"reusabl":[1,21],"revers":[18,25],"review":[5,6,17],"rewrit":[1,8,17,21,25],"rewrot":1,"rich":[0,9,12,17,20],"right":[7,8,10],"ringgit":10,"risk":18,"ro":22,"robin":25,"robust":[8,9,11],"role":[3,5,10,12,16,17,18,22],"rollout":5,"romanian":10,"ron":10,"rote":[9,20],"round":25,"round_robin":5,"rout":[0,1,2,3,4,5,7,8,9,17,19,20,21,25],"router":[0,1,4,10,17,18,21,25],"routin":11,"routing_prefer":[6,12],"rule":[1,4,11,17],"run":[0,1,8,10,12,16,18,19,22,24,25],"runtim":[1,6],"rupe":10,"rupiah":10,"safe":[1,4,8,19],"safer":[18,20],"safeti":[2,5,8,9,18,20],"sai":[11,17],"sale":17,"sales_clos":17,"same":[2,3,5,6,8,11,21],"sampl":[1,10,14,16,21,22],"san":[7,11],"sanit":25,"satisfact":17,"save":[7,19],"scalabl":[7,8,9,10],"scale":[0,4,8,9,17,19,20,25],"scatter":8,"scenario":[6,7,8,9,11,12,19,25],"scene":[2,3,19],"schedul":[7,11,17],"scheduled_in":17,"scheduled_out":17,"schema":[10,19],"scheme":[5,6,14],"scienc":11,"scope":18,"scout":6,"scrape_config":14,"scrape_interv":14,"scrape_timeout":14,"screenshot":14,"script":[10,11],"scrutini":18,"sdk":[4,6,16,19],"seamless":[4,11,17,25],"seamlessli":[3,4,7,12,14,16],"search":[10,17],"search_dat":17,"search_date_obj":17,"seattl":[11,17],"second":[3,17,19],"section":[1,5,6,7,9,10,16,17,19,25],"secur":[2,4,9,16,19,25],"see":[0,2,4,10,11,12,17,19,22,25],"segment":17,"sek":10,"select":[0,2,4,9,10,12,17,19,25],"self":[2,8,13,19,25],"semant":[1,3,4,5,6,8,12],"send":[2,3,11,16,19,25],"sensibl":[1,2],"sensit":[1,16,17],"sensitive_data":5,"sent":[13,25],"separ":[7,24,25,27],"sequenc":[0,8,10,25],"server":[2,6,8,9,10,20,24,25],"servic":[0,1,2,7,8,10,11,13,16,17,18,19,21,22,25],"session":19,"set":[6,7,8,9,10,11,16,19,22,25],"set_tracer_provid":16,"setup":[1,2,7,11,16,19],"sever":[8,14,25],"sfo":10,"sgd":10,"sh":10,"shape":[8,25],"share":[10,25],"sheqel":10,"shift":12,"ship":[9,20],"short":[1,3],"shorten":[8,9],"should":[0,7,8,10,11,12,17,19,25],"shouldn":[9,20],"show":[0,1,2,7,10,17,18,22],"shown":6,"sidecar":[8,9],"signal":[0,8,9,12,20],"signatur":11,"significantli":17,"similar":[12,19],"simpl":[1,3,4,5,6,11,16],"simpli":[10,16],"simplic":25,"simplif":5,"simplifi":[2,4,7,9,10,16,18],"simultan":4,"sinc":[7,10],"singapor":10,"singl":[2,6,7,8,10,11,17,19,21,23,27],"sit":[8,9,11,24,25],"site":16,"size":[3,19],"skimp":11,"sla":18,"slow":7,"small":[6,27],"smaller":[6,17],"smart":[0,1,2,3,5,8,9,11,17,20,21,25],"smooth":17,"sni":25,"snippet":12,"snow":17,"so":[1,2,3,7,8,9,10,11,18,19,25],"socket":25,"softwar":8,"solar":7,"sole":12,"solut":7,"solv":[3,5,6,8,12],"some":[6,7,10,11,14,25,27],"sonnet":[3,5,6,10,12,19,21,22],"soon":[4,17],"sota":11,"sourc":[6,7,10,11,14,16,17],"south":10,"space":12,"span":[