From 0792c8bf9ff909d2ff4f010924f0aa1d915ae339 Mon Sep 17 00:00:00 2001
From: Spherrrical <Spherrrical@users.noreply.github.com>
Date: Wed, 17 Jun 2026 18:26:23 +0000
Subject: [PATCH] deploy: 5d990d9609f4b2be0e9cab205453c475903865de

---
 .buildinfo                                    |   2 +-
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 ...ea282.woff2 => 76c1862325ea6f70eeff.woff2} | Bin
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 ...ec6f6.woff2 => a63d39a1c104a2b3e87e.woff2} | Bin
 _static/awesome-docsearch.css                 |   3 +-
 _static/awesome-myst-nb.css                   |   2 -
 _static/awesome-myst-nb.js                    |   0
 _static/awesome-sphinx-design.css             |   3 +-
 ...9f3e0.woff2 => b659956119f91f2342bc.woff2} | Bin
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 _static/pygments.css                          | 167 +++++++++---------
 _static/theme.css                             |  10 +-
 _static/theme.js                              |   5 +-
 _static/theme.js.LICENSE.txt                  |   6 +
 concepts/agents.html                          |  70 ++++----
 concepts/filter_chain.html                    |  70 ++++----
 concepts/listeners.html                       |  70 ++++----
 concepts/llm_providers/client_libraries.html  |  70 ++++----
 concepts/llm_providers/llm_providers.html     |  70 ++++----
 concepts/llm_providers/model_aliases.html     |  70 ++++----
 .../llm_providers/supported_providers.html    |  70 ++++----
 concepts/prompt_target.html                   |  70 ++++----
 concepts/signals.html                         |  70 ++++----
 get_started/intro_to_plano.html               |  68 ++++---
 get_started/overview.html                     |  70 ++++----
 get_started/quickstart.html                   |  70 ++++----
 guides/function_calling.html                  |  70 ++++----
 guides/llm_router.html                        |  70 ++++----
 guides/observability/access_logging.html      |  70 ++++----
 guides/observability/monitoring.html          |  70 ++++----
 guides/observability/observability.html       |  68 ++++---
 guides/observability/tracing.html             |  70 ++++----
 guides/orchestration.html                     |  70 ++++----
 guides/prompt_guard.html                      |  70 ++++----
 guides/state.html                             |  70 ++++----
 includes/llms.txt                             |   2 +-
 index.html                                    |  68 ++++---
 resources/cli_reference.html                  |  70 ++++----
 resources/configuration_reference.html        |  70 ++++----
 resources/deployment.html                     |  70 ++++----
 resources/llms_txt.html                       |  68 ++++---
 resources/tech_overview/model_serving.html    |  68 ++++---
 .../tech_overview/request_lifecycle.html      |  70 ++++----
 resources/tech_overview/tech_overview.html    |  68 ++++---
 resources/tech_overview/threading_model.html  |  68 ++++---
 search.html                                   | 122 +++++++------
 53 files changed, 1175 insertions(+), 1233 deletions(-)
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diff --git a/.buildinfo b/.buildinfo
index 1d209199..7c4ab206 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: 0b4b17787cbd7fab12e5bd0a4b9e082c
+config: 4cd01666a75ee87dc6a895f81eadfe9c
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/_static/b0c7be19efb5c878.woff b/_static/0fc70aa4dfe4d16d7073.woff
similarity index 62%
rename from _static/b0c7be19efb5c878.woff
rename to _static/0fc70aa4dfe4d16d7073.woff
index 41fa3d6c55d0571084b84a942fe4d43cf78a72ef..2a9fff0e7c88219a3b3928ff50772d2b95f3adf3 100755
GIT binary patch
delta 10063
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diff --git a/_static/92b75b3f180e9af3.woff b/_static/583e3f428bf2362b546d.woff
similarity index 65%
rename from _static/92b75b3f180e9af3.woff
rename to _static/583e3f428bf2362b546d.woff
index 83c8c094c0f8674245cf1cce9e61ed4f468afaae..e2e3d20ae1abd0670961db2ea9af9a6836538912 100755
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diff --git a/_static/88c52b7d52bec6f6.woff2 b/_static/a63d39a1c104a2b3e87e.woff2
similarity index 100%
rename from _static/88c52b7d52bec6f6.woff2
rename to _static/a63d39a1c104a2b3e87e.woff2
diff --git a/_static/awesome-docsearch.css b/_static/awesome-docsearch.css
index 43076536..3332a0a4 100755
--- a/_static/awesome-docsearch.css
+++ b/_static/awesome-docsearch.css
@@ -1,2 +1 @@
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diff --git a/_static/awesome-myst-nb.css b/_static/awesome-myst-nb.css
deleted file mode 100755
index 02a42983..00000000
--- a/_static/awesome-myst-nb.css
+++ /dev/null
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-/*! tailwindcss v4.3.1 | MIT License | https://tailwindcss.com */
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diff --git a/_static/awesome-myst-nb.js b/_static/awesome-myst-nb.js
deleted file mode 100755
index e69de29b..00000000
diff --git a/_static/awesome-sphinx-design.css b/_static/awesome-sphinx-design.css
index 54cf6c8c..a13c5d8f 100755
--- a/_static/awesome-sphinx-design.css
+++ b/_static/awesome-sphinx-design.css
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diff --git a/_static/fa8c7e373fc88056.woff b/_static/fd994e8d90d9cab651b0.woff
similarity index 64%
rename from _static/fa8c7e373fc88056.woff
rename to _static/fd994e8d90d9cab651b0.woff
index bcd4b649687bdb8f8922c7cf7cc537b3f0950ac5..3c971ffe27a141b839c65cad3fce6fd93659d9ce 100755
GIT binary patch
delta 10061
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diff --git a/_static/pygments.css b/_static/pygments.css
index 2556e16c..c6105a29 100755
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+.dark .highlight .gr { color: #FFA198 } /* Generic.Error */
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+.dark .highlight .gi { color: #56D364; background-color: #0F5323 } /* Generic.Inserted */
+.dark .highlight .go { color: #8B949E } /* Generic.Output */
+.dark .highlight .gp { color: #8B949E } /* Generic.Prompt */
+.dark .highlight .gs { color: #E6EDF3; font-weight: bold } /* Generic.Strong */
+.dark .highlight .gu { color: #79C0FF } /* Generic.Subheading */
+.dark .highlight .gt { color: #FF7B72 } /* Generic.Traceback */
+.dark .highlight .g-Underline { color: #E6EDF3; text-decoration: underline } /* Generic.Underline */
+.dark .highlight .kc { color: #79C0FF } /* Keyword.Constant */
+.dark .highlight .kd { color: #FF7B72 } /* Keyword.Declaration */
+.dark .highlight .kn { color: #FF7B72 } /* Keyword.Namespace */
+.dark .highlight .kp { color: #79C0FF } /* Keyword.Pseudo */
+.dark .highlight .kr { color: #FF7B72 } /* Keyword.Reserved */
+.dark .highlight .kt { color: #FF7B72 } /* Keyword.Type */
+.dark .highlight .ld { color: #79C0FF } /* Literal.Date */
+.dark .highlight .m { color: #A5D6FF } /* Literal.Number */
+.dark .highlight .s { color: #A5D6FF } /* Literal.String */
+.dark .highlight .na { color: #E6EDF3 } /* Name.Attribute */
+.dark .highlight .nb { color: #E6EDF3 } /* Name.Builtin */
+.dark .highlight .nc { color: #F0883E; font-weight: bold } /* Name.Class */
+.dark .highlight .no { color: #79C0FF; font-weight: bold } /* Name.Constant */
+.dark .highlight .nd { color: #D2A8FF; font-weight: bold } /* Name.Decorator */
+.dark .highlight .ni { color: #FFA657 } /* Name.Entity */
+.dark .highlight .ne { color: #F0883E; font-weight: bold } /* Name.Exception */
+.dark .highlight .nf { color: #D2A8FF; font-weight: bold } /* Name.Function */
+.dark .highlight .nl { color: #79C0FF; font-weight: bold } /* Name.Label */
+.dark .highlight .nn { color: #FF7B72 } /* Name.Namespace */
+.dark .highlight .nx { color: #E6EDF3 } /* Name.Other */
+.dark .highlight .py { color: #79C0FF } /* Name.Property */
+.dark .highlight .nt { color: #7EE787 } /* Name.Tag */
+.dark .highlight .nv { color: #79C0FF } /* Name.Variable */
+.dark .highlight .ow { color: #FF7B72; font-weight: bold } /* Operator.Word */
+.dark .highlight .pm { color: #E6EDF3 } /* Punctuation.Marker */
+.dark .highlight .w { color: #6E7681 } /* Text.Whitespace */
+.dark .highlight .mb { color: #A5D6FF } /* Literal.Number.Bin */
+.dark .highlight .mf { color: #A5D6FF } /* Literal.Number.Float */
+.dark .highlight .mh { color: #A5D6FF } /* Literal.Number.Hex */
+.dark .highlight .mi { color: #A5D6FF } /* Literal.Number.Integer */
+.dark .highlight .mo { color: #A5D6FF } /* Literal.Number.Oct */
+.dark .highlight .sa { color: #79C0FF } /* Literal.String.Affix */
+.dark .highlight .sb { color: #A5D6FF } /* Literal.String.Backtick */
+.dark .highlight .sc { color: #A5D6FF } /* Literal.String.Char */
+.dark .highlight .dl { color: #79C0FF } /* Literal.String.Delimiter */
+.dark .highlight .sd { color: #A5D6FF } /* Literal.String.Doc */
+.dark .highlight .s2 { color: #A5D6FF } /* Literal.String.Double */
+.dark .highlight .se { color: #79C0FF } /* Literal.String.Escape */
+.dark .highlight .sh { color: #79C0FF } /* Literal.String.Heredoc */
+.dark .highlight .si { color: #A5D6FF } /* Literal.String.Interpol */
+.dark .highlight .sx { color: #A5D6FF } /* Literal.String.Other */
+.dark .highlight .sr { color: #79C0FF } /* Literal.String.Regex */
+.dark .highlight .s1 { color: #A5D6FF } /* Literal.String.Single */
+.dark .highlight .ss { color: #A5D6FF } /* Literal.String.Symbol */
+.dark .highlight .bp { color: #E6EDF3 } /* Name.Builtin.Pseudo */
+.dark .highlight .fm { color: #D2A8FF; font-weight: bold } /* Name.Function.Magic */
+.dark .highlight .vc { color: #79C0FF } /* Name.Variable.Class */
+.dark .highlight .vg { color: #79C0FF } /* Name.Variable.Global */
+.dark .highlight .vi { color: #79C0FF } /* Name.Variable.Instance */
+.dark .highlight .vm { color: #79C0FF } /* Name.Variable.Magic */
+.dark .highlight .il { color: #A5D6FF } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/_static/theme.css b/_static/theme.css
index eef874ca..0cb87619 100755
--- a/_static/theme.css
+++ b/_static/theme.css
@@ -1 +1,9 @@
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diff --git a/_static/theme.js b/_static/theme.js
index 08a30213..830e8d86 100755
--- a/_static/theme.js
+++ b/_static/theme.js
@@ -1,3 +1,2 @@
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class="sr-only">Copy code</span><svg xmlns="http://www.w3.org/2000/svg" height="24" width="24" viewBox="0 96 960 960" fill="currentColor" stroke="none" class="copy-icon h-[14px] w-[14px] transition-all transform scale-100 absolute"><path d="M200 976q-33 0-56.5-23.5T120 896V376q0-17 11.5-28.5T160 336q17 0 28.5 11.5T200 376v520h400q17 0 28.5 11.5T640 936q0 17-11.5 28.5T600 976H200Zm160-160q-33 0-56.5-23.5T280 736V256q0-33 23.5-56.5T360 176h360q33 0 56.5 23.5T800 256v480q0 33-23.5 56.5T720 816H360Zm0-80h360V256H360v480Zm0 0V256v480Z"/></svg><svg xmlns="http://www.w3.org/2000/svg" height="24" width="24" viewBox="0 96 960 960" fill="currentColor" stroke="none" class="copy-success-icon h-[14px] w-[14px] transition-all transform scale-0 absolute"><path d="M382 799q-8 0-15-2.5t-13-8.5L182 616q-11-11-10.5-28.5T183 559q11-11 28-11t28 11l143 143 339-339q11-11 28.5-11t28.5 11q11 11 11 28.5T778 420L410 788q-6 6-13 8.5t-15 2.5Z"/></svg></button>';t.insertAdjacentHTML("beforeend",e)}}));const 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diff --git a/_static/theme.js.LICENSE.txt b/_static/theme.js.LICENSE.txt
new file mode 100755
index 00000000..5161813c
--- /dev/null
+++ b/_static/theme.js.LICENSE.txt
@@ -0,0 +1,6 @@
+/*!
