deploy: ba7279becb

2026-06-08 14:55:14 +02:00 · 2024-12-20 21:25:34 +00:00 · 2024-12-20 21:25:34 +00:00 · 95b657c966
commit 95b657c966
parent 65a77aff31
37 changed files with 783 additions and 486 deletions
--- 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: fc2605010c07d06bc6b5b52087f9027c
+config: 5f2cdb8c92eb360b7b409003059fad04
 tags: 645f666f9bcd5a90fca523b33c5a78b7
--- a/_images/input-token-metrics.png
+++ b/_images/input-token-metrics.png
--- a/_images/llm-request-metrics.png
+++ b/_images/llm-request-metrics.png
--- a/_images/mutli-turn-example.png
+++ b/_images/mutli-turn-example.png
--- a/_images/output-token-metrics.png
+++ b/_images/output-token-metrics.png
--- a/_static/documentation_options.js
+++ b/_static/documentation_options.js
@ -1,5 +1,5 @@
 const DOCUMENTATION_OPTIONS = {
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+    VERSION: ' v0.1.7',
    LANGUAGE: 'en',
    COLLAPSE_INDEX: false,
    BUILDER: 'html',
--- a/_static/img/input-token-metrics.png
+++ b/_static/img/input-token-metrics.png
--- a/_static/img/llm-request-metrics.png
+++ b/_static/img/llm-request-metrics.png
--- a/_static/img/output-token-metrics.png
+++ b/_static/img/output-token-metrics.png
--- a/build_with_arch/agent.html
+++ b/build_with_arch/agent.html
@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Agentic Workflow | Arch Docs v0.1.5</title>
-<meta content="Agentic Workflow | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Agentic Workflow | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Agentic Apps | Arch Docs v0.1.7</title>
+<meta content="Agentic Apps | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Agentic Apps | Arch Docs v0.1.7" name="twitter:title"/>
 <link href="../_static/pygments.css?v=75ebff74" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/_static/custom.css" rel="stylesheet" type="text/css"/>
@ -18,7 +18,7 @@
 <link href="./docs/build_with_arch/agent.html" rel="canonical"/>
 <link href="../_static/favicon.ico" rel="icon"/>
 <link href="../search.html" rel="search" title="Search"/>
-<link href="rag.html" rel="next" title="RAG Application"/>
+<link href="rag.html" rel="next" title="RAG Apps"/>
 <link href="../guides/observability/access_logging.html" rel="prev" title="Access Logging"/>
 <script>
    <!-- Prevent Flash of wrong theme -->
@ -39,7 +39,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
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 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul class="current">
-<li class="toctree-l1 current"><a class="current reference internal" href="#">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="rag.html">RAG Application</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,25 +145,25 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
 </a>
-<div class="mr-1">/</div><span aria-current="page" class="font-medium text-foreground overflow-hidden text-ellipsis whitespace-nowrap">Agentic Workflow</span>
+<div class="mr-1">/</div><span aria-current="page" class="font-medium text-foreground overflow-hidden text-ellipsis whitespace-nowrap">Agentic Apps</span>
 </nav>
 <div id="content" role="main">
-<section id="agentic-workflow">
-<span id="arch-agent-guide"></span><h1>Agentic Workflow<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#agentic-workflow"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h1>
-<p>Arch helps you easily personalize your applications by calling application-specific (API) functions
-via user prompts. This involves any predefined functions or APIs you want to expose to users to perform tasks,
-gather information, or manipulate data. This capability is generally referred to as <a class="reference internal" href="../guides/function_calling.html#function-calling"><span class="std std-ref">function calling</span></a>, where
-you have the flexibility to support “agentic” apps tailored to specific use cases - from updating insurance
-claims to creating ad campaigns - via prompts.</p>
-<p>Arch analyzes prompts, extracts critical information from prompts, engages in lightweight conversation with
-the user to gather any missing parameters and makes API calls so that you can focus on writing business logic.
-Arch does this via its purpose-built <a class="reference external" href="https://huggingface.co/collections/katanemo/arch-function-66f209a693ea8df14317ad68" rel="nofollow noopener">Arch-Function<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> - the fastest (200ms p90 - 10x faser than GPT-4o)
-and cheapest (100x than GPT-4o) function calling LLM that matches performance with frontier models.</p>
+<section id="agentic-apps">
+<span id="arch-agent-guide"></span><h1>Agentic Apps<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#agentic-apps"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h1>
+<p>Arch helps you build personalized agentic applications by calling application-specific (API) functions via user prompts.
+This involves any predefined functions or APIs you want to expose to users to perform tasks, gather information,
+or manipulate data. This capability is generally referred to as <a class="reference internal" href="../guides/function_calling.html#function-calling"><span class="std std-ref">function calling</span></a>, where
+you can support “agentic” apps tailored to specific use cases - from updating insurance claims to creating ad campaigns - via prompts.</p>
+<p>Arch analyzes prompts, extracts critical information from prompts, engages in lightweight conversation with the user to
+gather any missing parameters and makes API calls so that you can focus on writing business logic. Arch does this via its
+purpose-built <a class="reference external" href="https://huggingface.co/collections/katanemo/arch-function-66f209a693ea8df14317ad68" rel="nofollow noopener">Arch-Function<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> -
+the fastest (200ms p50 - 12x faser than GPT-4o) and cheapest (44x than GPT-4o) function calling LLM that matches or outperforms
+frontier LLMs.</p>
 <a class="reference internal image-reference" href="../_images/function-calling-flow.jpg"><img alt="../_images/function-calling-flow.jpg" class="align-center" src="../_images/function-calling-flow.jpg" style="width: 100%;"/>
 </a>
 <section id="single-function-call">
@ -383,7 +384,7 @@ the user’s intent.</p>
 </div>
 <div class="ml-auto">
 <a class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors border border-input hover:bg-accent hover:text-accent-foreground py-2 px-4" href="rag.html">
-        RAG Application
+        RAG Apps
        <svg class="ml-2 h-4 w-4" fill="none" height="24" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" viewbox="0 0 24 24" width="24" xmlns="http://www.w3.org/2000/svg">
 <polyline points="9 18 15 12 9 6"></polyline>
 </svg>
@ -409,12 +410,12 @@ the user’s intent.</p>
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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">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../_static/documentation_options.js?v=d94a9a28"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
--- a/build_with_arch/multi_turn.html
+++ b/build_with_arch/multi_turn.html
@ -0,0 +1,360 @@
+<!DOCTYPE html>
+
+<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>
+<meta content="width=device-width, initial-scale=1.0" name="viewport"/>
+<meta charset="utf-8"/>
+<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>Multi-Turn | Arch Docs v0.1.7</title>
+<meta content="Multi-Turn | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Multi-Turn | Arch Docs v0.1.7" name="twitter:title"/>
+<link href="../_static/pygments.css?v=75ebff74" rel="stylesheet" type="text/css"/>
+<link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
+<link href="../_static/_static/custom.css" rel="stylesheet" type="text/css"/>
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+<link href="../_static/awesome-sphinx-design.css?v=15e0fffa" rel="stylesheet" type="text/css"/>
+<link href="./docs/build_with_arch/multi_turn.html" rel="canonical"/>
+<link href="../_static/favicon.ico" rel="icon"/>
+<link href="../search.html" rel="search" title="Search"/>
+<link href="../resources/configuration_reference.html" rel="next" title="Configuration Reference"/>
+<link href="rag.html" rel="prev" title="RAG Apps"/>
+<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-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">Arch Docs v0.1.7</span>
+</a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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+</svg>
+<span class="sr-only">Toggle navigation menu</span>
+</button>
+<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"/>
+<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">
+<span class="text-xs">⌘</span>
+    K
+  </kbd>
+</form>
+</div>
+<nav class="flex items-center space-x-1">
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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/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="../concepts/tech_overview/listener.html">Listener</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../concepts/tech_overview/prompt.html">Prompts</a></li>
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+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="../concepts/llm_provider.html">LLM Provider</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../concepts/prompt_target.html">Prompt Target</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Guides</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../guides/prompt_guard.html">Prompt Guard</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"><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>
+</ul>
+</li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
+<ul class="current">
+<li class="toctree-l1"><a class="reference internal" href="agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="rag.html">RAG Apps</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">Multi-Turn</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Resources</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../resources/configuration_reference.html">Configuration Reference</a></li>
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+<main class="relative py-6 lg:gap-10 lg:py-8 xl:grid xl:grid-cols-[1fr_300px]">
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+<a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
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+</svg>
+</a>
+<div class="mr-1">/</div><span aria-current="page" class="font-medium text-foreground overflow-hidden text-ellipsis whitespace-nowrap">Multi-Turn</span>
+</nav>
+<div id="content" role="main">
+<section id="multi-turn">
+<span id="arch-multi-turn-guide"></span><h1>Multi-Turn<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#multi-turn"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h1>
+<p>Developers often <a class="reference external" href="https://www.reddit.com/r/LocalLLaMA/comments/18mqwg6/best_practice_for_rag_with_followup_chat/" rel="nofollow noopener">struggle<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> to efficiently handle
+<code class="docutils literal notranslate"><span class="pre">follow-up</span></code> or <code class="docutils literal notranslate"><span class="pre">clarification</span></code> questions. Specifically, when users ask for changes or additions to previous responses, it requires developers to
+re-write prompts using LLMs with precise prompt engineering techniques. This process is slow, manual, error prone and adds latency and token cost for
+common scenarios that can be managed more efficiently.</p>
+<p>Arch is highly capable of accurately detecting and processing prompts in multi-turn scenarios so that you can buil fast and accurate agents in minutes.
+Below are some cnversational examples that you can build via Arch. Each example is enriched with annotations (via ** [Arch] ** ) that illustrates how Arch
+processess conversational messages on your behalf.</p>
+<div class="admonition note">
+<p class="admonition-title">Note</p>
+<p>The following section assumes that you have some knowledge about the core concepts of Arch, such as <a class="reference internal" href="../concepts/tech_overview/prompt.html#arch-overview-prompt-handling"><span class="std std-ref">prompt_targets</span></a>.
+If you haven’t familizaried yourself with Arch’s concepts, we recommend you first read the <a class="reference internal" href="../concepts/tech_overview/tech_overview.html#tech-overview"><span class="std std-ref">tech overview</span></a> section firtst.
+Additionally, the conversation examples below assume the usage of the following <a class="reference internal" href="#multi-turn-subsection-prompt-target"><span class="std std-ref">arch_config.yaml</span></a> file.</p>
+</div>
+<section id="example-1-adjusting-retrieval">
+<h2>Example 1: Adjusting Retrieval<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#example-1-adjusting-retrieval" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#example-1-adjusting-retrieval'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span><code><span id="line-1">User: What are the benefits of renewable energy?
+</span><span id="line-2">**[Arch]**: Check if there is an available &lt;prompt_target&gt; that can handle this user query.
+</span><span id="line-3">**[Arch]**: Found "get_info_for_energy_source" prompt_target in arch_config.yaml. Forward prompt to the endpoint configured in "get_info_for_energy_source"
+</span><span id="line-4">...
+</span><span id="line-5">Assistant: Renewable energy reduces greenhouse gas emissions, lowers air pollution, and provides sustainable power sources like solar and wind.
+</span><span id="line-6">
+</span><span id="line-7">User: Include cost considerations in the response.
+</span><span id="line-8">**[Arch]**: Follow-up detected. Forward prompt history to the "get_info_for_energy_source" prompt_target and post the following parameters consideration="cost"
+</span><span id="line-9">...
+</span><span id="line-10">Assistant: Renewable energy reduces greenhouse gas emissions, lowers air pollution, and provides sustainable power sources like solar and wind. While the initial setup costs can be high, long-term savings from reduced fuel expenses and government incentives make it cost-effective.
+</span></code></pre></div>
+</div>
+</section>
+<section id="example-2-switching-intent">
+<h2>Example 2: Switching Intent<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#example-2-switching-intent" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#example-2-switching-intent'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span><code><span id="line-1">User: What are the symptoms of diabetes?
+</span><span id="line-2">**[Arch]**: Check if there is an available &lt;prompt_target&gt; that can handle this user query.
+</span><span id="line-3">**[Arch]**: Found "diseases_symptoms" prompt_target in arch_config.yaml. Forward disease=diabeteres to "diseases_symptoms" prompt target
+</span><span id="line-4">...
+</span><span id="line-5">Assistant: Common symptoms include frequent urination, excessive thirst, fatigue, and blurry vision.
+</span><span id="line-6">
+</span><span id="line-7">User: How is it diagnosed?
+</span><span id="line-8">**[Arch]**: New intent detected.
+</span><span id="line-9">**[Arch]**: Found "disease_diagnoses" prompt_target in arch_config.yaml. Forward disease=diabeteres to "disease_diagnoses" prompt target
+</span><span id="line-10">...
+</span><span id="line-11">Assistant: Diabetes is diagnosed through blood tests like fasting blood sugar, A1C, or an oral glucose tolerance test.
