From 94ca2c98ca502743ece41e9a3e8b3770832de4a6 Mon Sep 17 00:00:00 2001
From: adilhafeez <adilhafeez@users.noreply.github.com>
Date: Sun, 18 Jan 2026 08:08:14 +0000
Subject: [PATCH] deploy: da5cbc29b752c72d047430f0591e7c6067fdee79

---
 .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 +++++++-------
 concepts/signals.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 +-
 34 files changed, 252 insertions(+), 252 deletions(-)

diff --git a/.buildinfo b/.buildinfo
index 02fff749..8baa5275 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: 0167e3a3b873e1e65dee0113e18cb901
+config: fd9f3f3553e18ac13ee672aca7700ebe
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
index 2ca9e65b..57be9a03 100755
--- a/_static/documentation_options.js
+++ b/_static/documentation_options.js
@@ -1,5 +1,5 @@
 const DOCUMENTATION_OPTIONS = {
-    VERSION: ' v0.4.2',
+    VERSION: ' v0.4.3',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/concepts/agents.html b/concepts/agents.html
index 3a06e85b..7a4ab797 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 v0.4.2</title>
-<meta content="Agents | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Agents | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Agents | Plano Docs v0.4.3</title>
+<meta content="Agents | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Agents | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -264,12 +264,12 @@
 </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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 92e195b6..03cdd09e 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 v0.4.2</title>
-<meta content="Filter Chains | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Filter Chains | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Filter Chains | Plano Docs v0.4.3</title>
+<meta content="Filter Chains | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Filter Chains | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -291,12 +291,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 34b371fb..c8160035 100755
--- a/concepts/listeners.html
+++ b/concepts/listeners.html
@@ -7,9 +7,9 @@
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 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Listeners | Plano Docs v0.4.2</title>
-<meta content="Listeners | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Listeners | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Listeners | Plano Docs v0.4.3</title>
+<meta content="Listeners | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Listeners | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</span>
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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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -264,12 +264,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 3bf037e8..c546d2cc 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 v0.4.2</title>
-<meta content="Client Libraries | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Client Libraries | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Client Libraries | Plano Docs v0.4.3</title>
+<meta content="Client Libraries | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Client Libraries | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -657,12 +657,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></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 53b05c0d..9a4cfe26 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 v0.4.2</title>
-<meta content="Model (LLM) Providers | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Model (LLM) Providers | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Model (LLM) Providers | Plano Docs v0.4.3</title>
+<meta content="Model (LLM) Providers | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Model (LLM) Providers | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -300,12 +300,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></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 6d46af4c..4cfb9356 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 v0.4.2</title>
-<meta content="Model Aliases | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Model Aliases | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Model Aliases | Plano Docs v0.4.3</title>
+<meta content="Model Aliases | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Model Aliases | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -431,12 +431,12 @@
 </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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></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 4fce38f6..c7255fdf 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 v0.4.2</title>
-<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Supported Providers &amp; Configuration | Plano Docs v0.4.3</title>
+<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.3</span>
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-<span class="hidden md:inline">Plano Docs v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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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@@ -1040,12 +1040,12 @@ Any provider that implements the OpenAI API interface can be configured using cu
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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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/concepts/prompt_target.html b/concepts/prompt_target.html
index 180612bf..c92461db 100755
--- a/concepts/prompt_target.html
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-<meta content="Prompt Target | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Prompt Target | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Prompt Target | Plano Docs v0.4.3</title>
+<meta content="Prompt Target | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Prompt Target | Plano Docs v0.4.3" 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 v0.4.3</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 v0.4.3</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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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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@@ -470,12 +470,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/concepts/signals.html b/concepts/signals.html
index aed35dde..91b350d7 100755
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-<meta content="Signals™ | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Signals™ | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Signals™ | Plano Docs v0.4.3</title>
+<meta content="Signals™ | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Signals™ | Plano Docs v0.4.3" 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 v0.4.3</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 v0.4.3</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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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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@@ -537,12 +537,12 @@
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/get_started/intro_to_plano.html b/get_started/intro_to_plano.html
index 3787a0b1..64650d51 100755
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-<meta content="Intro to Plano | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Intro to Plano | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Intro to Plano | Plano Docs v0.4.3</title>
+<meta content="Intro to Plano | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Intro to Plano | Plano Docs v0.4.3" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
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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 v0.4.3</span>
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.2</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 v0.4.3</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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -223,12 +223,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 7e1fd031..f7ca48f6 100755
--- a/get_started/overview.html
+++ b/get_started/overview.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Overview | Plano Docs v0.4.2</title>
-<meta content="Overview | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Overview | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Overview | Plano Docs v0.4.3</title>
+<meta content="Overview | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Overview | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -334,12 +334,12 @@