+ * clipboard.js v2.0.11
+ * https://clipboardjs.com/
+ *
+ * Licensed MIT © Zeno Rocha
+ */
diff --git a/concepts/agents.html b/concepts/agents.html
index 0d488056..7a5a4ca2 100755
--- a/concepts/agents.html
+++ b/concepts/agents.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Agents | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Agents | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/concepts/agents.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="filter_chain.html" rel="next" title="Filter Chains"/>
 <link href="listeners.html" rel="prev" title="Listeners"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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 </div>
 </a>
-<button @click="darkMode = !darkMode" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" title="Toggle color scheme" type="button">
-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M480 936q-151 0-255.5-104.5T120 576q0-138 90-239.5T440 218q25-3 39 18t-1 44q-17 26-25.5 55t-8.5 61q0 90 63 153t153 63q31 0 61.5-9t54.5-25q21-14 43-1.5t19 39.5q-14 138-117.5 229T480 936Zm0-80q88 0 158-48.5T740 681q-20 5-40 8t-40 3q-123 0-209.5-86.5T364 396q0-20 3-40t8-40q-78 32-126.5 102T200 576q0 116 82 198t198 82Zm-10-270Z"></path>
 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="listeners.html">Listeners</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -250,7 +248,7 @@
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#agent-orchestration'" class="reference internal" href="#agent-orchestration">Agent Orchestration</a></li>
 <li><a :data-current="activeSection === '#inner-loop-vs-outer-loop'" class="reference internal" href="#inner-loop-vs-outer-loop">Inner Loop vs. Outer Loop</a><ul>
@@ -267,7 +265,7 @@
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -275,7 +273,7 @@
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/concepts/filter_chain.html b/concepts/filter_chain.html
index 3bb619af..bc262645 100755
--- a/concepts/filter_chain.html
+++ b/concepts/filter_chain.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Filter Chains | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Filter Chains | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/concepts/filter_chain.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="llm_providers/llm_providers.html" rel="next" title="Model (LLM) Providers"/>
 <link href="agents.html" rel="prev" title="Agents"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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 </a>
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-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="agents.html">Agents</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -316,7 +314,7 @@ powerful abstraction for evolving your agent workflows over time.</p>
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#typical-use-cases'" class="reference internal" href="#typical-use-cases">Typical Use Cases</a></li>
 <li><a :data-current="activeSection === '#configuration-example'" class="reference internal" href="#configuration-example">Configuration example</a><ul>
@@ -333,7 +331,7 @@ 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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -341,7 +339,7 @@ powerful abstraction for evolving your agent workflows over time.</p>
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/concepts/listeners.html b/concepts/listeners.html
index a692644a..89556a97 100755
--- a/concepts/listeners.html
+++ b/concepts/listeners.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
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+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
 <title>Listeners | Plano Docs v0.4.25</title>
 <meta content="Listeners | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Listeners | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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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-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/concepts/listeners.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="agents.html" rel="next" title="Agents"/>
 <link href="../get_started/quickstart.html" rel="prev" title="Quickstart"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -256,7 +254,7 @@ application to LLMs (API-based or hosted) via prompt targets.</p>
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#network-topology'" class="reference internal" href="#network-topology">Network Topology</a></li>
 <li><a :data-current="activeSection === '#inbound-agent-prompt-target'" class="reference internal" href="#inbound-agent-prompt-target">Inbound (Agent &amp; Prompt Target)</a></li>
@@ -270,7 +268,7 @@ 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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -278,7 +276,7 @@ application to LLMs (API-based or hosted) via prompt targets.</p>
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/concepts/llm_providers/client_libraries.html b/concepts/llm_providers/client_libraries.html
index 6e0e43d1..5620a39b 100755
--- a/concepts/llm_providers/client_libraries.html
+++ b/concepts/llm_providers/client_libraries.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
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-      }
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-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
 <title>Client Libraries | Plano Docs v0.4.25</title>
 <meta content="Client Libraries | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Client Libraries | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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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-<link href="../../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/concepts/llm_providers/client_libraries.html" rel="canonical"/>
 <link href="../../_static/favicon.ico" rel="icon"/>
 <link href="../../search.html" rel="search" title="Search"/>
 <link href="model_aliases.html" rel="next" title="Model Aliases"/>
 <link href="supported_providers.html" rel="prev" title="Supported Providers &amp; Configuration"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -640,7 +638,7 @@ Implement fallback logic for better reliability:</p>
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#supported-clients'" class="reference internal" href="#supported-clients">Supported Clients</a></li>
 <li><a :data-current="activeSection === '#gateway-endpoints'" class="reference internal" href="#gateway-endpoints">Gateway Endpoints</a></li>
@@ -660,7 +658,7 @@ 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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -668,7 +666,7 @@ Implement fallback logic for better reliability:</p>
 <script src="../../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
 <script src="../../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/concepts/llm_providers/llm_providers.html b/concepts/llm_providers/llm_providers.html
index a06f0f47..97a888a2 100755
--- a/concepts/llm_providers/llm_providers.html
+++ b/concepts/llm_providers/llm_providers.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Model (LLM) Providers | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Model (LLM) Providers | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/concepts/llm_providers/llm_providers.html" rel="canonical"/>
 <link href="../../_static/favicon.ico" rel="icon"/>
 <link href="../../search.html" rel="search" title="Search"/>
 <link href="supported_providers.html" rel="next" title="Supported Providers &amp; Configuration"/>
 <link href="../filter_chain.html" rel="prev" title="Filter Chains"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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 </div>
 </a>
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-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="current reference internal expandable" href="#">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="current reference internal expandable" href="#">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -289,7 +287,7 @@ Use your preferred client library without changing existing code (see <a class="
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#core-capabilities'" class="reference internal" href="#core-capabilities">Core Capabilities</a></li>
 <li><a :data-current="activeSection === '#key-benefits'" class="reference internal" href="#key-benefits">Key Benefits</a></li>
@@ -304,7 +302,7 @@ 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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -312,7 +310,7 @@ Use your preferred client library without changing existing code (see <a class="
 <script src="../../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
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 <script src="../../_static/js/fix-copy.js?v=2f5cab98"></script>
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diff --git a/concepts/llm_providers/model_aliases.html b/concepts/llm_providers/model_aliases.html
index 3da766f1..d6779c3a 100755
--- a/concepts/llm_providers/model_aliases.html
+++ b/concepts/llm_providers/model_aliases.html
@@ -1,44 +1,42 @@
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+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
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-  </script>
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-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Model Aliases | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Model Aliases | Plano Docs v0.4.25" name="twitter:title"/>
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-<link href="../../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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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-<link href="../../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/concepts/llm_providers/model_aliases.html" rel="canonical"/>
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 <link href="../../search.html" rel="search" title="Search"/>
 <link href="../prompt_target.html" rel="next" title="Prompt Target"/>
 <link href="client_libraries.html" rel="prev" title="Client Libraries"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
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 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
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@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
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-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
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+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -418,7 +416,7 @@
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#basic-configuration'" class="reference internal" href="#basic-configuration">Basic Configuration</a></li>
 <li><a :data-current="activeSection === '#using-aliases'" class="reference internal" href="#using-aliases">Using Aliases</a></li>
@@ -434,7 +432,7 @@
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -442,7 +440,7 @@
 <script src="../../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
 <script src="../../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/concepts/llm_providers/supported_providers.html b/concepts/llm_providers/supported_providers.html
index 50f7654b..cc871b74 100755
--- a/concepts/llm_providers/supported_providers.html
+++ b/concepts/llm_providers/supported_providers.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Supported Providers &amp; Configuration | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/concepts/llm_providers/supported_providers.html" rel="canonical"/>
 <link href="../../_static/favicon.ico" rel="icon"/>
 <link href="../../search.html" rel="search" title="Search"/>
 <link href="client_libraries.html" rel="next" title="Client Libraries"/>
 <link href="llm_providers.html" rel="prev" title="Model (LLM) Providers"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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 </a>
-<button @click="darkMode = !darkMode" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" title="Toggle color scheme" type="button">
-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
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+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -1179,7 +1177,7 @@ Any provider that implements the OpenAI API interface can be configured using cu
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#configuration-structure'" class="reference internal" href="#configuration-structure">Configuration Structure</a></li>
 <li><a :data-current="activeSection === '#provider-categories'" class="reference internal" href="#provider-categories">Provider Categories</a></li>
@@ -1225,7 +1223,7 @@ Any provider that implements the OpenAI API interface can be configured using cu
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -1233,7 +1231,7 @@ Any provider that implements the OpenAI API interface can be configured using cu