+</span></code></pre></div>
+</div>
+</section>
+<section id="build-multi-turn-rag-apps">
+<h2>Build Multi-Turn RAG Apps<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#build-multi-turn-rag-apps" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#build-multi-turn-rag-apps'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
+<p>The following section describes how you can easilly add support for multi-turn scenarios via Arch. You process and manage multi-turn prompts
+just like you manage single-turn ones. Arch handles the conpleixity of detecting the correct intent based on the last user prompt and
+the covnersational history, extracts relevant parameters needed by downstream APIs, and dipatches calls to any upstream LLMs to summarize the
+response from your APIs.</p>
+<section id="step-1-define-arch-config">
+<span id="multi-turn-subsection-prompt-target"></span><h3>Step 1: Define Arch Config<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-1-define-arch-config" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-1-define-arch-config'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
+<div class="literal-block-wrapper docutils container" id="id2">
+<div class="code-block-caption"><span class="caption-text">Arch Config</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id2"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="nt">version</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">v0.1</span>
+</span><span id="line-2"><span class="linenos"> 2</span><span class="nt">listener</span><span class="p">:</span>
+</span><span id="line-3"><span class="linenos"> 3</span><span class="w">  </span><span class="nt">address</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">127.0.0.1</span>
+</span><span id="line-4"><span class="linenos"> 4</span><span class="w">  </span><span class="nt">port</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">8080</span><span class="w"> </span><span class="c1">#If you configure port 443, you'll need to update the listener with tls_certificates</span>
+</span><span id="line-5"><span class="linenos"> 5</span><span class="w">  </span><span class="nt">message_format</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">huggingface</span>
+</span><span id="line-6"><span class="linenos"> 6</span>
+</span><span id="line-7"><span class="linenos"> 7</span><span class="c1"># Centralized way to manage LLMs, manage keys, retry logic, failover and limits in a central way</span>
+</span><span id="line-8"><span class="linenos"> 8</span><span class="nt">llm_providers</span><span class="p">:</span>
+</span><span id="line-9"><span class="linenos"> 9</span><span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">OpenAI</span>
+</span><span id="line-10"><span class="linenos">10</span><span class="w">    </span><span class="nt">provider</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">openai</span>
+</span><span id="line-11"><span class="linenos">11</span><span class="w">    </span><span class="nt">access_key</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">$OPENAI_API_KEY</span>
+</span><span id="line-12"><span class="linenos">12</span><span class="w">    </span><span class="nt">model</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">gpt-3.5-turbo</span>
+</span><span id="line-13"><span class="linenos">13</span><span class="w">    </span><span class="nt">default</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
+</span><span id="line-14"><span class="linenos">14</span>
+</span><span id="line-15"><span class="linenos">15</span><span class="c1"># default system prompt used by all prompt targets</span>
+</span><span id="line-16"><span class="linenos">16</span><span class="nt">system_prompt</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">|</span>
+</span><span id="line-17"><span class="linenos">17</span><span class="w">   </span><span class="no">You are a helpful assistant and can offer information about energy sources. You will get a JSON object with energy_source and consideration fields. Focus on answering using those fields</span>
+</span><span id="line-18"><span class="linenos">18</span>
+</span><span id="line-19"><span class="linenos">19</span><span class="nt">prompt_targets</span><span class="p">:</span>
+</span><span id="line-20"><span class="linenos">20</span><span class="w">  </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">get_info_for_energy_source</span>
+</span><span id="line-21"><span class="linenos">21</span><span class="w">    </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">get information about an energy source</span>
+</span><span id="line-22"><span class="linenos">22</span><span class="w">    </span><span class="nt">parameters</span><span class="p">:</span>
+</span><span id="line-23"><span class="linenos">23</span><span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">energy_source</span>
+</span><span id="line-24"><span class="linenos">24</span><span class="w">        </span><span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">str</span>
+</span><span id="line-25"><span class="linenos">25</span><span class="w">        </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">a source of energy</span>
+</span><span id="line-26"><span class="linenos">26</span><span class="w">        </span><span class="nt">required</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
+</span><span id="line-27"><span class="linenos">27</span><span class="w">        </span><span class="nt">enum</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">renewable</span><span class="p p-Indicator">,</span><span class="w"> </span><span class="nv">fossil</span><span class="p p-Indicator">]</span>
+</span><span id="line-28"><span class="linenos">28</span><span class="w">      </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">consideration</span>
+</span><span id="line-29"><span class="linenos">29</span><span class="w">        </span><span class="nt">type</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">str</span>
+</span><span id="line-30"><span class="linenos">30</span><span class="w">        </span><span class="nt">description</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">a specific type of consideration for an energy source</span>
+</span><span id="line-31"><span class="linenos">31</span><span class="w">        </span><span class="nt">enum</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="nv">cost</span><span class="p p-Indicator">,</span><span class="w"> </span><span class="nv">economic</span><span class="p p-Indicator">,</span><span class="w"> </span><span class="nv">technology</span><span class="p p-Indicator">]</span>
+</span><span id="line-32"><span class="linenos">32</span><span class="w">    </span><span class="nt">endpoint</span><span class="p">:</span>
+</span><span id="line-33"><span class="linenos">33</span><span class="w">      </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">rag_energy_source_agent</span>
+</span><span id="line-34"><span class="linenos">34</span><span class="w">      </span><span class="nt">path</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">/agent/energy_source_info</span>
+</span><span id="line-35"><span class="linenos">35</span><span class="w">      </span><span class="nt">http_method</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">POST</span>
+</span></code></pre></div>
+</div>
+</div>
+</section>
+<section id="step-2-process-request-in-flask">
+<h3>Step 2: Process Request in Flask<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-2-process-request-in-flask" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-2-process-request-in-flask'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
+<p>Once the prompt targets are configured as above, handle parameters across multi-turn as if its a single-turn request</p>
+<div class="literal-block-wrapper docutils container" id="id3">
+<div class="code-block-caption"><span class="caption-text">Parameter handling with Flask</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id3"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="kn">import</span> <span class="nn">os</span>
+</span><span id="line-2"><span class="linenos"> 2</span><span class="kn">import</span> <span class="nn">gradio</span> <span class="k">as</span> <span class="nn">gr</span>
+</span><span id="line-3"><span class="linenos"> 3</span>
+</span><span id="line-4"><span class="linenos"> 4</span><span class="kn">from</span> <span class="nn">fastapi</span> <span class="kn">import</span> <span class="n">FastAPI</span><span class="p">,</span> <span class="n">HTTPException</span>
+</span><span id="line-5"><span class="linenos"> 5</span><span class="kn">from</span> <span class="nn">pydantic</span> <span class="kn">import</span> <span class="n">BaseModel</span>
+</span><span id="line-6"><span class="linenos"> 6</span><span class="kn">from</span> <span class="nn">typing</span> <span class="kn">import</span> <span class="n">Optional</span>
+</span><span id="line-7"><span class="linenos"> 7</span><span class="kn">from</span> <span class="nn">openai</span> <span class="kn">import</span> <span class="n">OpenAI</span>
+</span><span id="line-8"><span class="linenos"> 8</span><span class="kn">from</span> <span class="nn">common</span> <span class="kn">import</span> <span class="n">create_gradio_app</span>
+</span><span id="line-9"><span class="linenos"> 9</span>
+</span><span id="line-10"><span class="linenos">10</span><span class="n">app</span> <span class="o">=</span> <span class="n">FastAPI</span><span class="p">()</span>
+</span><span id="line-11"><span class="linenos">11</span>
+</span><span id="line-12"><span class="linenos">12</span>
+</span><span id="line-13"><span class="linenos">13</span><span class="c1"># Define the request model</span>
+</span><span id="line-14"><span class="linenos">14</span><span class="k">class</span> <span class="nc">EnergySourceRequest</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
+</span><span id="line-15"><span class="linenos">15</span>    <span class="n">energy_source</span><span class="p">:</span> <span class="nb">str</span>
+</span><span id="line-16"><span class="linenos">16</span>    <span class="n">consideration</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+</span><span id="line-17"><span class="linenos">17</span>
+</span><span id="line-18"><span class="linenos">18</span>
+</span><span id="line-19"><span class="linenos">19</span><span class="k">class</span> <span class="nc">EnergySourceResponse</span><span class="p">(</span><span class="n">BaseModel</span><span class="p">):</span>
+</span><span id="line-20"><span class="linenos">20</span>    <span class="n">energy_source</span><span class="p">:</span> <span class="nb">str</span>
+</span><span id="line-21"><span class="linenos">21</span>    <span class="n">consideration</span><span class="p">:</span> <span class="n">Optional</span><span class="p">[</span><span class="nb">str</span><span class="p">]</span> <span class="o">=</span> <span class="kc">None</span>
+</span><span id="line-22"><span class="linenos">22</span>
+</span><span id="line-23"><span class="linenos">23</span>
+</span><span id="line-24"><span class="linenos">24</span><span class="c1"># Post method for device summary</span>
+</span><span id="line-25"><span class="linenos">25</span><span class="nd">@app</span><span class="o">.</span><span class="n">post</span><span class="p">(</span><span class="s2">"/agent/energy_source_info"</span><span class="p">)</span>
+</span><span id="line-26"><span class="linenos">26</span><span class="k">def</span> <span class="nf">get_workforce</span><span class="p">(</span><span class="n">request</span><span class="p">:</span> <span class="n">EnergySourceRequest</span><span class="p">):</span>
+</span><span id="line-27"><span class="linenos">27</span><span class="w">    </span><span class="sd">"""</span>
+</span><span id="line-28"><span class="linenos">28</span><span class="sd">    Endpoint to get details about energy source</span>
+</span><span id="line-29"><span class="linenos">29</span><span class="sd">    """</span>
+</span><span id="line-30"><span class="linenos">30</span>    <span class="n">considertion</span> <span class="o">=</span> <span class="s2">"You don't have any specific consideration. Feel free to talk in a more open ended fashion"</span>
+</span><span id="line-31"><span class="linenos">31</span>
+</span><span id="line-32"><span class="linenos">32</span>    <span class="k">if</span> <span class="n">request</span><span class="o">.</span><span class="n">consideration</span> <span class="ow">is</span> <span class="ow">not</span> <span class="kc">None</span><span class="p">:</span>
+</span><span id="line-33"><span class="linenos">33</span>        <span class="n">considertion</span> <span class="o">=</span> <span class="sa">f</span><span class="s2">"Add specific focus on the following consideration when you summarize the content for the energy source: </span><span class="si">{</span><span class="n">request</span><span class="o">.</span><span class="n">consideration</span><span class="si">}</span><span class="s2">"</span>
+</span><span id="line-34"><span class="linenos">34</span>
+</span><span id="line-35"><span class="linenos">35</span>    <span class="n">response</span> <span class="o">=</span> <span class="p">{</span>
+</span><span id="line-36"><span class="linenos">36</span>        <span class="s2">"energy_source"</span><span class="p">:</span> <span class="n">request</span><span class="o">.</span><span class="n">energy_source</span><span class="p">,</span>
+</span><span id="line-37"><span class="linenos">37</span>        <span class="s2">"consideration"</span><span class="p">:</span> <span class="n">considertion</span><span class="p">,</span>
+</span><span id="line-38"><span class="linenos">38</span>    <span class="p">}</span>
+</span><span id="line-39"><span class="linenos">39</span>    <span class="k">return</span> <span class="n">response</span>
+</span></code></pre></div>
+</div>
+</div>
+</section>
+<section id="demo-app">
+<h3>Demo App<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#demo-app" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#demo-app'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
+<p>For your convenience, we’ve built a <a class="reference external" href="https://github.com/katanemo/archgw/main/demos/multi_turn_rag_agent" rel="nofollow noopener">demo app<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a>
+that you can test and modify locally for multi-turn RAG scenarios.</p>
+<figure class="align-center" id="id4">
+<a class="reference internal image-reference" href="../_images/mutli-turn-example.png"><img alt="../_images/mutli-turn-example.png" src="../_images/mutli-turn-example.png" style="width: 100%;"/>
+</a>
+<figcaption>
+<p><span class="caption-text">Example multi-turn user conversation showing adjusting retrieval</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id4"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></p>
+</figcaption>
+</figure>
+</section>
+</section>
+</section>
+</div><div class="flex justify-between items-center pt-6 mt-12 border-t border-border gap-4">
+<div class="mr-auto">
+<a class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors border border-input hover:bg-accent hover:text-accent-foreground py-2 px-4" href="rag.html">
+<svg class="mr-2 h-4 w-4" fill="none" height="24" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" viewbox="0 0 24 24" width="24" xmlns="http://www.w3.org/2000/svg">
+<polyline points="15 18 9 12 15 6"></polyline>
+</svg>
+        RAG Apps
+      </a>
+</div>
+<div class="ml-auto">
+<a class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors border border-input hover:bg-accent hover:text-accent-foreground py-2 px-4" href="../resources/configuration_reference.html">
+        Configuration Reference
+        <svg class="ml-2 h-4 w-4" fill="none" height="24" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" viewbox="0 0 24 24" width="24" xmlns="http://www.w3.org/2000/svg">
+<polyline points="9 18 15 12 9 6"></polyline>
+</svg>
+</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)] overflow-y-auto pt-6 space-y-2"><p class="font-medium">On this page</p>
+<ul>
+<li><a :data-current="activeSection === '#example-1-adjusting-retrieval'" class="reference internal" href="#example-1-adjusting-retrieval">Example 1: Adjusting Retrieval</a></li>
+<li><a :data-current="activeSection === '#example-2-switching-intent'" class="reference internal" href="#example-2-switching-intent">Example 2: Switching Intent</a></li>
+<li><a :data-current="activeSection === '#build-multi-turn-rag-apps'" class="reference internal" href="#build-multi-turn-rag-apps">Build Multi-Turn RAG Apps</a><ul>