 </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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 43ee13a7..76652dcf 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 v0.4.2</title>
-<meta content="Quickstart | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Quickstart | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Quickstart | Plano Docs v0.4.3</title>
+<meta content="Quickstart | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Quickstart | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -187,13 +187,13 @@
 </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>.4.2
+<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>.4.3
 </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>.4.2
+</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>.4.3
 </span></code></pre></div>
 </div>
 </section>
@@ -228,7 +228,7 @@
 <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: 0.4.2</span>
+</span><span id="line-3"><span class="go">2024-12-05 11:24:51,288 - planoai.main - INFO - Starting plano cli version: 0.4.3</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>
@@ -513,12 +513,12 @@
 </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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 dde57cfb..7b6174b5 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 v0.4.2</title>
-<meta content="Function Calling | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Function Calling | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Function Calling | Plano Docs v0.4.3</title>
+<meta content="Function Calling | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Function Calling | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -369,12 +369,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 0bef91b9..1ef90222 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 v0.4.2</title>
-<meta content="LLM Routing | Plano Docs v0.4.2" property="og:title"/>
-<meta content="LLM Routing | Plano Docs v0.4.2" name="twitter:title"/>
+<title>LLM Routing | Plano Docs v0.4.3</title>
+<meta content="LLM Routing | Plano Docs v0.4.3" property="og:title"/>
+<meta content="LLM Routing | Plano Docs v0.4.3" 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 @@
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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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -504,12 +504,12 @@ Provides a practical mechanism to encode user preferences through domain-action
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 a5880794..509ff4c3 100755
--- a/guides/observability/access_logging.html
+++ b/guides/observability/access_logging.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>Access Logging | Plano Docs v0.4.2</title>
-<meta content="Access Logging | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Access Logging | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Access Logging | Plano Docs v0.4.3</title>
+<meta content="Access Logging | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Access Logging | Plano Docs v0.4.3" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
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@@ -39,7 +39,7 @@
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 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -245,12 +245,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></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 fc362f0d..15179f57 100755
--- a/guides/observability/monitoring.html
+++ b/guides/observability/monitoring.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>Monitoring | Plano Docs v0.4.2</title>
-<meta content="Monitoring | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Monitoring | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Monitoring | Plano Docs v0.4.3</title>
+<meta content="Monitoring | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Monitoring | Plano Docs v0.4.3" 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 @@
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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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -257,12 +257,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></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 5e65fed4..e2a7a65b 100755
--- a/guides/observability/observability.html
+++ b/guides/observability/observability.html
@@ -7,9 +7,9 @@
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-<title>Observability | Plano Docs v0.4.2</title>
-<meta content="Observability | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Observability | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Observability | Plano Docs v0.4.3</title>
+<meta content="Observability | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Observability | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.3</span>
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-<span class="hidden md:inline">Plano Docs v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></script>
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 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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diff --git a/guides/observability/tracing.html b/guides/observability/tracing.html
index 438e4045..41fc32b2 100755
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-<meta content="Tracing | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Tracing | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Tracing | Plano Docs v0.4.3</title>
+<meta content="Tracing | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Tracing | Plano Docs v0.4.3" 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 v0.4.3</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 v0.4.3</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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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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@@ -601,12 +601,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></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 f14fbeb5..28874398 100755
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-<meta content="Orchestration | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Orchestration | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Orchestration | Plano Docs v0.4.3</title>
+<meta content="Orchestration | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Orchestration | Plano Docs v0.4.3" 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 v0.4.3</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 v0.4.3</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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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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@@ -926,12 +926,12 @@ 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">
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 74829147..fc77176b 100755
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-<meta content="Guardrails | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Guardrails | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Guardrails | Plano Docs v0.4.3</title>
+<meta content="Guardrails | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Guardrails | Plano Docs v0.4.3" 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 v0.4.3</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 v0.4.3</span>
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@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -295,12 +295,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 c819008b..95943f69 100755
--- a/guides/state.html
+++ b/guides/state.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Conversational State | Plano Docs v0.4.2</title>
-<meta content="Conversational State | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Conversational State | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Conversational State | Plano Docs v0.4.3</title>
+<meta content="Conversational State | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Conversational State | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -450,12 +450,12 @@
 </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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 81c6ed71..3f4e3cf3 100755
--- a/includes/llms.txt
+++ b/includes/llms.txt
@@ -1,6 +1,6 @@
-Plano Docs v0.4.2
+Plano Docs v0.4.3
 llms.txt (auto-generated)
-Generated (UTC): 2026-01-17T23:39:33.376945+00:00
+Generated (UTC): 2026-01-18T08:08:11.334053+00:00
 