 <script src="../../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
 <script src="../../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/concepts/prompt_target.html b/concepts/prompt_target.html
index 45fb8ee5..fcaeec78 100755
--- a/concepts/prompt_target.html
+++ b/concepts/prompt_target.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
 <title>Prompt Target | Plano Docs v0.4.25</title>
 <meta content="Prompt Target | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Prompt Target | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/concepts/prompt_target.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="signals.html" rel="next" title="Signals™"/>
 <link href="llm_providers/model_aliases.html" rel="prev" title="Model Aliases"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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 </div>
 </a>
-<button @click="darkMode = !darkMode" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" title="Toggle color scheme" type="button">
-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -458,7 +456,7 @@ that you can test and modify locally for multi-turn RAG scenarios.</p>
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#key-features'" class="reference internal" href="#key-features">Key Features</a></li>
 <li><a :data-current="activeSection === '#basic-configuration'" class="reference internal" href="#basic-configuration">Basic Configuration</a></li>
@@ -481,7 +479,7 @@ 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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -489,7 +487,7 @@ that you can test and modify locally for multi-turn RAG scenarios.</p>
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/concepts/signals.html b/concepts/signals.html
index b0371159..7099c638 100755
--- a/concepts/signals.html
+++ b/concepts/signals.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
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+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
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-    (function () {
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-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
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-      }
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-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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>Signals™ | Plano Docs v0.4.25</title>
 <meta content="Signals™ | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Signals™ | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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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-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/concepts/signals.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="../guides/orchestration.html" rel="next" title="Orchestration"/>
 <link href="prompt_target.html" rel="prev" title="Prompt Target"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
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@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
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+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="filter_chain.html">Filter Chains</a></li>
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+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -906,7 +904,7 @@ systems</p></li>
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#why-signals-matter-the-improvement-flywheel'" class="reference internal" href="#why-signals-matter-the-improvement-flywheel">Why Signals Matter: The Improvement Flywheel</a></li>
 <li><a :data-current="activeSection === '#what-are-behavioral-signals'" class="reference internal" href="#what-are-behavioral-signals">What Are Behavioral Signals?</a></li>
@@ -945,7 +943,7 @@ systems</p></li>
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -953,7 +951,7 @@ systems</p></li>
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script async="async" src="https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
diff --git a/get_started/intro_to_plano.html b/get_started/intro_to_plano.html
index 010fbf10..a4b3cfba 100755
--- a/get_started/intro_to_plano.html
+++ b/get_started/intro_to_plano.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
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+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
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-    (function () {
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-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
 <title>Intro to Plano | Plano Docs v0.4.25</title>
 <meta content="Intro to Plano | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Intro to Plano | Plano Docs v0.4.25" name="twitter:title"/>
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-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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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-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/get_started/intro_to_plano.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="quickstart.html" rel="next" title="Quickstart"/>
 <link href="overview.html" rel="prev" title="Overview"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
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 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
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@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
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-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
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+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -226,7 +224,7 @@ 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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -234,7 +232,7 @@ This gives Plano several advantages:</p>
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/get_started/overview.html b/get_started/overview.html
index 5d2c97ed..c717c3a6 100755
--- a/get_started/overview.html
+++ b/get_started/overview.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Overview | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Overview | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/get_started/overview.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="intro_to_plano.html" rel="next" title="Intro to Plano"/>
 <link href="../index.html" rel="prev" title="Welcome to Plano!"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
 <svg fill="currentColor" height="26px" style="margin-top:-2px;display:inline" viewbox="0 0 45 44" xmlns="http://www.w3.org/2000/svg"><path clip-rule="evenodd" d="M22.477.927C10.485.927.76 10.65.76 22.647c0 9.596 6.223 17.736 14.853 20.608 1.087.2 1.483-.47 1.483-1.047 0-.516-.019-1.881-.03-3.693-6.04 1.312-7.315-2.912-7.315-2.912-.988-2.51-2.412-3.178-2.412-3.178-1.972-1.346.149-1.32.149-1.32 2.18.154 3.327 2.24 3.327 2.24 1.937 3.318 5.084 2.36 6.321 1.803.197-1.403.759-2.36 1.379-2.903-4.823-.548-9.894-2.412-9.894-10.734 0-2.37.847-4.31 2.236-5.828-.224-.55-.969-2.759.214-5.748 0 0 1.822-.584 5.972 2.226 1.732-.482 3.59-.722 5.437-.732 1.845.01 3.703.25 5.437.732 4.147-2.81 5.967-2.226 5.967-2.226 1.185 2.99.44 5.198.217 5.748 1.392 1.517 2.232 3.457 2.232 5.828 0 8.344-5.078 10.18-9.916 10.717.779.67 1.474 1.996 1.474 4.021 0 2.904-.027 5.247-.027 5.96 0 .58.392 1.256 1.493 1.044C37.981 40.375 44.2 32.24 44.2 22.647c0-11.996-9.726-21.72-21.722-21.72" fill="currentColor" fill-rule="evenodd"></path></svg>
 </div>
 </a>
-<button @click="darkMode = !darkMode" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" title="Toggle color scheme" type="button">
-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M480 936q-151 0-255.5-104.5T120 576q0-138 90-239.5T440 218q25-3 39 18t-1 44q-17 26-25.5 55t-8.5 61q0 90 63 153t153 63q31 0 61.5-9t54.5-25q21-14 43-1.5t19 39.5q-14 138-117.5 229T480 936Zm0-80q88 0 158-48.5T740 681q-20 5-40 8t-40 3q-123 0-209.5-86.5T364 396q0-20 3-40t8-40q-78 32-126.5 102T200 576q0 116 82 198t198 82Zm-10-270Z"></path>
 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -323,7 +321,7 @@
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#get-started'" class="reference internal" href="#get-started">Get Started</a></li>
 <li><a :data-current="activeSection === '#concepts'" class="reference internal" href="#concepts">Concepts</a></li>
@@ -337,7 +335,7 @@
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -345,7 +343,7 @@
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/get_started/quickstart.html b/get_started/quickstart.html
index 39287bd7..7ee8cbd7 100755
--- a/get_started/quickstart.html
+++ b/get_started/quickstart.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Quickstart | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Quickstart | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/get_started/quickstart.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="../concepts/listeners.html" rel="next" title="Listeners"/>
 <link href="intro_to_plano.html" rel="prev" title="Intro to Plano"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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 </div>
 </a>
-<button @click="darkMode = !darkMode" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" title="Toggle color scheme" type="button">
-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M480 936q-151 0-255.5-104.5T120 576q0-138 90-239.5T440 218q25-3 39 18t-1 44q-17 26-25.5 55t-8.5 61q0 90 63 153t153 63q31 0 61.5-9t54.5-25q21-14 43-1.5t19 39.5q-14 138-117.5 229T480 936Zm0-80q88 0 158-48.5T740 681q-20 5-40 8t-40 3q-123 0-209.5-86.5T364 396q0-20 3-40t8-40q-78 32-126.5 102T200 576q0 116 82 198t198 82Zm-10-270Z"></path>
 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -528,7 +526,7 @@ new applications should use <a class="reference internal" href="../concepts/agen
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><ul>
 <li><a :data-current="activeSection === '#prerequisites'" class="reference internal" href="#prerequisites">Prerequisites</a></li>
@@ -573,7 +571,7 @@ new applications should use <a class="reference internal" href="../concepts/agen
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -581,7 +579,7 @@ new applications should use <a class="reference internal" href="../concepts/agen
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/guides/function_calling.html b/guides/function_calling.html
index 1e2d3094..dcaf259b 100755
--- a/guides/function_calling.html
+++ b/guides/function_calling.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Function Calling | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Function Calling | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/guides/function_calling.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="observability/observability.html" rel="next" title="Observability"/>
 <link href="llm_router.html" rel="prev" title="LLM Routing"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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 </div>
 </a>
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-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -354,7 +352,7 @@ on the stuff that matters most.</p>
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#what-is-function-calling'" class="reference internal" href="#what-is-function-calling">What is Function Calling?</a></li>
 <li><a :data-current="activeSection === '#function-calling-workflow'" class="reference internal" href="#function-calling-workflow">Function Calling Workflow</a></li>
@@ -378,7 +376,7 @@ 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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -386,7 +384,7 @@ on the stuff that matters most.</p>
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/guides/llm_router.html b/guides/llm_router.html
index 8cd83efa..0d84426c 100755
--- a/guides/llm_router.html
+++ b/guides/llm_router.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="LLM Routing | Plano Docs v0.4.25" property="og:title"/>
 <meta content="LLM Routing | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/guides/llm_router.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="function_calling.html" rel="next" title="Function Calling"/>
 <link href="orchestration.html" rel="prev" title="Orchestration"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
 <svg fill="currentColor" height="26px" style="margin-top:-2px;display:inline" viewbox="0 0 45 44" xmlns="http://www.w3.org/2000/svg"><path clip-rule="evenodd" d="M22.477.927C10.485.927.76 10.65.76 22.647c0 9.596 6.223 17.736 14.853 20.608 1.087.2 1.483-.47 1.483-1.047 0-.516-.019-1.881-.03-3.693-6.04 1.312-7.315-2.912-7.315-2.912-.988-2.51-2.412-3.178-2.412-3.178-1.972-1.346.149-1.32.149-1.32 2.18.154 3.327 2.24 3.327 2.24 1.937 3.318 5.084 2.36 6.321 1.803.197-1.403.759-2.36 1.379-2.903-4.823-.548-9.894-2.412-9.894-10.734 0-2.37.847-4.31 2.236-5.828-.224-.55-.969-2.759.214-5.748 0 0 1.822-.584 5.972 2.226 1.732-.482 3.59-.722 5.437-.732 1.845.01 3.703.25 5.437.732 4.147-2.81 5.967-2.226 5.967-2.226 1.185 2.99.44 5.198.217 5.748 1.392 1.517 2.232 3.457 2.232 5.828 0 8.344-5.078 10.18-9.916 10.717.779.67 1.474 1.996 1.474 4.021 0 2.904-.027 5.247-.027 5.96 0 .58.392 1.256 1.493 1.044C37.981 40.375 44.2 32.24 44.2 22.647c0-11.996-9.726-21.72-21.722-21.72" fill="currentColor" fill-rule="evenodd"></path></svg>