+<li><a :data-current="activeSection === '#step-1-define-arch-config'" class="reference internal" href="#step-1-define-arch-config">Step 1: Define Arch Config</a></li>
+<li><a :data-current="activeSection === '#step-2-process-request-in-flask'" class="reference internal" href="#step-2-process-request-in-flask">Step 2: Process Request in Flask</a></li>
+<li><a :data-current="activeSection === '#demo-app'" class="reference internal" href="#demo-app">Demo App</a></li>
+</ul>
+</li>
+</ul>
+</div>
+</aside>
+</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">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
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+</footer>
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-<link href="agent.html" rel="prev" title="Agentic Workflow"/>
+<link href="multi_turn.html" rel="next" title="Multi-Turn"/>
+<link href="agent.html" rel="prev" title="Agentic Apps"/>
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@ -39,7 +39,7 @@
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-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -124,8 +124,9 @@
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-<li class="toctree-l1"><a class="reference internal" href="agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1 current"><a class="current reference internal" href="#">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="agent.html">Agentic Apps</a></li>
+<li class="toctree-l1 current"><a class="current reference internal" href="#">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
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@ -144,18 +145,26 @@
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-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
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-<div class="mr-1">/</div><span aria-current="page" class="font-medium text-foreground overflow-hidden text-ellipsis whitespace-nowrap">RAG Application</span>
+<div class="mr-1">/</div><span aria-current="page" class="font-medium text-foreground overflow-hidden text-ellipsis whitespace-nowrap">RAG Apps</span>
 </nav>
 <div id="content" role="main">
-<section id="rag-application">
-<span id="arch-rag-guide"></span><h1>RAG Application<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#rag-application"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h1>
+<section id="rag-apps">
+<span id="arch-rag-guide"></span><h1>RAG Apps<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#rag-apps"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h1>
 <p>The following section describes how Arch can help you build faster, smarter and more accurate
-Retrieval-Augmented Generation (RAG) applications.</p>
+Retrieval-Augmented Generation (RAG) applications, including fast and accurate RAG in multi-turn
+converational scenarios.</p>
+<section id="what-is-retrieval-augmented-generation-rag">
+<h2>What is Retrieval-Augmented Generation (RAG)?<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#what-is-retrieval-augmented-generation-rag" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#what-is-retrieval-augmented-generation-rag'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
+<p>RAG applications combine retrieval-based methods with generative AI models to provide more accurate,
+contextually relevant, and reliable outputs. These applications leverage external data sources to augment
+the capabilities of Large Language Models (LLMs), enabling them to retrieve and integrate specific information
+rather than relying solely on the LLM’s internal knowledge.</p>
+</section>
 <section id="parameter-extraction-for-rag">
 <h2>Parameter Extraction for RAG<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#parameter-extraction-for-rag" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#parameter-extraction-for-rag'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
 <p>To build RAG (Retrieval Augmented Generation) applications, you can configure prompt targets with parameters,
@ -240,180 +249,14 @@ streamline data retrieval and processing to build more efficient and precise RAG
 </div>
 </section>
 </section>
-<section id="coming-soon-drift-detection-via-arch-intent-markers">
-<h2>[Coming Soon] <a class="reference external" href="https://github.com/orgs/katanemo/projects/1/views/1?pane=issue&amp;itemId=82697909" rel="nofollow noopener">Drift Detection via Arch Intent-Markers<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#coming-soon-drift-detection-via-arch-intent-markers" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#coming-soon-drift-detection-via-arch-intent-markers'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
-<p>Developers struggle to efficiently handle <code class="docutils literal notranslate"><span class="pre">follow-up</span></code> or <code class="docutils literal notranslate"><span class="pre">clarification</span></code> questions. Specifically, when users ask for
-changes or additions to previous responses their AI applications often generate entirely new responses instead of adjusting
-previous ones. Arch offers <code class="docutils literal notranslate"><span class="pre">intent</span> <span class="pre">tracking</span></code> as a feature so that developers can know when the user has shifted away from a
-previous intent so that they can dramatically improve retrieval accuracy, lower overall token cost and  improve the speed of
-their responses back to users.</p>
-<p>Arch uses its built-in lightweight NLI and embedding models to know if the user has steered away from an active intent.
-Arch’s intent-drift detection mechanism is based on its <a class="reference internal" href="../concepts/prompt_target.html#prompt-target"><span class="std std-ref">prompt target</span></a> primtive. Arch tries to match an incoming
-prompt to one of the prompt_targets configured in the gateway. Once it detects that the user has moved away from an active
-active intent, Arch adds the <code class="docutils literal notranslate"><span class="pre">x-arch-intent-marker</span></code> headers to the request before sending it your application servers.</p>
-<div class="literal-block-wrapper docutils container" id="id3">
-<div class="code-block-caption"><span class="caption-text">Intent Detection Example</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id3"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="nd">@app</span><span class="o">.</span><span class="n">route</span><span class="p">(</span><span class="s2">"/process_rag"</span><span class="p">,</span> <span class="n">methods</span><span class="o">=</span><span class="p">[</span><span class="s2">"POST"</span><span class="p">])</span>
-</span><span id="line-2"><span class="linenos"> 2</span><span class="k">def</span> <span class="nf">process_rag</span><span class="p">():</span>
-</span><span id="line-3"><span class="linenos"> 3</span>    <span class="c1"># Extract JSON data from the request</span>
-</span><span id="line-4"><span class="linenos"> 4</span>    <span class="n">data</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">get_json</span><span class="p">()</span>
-</span><span id="line-5"><span class="linenos"> 5</span>
-</span><span id="line-6"><span class="linenos"> 6</span>    <span class="n">user_id</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"user_id"</span><span class="p">)</span>
-</span><span id="line-7"><span class="linenos"> 7</span>    <span class="k">if</span> <span class="ow">not</span> <span class="n">user_id</span><span class="p">:</span>
-</span><span id="line-8"><span class="linenos"> 8</span>        <span class="k">return</span> <span class="n">jsonify</span><span class="p">({</span><span class="s2">"error"</span><span class="p">:</span> <span class="s2">"User ID is required"</span><span class="p">}),</span> <span class="mi">400</span>
-</span><span id="line-9"><span class="linenos"> 9</span>
-</span><span id="line-10"><span class="linenos">10</span>    <span class="n">client_messages</span> <span class="o">=</span> <span class="n">data</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"messages"</span><span class="p">)</span>
-</span><span id="line-11"><span class="linenos">11</span>    <span class="k">if</span> <span class="ow">not</span> <span class="n">client_messages</span> <span class="ow">or</span> <span class="ow">not</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">client_messages</span><span class="p">,</span> <span class="nb">list</span><span class="p">):</span>
-</span><span id="line-12"><span class="linenos">12</span>        <span class="k">return</span> <span class="n">jsonify</span><span class="p">({</span><span class="s2">"error"</span><span class="p">:</span> <span class="s2">"Messages array is required"</span><span class="p">}),</span> <span class="mi">400</span>
-</span><span id="line-13"><span class="linenos">13</span>
-</span><span id="line-14"><mark><span class="linenos">14</span>    <span class="c1"># Extract the intent change marker from Arch's headers if present for the current prompt</span>
-</mark></span><span id="line-15"><mark><span class="linenos">15</span>    <span class="n">intent_changed_header</span> <span class="o">=</span> <span class="n">request</span><span class="o">.</span><span class="n">headers</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"x-arch-intent-marker"</span><span class="p">,</span> <span class="s2">""</span><span class="p">)</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span>
-</mark></span><span id="line-16"><mark><span class="linenos">16</span>    <span class="k">if</span> <span class="n">intent_changed_header</span> <span class="ow">in</span> <span class="p">[</span><span class="s2">""</span><span class="p">,</span> <span class="s2">"false"</span><span class="p">]:</span>
-</mark></span><span id="line-17"><mark><span class="linenos">17</span>        <span class="n">intent_changed</span> <span class="o">=</span> <span class="kc">False</span>
-</mark></span><span id="line-18"><mark><span class="linenos">18</span>    <span class="k">elif</span> <span class="n">intent_changed_header</span> <span class="o">==</span> <span class="s2">"true"</span><span class="p">:</span>
-</mark></span><span id="line-19"><mark><span class="linenos">19</span>        <span class="n">intent_changed</span> <span class="o">=</span> <span class="kc">True</span>
-</mark></span><span id="line-20"><mark><span class="linenos">20</span>    <span class="k">else</span><span class="p">:</span>
-</mark></span><span id="line-21"><mark><span class="linenos">21</span>        <span class="c1"># Invalid value provided</span>
-</mark></span><span id="line-22"><mark><span class="linenos">22</span>        <span class="k">return</span> <span class="p">(</span>
-</mark></span><span id="line-23"><mark><span class="linenos">23</span>            <span class="n">jsonify</span><span class="p">({</span><span class="s2">"error"</span><span class="p">:</span> <span class="s2">"Invalid value for x-arch-prompt-intent-change header"</span><span class="p">}),</span>
-</mark></span><span id="line-24"><mark><span class="linenos">24</span>            <span class="mi">400</span><span class="p">,</span>
-</mark></span><span id="line-25"><mark><span class="linenos">25</span>        <span class="p">)</span>
-</mark></span><span id="line-26"><span class="linenos">26</span>
-</span><span id="line-27"><span class="linenos">27</span>    <span class="c1"># Update user conversation based on intent change</span>
-</span><span id="line-28"><span class="linenos">28</span>    <span class="n">memory</span> <span class="o">=</span> <span class="n">update_user_conversation</span><span class="p">(</span><span class="n">user_id</span><span class="p">,</span> <span class="n">client_messages</span><span class="p">,</span> <span class="n">intent_changed</span><span class="p">)</span>
-</span><span id="line-29"><span class="linenos">29</span>
-</span><span id="line-30"><span class="linenos">30</span>    <span class="c1"># Retrieve messages since last intent change for LLM</span>
-</span><span id="line-31"><span class="linenos">31</span>    <span class="n">messages_for_llm</span> <span class="o">=</span> <span class="n">get_messages_since_last_intent</span><span class="p">(</span><span class="n">memory</span><span class="o">.</span><span class="n">chat_memory</span><span class="o">.</span><span class="n">messages</span><span class="p">)</span>
-</span><span id="line-32"><span class="linenos">32</span>
-</span><span id="line-33"><span class="linenos">33</span>    <span class="c1"># Forward messages to upstream LLM</span>
-</span><span id="line-34"><span class="linenos">34</span>    <span class="n">llm_response</span> <span class="o">=</span> <span class="n">forward_to_llm</span><span class="p">(</span><span class="n">messages_for_llm</span><span class="p">)</span>
-</span><span id="line-35"><span class="linenos">35</span>
-</span><span id="line-36"><span class="linenos">36</span>    <span class="c1"># Prepare the messages to return</span>
-</span><span id="line-37"><span class="linenos">37</span>    <span class="n">messages_to_return</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="line-38"><span class="linenos">38</span>    <span class="k">for</span> <span class="n">message</span> <span class="ow">in</span> <span class="n">memory</span><span class="o">.</span><span class="n">chat_memory</span><span class="o">.</span><span class="n">messages</span><span class="p">:</span>
-</span><span id="line-39"><span class="linenos">39</span>        <span class="n">role</span> <span class="o">=</span> <span class="s2">"user"</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">message</span><span class="p">,</span> <span class="n">HumanMessage</span><span class="p">)</span> <span class="k">else</span> <span class="s2">"assistant"</span>
-</span><span id="line-40"><span class="linenos">40</span>        <span class="n">content</span> <span class="o">=</span> <span class="n">message</span><span class="o">.</span><span class="n">content</span>
-</span><span id="line-41"><span class="linenos">41</span>        <span class="n">metadata</span> <span class="o">=</span> <span class="n">message</span><span class="o">.</span><span class="n">additional_kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"metadata"</span><span class="p">,</span> <span class="p">{})</span>
-</span><span id="line-42"><span class="linenos">42</span>        <span class="n">message_entry</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="line-43"><span class="linenos">43</span>            <span class="s2">"uuid"</span><span class="p">:</span> <span class="n">metadata</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"uuid"</span><span class="p">),</span>
-</span><span id="line-44"><span class="linenos">44</span>            <span class="s2">"timestamp"</span><span class="p">:</span> <span class="n">metadata</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"timestamp"</span><span class="p">),</span>
-</span><span id="line-45"><span class="linenos">45</span>            <span class="s2">"role"</span><span class="p">:</span> <span class="n">role</span><span class="p">,</span>
-</span><span id="line-46"><span class="linenos">46</span>            <span class="s2">"content"</span><span class="p">:</span> <span class="n">content</span><span class="p">,</span>
-</span><span id="line-47"><span class="linenos">47</span>            <span class="s2">"intent_changed"</span><span class="p">:</span> <span class="n">metadata</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"intent_changed"</span><span class="p">,</span> <span class="kc">False</span><span class="p">),</span>
-</span><span id="line-48"><span class="linenos">48</span>        <span class="p">}</span>
-</span><span id="line-49"><span class="linenos">49</span>        <span class="n">messages_to_return</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">message_entry</span><span class="p">)</span>
-</span><span id="line-50"><span class="linenos">50</span>
-</span><span id="line-51"><span class="linenos">51</span>    <span class="c1"># Prepare the response</span>
-</span><span id="line-52"><span class="linenos">52</span>    <span class="n">response</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="line-53"><span class="linenos">53</span>        <span class="s2">"user_id"</span><span class="p">:</span> <span class="n">user_id</span><span class="p">,</span>
-</span><span id="line-54"><span class="linenos">54</span>        <span class="s2">"messages"</span><span class="p">:</span> <span class="n">messages_to_return</span><span class="p">,</span>