 Table of contents
 - Agents (concepts/agents)
@@ -2984,13 +2984,13 @@ $ curl -LsSf https://astral.sh/uv/install.sh | sh
 
 Option 1: Install planoai with uv (Recommended)
 
-$ uv tool install planoai==0.4.2
+$ uv tool install planoai==0.4.3
 
 Option 2: Install with pip (Traditional)
 
 $ python -m venv venv
 $ source venv/bin/activate   # On Windows, use: venv\Scripts\activate
-$ pip install planoai==0.4.2
+$ pip install planoai==0.4.3
 
 
 
@@ -3027,7 +3027,7 @@ 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: 0.4.2
+2024-12-05 11:24:51,288 - planoai.main - INFO - Starting plano cli version: 0.4.3
 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
 ...
@@ -5628,7 +5628,7 @@ Create a docker-compose.yml file with the following configuration:
 # docker-compose.yml
 services:
   plano:
-    image: katanemo/plano:0.4.2
+    image: katanemo/plano:0.4.3
     container_name: plano
     ports:
       - "10000:10000" # ingress (client -> plano)
diff --git a/index.html b/index.html
index bc859252..78cacbde 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 v0.4.2</title>
-<meta content="Welcome to Plano! | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Welcome to Plano! | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Welcome to Plano! | Plano Docs v0.4.3</title>
+<meta content="Welcome to Plano! | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Welcome to Plano! | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -243,12 +243,12 @@ 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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="_static/documentation_options.js?v=ac15c14f"></script>
+<script src="_static/documentation_options.js?v=c8da110b"></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 fd4e1fd9..975e1ddd 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 v0.4.2</title>
-<meta content="Configuration Reference | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Configuration Reference | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Configuration Reference | Plano Docs v0.4.3</title>
+<meta content="Configuration Reference | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Configuration Reference | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></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 bdb6f37a..f4951b5c 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 v0.4.2</title>
-<meta content="Deployment | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Deployment | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Deployment | Plano Docs v0.4.3</title>
+<meta content="Deployment | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Deployment | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -174,7 +174,7 @@
 <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:0.4.2</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:0.4.3</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>
@@ -301,12 +301,12 @@
 </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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/llms_txt.html b/resources/llms_txt.html
index 0d88b914..3bd7f94f 100755
--- a/resources/llms_txt.html
+++ b/resources/llms_txt.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>llms.txt | Plano Docs v0.4.2</title>
-<meta content="llms.txt | Plano Docs v0.4.2" property="og:title"/>
-<meta content="llms.txt | Plano Docs v0.4.2" name="twitter:title"/>
+<title>llms.txt | Plano Docs v0.4.3</title>
+<meta content="llms.txt | Plano Docs v0.4.3" property="og:title"/>
+<meta content="llms.txt | Plano Docs v0.4.3" name="twitter:title"/>
 <link href="../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/sphinx-design.min.css?v=95c83b7e" rel="stylesheet" type="text/css"/>
@@ -38,7 +38,7 @@
     </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.2</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 v0.4.3</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@@ -74,7 +74,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.2</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 v0.4.3</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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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>
@@ -176,12 +176,12 @@
 </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: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../_static/documentation_options.js?v=c8da110b"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/tech_overview/model_serving.html b/resources/tech_overview/model_serving.html
index d326f919..50501ead 100755
--- a/resources/tech_overview/model_serving.html
+++ b/resources/tech_overview/model_serving.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Bright Staff | Plano Docs v0.4.2</title>
-<meta content="Bright Staff | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Bright Staff | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Bright Staff | Plano Docs v0.4.3</title>
+<meta content="Bright Staff | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Bright Staff | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</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 v0.4.2</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 v0.4.3</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">
@@ -149,7 +149,7 @@
 <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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@@ -196,12 +196,12 @@ own deployments), and Plano reaches them via HTTP.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/resources/tech_overview/request_lifecycle.html b/resources/tech_overview/request_lifecycle.html
