From a5e44fc6965e36b9359f201c090707d4eecba05e Mon Sep 17 00:00:00 2001
From: adilhafeez <adilhafeez@users.noreply.github.com>
Date: Tue, 30 Dec 2025 23:29:02 +0000
Subject: [PATCH] deploy: 77cdc7f6efe551c1d2a146a7c49329af39bd6358

---
 .buildinfo                                    |  2 +-
 _static/documentation_options.js              |  2 +-
 concepts/agents.html                          | 16 +++++++-------
 concepts/filter_chain.html                    | 16 +++++++-------
 concepts/listeners.html                       | 16 +++++++-------
 concepts/llm_providers/client_libraries.html  | 16 +++++++-------
 concepts/llm_providers/llm_providers.html     | 16 +++++++-------
 concepts/llm_providers/model_aliases.html     | 16 +++++++-------
 .../llm_providers/supported_providers.html    | 16 +++++++-------
 concepts/prompt_target.html                   | 16 +++++++-------
 get_started/intro_to_plano.html               | 16 +++++++-------
 get_started/overview.html                     | 16 +++++++-------
 get_started/quickstart.html                   | 22 +++++++++----------
 guides/function_calling.html                  | 16 +++++++-------
 guides/llm_router.html                        | 16 +++++++-------
 guides/observability/access_logging.html      | 16 +++++++-------
 guides/observability/monitoring.html          | 16 +++++++-------
 guides/observability/observability.html       | 16 +++++++-------
 guides/observability/tracing.html             | 16 +++++++-------
 guides/orchestration.html                     | 16 +++++++-------
 guides/prompt_guard.html                      | 16 +++++++-------
 guides/state.html                             | 16 +++++++-------
 includes/llms.txt                             | 12 +++++-----
 index.html                                    | 14 ++++++------
 resources/configuration_reference.html        | 16 +++++++-------
 resources/deployment.html                     | 18 +++++++--------
 resources/llms_txt.html                       | 16 +++++++-------
 resources/tech_overview/model_serving.html    | 16 +++++++-------
 .../tech_overview/request_lifecycle.html      | 16 +++++++-------
 resources/tech_overview/tech_overview.html    | 16 +++++++-------
 resources/tech_overview/threading_model.html  | 16 +++++++-------
 search.html                                   | 16 +++++++-------
 searchindex.js                                |  2 +-
 33 files changed, 244 insertions(+), 244 deletions(-)

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">
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@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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">
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@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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>
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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 @@
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 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>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">
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@@ -75,7 +75,7 @@
 </header>
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 @@
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 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>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">
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@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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">
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@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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">
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@@ -75,7 +75,7 @@
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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>
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 <div class="overflow-y-auto h-full w-full relative pr-6">
@@ -148,7 +148,7 @@
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 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.1</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 @@
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 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>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">
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@@ -75,7 +75,7 @@
 </header>
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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>
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 <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 @@
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 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>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">
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@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 @@
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 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>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">
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@@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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
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 <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 @@
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-<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"/>
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@@ -39,7 +39,7 @@
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 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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>
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@@ -75,7 +75,7 @@
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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
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-<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"/>
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@@ -39,7 +39,7 @@
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 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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>
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@@ -75,7 +75,7 @@
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.0</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
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-<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"/>
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 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
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@@ -39,7 +39,7 @@
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 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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">
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@@ -75,7 +75,7 @@
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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 @@
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-<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"/>
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 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
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@@ -39,7 +39,7 @@
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 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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>
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@@ -75,7 +75,7 @@
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.1</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">
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@@ -486,12 +486,12 @@ tools like AWS X-Ray and Datadog, enhancing observability and facilitating faste
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-<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>
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diff --git a/guides/orchestration.html b/guides/orchestration.html
index 32c82b68..9a6324d4 100755
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-<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"/>
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@@ -39,7 +39,7 @@
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
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@@ -148,7 +148,7 @@
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.1</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">
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 </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>
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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
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-<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"/>
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@@ -39,7 +39,7 @@
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 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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>
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@@ -75,7 +75,7 @@
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.1</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">
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@@ -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
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-<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"/>
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@@ -39,7 +39,7 @@
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 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.1</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>
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@@ -75,7 +75,7 @@
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.1</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>
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 <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">
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-<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>
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diff --git a/resources/llms_txt.html b/resources/llms_txt.html
index 96ba3f71..b2539bbf 100755
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-<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"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.1</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">
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-<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>
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 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/resources/tech_overview/model_serving.html b/resources/tech_overview/model_serving.html
index 917555e8..520ff89d 100755
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-<meta content="Bright Staff | Plano Docs v0.4.1" property="og:title"/>
-<meta content="Bright Staff | Plano Docs v0.4.1" name="twitter:title"/>
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+<meta content="Bright Staff | Plano Docs v0.4.0" name="twitter:title"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.1</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">
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@@ -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">
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 <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>
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diff --git a/resources/tech_overview/request_lifecycle.html b/resources/tech_overview/request_lifecycle.html
index d7c2b50f..39cb74d5 100755
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-<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"/>
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 <a class="flex items-center mr-6" href="../../index.html">
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Plano Docs v0.4.1</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">
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@@ -372,12 +372,12 @@ processing request headers and then finalized by the HCM during post-request pro
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-<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>
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diff --git a/resources/tech_overview/tech_overview.html b/resources/tech_overview/tech_overview.html
index 23e8fdac..e9f0a434 100755
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-<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"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.0</span>
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