-</span><span id="line-55"><span class="linenos">55</span>        <span class="s2">"llm_response"</span><span class="p">:</span> <span class="n">llm_response</span><span class="p">,</span>
-</span><span id="line-56"><span class="linenos">56</span>    <span class="p">}</span>
-</span><span id="line-57"><span class="linenos">57</span>
-</span></code></pre></div>
-</div>
-</div>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Arch is (mostly) stateless so that it can scale in an embarrassingly parrallel fashion. So, while Arch offers
-intent-drift detetction, you still have to maintain converational state with intent drift as metadata. The
-following code snippets show how easily you can build and enrich conversational history with Langchain (in Python),
-so that you can use the most relevant prompts for your retrieval and for prompting upstream LLMs.</p>
-</div>
-<section id="step-1-define-conversationbuffermemory">
-<h3>Step 1: Define ConversationBufferMemory<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-1-define-conversationbuffermemory" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-1-define-conversationbuffermemory'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="kn">from</span> <span class="nn">flask</span> <span class="kn">import</span> <span class="n">Flask</span><span class="p">,</span> <span class="n">request</span><span class="p">,</span> <span class="n">jsonify</span>
-</span><span id="line-2"><span class="linenos"> 2</span><span class="kn">from</span> <span class="nn">datetime</span> <span class="kn">import</span> <span class="n">datetime</span>
-</span><span id="line-3"><span class="linenos"> 3</span><span class="kn">import</span> <span class="nn">uuid</span>
-</span><span id="line-4"><span class="linenos"> 4</span><span class="kn">from</span> <span class="nn">langchain.memory</span> <span class="kn">import</span> <span class="n">ConversationBufferMemory</span>
-</span><span id="line-5"><span class="linenos"> 5</span><span class="kn">from</span> <span class="nn">langchain.schema</span> <span class="kn">import</span> <span class="n">AIMessage</span><span class="p">,</span> <span class="n">HumanMessage</span>
-</span><span id="line-6"><span class="linenos"> 6</span><span class="kn">from</span> <span class="nn">langchain</span> <span class="kn">import</span> <span class="n">OpenAI</span>
-</span><span id="line-7"><span class="linenos"> 7</span>
-</span><span id="line-8"><span class="linenos"> 8</span><span class="n">app</span> <span class="o">=</span> <span class="n">Flask</span><span class="p">(</span><span class="vm">__name__</span><span class="p">)</span>
-</span><span id="line-9"><span class="linenos"> 9</span>
-</span><span id="line-10"><span class="linenos">10</span><span class="c1"># Global dictionary to keep track of user memories</span>
-</span><span id="line-11"><span class="linenos">11</span><span class="n">user_memories</span> <span class="o">=</span> <span class="p">{}</span>
-</span><span id="line-12"><span class="linenos">12</span>
-</span><span id="line-13"><span class="linenos">13</span>
-</span><span id="line-14"><span class="linenos">14</span><span class="k">def</span> <span class="nf">get_user_conversation</span><span class="p">(</span><span class="n">user_id</span><span class="p">):</span>
-</span><span id="line-15"><span class="linenos">15</span><span class="w">    </span><span class="sd">"""</span>
-</span><span id="line-16"><span class="linenos">16</span><span class="sd">    Retrieve the user's conversation memory using LangChain.</span>
-</span><span id="line-17"><span class="linenos">17</span><span class="sd">    If the user does not exist, initialize their conversation memory.</span>
-</span><span id="line-18"><span class="linenos">18</span><span class="sd">    """</span>
-</span><span id="line-19"><span class="linenos">19</span>    <span class="k">if</span> <span class="n">user_id</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">user_memories</span><span class="p">:</span>
-</span><span id="line-20"><span class="linenos">20</span>        <span class="n">user_memories</span><span class="p">[</span><span class="n">user_id</span><span class="p">]</span> <span class="o">=</span> <span class="n">ConversationBufferMemory</span><span class="p">(</span><span class="n">return_messages</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-</span><span id="line-21"><span class="linenos">21</span>    <span class="k">return</span> <span class="n">user_memories</span><span class="p">[</span><span class="n">user_id</span><span class="p">]</span>
-</span></code></pre></div>
-</div>
-</section>
-<section id="step-2-update-conversationbuffermemory-with-intents">
-<h3>Step 2: Update ConversationBufferMemory with Intents<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-2-update-conversationbuffermemory-with-intents" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-2-update-conversationbuffermemory-with-intents'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="k">def</span> <span class="nf">update_user_conversation</span><span class="p">(</span><span class="n">user_id</span><span class="p">,</span> <span class="n">client_messages</span><span class="p">,</span> <span class="n">intent_changed</span><span class="p">):</span>
-</span><span id="line-2"><span class="linenos"> 2</span><span class="w">    </span><span class="sd">"""</span>
-</span><span id="line-3"><span class="linenos"> 3</span><span class="sd">    Update the user's conversation memory with new messages using LangChain.</span>
-</span><span id="line-4"><span class="linenos"> 4</span><span class="sd">    Each message is augmented with a UUID, timestamp, and intent change marker.</span>
-</span><span id="line-5"><span class="linenos"> 5</span><span class="sd">    Only new messages are added to avoid duplication.</span>
-</span><span id="line-6"><span class="linenos"> 6</span><span class="sd">    """</span>
-</span><span id="line-7"><span class="linenos"> 7</span>    <span class="n">memory</span> <span class="o">=</span> <span class="n">get_user_conversation</span><span class="p">(</span><span class="n">user_id</span><span class="p">)</span>
-</span><span id="line-8"><span class="linenos"> 8</span>    <span class="n">stored_messages</span> <span class="o">=</span> <span class="n">memory</span><span class="o">.</span><span class="n">chat_memory</span><span class="o">.</span><span class="n">messages</span>
-</span><span id="line-9"><span class="linenos"> 9</span>
-</span><span id="line-10"><span class="linenos">10</span>    <span class="c1"># Determine the number of stored messages</span>
-</span><span id="line-11"><span class="linenos">11</span>    <span class="n">num_stored_messages</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">stored_messages</span><span class="p">)</span>
-</span><span id="line-12"><span class="linenos">12</span>    <span class="n">new_messages</span> <span class="o">=</span> <span class="n">client_messages</span><span class="p">[</span><span class="n">num_stored_messages</span><span class="p">:]</span>
-</span><span id="line-13"><span class="linenos">13</span>
-</span><span id="line-14"><span class="linenos">14</span>    <span class="c1"># Process each new message</span>
-</span><span id="line-15"><span class="linenos">15</span>    <span class="k">for</span> <span class="n">index</span><span class="p">,</span> <span class="n">message</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">new_messages</span><span class="p">):</span>
-</span><span id="line-16"><span class="linenos">16</span>        <span class="n">role</span> <span class="o">=</span> <span class="n">message</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"role"</span><span class="p">)</span>
-</span><span id="line-17"><span class="linenos">17</span>        <span class="n">content</span> <span class="o">=</span> <span class="n">message</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"content"</span><span class="p">)</span>
-</span><span id="line-18"><span class="linenos">18</span>        <span class="n">metadata</span> <span class="o">=</span> <span class="p">{</span>
-</span><span id="line-19"><span class="linenos">19</span>            <span class="s2">"uuid"</span><span class="p">:</span> <span class="nb">str</span><span class="p">(</span><span class="n">uuid</span><span class="o">.</span><span class="n">uuid4</span><span class="p">()),</span>
-</span><span id="line-20"><span class="linenos">20</span>            <span class="s2">"timestamp"</span><span class="p">:</span> <span class="n">datetime</span><span class="o">.</span><span class="n">utcnow</span><span class="p">()</span><span class="o">.</span><span class="n">isoformat</span><span class="p">(),</span>
-</span><span id="line-21"><span class="linenos">21</span>            <span class="s2">"intent_changed"</span><span class="p">:</span> <span class="kc">False</span><span class="p">,</span>  <span class="c1"># Default value</span>
-</span><span id="line-22"><span class="linenos">22</span>        <span class="p">}</span>
-</span><span id="line-23"><span class="linenos">23</span>
-</span><span id="line-24"><span class="linenos">24</span>        <span class="c1"># Mark the intent change on the last message if detected</span>
-</span><span id="line-25"><span class="linenos">25</span>        <span class="k">if</span> <span class="n">intent_changed</span> <span class="ow">and</span> <span class="n">index</span> <span class="o">==</span> <span class="nb">len</span><span class="p">(</span><span class="n">new_messages</span><span class="p">)</span> <span class="o">-</span> <span class="mi">1</span><span class="p">:</span>
-</span><span id="line-26"><span class="linenos">26</span>            <span class="n">metadata</span><span class="p">[</span><span class="s2">"intent_changed"</span><span class="p">]</span> <span class="o">=</span> <span class="kc">True</span>
-</span><span id="line-27"><span class="linenos">27</span>
-</span><span id="line-28"><span class="linenos">28</span>        <span class="c1"># Create a new message with metadata</span>
-</span><span id="line-29"><span class="linenos">29</span>        <span class="k">if</span> <span class="n">role</span> <span class="o">==</span> <span class="s2">"user"</span><span class="p">:</span>
-</span><span id="line-30"><span class="linenos">30</span>            <span class="n">memory</span><span class="o">.</span><span class="n">chat_memory</span><span class="o">.</span><span class="n">add_message</span><span class="p">(</span>
-</span><span id="line-31"><span class="linenos">31</span>                <span class="n">HumanMessage</span><span class="p">(</span><span class="n">content</span><span class="o">=</span><span class="n">content</span><span class="p">,</span> <span class="n">additional_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">"metadata"</span><span class="p">:</span> <span class="n">metadata</span><span class="p">})</span>
-</span><span id="line-32"><span class="linenos">32</span>            <span class="p">)</span>
-</span><span id="line-33"><span class="linenos">33</span>        <span class="k">elif</span> <span class="n">role</span> <span class="o">==</span> <span class="s2">"assistant"</span><span class="p">:</span>
-</span><span id="line-34"><span class="linenos">34</span>            <span class="n">memory</span><span class="o">.</span><span class="n">chat_memory</span><span class="o">.</span><span class="n">add_message</span><span class="p">(</span>
-</span><span id="line-35"><span class="linenos">35</span>                <span class="n">AIMessage</span><span class="p">(</span><span class="n">content</span><span class="o">=</span><span class="n">content</span><span class="p">,</span> <span class="n">additional_kwargs</span><span class="o">=</span><span class="p">{</span><span class="s2">"metadata"</span><span class="p">:</span> <span class="n">metadata</span><span class="p">})</span>
-</span><span id="line-36"><span class="linenos">36</span>            <span class="p">)</span>
-</span><span id="line-37"><span class="linenos">37</span>        <span class="k">else</span><span class="p">:</span>
-</span><span id="line-38"><span class="linenos">38</span>            <span class="c1"># Handle other roles if necessary</span>
-</span><span id="line-39"><span class="linenos">39</span>            <span class="k">pass</span>
-</span><span id="line-40"><span class="linenos">40</span>
-</span><span id="line-41"><span class="linenos">41</span>    <span class="k">return</span> <span class="n">memory</span>
-</span></code></pre></div>
-</div>
-</section>
-<section id="step-3-get-messages-based-on-latest-drift">
-<h3>Step 3: Get Messages based on latest drift<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#step-3-get-messages-based-on-latest-drift" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#step-3-get-messages-based-on-latest-drift'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h3>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos"> 1</span><span class="k">def</span> <span class="nf">get_messages_since_last_intent</span><span class="p">(</span><span class="n">messages</span><span class="p">):</span>
-</span><span id="line-2"><span class="linenos"> 2</span><span class="w">    </span><span class="sd">"""</span>
-</span><span id="line-3"><span class="linenos"> 3</span><span class="sd">    Retrieve messages from the last intent change onwards using LangChain.</span>
-</span><span id="line-4"><span class="linenos"> 4</span><span class="sd">    """</span>
-</span><span id="line-5"><span class="linenos"> 5</span>    <span class="n">messages_since_intent</span> <span class="o">=</span> <span class="p">[]</span>
-</span><span id="line-6"><span class="linenos"> 6</span>    <span class="k">for</span> <span class="n">message</span> <span class="ow">in</span> <span class="nb">reversed</span><span class="p">(</span><span class="n">messages</span><span class="p">):</span>
-</span><span id="line-7"><span class="linenos"> 7</span>        <span class="c1"># Insert message at the beginning to maintain correct order</span>
-</span><span id="line-8"><span class="linenos"> 8</span>        <span class="n">messages_since_intent</span><span class="o">.</span><span class="n">insert</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">message</span><span class="p">)</span>
-</span><span id="line-9"><span class="linenos"> 9</span>        <span class="n">metadata</span> <span class="o">=</span> <span class="n">message</span><span class="o">.</span><span class="n">additional_kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"metadata"</span><span class="p">,</span> <span class="p">{})</span>
-</span><span id="line-10"><span class="linenos">10</span>        <span class="c1"># Break if intent_changed is True</span>
-</span><span id="line-11"><span class="linenos">11</span>        <span class="k">if</span> <span class="n">metadata</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s2">"intent_changed"</span><span class="p">,</span> <span class="kc">False</span><span class="p">)</span> <span class="o">==</span> <span class="kc">True</span><span class="p">:</span>
-</span><span id="line-12"><span class="linenos">12</span>            <span class="k">break</span>
-</span><span id="line-13"><span class="linenos">13</span>
-</span><span id="line-14"><span class="linenos">14</span>    <span class="k">return</span> <span class="n">messages_since_intent</span>
-</span></code></pre></div>
-</div>
-<p>You can used the last set of messages that match to an intent to prompt an LLM, use it with an vector-DB for
-improved retrieval, etc. With Arch and a few lines of code, you can improve the retrieval accuracy, lower overall
-token cost and dramatically improve the speed of their responses back to users.</p>
-</section>
+<section id="multi-turn-rag-follow-up-questions">
+<h2>Multi-Turn RAG (Follow-up Questions)<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#multi-turn-rag-follow-up-questions" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#multi-turn-rag-follow-up-questions'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
+<p>Developers often <a class="reference external" href="https://www.reddit.com/r/LocalLLaMA/comments/18mqwg6/best_practice_for_rag_with_followup_chat/" rel="nofollow noopener">struggle<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> to efficiently handle
+<code class="docutils literal notranslate"><span class="pre">follow-up</span></code> or <code class="docutils literal notranslate"><span class="pre">clarification</span></code> questions. Specifically, when users ask for changes or additions to previous responses, it requires developers to
+re-write prompts using LLMs with precise prompt engineering techniques. This process is slow, manual, error prone and adds signifcant latency to the