index b25c8889..6a9898b7 100755
--- a/resources/tech_overview/request_lifecycle.html
+++ b/resources/tech_overview/request_lifecycle.html
@@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Request Lifecycle | Plano Docs v0.4.2</title>
-<meta content="Request Lifecycle | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Request Lifecycle | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Request Lifecycle | Plano Docs v0.4.3</title>
+<meta content="Request Lifecycle | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Request Lifecycle | Plano Docs v0.4.3" 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 v0.4.2</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 v0.4.3</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.3</span>
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+<span class="hidden md:inline">Plano Docs v0.4.3</span>
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></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 0e06f97f..11807f4b 100755
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-<meta content="Tech Overview | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Tech Overview | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Tech Overview | Plano Docs v0.4.3</title>
+<meta content="Tech Overview | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Tech Overview | Plano Docs v0.4.3" 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 v0.4.3</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 v0.4.3</span>
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+<span class="hidden md:inline">Plano Docs v0.4.3</span>
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></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/threading_model.html b/resources/tech_overview/threading_model.html
index 19cea134..28ada290 100755
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-<meta content="Threading Model | Plano Docs v0.4.2" property="og:title"/>
-<meta content="Threading Model | Plano Docs v0.4.2" name="twitter:title"/>
+<title>Threading Model | Plano Docs v0.4.3</title>
+<meta content="Threading Model | Plano Docs v0.4.3" property="og:title"/>
+<meta content="Threading Model | Plano Docs v0.4.3" 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 v0.4.3</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 v0.4.3</span>
 </a>
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 <div class="overflow-y-auto h-full w-full relative pr-6">
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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 v0.4.2</span>
+<span class="hidden md:inline">Plano Docs v0.4.3</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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@@ -197,12 +197,12 @@ hardware threads on the machine.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 17, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc Last updated: Jan 18, 2026. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=ac15c14f"></script>
+<script src="../../_static/documentation_options.js?v=c8da110b"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
diff --git a/search.html b/search.html
index e95cd5fd..8e07afaa 100755
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-    <title>Search | Plano Docs v0.4.2</title>
-    <meta property="og:title" content="Search | Plano Docs v0.4.2" />
-    <meta name="twitter:title" content="Search | Plano Docs v0.4.2" />
+    <title>Search | Plano Docs v0.4.3</title>
+    <meta property="og:title" content="Search | Plano Docs v0.4.3" />
+    <meta name="twitter:title" content="Search | Plano Docs v0.4.3" />
       <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=466e7b45" />
       <link rel="stylesheet" type="text/css" href="_static/theme.css?v=42baaae4" />
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     <div class="hidden mr-4 md:flex">
       <a href="index.html" class="flex items-center mr-6">
-          <img height="24" width="24" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.2</span>
+          <img height="24" width="24" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Plano Docs v0.4.3</span>
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@@ -107,7 +107,7 @@
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-        <img height="16" width="16" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.2</span>
+        <img height="16" width="16" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.3</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 v0.4.2</span>
+    <span class="hidden md:inline">Plano Docs v0.4.3</span>
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          width="18"
@@ -217,14 +217,14 @@
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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&nbsp;Last updated: Jan 17, 2026.&nbsp;</p>
+        <p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2025, Katanemo Labs, Inc&nbsp;Last updated: Jan 18, 2026.&nbsp;</p>
 </div>
 </div>
 </footer>
   </div>
   
   
-    <script src="_static/documentation_options.js?v=ac15c14f"></script>
+    <script src="_static/documentation_options.js?v=c8da110b"></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/searchindex.js b/searchindex.js
index 9a6c79a2..90456f3c 100755
--- a/searchindex.js
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