16,25],"span_processor":16,"spanish":12,"special":[0,6,8,12,17,19],"specif":[0,3,4,5,6,7,8,10,11,12,16,17,25],"specifi":[1,2,6,7,11,12,25],"speed":[8,14],"spell":11,"spend":27,"split":[5,17,24],"sporad":27,"spread":1,"sql":19,"stabl":[5,12],"stack":[8,9,11,13],"staff":[20,25,26],"stage":5,"stai":[8,9,10],"standalon":16,"standard":[1,4,6,8,9,10,16,17,20],"start":[1,2,16,17,19],"start_as_current_span":16,"start_tim":13,"stat":[14,25],"state":[0,1,4,7,8,9,10,11,12,20,21,24,25],"state_storag":19,"statement":17,"static":[12,25],"static_config":14,"statist":25,"statu":[1,10,11,13,17,18],"status_cod":17,"step":[0,1,9,16,20],"still":[1,2,12,19],"stitch":8,"storag":3,"store":[14,19],"stori":[3,12],"storytel":[6,12],"str":[7,10,11,17,25],"straightforward":11,"strategi":[4,8,9],"stream":[1,3,6,8,17,18,25],"streamabl":[1,21],"streamingrespons":17,"streamlin":[2,7],"strength":12,"strftime":17,"string":21,"strip":[1,17],"stripe":8,"strptime":17,"structur":[1,4,7,10,12,13,25],"struggl":7,"studio":6,"stuff":11,"style":[6,8,9,12,25],"subject":12,"submit":[11,17],"subscript":6,"subsequ":19,"substanti":8,"subsystem":[2,4,8,24,25],"subsystmem":25,"success":[1,8,10],"successfulli":[1,10],"suffix":6,"sugar":7,"suggest":11,"suit":[8,12],"suitabl":[11,12,17,19],"sum":5,"summar":[0,3,5,7,11,12,25],"summari":[11,12,15,25],"sunris":17,"sunset":17,"support":[4,7,10,12,14,16,17,18,19,20,25],"sure":[16,19],"surfac":[0,1,2,8],"sustain":7,"swap":[8,12],"swedish":10,"swiss":10,"switch":[4,5,12,19],"symbol":[10,25],"symptom":7,"syntax":19,"system":[0,1,7,8,10,11,12,13,16,17,18,19,25],"system_prompt":[7,10,25],"t":[3,6,7,9,10,11,12,19,20],"t00":17,"t23":17,"tabl":19,"tag":22,"tail":13,"tailor":11,"take":[0,8,10,25],"taken":13,"talk":[1,2,7,24],"target":[0,1,5,9,12,14,20,21,25],"task":[0,1,4,5,6,7,8,11,12,17,18,21,25,27],"tcp":25,"team":[0,1,4,8,9,20],"tech":20,"techcorp":18,"technic":[12,17,18],"techniqu":[7,12],"technologi":[7,8],"telemetri":[8,14,16],"tell":[3,17,22],"temperatur":[7,11,17,25],"temperature_2m":17,"temperature_2m_max":17,"temperature_2m_min":17,"temperature_c":17,"temperature_f":17,"temperature_max_c":17,"temperature_min_c":17,"tend":1,"term":[3,7],"termin":[1,2,8,17],"terminal_origin":17,"test":[0,3,4,5,6,7,8,11,19],"testabl":7,"text":[3,11,17,19,23,25],"text_stream":3,"textual":12,"tft":[8,14],"thai":10,"than":[0,1,8,24],"thb":10,"thei":[0,1,2,12,17,18],"them":[0,1,7,9,11,17,18,19,20,24,25],"themat":12,"theme":12,"thi":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,17,18,19,21,22,23,25,27],"think":11,"third":24,"thirst":7,"thoroughli":11,"those":[0,1,7,16],"thread":[19,20,25,26],"three":[3,4,7,8,12,14,25],"through":[0,1,2,3