+user experience. Arch</p>
+<p>Arch is highly capable of accurately detecting and processing prompts in a multi-turn scenarios so that you can buil fast and accurate RAG apps in
+minutes. For additional details on how to build multi-turn RAG applications please refer to our <a class="reference internal" href="multi_turn.html#arch-multi-turn-guide"><span class="std std-ref">multi-turn</span></a> docs.</p>
 </section>
 </section>
 </div><div class="flex justify-between items-center pt-6 mt-12 border-t border-border gap-4">
@ -422,12 +265,12 @@ token cost and dramatically improve the speed of their responses back to users.<
 <svg class="mr-2 h-4 w-4" fill="none" height="24" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" viewbox="0 0 24 24" width="24" xmlns="http://www.w3.org/2000/svg">
 <polyline points="15 18 9 12 15 6"></polyline>
 </svg>
-        Agentic Workflow
+        Agentic Apps
      </a>
 </div>
 <div class="ml-auto">
-<a class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors border border-input hover:bg-accent hover:text-accent-foreground py-2 px-4" href="../resources/configuration_reference.html">
-        Configuration Reference
+<a class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors border border-input hover:bg-accent hover:text-accent-foreground py-2 px-4" href="multi_turn.html">
+        Multi-Turn
        <svg class="ml-2 h-4 w-4" fill="none" height="24" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" viewbox="0 0 24 24" width="24" xmlns="http://www.w3.org/2000/svg">
 <polyline points="9 18 15 12 9 6"></polyline>
 </svg>
@ -436,17 +279,13 @@ token cost and dramatically improve the speed of their responses back to users.<
 </div></div><aside class="hidden text-sm xl:block" id="right-sidebar">
 <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-retrieval-augmented-generation-rag'" class="reference internal" href="#what-is-retrieval-augmented-generation-rag">What is Retrieval-Augmented Generation (RAG)?</a></li>
 <li><a :data-current="activeSection === '#parameter-extraction-for-rag'" class="reference internal" href="#parameter-extraction-for-rag">Parameter Extraction for RAG</a><ul>
 <li><a :data-current="activeSection === '#step-1-define-prompt-targets'" class="reference internal" href="#step-1-define-prompt-targets">Step 1: Define Prompt Targets</a></li>
 <li><a :data-current="activeSection === '#step-2-process-request-parameters-in-flask'" class="reference internal" href="#step-2-process-request-parameters-in-flask">Step 2: Process Request Parameters in Flask</a></li>
 </ul>
 </li>
-<li><a :data-current="activeSection === '#coming-soon-drift-detection-via-arch-intent-markers'" class="reference internal" href="#coming-soon-drift-detection-via-arch-intent-markers">[Coming Soon] Drift Detection via Arch Intent-Markers</a><ul>
-<li><a :data-current="activeSection === '#step-1-define-conversationbuffermemory'" class="reference internal" href="#step-1-define-conversationbuffermemory">Step 1: Define ConversationBufferMemory</a></li>
-<li><a :data-current="activeSection === '#step-2-update-conversationbuffermemory-with-intents'" class="reference internal" href="#step-2-update-conversationbuffermemory-with-intents">Step 2: Update ConversationBufferMemory with Intents</a></li>
-<li><a :data-current="activeSection === '#step-3-get-messages-based-on-latest-drift'" class="reference internal" href="#step-3-get-messages-based-on-latest-drift">Step 3: Get Messages based on latest drift</a></li>
-</ul>
-</li>
+<li><a :data-current="activeSection === '#multi-turn-rag-follow-up-questions'" class="reference internal" href="#multi-turn-rag-follow-up-questions">Multi-Turn RAG (Follow-up Questions)</a></li>
 </ul>
 </div>
 </aside>
@ -455,12 +294,12 @@ token cost and dramatically improve the speed of their responses back to users.<
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
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--- a/concepts/llm_provider.html
+++ b/concepts/llm_provider.html
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-<meta content="LLM Provider | Arch Docs v0.1.5" property="og:title"/>
-<meta content="LLM Provider | Arch Docs v0.1.5" name="twitter:title"/>
+<title>LLM Provider | Arch Docs v0.1.7</title>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
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-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
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@ -246,12 +247,12 @@ make outbound LLM calls.</p>
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
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+<script src="../_static/documentation_options.js?v=d94a9a28"></script>
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 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
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--- a/concepts/prompt_target.html
+++ b/concepts/prompt_target.html
@ -7,9 +7,9 @@
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-<meta content="Prompt Target | Arch Docs v0.1.5" property="og:title"/>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
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+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
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+<span class="hidden md:inline">Arch Docs v0.1.7</span>
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@ -345,12 +346,12 @@ This modular approach not only simplifies your application’s architecture but
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -75,7 +75,7 @@
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -124,8 +124,9 @@
 </ul>
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 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
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@ -230,12 +231,12 @@ The errors are communicated to the application via headers like <code class="doc
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 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../../_static/documentation_options.js?v=d94a9a28"></script>
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 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
--- a/concepts/tech_overview/listener.html
+++ b/concepts/tech_overview/listener.html
@ -7,9 +7,9 @@
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 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
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-<meta content="Listener | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Listener | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Listener | Arch Docs v0.1.7</title>
+<meta content="Listener | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Listener | Arch Docs v0.1.7" name="twitter:title"/>
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@ -39,7 +39,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
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 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -75,7 +75,7 @@
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
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 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
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 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
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@ -234,12 +235,12 @@ address like <code class="docutils literal notranslate"><span class="pre">arch.l
 </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">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../../_static/documentation_options.js?v=d94a9a28"></script>
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 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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--- a/concepts/tech_overview/model_serving.html
+++ b/concepts/tech_overview/model_serving.html
@ -7,9 +7,9 @@
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-<title>Model Serving | Arch Docs v0.1.5</title>
-<meta content="Model Serving | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Model Serving | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Model Serving | Arch Docs v0.1.7</title>
+<meta content="Model Serving | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Model Serving | Arch Docs v0.1.7" name="twitter:title"/>
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@ -39,7 +39,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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@ -75,7 +75,7 @@
 </header>
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 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
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@ -221,12 +222,12 @@ how to generate API keys for model serving</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">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
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-<script src="../../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../../_static/documentation_options.js?v=d94a9a28"></script>
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 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
--- a/concepts/tech_overview/prompt.html
+++ b/concepts/tech_overview/prompt.html
@ -7,9 +7,9 @@
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-<title>Prompts | Arch Docs v0.1.5</title>
-<meta content="Prompts | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Prompts | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Prompts | Arch Docs v0.1.7</title>
+<meta content="Prompts | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Prompts | Arch Docs v0.1.7" name="twitter:title"/>
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@ -39,7 +39,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
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 </svg>
@ -321,7 +322,7 @@ For more details on how you can build agentic applications using Arch, see our f
 <p class="admonition-title">Note</p>
 <p><a class="reference external" href="https://huggingface.co/collections/katanemo/arch-function-66f209a693ea8df14317ad68" rel="nofollow noopener">Arch-Function<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> is a collection of dedicated agentic models engineered in Arch to extract information from a (set of) prompts and executes necessary backend API calls.
 This allows for efficient handling of agentic tasks, such as scheduling data retrieval, by dynamically interacting with backend services.
-Arch-Function achieves state-of-the-art performance, comparable with frontier models like Claude Sonnet 3.5 ang GPT-4, while being 100x cheaper ($0.05M/token hosted) and 10x faster (p50 latencies of 200ms).</p>
+Arch-Function achieves state-of-the-art performance, comparable with frontier models like Claude Sonnet 3.5 ang GPT-4, while being 44x cheaper ($0.10M/token hosted) and 10x faster (p50 latencies of 200ms).</p>
 </div>
 </section>
 </section>
@ -400,12 +401,12 @@ This setup allows you to take advantage of Arch’s advanced traffic management
 </div><footer class="py-6 border-t border-border md:py-0">
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
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--- a/concepts/tech_overview/request_lifecycle.html
+++ b/concepts/tech_overview/request_lifecycle.html
@ -7,9 +7,9 @@
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-<meta content="Request Lifecycle | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Request Lifecycle | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Request Lifecycle | Arch Docs v0.1.7</title>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
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 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
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 </svg>
@ -400,12 +401,12 @@ processing request headers and then finalized by the HCM during post-request pro
 </div><footer class="py-6 border-t border-border md:py-0">
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
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+<script src="../../_static/documentation_options.js?v=d94a9a28"></script>
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 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
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--- a/concepts/tech_overview/tech_overview.html
+++ b/concepts/tech_overview/tech_overview.html
@ -7,9 +7,9 @@
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@ -39,7 +39,7 @@
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
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-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
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+<span class="hidden md:inline">Arch Docs v0.1.7</span>
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@ -217,12 +218,12 @@
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
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--- a/concepts/tech_overview/terminology.html
+++ b/concepts/tech_overview/terminology.html
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@ -39,7 +39,7 @@
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
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 </svg>
@ -155,38 +156,41 @@
 <div id="content" role="main">
 <section id="terminology">
 <span id="arch-terminology"></span><h1>Terminology<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#terminology"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h1>
-<p>A few definitions before we dive into the main architecture documentation. Arch borrows from Envoy’s terminology
-to keep things consistent in logs, traces and in code.</p>
+<p>A few definitions before we dive into the main architecture documentation. Also note, Arch borrows from Envoy’s terminology
+to keep things consistent in logs and traces, and introduces and clarifies concepts are is relates to LLM applications.</p>
+<p><strong>Agent</strong>: An application that uses LLMs to handle wide-ranging tasks from users via prompts. This could be as simple
+as retrieving or summarizing data from an API, or being able to trigger compleix actions like adjusting ad campaigns, or
+changing travel plans via prompts.</p>
+<p><strong>Arch Config</strong>: Arch operates based on a configuration that controls the behavior of a single instance of the Arch gateway.
+This where you enable capabilities like LLM routing, fast function calling (via prompt_targets), applying guardrails, and enabling critical
+features like metrics and tracing. For the full configuration reference of <cite>arch_config.yaml</cite> see <a class="reference internal" href="../../resources/configuration_reference.html#configuration-refernce"><span class="std std-ref">here</span></a>.</p>
 <p><strong>Downstream(Ingress)</strong>: An downstream client (web application, etc.) connects to Arch, sends prompts, and receives responses.</p>
 <p><strong>Upstream(Egress)</strong>: An upstream host that receives connections and prompts from Arch, and returns context or responses for a prompt</p>
 <a class="reference internal image-reference" href="../../_images/network-topology-ingress-egress.jpg"><img alt="../../_images/network-topology-ingress-egress.jpg" class="align-center" src="../../_images/network-topology-ingress-egress.jpg" style="width: 100%;"/>
 </a>
-<p><strong>Listener</strong>: A <a class="reference internal" href="listener.html#arch-overview-listeners"><span class="std std-ref">listener</span></a> is a named network location (e.g., port, address, path etc.) that Arch listens on to process prompts
-before forwarding them to your application server endpoints. rch enables you to configure one listener for downstream connections
-(like port 80, 443) and creates a separate internal listener for calls that initiate from your application code to LLMs.</p>
+<p><strong>Listener</strong>: A <a class="reference internal" href="listener.html#arch-overview-listeners"><span class="std std-ref">listener</span></a> is a named network location (e.g., port, address, path etc.) that Arch
+listens on to process prompts before forwarding them to your application server endpoints. rch enables you to configure one listener
+for downstream connections (like port 80, 443) and creates a separate internal listener for calls that initiate from your application
+code to LLMs.</p>
 <div class="admonition note">
 <p class="admonition-title">Note</p>
 <p>When you start Arch, you specify a listener address/port that you want to bind downstream. But, Arch uses are predefined port
 that you can use (<code class="docutils literal notranslate"><span class="pre">127.0.0.1:12000</span></code>) to proxy egress calls originating from your application to LLMs (API-based or hosted).