 </div>
 </a>
-<button @click="darkMode = !darkMode" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" title="Toggle color scheme" type="button">
-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M480 685q45.456 0 77.228-31.772Q589 621.456 589 576q0-45.456-31.772-77.228Q525.456 467 480 467q-45.456 0-77.228 31.772Q371 530.544 371 576q0 45.456 31.772 77.228Q434.544 685 480 685Zm0 91q-83 0-141.5-58.5T280 576q0-83 58.5-141.5T480 376q83 0 141.5 58.5T680 576q0 83-58.5 141.5T480 776ZM80 621.5q-19.152 0-32.326-13.174T34.5 576q0-19.152 13.174-32.326T80 530.5h80q19.152 0 32.326 13.174T205.5 576q0 19.152-13.174 32.326T160 621.5H80Zm720 0q-19.152 0-32.326-13.174T754.5 576q0-19.152 13.174-32.326T800 530.5h80q19.152 0 32.326 13.174T925.5 576q0 19.152-13.174 32.326T880 621.5h-80Zm-320-320q-19.152 0-32.326-13.174T434.5 256v-80q0-19.152 13.174-32.326T480 130.5q19.152 0 32.326 13.174T525.5 176v80q0 19.152-13.174 32.326T480 301.5Zm0 720q-19.152 0-32.326-13.17Q434.5 995.152 434.5 976v-80q0-19.152 13.174-32.326T480 850.5q19.152 0 32.326 13.174T525.5 896v80q0 19.152-13.174 32.33-13.174 13.17-32.326 13.17ZM222.174 382.065l-43-42Q165.5 327.391 166 308.239t13.174-33.065q13.435-13.674 32.587-13.674t32.065 13.674l42.239 43q12.674 13.435 12.555 31.706-.12 18.272-12.555 31.946-12.674 13.674-31.445 13.413-18.772-.261-32.446-13.174Zm494 494.761-42.239-43q-12.674-13.435-12.674-32.087t12.674-31.565Q686.609 756.5 705.38 757q18.772.5 32.446 13.174l43 41.761Q794.5 824.609 794 843.761t-13.174 33.065Q767.391 890.5 748.239 890.5t-32.065-13.674Zm-42-494.761Q660.5 369.391 661 350.62q.5-18.772 13.174-32.446l41.761-43Q728.609 261.5 747.761 262t33.065 13.174q13.674 13.435 13.674 32.587t-13.674 32.065l-43 42.239q-13.435 12.674-31.706 12.555-18.272-.12-31.946-12.555Zm-495 494.761Q165.5 863.391 165.5 844.239t13.674-32.065l43-42.239q13.435-12.674 32.087-12.674t31.565 12.674Q299.5 782.609 299 801.38q-.5 18.772-13.174 32.446l-41.761 43Q231.391 890.5 212.239 890t-33.065-13.174ZM480 576Z"></path>
 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M480 936q-151 0-255.5-104.5T120 576q0-138 90-239.5T440 218q25-3 39 18t-1 44q-17 26-25.5 55t-8.5 61q0 90 63 153t153 63q31 0 61.5-9t54.5-25q21-14 43-1.5t19 39.5q-14 138-117.5 229T480 936Zm0-80q88 0 158-48.5T740 681q-20 5-40 8t-40 3q-123 0-209.5-86.5T364 396q0-20 3-40t8-40q-78 32-126.5 102T200 576q0 116 82 198t198 82Zm-10-270Z"></path>
 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="orchestration.html">Orchestration</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -705,7 +703,7 @@ instead of a file.</p></li>
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#routing-methods'" class="reference internal" href="#routing-methods">Routing Methods</a><ul>
 <li><a :data-current="activeSection === '#model-based-routing'" class="reference internal" href="#model-based-routing">Model-based routing</a><ul>
@@ -748,7 +746,7 @@ instead of a file.</p></li>
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -756,7 +754,7 @@ instead of a file.</p></li>
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/guides/observability/access_logging.html b/guides/observability/access_logging.html
index 136d4aa7..2f733903 100755
--- a/guides/observability/access_logging.html
+++ b/guides/observability/access_logging.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
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-        document.documentElement.classList.toggle("dark", event.matches);
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-  </script>
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-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
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-<link href="../../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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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-<link href="../../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/guides/observability/access_logging.html" rel="canonical"/>
 <link href="../../_static/favicon.ico" rel="icon"/>
 <link href="../../search.html" rel="search" title="Search"/>
 <link href="../prompt_guard.html" rel="next" title="Guardrails"/>
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+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
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 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
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@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
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-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../function_calling.html">Function Calling</a></li>
-<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="monitoring.html">Monitoring</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -235,7 +233,7 @@ Access logs can be exported to centralized logging systems (e.g., ELK stack or F
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#key-features'" class="reference internal" href="#key-features">Key Features</a></li>
 <li><a :data-current="activeSection === '#how-it-works'" class="reference internal" href="#how-it-works">How It Works</a></li>
@@ -248,7 +246,7 @@ 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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -256,7 +254,7 @@ Access logs can be exported to centralized logging systems (e.g., ELK stack or F
 <script src="../../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
 <script src="../../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/guides/observability/monitoring.html b/guides/observability/monitoring.html
index 6e3851e3..c7aee0e8 100755
--- a/guides/observability/monitoring.html
+++ b/guides/observability/monitoring.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
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+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
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+<link href="../../_static/pygments.css?v=466e7b45" rel="stylesheet" type="text/css"/>
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+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
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 <link href="../../_static/favicon.ico" rel="icon"/>
 <link href="../../search.html" rel="search" title="Search"/>
 <link href="access_logging.html" rel="next" title="Access Logging"/>
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+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
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 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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">
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@@ -48,7 +46,7 @@
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+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
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@@ -57,17 +55,17 @@
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-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
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-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
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+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../function_calling.html">Function Calling</a></li>
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+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="tracing.html">Tracing</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
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+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
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 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -296,7 +294,7 @@ datasource and dashboard provider.</p></li>
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#metrics-dashboard-via-grafana'" class="reference internal" href="#metrics-dashboard-via-grafana">Metrics Dashboard (via Grafana)</a></li>
 <li><a :data-current="activeSection === '#configure-monitoring'" class="reference internal" href="#configure-monitoring">Configure Monitoring</a></li>
@@ -309,7 +307,7 @@ datasource and dashboard provider.</p></li>
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -317,7 +315,7 @@ datasource and dashboard provider.</p></li>
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+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
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 <script src="../../_static/js/fix-copy.js?v=2f5cab98"></script>
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diff --git a/guides/observability/observability.html b/guides/observability/observability.html
index 7e2d72e3..6c5df3e9 100755
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+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
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+<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"/>
 <link href="../../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/guides/observability/observability.html" rel="canonical"/>
 <link href="../../_static/favicon.ico" rel="icon"/>
 <link href="../../search.html" rel="search" title="Search"/>
 <link href="tracing.html" rel="next" title="Tracing"/>
 <link href="../function_calling.html" rel="prev" title="Function Calling"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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 </div>
 </a>
-<button @click="darkMode = !darkMode" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" title="Toggle color scheme" type="button">
-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../function_calling.html">Function Calling</a></li>
-<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="current reference internal expandable" href="#">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="current reference internal expandable" href="#">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -217,7 +215,7 @@
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -225,7 +223,7 @@
 <script src="../../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
 <script src="../../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/guides/observability/tracing.html b/guides/observability/tracing.html
index 8f983411..c2b55739 100755
--- a/guides/observability/tracing.html
+++ b/guides/observability/tracing.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
 <title>Tracing | Plano Docs v0.4.25</title>
 <meta content="Tracing | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Tracing | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/guides/observability/tracing.html" rel="canonical"/>
 <link href="../../_static/favicon.ico" rel="icon"/>
 <link href="../../search.html" rel="search" title="Search"/>
 <link href="monitoring.html" rel="next" title="Monitoring"/>
 <link href="observability.html" rel="prev" title="Observability"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
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@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
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-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/filter_chain.html">Filter Chains</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
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 <li class="toctree-l1"><a class="reference internal" href="../function_calling.html">Function Calling</a></li>
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+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
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 <li class="toctree-l2"><a class="reference internal" href="access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
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 <li class="toctree-l2"><a class="reference internal" href="../../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -752,7 +750,7 @@ tools like AWS X-Ray and Datadog, enhancing observability and facilitating faste
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#overview'" class="reference internal" href="#overview">Overview</a></li>
 <li><a :data-current="activeSection === '#understanding-plano-traces'" class="reference internal" href="#understanding-plano-traces">Understanding Plano Traces</a><ul>
@@ -806,7 +804,7 @@ tools like AWS X-Ray and Datadog, enhancing observability and facilitating faste
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -814,7 +812,7 @@ tools like AWS X-Ray and Datadog, enhancing observability and facilitating faste
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+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
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diff --git a/guides/orchestration.html b/guides/orchestration.html
index 10c2d021..e707f01d 100755