,4,6,7,8,9,10,11,12,13,16,17,18,25],"throughout":8,"throughput":[5,11,12],"thunderstorm":17,"tier":19,"tier1_support":17,"tier2_support":17,"tight":[8,9],"time":[1,7,8,11,12,13,14,17,24,25],"timeout":[5,10,12,14],"timestamp":[19,25],"timezon":17,"tl":[2,8,22,25],"tlm":8,"tls_certif":7,"todai":[4,10,17,25],"togeth":[2,4,8],"together_ai":6,"together_api_kei":6,"token":[6,7,8,14,25],"toler":[4,7],"tomorrow":[10,17],"too":[17,25],"took":13,"tool":[0,1,2,3,8,10,12,13,14,15,17,18,21,24,25],"toolerror":18,"top":[2,4,27],"topic":[1,12,18],"topologi":26,"tot":[8,14],"total":[8,13,14],"touch":8,"trace":[0,1,8,9,10,14,15,17,20,21,25],"trace_export":16,"tracepar":[8,15,17],"traceparent_head":17,"tracer":16,"tracer_provid":16,"tracerprovid":16,"track":[10,12,17,19],"tradit":[10,12,19],"traffic":[2,4,5,8,9,11,13,17,24,25],"train":12,"transact":11,"transform":[6,17,25],"translat":[12,25],"transpar":[8,12],"transport":[1,21,25],"travel":[10,11],"travel_assist":10,"travel_booking_servic":[17,21],"travel_d":17,"treat":25,"trigger":[8,9,11,18],"trip":17,"trivial":25,"troubleshoot":[7,17],"troubleshoot_ag":17,"true":[1,2,3,6,7,10,11,12,14,16,17,21,25],"try":[3,10,17,22],"tupl":7,"turbo":[6,7],"turkish":10,"turn":[0,3,8,10,11,17,19],"tutori":9,"two":[1,2,10,12,17,19,25],"txt":20,"type":[0,1,2,3,5,7,10,11,12,14,17,18,19,21,22,25],"typescript":0,"typic":[2,7,11,17,18,25],"u":[6,19],"ui":25,"unambigu":12,"unavail":17,"unbound":19,"uncom":19,"under":[2,8,13],"underli":[3,5,12],"underscor":5,"understand":[0,5,8,9,11,12,14,16,17],"undifferenti":25,"unexpect":[1,11],"unifi":[2,3,4,6,8,19,25],"uniformli":16,"uniqu":[7,16,19],"unit":[7,10,11],"unix":19,"unlik":[0,7,12,19],"unnecessari":0,"unrel":18,"unresolv":17,"unsaf":1,"until":[0,17,25],"up":[1,6,7,8,9,10,16,17,19,22],"updat":[7,8,10,11,12,17,19,22,25],"updated_at":19,"upgrad":[4,5,8,25],"upon":[17,25],"upper":17,"upstream":[2,7,8,11,13,14,21,22,24,25],"upstream_host":13,"urin":7,"url":[1,4,7,10,14,17,18,19,21],"us":[0,2,3,6,7,8,9,13,15,18,19,20,21,22,23,24,25],"usag":[0,3,4,5,7,8,11,14,19,25],"usd":10,"user":[0,1,3,5,7,8,10,11,12,13,14,16,17,18,19,22],"user_messag":17,"user_queri":18,"usernam":13,"usi":16,"usual":10,"util":[10,25],"uv":10,"uvx":10,"ux":[9,20],"v":[10,17,25],"v0":[1,2,7,10,17,21,25],"v1":[2,3,4,5,6,8,9,10,12,13,16,17,18,19,21,22],"v1beta":6,"v2":[5,6,10,14],"v24":10,"v3":10,"v4":6,"vagu":17,"valid":[4,7,9,10,11,17,18,19,21,25],"validate_with_llm":18,"valu":[3,7,11,16,17,25],"valueerror":11,"var_nam":19,"variabl":[6,10,16,19,22],"variant":[0,12],"varieti":25,"variou":[8,11,16,27],"ve":[7,10],"venv":10,"verbos":22,"veri":[16,25],"verifi":[16,19,22],"version":[0,1,2,3,4,5,7,10