 For more details, check out <a class="reference internal" href="../llm_provider.html#llm-provider"><span class="std std-ref">LLM provider</span></a>.</p>
 </div>
-<p><strong>Instance</strong>: An instance of the Arch gateway. When you start Arch it creates at most two processes. One to handle Layer 7
-networking operations (auth, tls, observability, etc) and the second process to serve models that enable it to make smart
-decisions on how to accept, handle and forward prompts. The second process is optional, as the model serving sevice could be
-hosted on a different network (an API call). But these two processes are considered a single instance of Arch.</p>
-<p><strong>Prompt Target</strong>: Arch offers a primitive called <a class="reference internal" href="../prompt_target.html#prompt-target"><span class="std std-ref">prompt target</span></a> to help separate business logic from undifferentiated
-work in building generative AI apps. Prompt targets are endpoints that receive prompts that are processed by Arch.
-For example, Arch enriches incoming prompts with metadata like knowing when a request is a follow-up or clarifying prompt
-so that you can build faster, more accurate retrieval (RAG) apps. To support agentic apps, like scheduling travel plans or
-sharing comments on a document - via prompts, Arch uses its function calling abilities to extract critical information from
-the incoming prompt (or a set of prompts) needed by a downstream backend API or function call before calling it directly.</p>
+<p><strong>Prompt Target</strong>: Arch offers a primitive called <a class="reference internal" href="../prompt_target.html#prompt-target"><span class="std std-ref">prompt target</span></a> to help separate business logic from
+undifferentiated work in building generative AI apps. Prompt targets are endpoints that receive prompts that are processed by Arch.
+For example, Arch enriches incoming prompts with metadata like knowing when a request is a follow-up or clarifying prompt so that you
+can build faster, more accurate retrieval (RAG) apps. To support agentic apps, like scheduling travel plans or sharing comments on a
+document - via prompts, Arch uses its function calling abilities to extract critical information fromthe incoming prompt (or a set of
+prompts) needed by a downstream backend API or function call before calling it directly.</p>
+<p><strong>Model Serving</strong>: Arch is a set of <cite>two</cite> self-contained processes that are designed to run alongside your application servers
+(or on a separate hostconnected via a network).The <a class="reference internal" href="model_serving.html#model-serving"><span class="std std-ref">model serving</span></a> process helps Arch make intelligent decisions
+about the incoming prompts. The model server is designed to call the (fast) purpose-built LLMs in Arch.</p>
 <p><strong>Error Target</strong>: <a class="reference internal" href="error_target.html#error-target"><span class="std std-ref">Error targets</span></a> are those endpoints that receive forwarded errors from Arch when issues arise,
 such as failing to properly call a function/API, detecting violations of guardrails, or encountering other processing errors.
 These errors are communicated to the application via headers <code class="docutils literal notranslate"><span class="pre">X-Arch-[ERROR-TYPE]</span></code>, allowing it to handle the errors gracefully
 and take appropriate actions.</p>
-<p><strong>Model Serving</strong>: Arch is a set of <cite>two</cite> self-contained processes that are designed to run alongside your application servers
-(or on a separate hostconnected via a network).The <a class="reference internal" href="model_serving.html#model-serving"><span class="std std-ref">model serving</span></a> process helps Arch make intelligent decisions about the
-incoming prompts. The model server is designed to call the (fast) purpose-built LLMs in Arch.</p>
 </section>
 </div><div class="flex justify-between items-center pt-6 mt-12 border-t border-border gap-4">
 <div class="mr-auto">
@ -211,12 +215,12 @@ incoming prompts. The model server is designed to call the (fast) purpose-built
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
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--- a/concepts/tech_overview/threading_model.html
+++ b/concepts/tech_overview/threading_model.html
@ -7,9 +7,9 @@
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+<title>Threading Model | Arch Docs v0.1.7</title>
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
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-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
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@ -192,12 +193,12 @@ hardware threads on the machine.</p>
 </div><footer class="py-6 border-t border-border md:py-0">
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
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+<script src="../../_static/documentation_options.js?v=d94a9a28"></script>
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--- a/get_started/intro_to_arch.html
+++ b/get_started/intro_to_arch.html
@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
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-<meta content="Intro to Arch | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Intro to Arch | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Intro to Arch | Arch Docs v0.1.7</title>
+<meta content="Intro to Arch | Arch Docs v0.1.7" property="og:title"/>
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@ -39,7 +39,7 @@
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@ -225,12 +226,12 @@ For more details, read <a class="reference internal" href="../guides/observabili
 </div><footer class="py-6 border-t border-border md:py-0">
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 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../_static/documentation_options.js?v=d94a9a28"></script>
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 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
--- a/get_started/overview.html
+++ b/get_started/overview.html
@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Overview | Arch Docs v0.1.5</title>
-<meta content="Overview | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Overview | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Overview | Arch Docs v0.1.7</title>
+<meta content="Overview | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Overview | Arch Docs v0.1.7" name="twitter:title"/>
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@ -39,7 +39,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@ -321,12 +322,12 @@ simplify the interaction with upstream LLMs, and improve observability all while
 </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">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../_static/documentation_options.js?v=d94a9a28"></script>
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 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
--- a/get_started/quickstart.html
+++ b/get_started/quickstart.html
@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Quickstart | Arch Docs v0.1.5</title>
-<meta content="Quickstart | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Quickstart | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Quickstart | Arch Docs v0.1.7</title>
+<meta content="Quickstart | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Quickstart | Arch Docs v0.1.7" name="twitter:title"/>
 <link href="../_static/pygments.css?v=75ebff74" rel="stylesheet" type="text/css"/>
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@ -39,7 +39,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@ -170,7 +171,7 @@
 </div>
 <div class="highlight-console notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="gp">$ </span>python<span class="w"> </span>-m<span class="w"> </span>venv<span class="w"> </span>venv
 </span><span id="line-2"><span class="gp">$ </span><span class="nb">source</span><span class="w"> </span>venv/bin/activate<span class="w">   </span><span class="c1"># On Windows, use: venv\Scripts\activate</span>
-</span><span id="line-3"><span class="gp">$ </span>pip<span class="w"> </span>install<span class="w"> </span><span class="nv">archgw</span><span class="o">==</span><span class="m">0</span>.1.6
+</span><span id="line-3"><span class="gp">$ </span>pip<span class="w"> </span>install<span class="w"> </span><span class="nv">archgw</span><span class="o">==</span><span class="m">0</span>.1.7
 </span></code></pre></div>
 </div>
 </section>
@ -437,12 +438,12 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../_static/documentation_options.js?v=d94a9a28"></script>
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 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
--- a/guides/function_calling.html
+++ b/guides/function_calling.html
@ -7,9 +7,9 @@
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-<meta content="Function Calling | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Function Calling | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Function Calling | Arch Docs v0.1.7</title>
+<meta content="Function Calling | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Function Calling | Arch Docs v0.1.7" name="twitter:title"/>
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@ -39,7 +39,7 @@
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+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@ -428,12 +429,12 @@ By completing these setup steps, you enable Arch to manage the process from vali
 </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">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../_static/documentation_options.js?v=d94a9a28"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
--- a/guides/observability/access_logging.html
+++ b/guides/observability/access_logging.html
@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Access Logging | Arch Docs v0.1.5</title>
-<meta content="Access Logging | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Access Logging | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Access Logging | Arch Docs v0.1.7</title>
+<meta content="Access Logging | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Access Logging | Arch Docs v0.1.7" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=75ebff74" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/_static/custom.css" rel="stylesheet" type="text/css"/>
@ -18,7 +18,7 @@
 <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="../../build_with_arch/agent.html" rel="next" title="Agentic Workflow"/>
+<link href="../../build_with_arch/agent.html" rel="next" title="Agentic Apps"/>
 <link href="monitoring.html" rel="prev" title="Monitoring"/>
 <script>
    <!-- Prevent Flash of wrong theme -->
@ -39,7 +39,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@ -220,7 +221,7 @@ Access logs can be exported to centralized logging systems (e.g., ELK stack or F
 </div>
 <div class="ml-auto">
 <a class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors border border-input hover:bg-accent hover:text-accent-foreground py-2 px-4" href="../../build_with_arch/agent.html">
-        Agentic Workflow
+        Agentic Apps
        <svg class="ml-2 h-4 w-4" fill="none" height="24" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" viewbox="0 0 24 24" width="24" xmlns="http://www.w3.org/2000/svg">
 <polyline points="9 18 15 12 9 6"></polyline>
 </svg>
@ -240,12 +241,12 @@ Access logs can be exported to centralized logging systems (e.g., ELK stack or F
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../../_static/documentation_options.js?v=d94a9a28"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
--- a/guides/observability/monitoring.html
+++ b/guides/observability/monitoring.html
@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Monitoring | Arch Docs v0.1.5</title>
-<meta content="Monitoring | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Monitoring | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Monitoring | Arch Docs v0.1.7</title>
+<meta content="Monitoring | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Monitoring | Arch Docs v0.1.7" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=75ebff74" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/_static/custom.css" rel="stylesheet" type="text/css"/>
@ -39,7 +39,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
 <svg aria-hidden="true" fill="currentColor" height="24" viewbox="0 96 960 960" width="24" xmlns="http://www.w3.org/2000/svg">
 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@ -155,10 +156,72 @@
 <div id="content" role="main">
 <section id="monitoring">
 <span id="id1"></span><h1>Monitoring<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#monitoring"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h1>
-<p>Arch offers several monitoring metrics that help you understand three critical aspects of your application:
-latency, token usage, and error rates by an upstream LLM provider. Latency measures the speed at which your
-application is responding to users, which includes metrics like time to first token (TFT), time per output
-token (TOT) metrics, and the total latency as perceived by users.</p>
+<p><a class="reference external" href="https://opentelemetry.io/" rel="nofollow noopener">OpenTelemetry<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> is an open-source observability framework providing APIs
+and instrumentation for generating, collecting, processing, and exporting telemetry data, such as traces,
+metrics, and logs. Its flexible design supports a wide range of backends and seamlessly integrates with
+modern application tools.</p>
+<p>Arch acts a <em>source</em> for several monitoring metrics related to <strong>prompts</strong> and <strong>LLMs</strong> natively integrated
+via <a class="reference external" href="https://opentelemetry.io/" rel="nofollow noopener">OpenTelemetry<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> to help you understand three critical aspects of your application:
+latency, token usage, and error rates by an upstream LLM provider. Latency measures the speed at which your application
+is responding to users, which includes metrics like time to first token (TFT), time per output token (TOT) metrics, and
+the total latency as perceived by users. Below are some screenshots how Arch integrates natively with tools like
+<a class="reference external" href="https://grafana.com/grafana/dashboards/" rel="nofollow noopener">Grafana<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> via <a class="reference external" href="https://prometheus.io/" rel="nofollow noopener">Promethus<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a></p>
+<section id="metrics-dashboard-via-grafana">
+<h2>Metrics Dashboard (via Grafana)<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#metrics-dashboard-via-grafana" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#metrics-dashboard-via-grafana'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
+<a class="reference internal image-reference" href="../../_images/llm-request-metrics.png"><img alt="../../_images/llm-request-metrics.png" class="align-center" src="../../_images/llm-request-metrics.png" style="width: 100%;"/>
+</a>
+<a class="reference internal image-reference" href="../../_images/input-token-metrics.png"><img alt="../../_images/input-token-metrics.png" class="align-center" src="../../_images/input-token-metrics.png" style="width: 100%;"/>
+</a>
+<a class="reference internal image-reference" href="../../_images/output-token-metrics.png"><img alt="../../_images/output-token-metrics.png" class="align-center" src="../../_images/output-token-metrics.png" style="width: 100%;"/>
+</a>
+</section>
+<section id="configure-monitoring">