--- a/guides/orchestration.html
+++ b/guides/orchestration.html
@@ -1,44 +1,42 @@
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+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
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-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
 <title>Orchestration | Plano Docs v0.4.25</title>
 <meta content="Orchestration | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Orchestration | Plano Docs v0.4.25" name="twitter:title"/>
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-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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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-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
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 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="llm_router.html" rel="next" title="LLM Routing"/>
 <link href="../concepts/signals.html" rel="prev" title="Signals™"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
 <svg fill="currentColor" height="26px" style="margin-top:-2px;display:inline" viewbox="0 0 45 44" xmlns="http://www.w3.org/2000/svg"><path clip-rule="evenodd" d="M22.477.927C10.485.927.76 10.65.76 22.647c0 9.596 6.223 17.736 14.853 20.608 1.087.2 1.483-.47 1.483-1.047 0-.516-.019-1.881-.03-3.693-6.04 1.312-7.315-2.912-7.315-2.912-.988-2.51-2.412-3.178-2.412-3.178-1.972-1.346.149-1.32.149-1.32 2.18.154 3.327 2.24 3.327 2.24 1.937 3.318 5.084 2.36 6.321 1.803.197-1.403.759-2.36 1.379-2.903-4.823-.548-9.894-2.412-9.894-10.734 0-2.37.847-4.31 2.236-5.828-.224-.55-.969-2.759.214-5.748 0 0 1.822-.584 5.972 2.226 1.732-.482 3.59-.722 5.437-.732 1.845.01 3.703.25 5.437.732 4.147-2.81 5.967-2.226 5.967-2.226 1.185 2.99.44 5.198.217 5.748 1.392 1.517 2.232 3.457 2.232 5.828 0 8.344-5.078 10.18-9.916 10.717.779.67 1.474 1.996 1.474 4.021 0 2.904-.027 5.247-.027 5.96 0 .58.392 1.256 1.493 1.044C37.981 40.375 44.2 32.24 44.2 22.647c0-11.996-9.726-21.72-21.722-21.72" fill="currentColor" fill-rule="evenodd"></path></svg>
 </div>
 </a>
-<button @click="darkMode = !darkMode" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" title="Toggle color scheme" type="button">
-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M480 685q45.456 0 77.228-31.772Q589 621.456 589 576q0-45.456-31.772-77.228Q525.456 467 480 467q-45.456 0-77.228 31.772Q371 530.544 371 576q0 45.456 31.772 77.228Q434.544 685 480 685Zm0 91q-83 0-141.5-58.5T280 576q0-83 58.5-141.5T480 376q83 0 141.5 58.5T680 576q0 83-58.5 141.5T480 776ZM80 621.5q-19.152 0-32.326-13.174T34.5 576q0-19.152 13.174-32.326T80 530.5h80q19.152 0 32.326 13.174T205.5 576q0 19.152-13.174 32.326T160 621.5H80Zm720 0q-19.152 0-32.326-13.174T754.5 576q0-19.152 13.174-32.326T800 530.5h80q19.152 0 32.326 13.174T925.5 576q0 19.152-13.174 32.326T880 621.5h-80Zm-320-320q-19.152 0-32.326-13.174T434.5 256v-80q0-19.152 13.174-32.326T480 130.5q19.152 0 32.326 13.174T525.5 176v80q0 19.152-13.174 32.326T480 301.5Zm0 720q-19.152 0-32.326-13.17Q434.5 995.152 434.5 976v-80q0-19.152 13.174-32.326T480 850.5q19.152 0 32.326 13.174T525.5 896v80q0 19.152-13.174 32.33-13.174 13.17-32.326 13.17ZM222.174 382.065l-43-42Q165.5 327.391 166 308.239t13.174-33.065q13.435-13.674 32.587-13.674t32.065 13.674l42.239 43q12.674 13.435 12.555 31.706-.12 18.272-12.555 31.946-12.674 13.674-31.445 13.413-18.772-.261-32.446-13.174Zm494 494.761-42.239-43q-12.674-13.435-12.674-32.087t12.674-31.565Q686.609 756.5 705.38 757q18.772.5 32.446 13.174l43 41.761Q794.5 824.609 794 843.761t-13.174 33.065Q767.391 890.5 748.239 890.5t-32.065-13.674Zm-42-494.761Q660.5 369.391 661 350.62q.5-18.772 13.174-32.446l41.761-43Q728.609 261.5 747.761 262t33.065 13.174q13.674 13.435 13.674 32.587t-13.674 32.065l-43 42.239q-13.435 12.674-31.706 12.555-18.272-.12-31.946-12.555Zm-495 494.761Q165.5 863.391 165.5 844.239t13.674-32.065l43-42.239q13.435-12.674 32.087-12.674t31.565 12.674Q299.5 782.609 299 801.38q-.5 18.772-13.174 32.446l-41.761 43Q231.391 890.5 212.239 890t-33.065-13.174ZM480 576Z"></path>
 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M480 936q-151 0-255.5-104.5T120 576q0-138 90-239.5T440 218q25-3 39 18t-1 44q-17 26-25.5 55t-8.5 61q0 90 63 153t153 63q31 0 61.5-9t54.5-25q21-14 43-1.5t19 39.5q-14 138-117.5 229T480 936Zm0-80q88 0 158-48.5T740 681q-20 5-40 8t-40 3q-123 0-209.5-86.5T364 396q0-20 3-40t8-40q-78 32-126.5 102T200 576q0 116 82 198t198 82Zm-10-270Z"></path>
 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -979,7 +977,7 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#how-it-works'" class="reference internal" href="#how-it-works">How It Works</a></li>
 <li><a :data-current="activeSection === '#example-travel-booking-assistant'" class="reference internal" href="#example-travel-booking-assistant">Example: Travel Booking Assistant</a></li>
@@ -1003,7 +1001,7 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -1011,7 +1009,7 @@ Plano makes it easy to build and scale these systems by managing the orchestrati
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/guides/prompt_guard.html b/guides/prompt_guard.html
index cce55d76..914a3473 100755
--- a/guides/prompt_guard.html
+++ b/guides/prompt_guard.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
 <title>Guardrails | Plano Docs v0.4.25</title>
 <meta content="Guardrails | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Guardrails | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/guides/prompt_guard.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="state.html" rel="next" title="Conversational State"/>
 <link href="observability/access_logging.html" rel="prev" title="Access Logging"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
 <svg fill="currentColor" height="26px" style="margin-top:-2px;display:inline" viewbox="0 0 45 44" xmlns="http://www.w3.org/2000/svg"><path clip-rule="evenodd" d="M22.477.927C10.485.927.76 10.65.76 22.647c0 9.596 6.223 17.736 14.853 20.608 1.087.2 1.483-.47 1.483-1.047 0-.516-.019-1.881-.03-3.693-6.04 1.312-7.315-2.912-7.315-2.912-.988-2.51-2.412-3.178-2.412-3.178-1.972-1.346.149-1.32.149-1.32 2.18.154 3.327 2.24 3.327 2.24 1.937 3.318 5.084 2.36 6.321 1.803.197-1.403.759-2.36 1.379-2.903-4.823-.548-9.894-2.412-9.894-10.734 0-2.37.847-4.31 2.236-5.828-.224-.55-.969-2.759.214-5.748 0 0 1.822-.584 5.972 2.226 1.732-.482 3.59-.722 5.437-.732 1.845.01 3.703.25 5.437.732 4.147-2.81 5.967-2.226 5.967-2.226 1.185 2.99.44 5.198.217 5.748 1.392 1.517 2.232 3.457 2.232 5.828 0 8.344-5.078 10.18-9.916 10.717.779.67 1.474 1.996 1.474 4.021 0 2.904-.027 5.247-.027 5.96 0 .58.392 1.256 1.493 1.044C37.981 40.375 44.2 32.24 44.2 22.647c0-11.996-9.726-21.72-21.722-21.72" fill="currentColor" fill-rule="evenodd"></path></svg>
 </div>
 </a>
-<button @click="darkMode = !darkMode" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" title="Toggle color scheme" type="button">
-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M480 685q45.456 0 77.228-31.772Q589 621.456 589 576q0-45.456-31.772-77.228Q525.456 467 480 467q-45.456 0-77.228 31.772Q371 530.544 371 576q0 45.456 31.772 77.228Q434.544 685 480 685Zm0 91q-83 0-141.5-58.5T280 576q0-83 58.5-141.5T480 376q83 0 141.5 58.5T680 576q0 83-58.5 141.5T480 776ZM80 621.5q-19.152 0-32.326-13.174T34.5 576q0-19.152 13.174-32.326T80 530.5h80q19.152 0 32.326 13.174T205.5 576q0 19.152-13.174 32.326T160 621.5H80Zm720 0q-19.152 0-32.326-13.174T754.5 576q0-19.152 13.174-32.326T800 530.5h80q19.152 0 32.326 13.174T925.5 576q0 19.152-13.174 32.326T880 621.5h-80Zm-320-320q-19.152 0-32.326-13.174T434.5 256v-80q0-19.152 13.174-32.326T480 130.5q19.152 0 32.326 13.174T525.5 176v80q0 19.152-13.174 32.326T480 301.5Zm0 720q-19.152 0-32.326-13.17Q434.5 995.152 434.5 976v-80q0-19.152 13.174-32.326T480 850.5q19.152 0 32.326 13.174T525.5 896v80q0 19.152-13.174 32.33-13.174 13.17-32.326 13.17ZM222.174 382.065l-43-42Q165.5 327.391 166 308.239t13.174-33.065q13.435-13.674 32.587-13.674t32.065 13.674l42.239 43q12.674 13.435 12.555 31.706-.12 18.272-12.555 31.946-12.674 13.674-31.445 13.413-18.772-.261-32.446-13.174Zm494 494.761-42.239-43q-12.674-13.435-12.674-32.087t12.674-31.565Q686.609 756.5 705.38 757q18.772.5 32.446 13.174l43 41.761Q794.5 824.609 794 843.761t-13.174 33.065Q767.391 890.5 748.239 890.5t-32.065-13.674Zm-42-494.761Q660.5 369.391 661 350.62q.5-18.772 13.174-32.446l41.761-43Q728.609 261.5 747.761 262t33.065 13.174q13.674 13.435 13.674 32.587t-13.674 32.065l-43 42.239q-13.435 12.674-31.706 12.555-18.272-.12-31.946-12.555Zm-495 494.761Q165.5 863.391 165.5 844.239t13.674-32.065l43-42.239q13.435-12.674 32.087-12.674t31.565 12.674Q299.5 782.609 299 801.38q-.5 18.772-13.174 32.446l-41.761 43Q231.391 890.5 212.239 890t-33.065-13.174ZM480 576Z"></path>
 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M480 936q-151 0-255.5-104.5T120 576q0-138 90-239.5T440 218q25-3 39 18t-1 44q-17 26-25.5 55t-8.5 61q0 90 63 153t153 63q31 0 61.5-9t54.5-25q21-14 43-1.5t19 39.5q-14 138-117.5 229T480 936Zm0-80q88 0 158-48.5T740 681q-20 5-40 8t-40 3q-123 0-209.5-86.5T364 396q0-20 3-40t8-40q-78 32-126.5 102T200 576q0 116 82 198t198 82Zm-10-270Z"></path>
 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -285,7 +283,7 @@ the agent. If validation fails (<code class="docutils literal notranslate"><span
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#why-guardrails'" class="reference internal" href="#why-guardrails">Why Guardrails</a></li>
 <li><a :data-current="activeSection === '#how-guardrails-work'" class="reference internal" href="#how-guardrails-work">How Guardrails Work</a></li>
@@ -298,7 +296,7 @@ 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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -306,7 +304,7 @@ the agent. If validation fails (<code class="docutils literal notranslate"><span
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/guides/state.html b/guides/state.html
index 1adb42f9..28bb5f2a 100755
--- a/guides/state.html
+++ b/guides/state.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Conversational State | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Conversational State | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/guides/state.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="../resources/tech_overview/tech_overview.html" rel="next" title="Tech Overview"/>
 <link href="prompt_guard.html" rel="prev" title="Guardrails"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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 </div>
 </a>
-<button @click="darkMode = !darkMode" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" title="Toggle color scheme" type="button">
-<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M480 936q-151 0-255.5-104.5T120 576q0-138 90-239.5T440 218q25-3 39 18t-1 44q-17 26-25.5 55t-8.5 61q0 90 63 153t153 63q31 0 61.5-9t54.5-25q21-14 43-1.5t19 39.5q-14 138-117.5 229T480 936Zm0-80q88 0 158-48.5T740 681q-20 5-40 8t-40 3q-123 0-209.5-86.5T364 396q0-20 3-40t8-40q-78 32-126.5 102T200 576q0 116 82 198t198 82Zm-10-270Z"></path>
 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -431,7 +429,7 @@
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#how-it-works'" class="reference internal" href="#how-it-works">How It Works</a></li>
 <li><a :data-current="activeSection === '#configuration-overview'" class="reference internal" href="#configuration-overview">Configuration Overview</a></li>
@@ -453,7 +451,7 @@
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -461,7 +459,7 @@
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/includes/llms.txt b/includes/llms.txt
index 218cad8e..835135f9 100755
--- a/includes/llms.txt
+++ b/includes/llms.txt
@@ -1,6 +1,6 @@
 Plano Docs v0.4.25
 llms.txt (auto-generated)
-Generated (UTC): 2026-06-15T21:25:52.036263+00:00
+Generated (UTC): 2026-06-17T18:26:18.628328+00:00
 
 Table of contents
 - Agents (concepts/agents)
diff --git a/index.html b/index.html
index 0b4315b3..2aa84b10 100755
--- a/index.html
+++ b/index.html
@@ -1,43 +1,41 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="./" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="./" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Welcome to Plano! | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Welcome to Plano! | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/index.html" rel="canonical"/>
 <link href="_static/favicon.ico" rel="icon"/>
 <link href="search.html" rel="search" title="Search"/>
 <link href="get_started/overview.html" rel="next" title="Overview"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -47,7 +45,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -56,17 +54,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
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+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -74,11 +72,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="#">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -102,7 +100,7 @@
 <li class="toctree-l1"><a class="reference internal" href="concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="concepts/filter_chain.html">Filter Chains</a></li>