,16,17,19,21,25],"via":[0,1,2,4,6,7,8,9,10,15,16,17,24,25],"view":[14,16],"violat":[1,18,25],"virtual":[1,18,21],"visibl":13,"vision":7,"visual":16,"vllm":6,"vllm_api_kei":6,"volum":22,"vpc":24,"w3c":[8,16],"wa":[0,11,13,18,25],"wai":[1,2,7,8,10,18,25],"wait":25,"walk":17,"walkthrough":10,"want":[1,2,7,10,11,12],"warn":17,"watch":11,"we":[4,7,10,17,25,27],"weather":[7,11,17,21],"weather_ag":[17,21],"weather_cod":17,"weather_context":17,"weather_data":17,"weather_info":11,"weather_model":17,"weather_respons":17,"weather_url":17,"weatherag":17,"web":[2,25],"week":17,"weight":5,"well":[1,7,8,17],"were":[0,13],"west":[6,19],"what":[0,3,7,8,9,10,12,13,17,18,20,24,25],"when":[0,1,2,6,7,8,10,11,12,16,17,18,19,25],"where":[0,1,2,7,8,9,10,11,12,13,17,18,19,21,24],"whether":[0,2,4,7,11,12,25],"which":[0,1,4,7,8,10,11,12,13,14,16,17,18,24,25],"while":[0,1,2,6,7,8,9,10,11,12,17,18,19,27],"why":0,"wide":[0,7,8,9,14,16,20,25],"wind":7,"window":10,"wire":[1,10,18],"within":[9,11,17,18],"without":[0,1,2,3,4,6,7,8,9,12,19,22,25],"wmo":17,"won":10,"word":1,"work":[0,1,3,5,6,7,8,9,11,15,16,20],"worker":[25,27],"workflow":[0,1,8,9,10,12,17,25],"workload":[7,12,19,27],"world":[0,8,12,17],"worldwid":17,"would":25,"write":[0,1,6,7,8,12,17],"writer":5,"written":[8,18,25,27],"www":8,"x":[3,5,13,17,18,25],"xai":4,"xai_api_kei":6,"xxx":22,"y":17,"yaml":[3,6,7,10,14,16,17,19,22],"yen":10,"yield":17,"yml":[21,22],"york":[7,11,17],"you":[0,1,2,3,4,5,6,7,8,9,10,11,12,14,16,17,19,20,21,22,25],"your":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,16,17,18,19,22,24,25],"your_us":19,"yourweatherapp":11,"yuan":10,"yyi":22,"yyyi":17,"z":6,"zar":10,"zealand":10,"zero":8,"zeroshot":13,"zhipu_api_kei":6,"z\u0142oti":10},"titles":["Agents","Filter Chains","Listeners","Client Libraries","Model (LLM) Providers","Model Aliases","Supported Providers &amp; Configuration","Prompt Target","Intro to Plano","Overview","Quickstart","Function Calling","LLM Routing","Access Logging","Monitoring","Observability","Tracing","Orchestration","Guardrails","Conversational State","Welcome to Plano!","Configuration Reference","Deployment","llms.txt","Bright Staff","Request Lifecycle","Tech Overview","Threading Model"],"titleterms":{"1":[7,10,11],"2":[7,10,11],"3":[10,11],"A":16,"For":7,"It":[13,17,19],"access":13,"addit":16,"advanc":[4,5,6],"agent":[0,2,10,17],"ai":6,"alia":12,"alias":5,"alibaba":6,"align":12,"also":[3,5,6],"amazon":6,"anthrop":[3,6],"api":[3,6,10,17],"app":[7,10],"arch":[11,12],"architectur":25,"assist":17,"aw":16,"azur":6,"base":[6,12,22],"basic":[5,7],"bedrock":6,"benefit":[0,4,16],"best":[3,5,11,12,16,17,19],"book":17,"bright":24,"build":[7,9,10],"