+<h2>Configure Monitoring<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#configure-monitoring" x-intersect.margin.0%.0%.-70%.0%="activeSection = '#configure-monitoring'"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h2>
+<p>Arch gateway publishes stats endpoint at <a class="reference external" href="http://localhost:19901/stats" rel="nofollow noopener">http://localhost:19901/stats<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a>. As noted above, Arch is a source for metrics. To view and manipulate dashbaords, you will
+need to configiure <a class="reference external" href="https://prometheus.io/" rel="nofollow noopener">Promethus<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> (as a metrics store) and <a class="reference external" href="https://grafana.com/grafana/dashboards/" rel="nofollow noopener">Grafana<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> for dashboards. Below
+are some sample configuration files for both, respectively.</p>
+<div class="literal-block-wrapper docutils container" id="id5">
+<div class="code-block-caption"><span class="caption-text">Sample prometheus.yaml config file</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id5"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="nt">global</span><span class="p">:</span>
+</span><span id="line-2"><span class="nt">scrape_interval</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">15s</span>
+</span><span id="line-3"><span class="nt">scrape_timeout</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">10s</span>
+</span><span id="line-4"><span class="nt">evaluation_interval</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">15s</span>
+</span><span id="line-5"><span class="nt">alerting</span><span class="p">:</span>
+</span><span id="line-6"><span class="nt">alertmanagers</span><span class="p">:</span>
+</span><span id="line-7"><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">static_configs</span><span class="p">:</span>
+</span><span id="line-8"><span class="w">        </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">targets</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[]</span>
+</span><span id="line-9"><span class="w">    </span><span class="nt">scheme</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http</span>
+</span><span id="line-10"><span class="w">    </span><span class="nt">timeout</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">10s</span>
+</span><span id="line-11"><span class="w">    </span><span class="nt">api_version</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">v2</span>
+</span><span id="line-12"><span class="nt">scrape_configs</span><span class="p">:</span>
+</span><span id="line-13"><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">job_name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">archgw</span>
+</span><span id="line-14"><span class="w">    </span><span class="l l-Scalar l-Scalar-Plain">honor_timestamps</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
+</span><span id="line-15"><span class="w">    </span><span class="l l-Scalar l-Scalar-Plain">scrape_interval</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">15s</span>
+</span><span id="line-16"><span class="w">    </span><span class="l l-Scalar l-Scalar-Plain">scrape_timeout</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">10s</span>
+</span><span id="line-17"><span class="w">    </span><span class="l l-Scalar l-Scalar-Plain">metrics_path</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">/stats</span>
+</span><span id="line-18"><span class="w">    </span><span class="l l-Scalar l-Scalar-Plain">scheme</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http</span>
+</span><span id="line-19"><span class="w">    </span><span class="l l-Scalar l-Scalar-Plain">static_configs</span><span class="p p-Indicator">:</span>
+</span><span id="line-20"><span class="w">    </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">targets</span><span class="p">:</span>
+</span><span id="line-21"><span class="w">        </span><span class="p p-Indicator">-</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">host.docker.internal:19901</span>
+</span><span id="line-22"><span class="w">    </span><span class="nt">params</span><span class="p">:</span>
+</span><span id="line-23"><span class="w">    </span><span class="nt">format</span><span class="p">:</span><span class="w"> </span><span class="p p-Indicator">[</span><span class="s">"prometheus"</span><span class="p p-Indicator">]</span>
+</span></code></pre></div>
+</div>
+</div>
+<div class="literal-block-wrapper docutils container" id="id6">
+<div class="code-block-caption"><span class="caption-text">Sample grafana datasource.yaml config file</span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id6"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
+<div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="nt">apiVersion</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">1</span>
+</span><span id="line-2"><span class="nt">datasources</span><span class="p">:</span>
+</span><span id="line-3"><span class="p p-Indicator">-</span><span class="w"> </span><span class="nt">name</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">Prometheus</span>
+</span><span id="line-4"><span class="w">    </span><span class="l l-Scalar l-Scalar-Plain">type</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">prometheus</span>
+</span><span id="line-5"><span class="w">    </span><span class="l l-Scalar l-Scalar-Plain">url</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">http://prometheus:9090</span>
+</span><span id="line-6"><span class="w">    </span><span class="l l-Scalar l-Scalar-Plain">isDefault</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
+</span><span id="line-7"><span class="w">    </span><span class="l l-Scalar l-Scalar-Plain">access</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">proxy</span>
+</span><span id="line-8"><span class="w">    </span><span class="l l-Scalar l-Scalar-Plain">editable</span><span class="p p-Indicator">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">true</span>
+</span></code></pre></div>
+</div>
+</div>
+</section>
 </section>
 </div><div class="flex justify-between items-center pt-6 mt-12 border-t border-border gap-4">
 <div class="mr-auto">
@ -177,18 +240,25 @@ token (TOT) metrics, and the total latency as perceived by users.</p>
 </svg>
 </a>
 </div>
-</div></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)] 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>
+</ul>
+</div>
+</aside>
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 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
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-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
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+<script src="../../_static/documentation_options.js?v=d94a9a28"></script>
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--- a/guides/observability/observability.html
+++ b/guides/observability/observability.html
@ -7,9 +7,9 @@
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-<meta content="Observability | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Observability | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Observability | Arch Docs v0.1.7</title>
+<meta content="Observability | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Observability | Arch Docs v0.1.7" name="twitter:title"/>
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@ -39,7 +39,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
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-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
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@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
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@ -167,7 +168,11 @@
 <li class="toctree-l2"><a class="reference internal" href="tracing.html#additional-resources">Additional Resources</a></li>
 </ul>
 </li>
-<li class="toctree-l1"><a class="reference internal" href="monitoring.html">Monitoring</a></li>
+<li class="toctree-l1"><a class="reference internal" href="monitoring.html">Monitoring</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="monitoring.html#metrics-dashboard-via-grafana">Metrics Dashboard (via Grafana)</a></li>
+<li class="toctree-l2"><a class="reference internal" href="monitoring.html#configure-monitoring">Configure Monitoring</a></li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="access_logging.html">Access Logging</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="access_logging.html#key-features">Key Features</a></li>
 <li class="toctree-l2"><a class="reference internal" href="access_logging.html#how-it-works">How It Works</a></li>
@ -200,12 +205,12 @@
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../../_static/documentation_options.js?v=d94a9a28"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
--- a/guides/observability/tracing.html
+++ b/guides/observability/tracing.html
@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Tracing | Arch Docs v0.1.5</title>
-<meta content="Tracing | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Tracing | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Tracing | Arch Docs v0.1.7</title>
+<meta content="Tracing | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Tracing | Arch Docs v0.1.7" name="twitter:title"/>
 <link href="../../_static/pygments.css?v=75ebff74" rel="stylesheet" type="text/css"/>
 <link href="../../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../../_static/_static/custom.css" rel="stylesheet" type="text/css"/>
@ -39,7 +39,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@ -531,12 +532,12 @@ tools like AWS X-Ray and Datadog, enhancing observability and facilitating faste
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../../_static/documentation_options.js?v=d94a9a28"></script>
 <script src="../../_static/doctools.js?v=9bcbadda"></script>
 <script src="../../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../../_static/theme.js?v=073f68d9"></script>
--- a/guides/prompt_guard.html
+++ b/guides/prompt_guard.html
@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Prompt Guard | Arch Docs v0.1.5</title>
-<meta content="Prompt Guard | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Prompt Guard | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Prompt Guard | Arch Docs v0.1.7</title>
+<meta content="Prompt Guard | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Prompt Guard | Arch Docs v0.1.7" name="twitter:title"/>
 <link href="../_static/pygments.css?v=75ebff74" rel="stylesheet" type="text/css"/>
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 <link href="../_static/_static/custom.css" rel="stylesheet" type="text/css"/>
@ -39,7 +39,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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@ -75,7 +75,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -124,8 +124,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -144,7 +145,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@ -264,12 +265,12 @@ By implementing Prompt Guard, developers can provide a robust layer of input val
 </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">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../_static/documentation_options.js?v=d94a9a28"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
--- a/index.html
+++ b/index.html
@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Welcome to Arch! | Arch Docs v0.1.5</title>
-<meta content="Welcome to Arch! | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Welcome to Arch! | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Welcome to Arch! | Arch Docs v0.1.7</title>
+<meta content="Welcome to Arch! | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Welcome to Arch! | Arch Docs v0.1.7" name="twitter:title"/>
 <link href="_static/pygments.css?v=75ebff74" rel="stylesheet" type="text/css"/>
 <link href="_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="_static/_static/custom.css" rel="stylesheet" type="text/css"/>
@ -38,7 +38,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="#">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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@ -74,7 +74,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="#">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -123,8 +123,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -150,7 +151,7 @@
 <br/>
 <p>Build <strong>fast</strong>, <strong>observable</strong>, and <strong>personalized</strong> GenAI apps</p>
 </div>
-<a href="https://www.producthunt.com/posts/arch-3?embed=true&amp;utm_source=badge-top-post-badge&amp;utm_medium=badge&amp;utm_souce=badge-arch-3" target="_blank"><img alt="Arch - Build fast, hyper-personalized agents with intelligent infra | Product Hunt" height="54" src="https://api.producthunt.com/widgets/embed-image/v1/top-post-badge.svg?post_id=565761&amp;theme=light&amp;period=daily" style="width: 250px; height: 54px;" width="250"/></a><p><a class="reference external" href="https://github.com/katanemo/arch" rel="nofollow noopener">Arch<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> is an intelligent infrastructure primitive for GenAI (built by the contributors of <a class="reference external" href="https://www.envoyproxy.io/" rel="nofollow noopener">Envoy<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> ) that born out of the belief that:</p>
+<a href="https://www.producthunt.com/posts/arch-3?embed=true&amp;utm_source=badge-top-post-badge&amp;utm_medium=badge&amp;utm_souce=badge-arch-3" target="_blank"><img alt="Arch - Build fast, hyper-personalized agents with intelligent infra | Product Hunt" height="54" src="https://api.producthunt.com/widgets/embed-image/v1/top-post-badge.svg?post_id=565761&amp;theme=light&amp;period=daily" style="width: 250px; height: 54px;" width="250"/></a><p><a class="reference external" href="https://github.com/katanemo/arch" rel="nofollow noopener">Arch<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> is an intelligent gateway for agents - an infrastructure primitive for GenAI (built by the contributors of <a class="reference external" href="https://www.envoyproxy.io/" rel="nofollow noopener">Envoy<svg fill="currentColor" height="1em" stroke="none" viewbox="0 96 960 960" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M188 868q-11-11-11-28t11-28l436-436H400q-17 0-28.5-11.5T360 336q0-17 11.5-28.5T400 296h320q17 0 28.5 11.5T760 336v320q0 17-11.5 28.5T720 696q-17 0-28.5-11.5T680 656V432L244 868q-11 11-28 11t-28-11Z"></path></svg></a> ). The project was born out of the belief that:</p>
 <blockquote>
 <div><p><em>Prompts are nuanced and opaque user requests, which require the same capabilities as traditional HTTP requests including secure handling, intelligent routing, robust observability, and integration with backend (API) systems for personalization - all outside business logic.</em></p>
 </div></blockquote>
@ -212,8 +213,9 @@ Build with Arch</label><div class="sd-tab-content docutils">
 <div class="toctree-wrapper compound">
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 </div>
 </div>
@ -244,12 +246,12 @@ Resources</label><div class="sd-tab-content docutils">
 </div><footer class="py-6 border-t border-border md:py-0">
 <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
 <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="_static/documentation_options.js?v=10d53aa0"></script>
+<script src="_static/documentation_options.js?v=d94a9a28"></script>
 <script src="_static/doctools.js?v=9bcbadda"></script>
 <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="_static/theme.js?v=073f68d9"></script>
--- a/objects.inv
+++ b/objects.inv