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+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -116,7 +114,7 @@
 <li class="toctree-l1"><a class="reference internal" href="guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="guides/observability/access_logging.html">Access Logging</a></li>
@@ -127,7 +125,7 @@
 </ul>
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 <ul>
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+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="resources/tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="resources/tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="resources/tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="resources/tech_overview/threading_model.html">Threading Model</a></li>
@@ -247,7 +245,7 @@ Resources</label><div class="sd-tab-content docutils">
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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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -255,7 +253,7 @@ Resources</label><div class="sd-tab-content docutils">
 <script src="_static/documentation_options.js?v=417009d2"></script>
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 <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
-<script defer="defer" src="_static/theme.js?v=5db23cf8"></script>
+<script defer="defer" src="_static/theme.js?v=073f68d9"></script>
 <script src="_static/design-tabs.js?v=f930bc37"></script>
 <script src="_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/resources/cli_reference.html b/resources/cli_reference.html
index 9697332e..7644cf08 100755
--- a/resources/cli_reference.html
+++ b/resources/cli_reference.html
@@ -1,44 +1,42 @@
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+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
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-        document.documentElement.classList.add("dark");
-      }
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-      // Watch for media preference changes
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-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
 <title>CLI Reference | Plano Docs v0.4.25</title>
 <meta content="CLI Reference | Plano Docs v0.4.25" property="og:title"/>
 <meta content="CLI Reference | Plano Docs v0.4.25" name="twitter:title"/>
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-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/resources/cli_reference.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="llms_txt.html" rel="next" title="llms.txt"/>
 <link href="configuration_reference.html" rel="prev" title="Configuration Reference"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
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 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
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+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="current">
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/threading_model.html">Threading Model</a></li>
@@ -404,7 +402,7 @@ Use this page as the canonical source for command syntax, options, and recommend
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#quick-navigation'" class="reference internal" href="#quick-navigation">Quick Navigation</a></li>
 <li><a :data-current="activeSection === '#global-cli-usage'" class="reference internal" href="#global-cli-usage">Global CLI Usage</a></li>
@@ -423,7 +421,7 @@ Use this page as the canonical source for command syntax, options, and recommend
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -431,7 +429,7 @@ Use this page as the canonical source for command syntax, options, and recommend
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/resources/configuration_reference.html b/resources/configuration_reference.html
index 8cc2253a..33e49867 100755
--- a/resources/configuration_reference.html
+++ b/resources/configuration_reference.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Configuration Reference | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Configuration Reference | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/resources/configuration_reference.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="cli_reference.html" rel="next" title="CLI Reference"/>
 <link href="deployment.html" rel="prev" title="Deployment"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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 </div>
 </a>
-<button @click="darkMode = !darkMode" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" title="Toggle color scheme" type="button">
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+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
+<svg class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="current">
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/threading_model.html">Threading Model</a></li>
@@ -455,7 +453,7 @@ credentials.</p>
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#model-provider-headers'" class="reference internal" href="#model-provider-headers">Model provider headers</a></li>
 </ul>
@@ -466,7 +464,7 @@ credentials.</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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -474,7 +472,7 @@ credentials.</p>
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/resources/deployment.html b/resources/deployment.html
index c92d381f..a1983a10 100755
--- a/resources/deployment.html
+++ b/resources/deployment.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Deployment | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Deployment | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/resources/deployment.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="configuration_reference.html" rel="next" title="Configuration Reference"/>
 <link href="tech_overview/threading_model.html" rel="prev" title="Threading Model"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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@@ -75,11 +73,11 @@
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-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
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+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="current">
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/threading_model.html">Threading Model</a></li>
@@ -502,7 +500,7 @@
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#native-deployment-default'" class="reference internal" href="#native-deployment-default">Native Deployment (Default)</a><ul>
 <li><a :data-current="activeSection === '#start-plano'" class="reference internal" href="#start-plano">Start Plano</a></li>
@@ -542,7 +540,7 @@
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -550,7 +548,7 @@
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/resources/llms_txt.html b/resources/llms_txt.html
index 23fe0e8b..1bdd15d6 100755
--- a/resources/llms_txt.html
+++ b/resources/llms_txt.html
@@ -1,43 +1,41 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
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-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="llms.txt | Plano Docs v0.4.25" property="og:title"/>
 <meta content="llms.txt | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
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-<link href="../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/resources/llms_txt.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
 <link href="cli_reference.html" rel="prev" title="CLI Reference"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -47,7 +45,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -56,17 +54,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
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-<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="16" viewbox="0 96 960 960" width="16" xmlns="http://www.w3.org/2000/svg">
+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -74,11 +72,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -102,7 +100,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -116,7 +114,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../guides/observability/access_logging.html">Access Logging</a></li>
@@ -127,7 +125,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="current">
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview/tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="tech_overview/threading_model.html">Threading Model</a></li>
@@ -179,7 +177,7 @@
 </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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -187,7 +185,7 @@
 <script src="../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
 <script src="../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/resources/tech_overview/model_serving.html b/resources/tech_overview/model_serving.html
index f50b21b1..89fb07d0 100755
--- a/resources/tech_overview/model_serving.html
+++ b/resources/tech_overview/model_serving.html
@@ -1,44 +1,42 @@
 <!DOCTYPE html>
 
-<html :class="{ 'dark' : darkMode === true }" data-content_root="../../" lang="en" x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}">
+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Bright Staff | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Bright Staff | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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"/>
 <link href="../../_static/css/custom.css?v=2929376a" rel="stylesheet" type="text/css"/>
-<link href="../../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/resources/tech_overview/model_serving.html" rel="canonical"/>
 <link href="../../_static/favicon.ico" rel="icon"/>
 <link href="../../search.html" rel="search" title="Search"/>
 <link href="threading_model.html" rel="next" title="Threading Model"/>
 <link href="request_lifecycle.html" rel="prev" title="Request Lifecycle"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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@@ -75,11 +73,11 @@
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-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/filter_chain.html">Filter Chains</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/function_calling.html">Function Calling</a></li>
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+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/tracing.html">Tracing</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="current">
-<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="threading_model.html">Threading Model</a></li>
@@ -199,7 +197,7 @@ 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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -207,7 +205,7 @@ own deployments), and Plano reaches them via HTTP.</p>
 <script src="../../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
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 <script src="../../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/resources/tech_overview/request_lifecycle.html b/resources/tech_overview/request_lifecycle.html
index a175c7c8..5b5d2af5 100755
--- a/resources/tech_overview/request_lifecycle.html
+++ b/resources/tech_overview/request_lifecycle.html
@@ -1,44 +1,42 @@
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+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
 <head>
-<script>
-    (function () {
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-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
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-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
 <meta content="width=device-width, initial-scale=1.0" name="viewport"/>
 <meta charset="utf-8"/>
-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<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 v0.4.25</title>
 <meta content="Request Lifecycle | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Request Lifecycle | Plano Docs v0.4.25" name="twitter:title"/>
-<link href="../../_static/pygments.css?v=73db4dac" rel="stylesheet" type="text/css"/>
-<link href="../../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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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-<link href="../../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/resources/tech_overview/request_lifecycle.html" rel="canonical"/>
 <link href="../../_static/favicon.ico" rel="icon"/>
 <link href="../../search.html" rel="search" title="Search"/>
 <link href="model_serving.html" rel="next" title="Bright Staff"/>
 <link href="tech_overview.html" rel="prev" title="Tech Overview"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
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@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/filter_chain.html">Filter Chains</a></li>
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+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
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 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/function_calling.html">Function Calling</a></li>