call":[10,11,17],"capabl":4,"case":[1,4,11,12,17],"categori":6,"chain":1,"class":6,"client":[3,10,12],"combin":12,"come":5,"command":10,"common":[4,17,22],"compat":[3,6],"compos":22,"concept":[9,20],"config":[7,10],"configur":[1,2,5,6,7,11,12,14,17,19,21,25],"connect":19,"context":17,"convers":[3,10,19],"core":4,"creat":10,"cross":3,"curl":[3,10],"currenc":10,"dashboard":14,"datadog":16,"deepseek":6,"default":6,"defin":[7,11],"demo":7,"deploy":22,"determinist":10,"develop":19,"docker":22,"egress":[2,25],"endpoint":[3,6],"error":3,"exampl":[1,3,7,11,12,16,17],"extern":17,"extract":17,"featur":[4,5,7,11,12,13],"file":10,"filter":1,"first":6,"flask":7,"flow":25,"format":[13,16],"function":11,"gatewai":[3,10,22],"gemini":6,"gener":17,"get":[4,9,20],"googl":6,"grafana":14,"groq":6,"guardrail":18,"guid":[9,20],"guidelin":6,"handl":3,"header":16,"high":25,"how":[13,16,17,18,19],"http":1,"i":11,"implement":[11,17],"inbound":2,"inform":17,"ingress":25,"initi":16,"inner":0,"instanc":6,"instrument":16,"integr":16,"intent":7,"interact":10,"intro":8,"issu":22,"kei":[0,4,7,11,13],"langtrac":16,"let":10,"level":25,"librari":3,"lifecycl":25,"listen":2,"llm":[4,10,12,17,23],"log":13,"logic":0,"loop":0,"mcp":1,"memori":19,"method":12,"metric":14,"minim":10,"mistral":6,"model":[1,2,4,5,6,10,12,22,27],"monitor":14,"moonshot":6,"multi":7,"multipl":6,"name":5,"network":[2,25],"next":[10,17,19],"observ":15,"ollama":6,"openai":[3,6,10],"opentelemetri":16,"orchestr":[0,10,17],"outbound":2,"outer":0,"over":11,"overview":[9,16,19,26],"paramet":7,"plano":[7,8,9,10,11,20],"post":25,"postgresql":19,"practic":[3,5,11,12,16,17,19],"prefer":[6,12],"prepar":17,"prerequisit":[10,19],"process":[7,25],"product":19,"program":1,"prompt":[2,7,10,11],"propag":16,"provid":[4,6],"proxi":[2,10],"python":[3,10,16],"quickstart":10,"qwen":6,"rag":7,"rai":16,"refer":21,"request":[7,25],"requir":6,"resourc":[16,20],"respons":[3,17],"rout":[6,10,12,22],"router":12,"rule":5,"runtim":22,"sdk":3,"see":[3,5,6],"select":6,"send":10,"setup":22,"smoke":22,"solut":22,"soon":5,"stack":22,"staff":24,"start":[4,9,10,20,22],"state":[3,19],"step":[7,10,11,17,19],"storag":19,"string":19,"structur":[6,17],"summari":[7,16],"supabas":19,"support":[3,6],"switch":7,"take":11,"target":[2,7,10,11],"tech":26,"test":[18,22],"thread":27,"tip":11,"togeth":6,"tool":[7,16],"topologi":[2,25],"trace":16,"tracepar":16,"travel":17,"troubleshoot":[19,22],"turn":7,"txt":23,"typic":1,"unsupport":12,"url":6,"us":[1,4,5,10,11,12,16,17],"usag":12,"v":0,"valid":5,"via":14,"welcom":20,"what":11,"why":18,"work":[13,17,18,19],"workflow":11,"x":16,"xai":6,"your":10,"zhipu":6}})
\ No newline at end of file