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+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
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 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="current">
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+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="threading_model.html">Threading Model</a></li>
@@ -467,7 +465,7 @@ processing request headers and then finalized by the HCM during post-request pro
 </a>
 </div>
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
-<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] h-full overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<div class="sticky top-16 -mt-10 max-h-[calc(100vh-5rem)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
 <ul>
 <li><a :data-current="activeSection === '#network-topology'" class="reference internal" href="#network-topology">Network topology</a></li>
 <li><a :data-current="activeSection === '#high-level-architecture'" class="reference internal" href="#high-level-architecture">High level architecture</a></li>
@@ -485,7 +483,7 @@ processing request headers and then finalized by the HCM during post-request pro
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -493,7 +491,7 @@ processing request headers and then finalized by the HCM during post-request pro
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-<script defer="defer" src="../../_static/theme.js?v=5db23cf8"></script>
+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
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 <script src="../../_static/js/fix-copy.js?v=2f5cab98"></script>
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diff --git a/resources/tech_overview/tech_overview.html b/resources/tech_overview/tech_overview.html
index 89bbb99e..8e31f2b2 100755
--- a/resources/tech_overview/tech_overview.html
+++ b/resources/tech_overview/tech_overview.html
@@ -1,44 +1,42 @@
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+<html :class="{'dark': darkMode === 'dark' || (darkMode === 'system' &amp;&amp; window.matchMedia('(prefers-color-scheme: dark)').matches)}" class="scroll-smooth" data-content_root="../../" lang="en" x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }" x-init="$watch('darkMode', val =&gt; localStorage.setItem('darkMode', val))">
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-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
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-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
 <title>Tech Overview | Plano Docs v0.4.25</title>
 <meta content="Tech Overview | Plano Docs v0.4.25" property="og:title"/>
 <meta content="Tech Overview | Plano Docs v0.4.25" name="twitter:title"/>
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-<link href="../../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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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-<link href="../../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
 <link href="./docs/resources/tech_overview/tech_overview.html" rel="canonical"/>
 <link href="../../_static/favicon.ico" rel="icon"/>
 <link href="../../search.html" rel="search" title="Search"/>
 <link href="request_lifecycle.html" rel="next" title="Request Lifecycle"/>
 <link href="../../guides/state.html" rel="prev" title="Conversational State"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
 <div @click.self="showSidebar = false" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" x-cloak="" x-show="showSidebar"></div><div class="relative flex flex-col min-h-screen" id="page"><a class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100" href="#content">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
 <kbd class="pointer-events-none absolute right-1.5 top-2 hidden h-5 select-none text-muted-foreground items-center gap-1 rounded border border-border bg-muted px-1.5 font-mono text-[10px] font-medium opacity-100 sm:flex group-hover:bg-accent group-hover:text-accent-foreground">
@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
 <a href="https://github.com/katanemo/plano" rel="noopener nofollow" title="Visit repository on GitHub">
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+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
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@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/filter_chain.html">Filter Chains</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/function_calling.html">Function Calling</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
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+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="current reference internal expandable" href="#">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2"><a class="reference internal" href="threading_model.html">Threading Model</a></li>
@@ -200,7 +198,7 @@
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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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -208,7 +206,7 @@
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-<script defer="defer" src="../../_static/theme.js?v=5db23cf8"></script>
+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
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 <script src="../../_static/js/fix-copy.js?v=2f5cab98"></script>
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diff --git a/resources/tech_overview/threading_model.html b/resources/tech_overview/threading_model.html
index 016c5c4c..efdf4ceb 100755
--- a/resources/tech_overview/threading_model.html
+++ b/resources/tech_overview/threading_model.html
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-  </script>
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-<meta content="#ffffff" media="(prefers-color-scheme: light)" name="theme-color"/>
-<meta content="#030711" media="(prefers-color-scheme: dark)" name="theme-color"/>
+<meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
+<meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
 <title>Threading Model | Plano Docs v0.4.25</title>
 <meta content="Threading Model | Plano Docs v0.4.25" property="og:title"/>
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-<link href="../../_static/theme.css?v=d6d7c91b" rel="stylesheet" type="text/css"/>
+<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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-<link href="../../_static/awesome-sphinx-design.css?v=a81faafa" rel="stylesheet" type="text/css"/>
+<link href="../../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
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 <link href="../../_static/favicon.ico" rel="icon"/>
 <link href="../../search.html" rel="search" title="Search"/>
 <link href="../deployment.html" rel="next" title="Deployment"/>
 <link href="model_serving.html" rel="prev" title="Bright Staff"/>
+<script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
 </head>
 <body :class="{ 'overflow-hidden': showSidebar }" class="min-h-screen font-sans antialiased bg-background text-foreground" x-data="{ showSidebar: false, showScrollTop: false }">
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       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 v0.4.25</span>
@@ -48,7 +46,7 @@
 </svg>
 <span class="sr-only">Toggle navigation menu</span>
 </button>
-<div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+<div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
 <div class="flex-1 w-full md:w-auto md:flex-none"><form @keydown.k.window.meta="$refs.search.focus()" action="../../search.html" class="relative flex items-center group" id="searchbox" method="get">
 <input aria-label="Search the docs" class="inline-flex items-center font-medium transition-colors bg-transparent focus-visible:outline-none focus-visible:ring-2 focus-visible:ring-ring focus-visible:ring-offset-2 ring-offset-background border border-input hover:bg-accent focus:bg-accent hover:text-accent-foreground focus:text-accent-foreground hover:placeholder-accent-foreground py-2 px-4 relative h-9 w-full justify-start rounded-[0.5rem] text-sm text-muted-foreground sm:pr-12 md:w-40 lg:w-64" id="search-input" name="q" placeholder="Search ..." type="search" x-ref="search"/>
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@@ -57,17 +55,17 @@
   </kbd>
 </form>
 </div>
-<nav class="flex items-center gap-1">
+<nav class="flex items-center space-x-1">
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-<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+<div class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
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+<button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'" aria-label="Color theme switcher" class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9" type="button">
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 </svg>
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+<svg class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
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 </svg>
 </button>
@@ -75,11 +73,11 @@
 </div>
 </div>
 </header>
-<div class="flex-1"><div class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
-<a class="justify-start text-sm md:!hidden bg-background" href="../../index.html">
+<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 v0.4.25</span>
 </a>
-<div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+<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">
 
 <script async="" src="https://www.googletagmanager.com/gtag/js?id=G-EH2VW19FXE"></script>
@@ -103,7 +101,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/listeners.html">Listeners</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/agents.html">Agents</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../concepts/filter_chain.html">Filter Chains</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../concepts/llm_providers/llm_providers.html">Model (LLM) Providers<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/supported_providers.html">Supported Providers &amp; Configuration</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/client_libraries.html">Client Libraries</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../concepts/llm_providers/model_aliases.html">Model Aliases</a></li>
@@ -117,7 +115,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../../guides/orchestration.html">Orchestration</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/llm_router.html">LLM Routing</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../../guides/function_calling.html">Function Calling</a></li>
-<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-cloak="" x-show="expanded">
+<li class="toctree-l1" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="../../guides/observability/observability.html">Observability<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/tracing.html">Tracing</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/monitoring.html">Monitoring</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../guides/observability/access_logging.html">Access Logging</a></li>
@@ -128,7 +126,7 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="current">
-<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button" x-cloak=""><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
+<li class="toctree-l1 current" x-data="{ expanded: $el.classList.contains('current') ? true : false }"><a :class="{ 'expanded' : expanded }" @click="expanded = !expanded" class="reference internal expandable" href="tech_overview.html">Tech Overview<button @click.prevent.stop="expanded = !expanded" type="button"><span class="sr-only"></span><svg fill="currentColor" height="18px" stroke="none" viewbox="0 0 24 24" width="18px" xmlns="http://www.w3.org/2000/svg"><path d="M10 6L8.59 7.41 13.17 12l-4.58 4.59L10 18l6-6z"></path></svg></button></a><ul class="current" x-show="expanded">
 <li class="toctree-l2"><a class="reference internal" href="request_lifecycle.html">Request Lifecycle</a></li>
 <li class="toctree-l2"><a class="reference internal" href="model_serving.html">Bright Staff</a></li>
 <li class="toctree-l2 current"><a class="current reference internal" href="#">Threading Model</a></li>
@@ -200,7 +198,7 @@ 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">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 15, 2026. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company Last updated: Jun 17, 2026. </p>
 </div>
 </div>
 </footer>
@@ -208,7 +206,7 @@ hardware threads on the machine.</p>
 <script src="../../_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+<script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
 <script src="../../_static/design-tabs.js?v=f930bc37"></script>
 <script src="../../_static/js/fix-copy.js?v=2f5cab98"></script>
 </body>
diff --git a/search.html b/search.html
index 44b70c6e..92914f38 100755
--- a/search.html
+++ b/search.html
@@ -1,52 +1,50 @@
 <!DOCTYPE html>
-<html lang="en" data-content_root="./"
-  x-data="{ darkMode: $persist(window.matchMedia('(prefers-color-scheme: dark)').matches), activeSection: ''}"
-  :class="{ 'dark' : darkMode === true }">
-
+<html lang="en"
+      data-content_root="./"
+      x-data="{ darkMode: localStorage.getItem('darkMode') || localStorage.setItem('darkMode', 'system'), activeSection: '' }"
+      x-init="$watch('darkMode', val => localStorage.setItem('darkMode', val))"
+      class="scroll-smooth"
+      :class="{'dark': darkMode === 'dark' || (darkMode === 'system' && window.matchMedia('(prefers-color-scheme: dark)').matches)}"
+>
 <head>
-  <script>
-    (function () {
-      // Set initial color scheme
-      if ((localStorage.getItem("_x_darkMode") === "true") || (window.matchMedia("(prefers-color-scheme: dark)").matches)) {
-        document.documentElement.classList.add("dark");
-      }
-
-      // Watch for media preference changes
-      window.matchMedia("(prefers-color-scheme: dark)").addEventListener("change", (event) => {
-        localStorage.setItem("_x_darkMode", event.matches);
-        document.documentElement.classList.toggle("dark", event.matches);
-      });
-    })();
-  </script>
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
   <meta charset="utf-8" />
-  <meta name="theme-color" media="(prefers-color-scheme: light)" content="#ffffff" />
-  <meta name="theme-color" media="(prefers-color-scheme: dark)" content="#030711" />
+  <meta name="theme-color" media="(prefers-color-scheme: light)" content="white" />
+  <meta name="theme-color" media="(prefers-color-scheme: dark)" content="black" />
   
-  <title>Search | Plano Docs v0.4.25</title>
-  <meta property="og:title" content="Search | Plano Docs v0.4.25" />
-  <meta name="twitter:title" content="Search | Plano Docs v0.4.25" />
-  <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=73db4dac" />
-  <link rel="stylesheet" type="text/css" href="_static/theme.css?v=d6d7c91b" />
-  <link rel="stylesheet" type="text/css" href="_static/sphinx-design.min.css?v=95c83b7e" />
-  <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=2929376a" />
-  <link rel="stylesheet" type="text/css" href="_static/awesome-sphinx-design.css?v=a81faafa" />
-  <link rel="canonical" href="./docs/search.html" />
-  <link rel="icon" href="_static/favicon.ico" />
-  <link rel="search" title="Search" href="#" />
-</head>
+    <title>Search | Plano Docs v0.4.25</title>
+    <meta property="og:title" content="Search | Plano Docs v0.4.25" />
+    <meta name="twitter:title" content="Search | Plano Docs v0.4.25" />
+      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=466e7b45" />
+      <link rel="stylesheet" type="text/css" href="_static/theme.css?v=42baaae4" />
+      <link rel="stylesheet" type="text/css" href="_static/sphinx-design.min.css?v=95c83b7e" />
+      <link rel="stylesheet" type="text/css" href="_static/css/custom.css?v=2929376a" />
+      <link rel="stylesheet" type="text/css" href="_static/awesome-sphinx-design.css?v=15e0fffa" />
+    <link rel="canonical" href="./docs/search.html" />
+      <link rel="icon" href="_static/favicon.ico" />
+        <link rel="search" title="Search" href="#" />
 
-<body x-data="{ showSidebar: false, showScrollTop: false }"
-  class="min-h-screen font-sans antialiased bg-background text-foreground" :class="{ 'overflow-hidden': showSidebar }">
-  <div x-cloak x-show="showSidebar"
-    class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden"
-    @click.self="showSidebar = false"></div><div id="page" class="relative flex flex-col min-h-screen"><a href="#content"
-      class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100">
+    <script>
+    <!-- Prevent Flash of wrong theme -->
+      const userPreference = localStorage.getItem('darkMode');
+      let mode;
+      if (userPreference === 'dark' || window.matchMedia('(prefers-color-scheme: dark)').matches) {
+        mode = 'dark';
+        document.documentElement.classList.add('dark');
+      } else {
+        mode = 'light';
+      }
+      if (!userPreference) {localStorage.setItem('darkMode', mode)}
+    </script>
+</head>
+  <body x-data="{ showSidebar: false, showScrollTop: false }" class="min-h-screen font-sans antialiased bg-background text-foreground" :class="{ 'overflow-hidden': showSidebar }">
+    <div x-cloak x-show="showSidebar" class="fixed inset-0 z-50 overflow-hidden bg-background/80 backdrop-blur-sm md:hidden" @click.self="showSidebar = false"></div><div id="page" class="relative flex flex-col min-h-screen"><a href="#content" class="absolute top-0 left-0 z-[100] block bg-background p-4 text-xl transition -translate-x-full opacity-0 focus:translate-x-0 focus:opacity-100">
       Skip to content
-    </a><header class="sticky top-0 z-40 w-full border-b shadow-xs border-border bg-background/90 backdrop-blur"><div class="container flex items-center h-14">
+    </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 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 v0.4.25</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 v0.4.25</span>
       </a></div><button
       class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden"
       type="button" @click="showSidebar = true">
@@ -57,7 +55,7 @@
       </svg>
       <span class="sr-only">Toggle navigation menu</span>
     </button>
-    <div class="flex items-center justify-between flex-1 gap-2 sm:gap-4 md:justify-end">
+    <div class="flex items-center justify-between flex-1 space-x-2 sm:space-x-4 md:justify-end">
       <div class="flex-1 w-full md:w-auto md:flex-none"><form id="searchbox"
       action="#"
       method="get"
@@ -76,24 +74,24 @@
   </kbd>
 </form>
       </div>
-      <nav class="flex items-center gap-1">
+      <nav class="flex items-center space-x-1">
         <a href="https://github.com/katanemo/plano" title="Visit repository on GitHub" rel="noopener nofollow">
           <div
-            class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9">
+            class="inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md disabled:opacity-50 disabled:pointer-events-none hover:bg-accent hover:text-accent-foreground h-9 w-9">
             <svg height="26px" style="margin-top:-2px;display:inline" viewBox="0 0 45 44" fill="currentColor" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M22.477.927C10.485.927.76 10.65.76 22.647c0 9.596 6.223 17.736 14.853 20.608 1.087.2 1.483-.47 1.483-1.047 0-.516-.019-1.881-.03-3.693-6.04 1.312-7.315-2.912-7.315-2.912-.988-2.51-2.412-3.178-2.412-3.178-1.972-1.346.149-1.32.149-1.32 2.18.154 3.327 2.24 3.327 2.24 1.937 3.318 5.084 2.36 6.321 1.803.197-1.403.759-2.36 1.379-2.903-4.823-.548-9.894-2.412-9.894-10.734 0-2.37.847-4.31 2.236-5.828-.224-.55-.969-2.759.214-5.748 0 0 1.822-.584 5.972 2.226 1.732-.482 3.59-.722 5.437-.732 1.845.01 3.703.25 5.437.732 4.147-2.81 5.967-2.226 5.967-2.226 1.185 2.99.44 5.198.217 5.748 1.392 1.517 2.232 3.457 2.232 5.828 0 8.344-5.078 10.18-9.916 10.717.779.67 1.474 1.996 1.474 4.021 0 2.904-.027 5.247-.027 5.96 0 .58.392 1.256 1.493 1.044C37.981 40.375 44.2 32.24 44.2 22.647c0-11.996-9.726-21.72-21.722-21.72" fill="currentColor"/></svg>
           </div>
         </a>
         
-        <button @click="darkMode = !darkMode"
+        <button @click="darkMode = darkMode === 'light' ? 'dark' : 'light'"
           class="relative inline-flex items-center justify-center px-0 text-sm font-medium transition-colors rounded-md hover:bg-accent hover:text-accent-foreground h-9 w-9"
           type="button"
-          title="Toggle color scheme">
-          <svg xmlns="http://www.w3.org/2000/svg" height="16" width="16" viewBox="0 96 960 960" fill="currentColor"
+          aria-label="Color theme switcher">
+          <svg xmlns="http://www.w3.org/2000/svg" height="24" width="24" viewBox="0 96 960 960" fill="currentColor"
             class="absolute transition-all scale-100 rotate-0 dark:-rotate-90 dark:scale-0">
             <path
               d="M480 685q45.456 0 77.228-31.772Q589 621.456 589 576q0-45.456-31.772-77.228Q525.456 467 480 467q-45.456 0-77.228 31.772Q371 530.544 371 576q0 45.456 31.772 77.228Q434.544 685 480 685Zm0 91q-83 0-141.5-58.5T280 576q0-83 58.5-141.5T480 376q83 0 141.5 58.5T680 576q0 83-58.5 141.5T480 776ZM80 621.5q-19.152 0-32.326-13.174T34.5 576q0-19.152 13.174-32.326T80 530.5h80q19.152 0 32.326 13.174T205.5 576q0 19.152-13.174 32.326T160 621.5H80Zm720 0q-19.152 0-32.326-13.174T754.5 576q0-19.152 13.174-32.326T800 530.5h80q19.152 0 32.326 13.174T925.5 576q0 19.152-13.174 32.326T880 621.5h-80Zm-320-320q-19.152 0-32.326-13.174T434.5 256v-80q0-19.152 13.174-32.326T480 130.5q19.152 0 32.326 13.174T525.5 176v80q0 19.152-13.174 32.326T480 301.5Zm0 720q-19.152 0-32.326-13.17Q434.5 995.152 434.5 976v-80q0-19.152 13.174-32.326T480 850.5q19.152 0 32.326 13.174T525.5 896v80q0 19.152-13.174 32.33-13.174 13.17-32.326 13.17ZM222.174 382.065l-43-42Q165.5 327.391 166 308.239t13.174-33.065q13.435-13.674 32.587-13.674t32.065 13.674l42.239 43q12.674 13.435 12.555 31.706-.12 18.272-12.555 31.946-12.674 13.674-31.445 13.413-18.772-.261-32.446-13.174Zm494 494.761-42.239-43q-12.674-13.435-12.674-32.087t12.674-31.565Q686.609 756.5 705.38 757q18.772.5 32.446 13.174l43 41.761Q794.5 824.609 794 843.761t-13.174 33.065Q767.391 890.5 748.239 890.5t-32.065-13.674Zm-42-494.761Q660.5 369.391 661 350.62q.5-18.772 13.174-32.446l41.761-43Q728.609 261.5 747.761 262t33.065 13.174q13.674 13.435 13.674 32.587t-13.674 32.065l-43 42.239q-13.435 12.674-31.706 12.555-18.272-.12-31.946-12.555Zm-495 494.761Q165.5 863.391 165.5 844.239t13.674-32.065l43-42.239q13.435-12.674 32.087-12.674t31.565 12.674Q299.5 782.609 299 801.38q-.5 18.772-13.174 32.446l-41.761 43Q231.391 890.5 212.239 890t-33.065-13.174ZM480 576Z" />
           </svg>
-          <svg xmlns="http://www.w3.org/2000/svg" height="16" width="16" viewBox="0 96 960 960" fill="currentColor"
+          <svg xmlns="http://www.w3.org/2000/svg" height="24" width="24" viewBox="0 96 960 960" fill="currentColor"
             class="absolute transition-all scale-0 rotate-90 dark:rotate-0 dark:scale-100">
             <path
               d="M480 936q-151 0-255.5-104.5T120 576q0-138 90-239.5T440 218q25-3 39 18t-1 44q-17 26-25.5 55t-8.5 61q0 90 63 153t153 63q31 0 61.5-9t54.5-25q21-14 43-1.5t19 39.5q-14 138-117.5 229T480 936Zm0-80q88 0 158-48.5T740 681q-20 5-40 8t-40 3q-123 0-209.5-86.5T364 396q0-20 3-40t8-40q-78 32-126.5 102T200 576q0 116 82 198t198 82Zm-10-270Z" />
@@ -104,16 +102,15 @@
   </div>
 </header>
 
-    <div class="flex-1"><div
-        class="container md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside id="left-sidebar"
-  class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full overflow-y-auto border-r border-border md:sticky"
+    <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 id="left-sidebar"
+  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"
   :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }">
 
-    <a href="index.html" class="justify-start text-sm md:!hidden bg-background">
-      <img height="16" width="16" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.25</span>
+    <a href="index.html" class="!justify-start text-sm md:!hidden bg-background">
+        <img height="16" width="16" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="font-bold text-clip whitespace-nowrap">Plano Docs v0.4.25</span>
     </a>
 
-    <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0">
+    <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"><!-- _templates/analytics.html -->
 
 <!-- Google tag (gtag.js) -->
@@ -187,7 +184,7 @@
       </svg>
     </button>
   </aside>
-          <main class="relative py-6 lg:gap-10 lg:py-8 xl:grid xl:grid-cols-[1fr_300px]">
+        <main class="relative py-6 lg:gap-10 lg:py-8 xl:grid xl:grid-cols-[1fr_300px]">
   <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">
@@ -216,29 +213,28 @@
     </div>
   </div>
 
-          </main>
-        </div>
-      </div><footer class="py-6 border-t border-border md:py-0">
+        </main>
+      </div>
+    </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">© 2026, Katanemo Labs, a DigitalOcean Company&nbsp;Last updated: Jun 15, 2026.&nbsp;</p>
+        <p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2026, Katanemo Labs, a DigitalOcean Company&nbsp;Last updated: Jun 17, 2026.&nbsp;</p>
 </div>
 </div>
 </footer>
-    </div>
-    
+  </div>
+  
   
     <script src="_static/documentation_options.js?v=417009d2"></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=5db23cf8"></script>
+    <script defer="defer" src="_static/theme.js?v=073f68d9"></script>
     <script src="_static/design-tabs.js?v=f930bc37"></script>
     <script src="_static/js/fix-copy.js?v=2f5cab98"></script>
-    
+  
   <script src="_static/searchtools.js" defer></script>
   <script src="_static/language_data.js" defer></script>
   <script src="searchindex.js" defer></script>
 
 </body>
-
 </html>
\ No newline at end of file