--- a/resources/configuration_reference.html
+++ b/resources/configuration_reference.html
@ -7,9 +7,9 @@
 <meta content="white" media="(prefers-color-scheme: light)" name="theme-color"/>
 <meta content="black" media="(prefers-color-scheme: dark)" name="theme-color"/>
 <meta content="width=device-width, initial-scale=1" name="viewport"/>
-<title>Configuration Reference | Arch Docs v0.1.5</title>
-<meta content="Configuration Reference | Arch Docs v0.1.5" property="og:title"/>
-<meta content="Configuration Reference | Arch Docs v0.1.5" name="twitter:title"/>
+<title>Configuration Reference | Arch Docs v0.1.7</title>
+<meta content="Configuration Reference | Arch Docs v0.1.7" property="og:title"/>
+<meta content="Configuration Reference | Arch Docs v0.1.7" name="twitter:title"/>
 <link href="../_static/pygments.css?v=75ebff74" rel="stylesheet" type="text/css"/>
 <link href="../_static/theme.css?v=42baaae4" rel="stylesheet" type="text/css"/>
 <link href="../_static/_static/custom.css" rel="stylesheet" type="text/css"/>
@ -18,7 +18,7 @@
 <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="../build_with_arch/rag.html" rel="prev" title="RAG Application"/>
+<link href="../build_with_arch/multi_turn.html" rel="prev" title="Multi-Turn"/>
 <script>
    <!-- Prevent Flash of wrong theme -->
      const userPreference = localStorage.getItem('darkMode');
@ -38,7 +38,7 @@
    </a><header class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
 <div class="hidden mr-4 md:flex">
 <a class="flex items-center mr-6" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="24" src="../_static/favicon.ico" width="24"/><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a></div><button @click="showSidebar = true" class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden" type="button">
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 <path d="M152.587 825.087q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440Zm0-203.587q-19.152 0-32.326-13.174T107.087 576q0-19.152 13.174-32.326t32.326-13.174h320q19.152 0 32.326 13.174T518.087 576q0 19.152-13.174 32.326T472.587 621.5h-320Zm0-203.587q-19.152 0-32.326-13.174t-13.174-32.326q0-19.152 13.174-32.326t32.326-13.174h440q19.152 0 32.326 13.174t13.174 32.326q0 19.152-13.174 32.326t-32.326 13.174h-440ZM708.913 576l112.174 112.174q12.674 12.674 12.674 31.826t-12.674 31.826Q808.413 764.5 789.261 764.5t-31.826-12.674l-144-144Q600 594.391 600 576t13.435-31.826l144-144q12.674-12.674 31.826-12.674t31.826 12.674q12.674 12.674 12.674 31.826t-12.674 31.826L708.913 576Z"></path>
@ -74,7 +74,7 @@
 </header>
 <div class="flex-1"><div class="container flex-1 items-start md:grid md:grid-cols-[220px_minmax(0,1fr)] md:gap-6 lg:grid-cols-[240px_minmax(0,1fr)] lg:gap-10"><aside :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }" class="fixed inset-y-0 left-0 md:top-14 z-50 md:z-30 bg-background md:bg-transparent transition-all duration-100 -translate-x-full md:translate-x-0 ml-0 p-6 md:p-0 md:-ml-2 md:h-[calc(100vh-3.5rem)] w-5/6 md:w-full shrink-0 overflow-y-auto border-r border-border md:sticky" id="left-sidebar">
 <a class="!justify-start text-sm md:!hidden bg-background" href="../index.html">
-<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+<img alt="Logo" class="mr-2 dark:invert" height="16" src="../_static/favicon.ico" width="16"/><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
 </a>
 <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
 <div class="overflow-y-auto h-full w-full relative pr-6">
@ -123,8 +123,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul class="current">
@ -143,7 +144,7 @@
 <div class="w-full min-w-0 mx-auto">
 <nav aria-label="breadcrumbs" class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
 <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground" href="../index.html">
-<span class="hidden md:inline">Arch Docs v0.1.5</span>
+<span class="hidden md:inline">Arch Docs v0.1.7</span>
 <svg aria-label="Home" class="md:hidden" fill="currentColor" height="18" stroke="none" viewbox="0 96 960 960" width="18" xmlns="http://www.w3.org/2000/svg">
 <path d="M240 856h120V616h240v240h120V496L480 316 240 496v360Zm-80 80V456l320-240 320 240v480H520V696h-80v240H160Zm320-350Z"></path>
 </svg>
@ -152,12 +153,10 @@
 </nav>
 <div id="content" role="main">
 <section id="configuration-reference">
-<h1>Configuration Reference<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#configuration-reference"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h1>
-<p>The following is a complete reference of the <code class="docutils literal notranslate"><span class="pre">prompt-conifg.yml</span></code> that controls the behavior of a single instance of
-the Arch gateway. We’ve kept things simple (less than 80 lines) and held off on exposing additional functionality (for
-e.g. suppporting push observability stats, managing prompt-endpoints as virtual cluster, exposing more load balancing
-options, etc). Our belief that the simple things, should be simple. So we offert good defaults for developers, so
-that they can spend more of their time in building features unique to their AI experience.</p>
+<span id="configuration-refernce"></span><h1>Configuration Reference<a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#configuration-reference"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></h1>
+<p>The following is a complete reference of the <code class="docutils literal notranslate"><span class="pre">arch_conifg.yml</span></code> that controls the behavior of a single instance of
+the Arch gateway. This where you enable capabilities like routing to upstream LLm providers, defining prompt_targets
+where prompts get routed to, apply guardrails, and enable critical agent observability features.</p>
 <div class="literal-block-wrapper docutils container" id="id1">
 <div class="code-block-caption"><span class="caption-text"><a class="reference download internal" download="" href="../_downloads/ca9d3b7116524473d8adbde7cf15d167/arch_config_full_reference.yaml"><code class="xref download docutils literal notranslate"><span class="pre">Arch</span> <span class="pre">Configuration</span> <span class="pre">-</span> <span class="pre">Full</span> <span class="pre">Reference</span></code></a></span><a @click.prevent="window.navigator.clipboard.writeText($el.href); $el.setAttribute('data-tooltip', 'Copied!'); setTimeout(() =&gt; $el.setAttribute('data-tooltip', 'Copy link to this element'), 2000)" aria-label="Copy link to this element" class="headerlink" data-tooltip="Copy link to this element" href="#id1"><svg height="1em" viewbox="0 0 24 24" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M3.9 12c0-1.71 1.39-3.1 3.1-3.1h4V7H7c-2.76 0-5 2.24-5 5s2.24 5 5 5h4v-1.9H7c-1.71 0-3.1-1.39-3.1-3.1zM8 13h8v-2H8v2zm9-6h-4v1.9h4c1.71 0 3.1 1.39 3.1 3.1s-1.39 3.1-3.1 3.1h-4V17h4c2.76 0 5-2.24 5-5s-2.24-5-5-5z"></path></svg></a></div>
 <div class="highlight-yaml notranslate"><div class="highlight"><pre><span></span><code><span id="line-1"><span class="linenos">  1</span><span class="nt">version</span><span class="p">:</span><span class="w"> </span><span class="l l-Scalar l-Scalar-Plain">v0.1</span>
@ -275,11 +274,11 @@ that they can spend more of their time in building features unique to their AI e
 </section>
 </div><div class="flex justify-between items-center pt-6 mt-12 border-t border-border gap-4">
 <div class="mr-auto">
-<a class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors border border-input hover:bg-accent hover:text-accent-foreground py-2 px-4" href="../build_with_arch/rag.html">
+<a class="inline-flex items-center justify-center rounded-md text-sm font-medium transition-colors border border-input hover:bg-accent hover:text-accent-foreground py-2 px-4" href="../build_with_arch/multi_turn.html">
 <svg class="mr-2 h-4 w-4" fill="none" height="24" stroke="currentColor" stroke-linecap="round" stroke-linejoin="round" stroke-width="2" viewbox="0 0 24 24" width="24" xmlns="http://www.w3.org/2000/svg">
 <polyline points="15 18 9 12 15 6"></polyline>
 </svg>
-        RAG Application
+        Multi-Turn
      </a>
 </div>
 </div></div>
@ -288,12 +287,12 @@ that they can spend more of their time in building features unique to their AI e
 </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">© 2024, Katanemo Labs, Inc Last updated: Dec 12, 2024. </p>
+<p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc Last updated: Dec 20, 2024. </p>
 </div>
 </div>
 </footer>
 </div>
-<script src="../_static/documentation_options.js?v=10d53aa0"></script>
+<script src="../_static/documentation_options.js?v=d94a9a28"></script>
 <script src="../_static/doctools.js?v=9bcbadda"></script>
 <script src="../_static/sphinx_highlight.js?v=dc90522c"></script>
 <script defer="defer" src="../_static/theme.js?v=073f68d9"></script>
--- a/search.html
+++ b/search.html
@ -12,9 +12,9 @@
  <meta name="theme-color" media="(prefers-color-scheme: light)" content="white" />
  <meta name="theme-color" media="(prefers-color-scheme: dark)" content="black" />
  
-    <title>Search | Arch Docs v0.1.5</title>
-    <meta property="og:title" content="Search | Arch Docs v0.1.5" />
-    <meta name="twitter:title" content="Search | Arch Docs v0.1.5" />
+    <title>Search | Arch Docs v0.1.7</title>
+    <meta property="og:title" content="Search | Arch Docs v0.1.7" />
+    <meta name="twitter:title" content="Search | Arch Docs v0.1.7" />
      <link rel="stylesheet" type="text/css" href="_static/pygments.css?v=75ebff74" />
      <link rel="stylesheet" type="text/css" href="_static/theme.css?v=42baaae4" />
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@ -44,7 +44,7 @@
  class="sticky top-0 z-40 w-full border-b shadow-sm border-border supports-backdrop-blur:bg-background/60 bg-background/95 backdrop-blur"><div class="container flex items-center h-14">
    <div class="hidden mr-4 md:flex">
      <a href="index.html" class="flex items-center mr-6">
-          <img height="24" width="24" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="hidden font-bold sm:inline-block text-clip whitespace-nowrap">Arch Docs v0.1.5</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">Arch Docs v0.1.7</span>
      </a></div><button
      class="inline-flex items-center justify-center h-10 px-0 py-2 mr-2 text-base font-medium transition-colors rounded-md hover:text-accent-foreground hover:bg-transparent md:hidden"
      type="button" @click="showSidebar = true">
@ -107,7 +107,7 @@
  :aria-hidden="!showSidebar" :class="{ 'translate-x-0': showSidebar }">

    <a href="index.html" class="!justify-start text-sm md:!hidden bg-background">
-        <img height="16" width="16" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.5</span>
+        <img height="16" width="16" class="mr-2 dark:invert" src="_static/favicon.ico" alt="Logo" /><span class="font-bold text-clip whitespace-nowrap">Arch Docs v0.1.7</span>
    </a>

    <div class="relative overflow-hidden md:overflow-auto my-4 md:my-0 h-[calc(100vh-8rem)] md:h-auto">
@ -158,8 +158,9 @@
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Build with Arch</span></p>
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="build_with_arch/agent.html">Agentic Workflow</a></li>
-<li class="toctree-l1"><a class="reference internal" href="build_with_arch/rag.html">RAG Application</a></li>
+<li class="toctree-l1"><a class="reference internal" href="build_with_arch/agent.html">Agentic Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="build_with_arch/rag.html">RAG Apps</a></li>
+<li class="toctree-l1"><a class="reference internal" href="build_with_arch/multi_turn.html">Multi-Turn</a></li>
 </ul>
 <p class="caption" role="heading"><span class="caption-text">Resources</span></p>
 <ul>
@ -184,7 +185,7 @@
     class="flex items-center mb-4 space-x-1 text-sm text-muted-foreground">
  <a class="overflow-hidden text-ellipsis whitespace-nowrap hover:text-foreground"
     href="index.html">
-    <span class="hidden md:inline">Arch Docs v0.1.5</span>
+    <span class="hidden md:inline">Arch Docs v0.1.7</span>
    <svg xmlns="http://www.w3.org/2000/svg"
         height="18"
         width="18"
@ -212,14 +213,14 @@
    </div><footer class="py-6 border-t border-border md:py-0">
    <div class="container flex flex-col items-center justify-between gap-4 md:h-24 md:flex-row">
      <div class="flex flex-col items-center gap-4 px-8 md:flex-row md:gap-2 md:px-0">
-        <p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc&nbsp;Last updated: Dec 12, 2024.&nbsp;</p>
+        <p class="text-sm leading-loose text-center text-muted-foreground md:text-left">© 2024, Katanemo Labs, Inc&nbsp;Last updated: Dec 20, 2024.&nbsp;</p>
 </div>
 </div>
 </footer>
  </div>
  
  
-    <script src="_static/documentation_options.js?v=10d53aa0"></script>
+    <script src="_static/documentation_options.js?v=d94a9a28"></script>
    <script src="_static/doctools.js?v=9bcbadda"></script>
    <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
    <script defer="defer" src="_static/theme.js?v=073f68d9"></script>
--- a/searchindex.js
+++ b/searchindex.js
--- a/sitemap.xml
+++ b/sitemap.xml
@ -1,2 +1,2 @@
 <?xml version='1.0' encoding='utf-8'?>
-<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"><url><loc>./docsbuild_with_arch/agent.html</loc></url><url><loc>./docsbuild_with_arch/rag.html</loc></url><url><loc>./docsconcepts/llm_provider.html</loc></url><url><loc>./docsconcepts/prompt_target.html</loc></url><url><loc>./docsconcepts/tech_overview/error_target.html</loc></url><url><loc>./docsconcepts/tech_overview/listener.html</loc></url><url><loc>./docsconcepts/tech_overview/model_serving.html</loc></url><url><loc>./docsconcepts/tech_overview/prompt.html</loc></url><url><loc>./docsconcepts/tech_overview/request_lifecycle.html</loc></url><url><loc>./docsconcepts/tech_overview/tech_overview.html</loc></url><url><loc>./docsconcepts/tech_overview/terminology.html</loc></url><url><loc>./docsconcepts/tech_overview/threading_model.html</loc></url><url><loc>./docsget_started/intro_to_arch.html</loc></url><url><loc>./docsget_started/overview.html</loc></url><url><loc>./docsget_started/quickstart.html</loc></url><url><loc>./docsguides/function_calling.html</loc></url><url><loc>./docsguides/observability/access_logging.html</loc></url><url><loc>./docsguides/observability/monitoring.html</loc></url><url><loc>./docsguides/observability/observability.html</loc></url><url><loc>./docsguides/observability/tracing.html</loc></url><url><loc>./docsguides/prompt_guard.html</loc></url><url><loc>./docsindex.html</loc></url><url><loc>./docsresources/configuration_reference.html</loc></url><url><loc>./docssearch.html</loc></url></urlset>
+<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9"><url><loc>./docsbuild_with_arch/agent.html</loc></url><url><loc>./docsbuild_with_arch/multi_turn.html</loc></url><url><loc>./docsbuild_with_arch/rag.html</loc></url><url><loc>./docsconcepts/llm_provider.html</loc></url><url><loc>./docsconcepts/prompt_target.html</loc></url><url><loc>./docsconcepts/tech_overview/error_target.html</loc></url><url><loc>./docsconcepts/tech_overview/listener.html</loc></url><url><loc>./docsconcepts/tech_overview/model_serving.html</loc></url><url><loc>./docsconcepts/tech_overview/prompt.html</loc></url><url><loc>./docsconcepts/tech_overview/request_lifecycle.html</loc></url><url><loc>./docsconcepts/tech_overview/tech_overview.html</loc></url><url><loc>./docsconcepts/tech_overview/terminology.html</loc></url><url><loc>./docsconcepts/tech_overview/threading_model.html</loc></url><url><loc>./docsget_started/intro_to_arch.html</loc></url><url><loc>./docsget_started/overview.html</loc></url><url><loc>./docsget_started/quickstart.html</loc></url><url><loc>./docsguides/function_calling.html</loc></url><url><loc>./docsguides/observability/access_logging.html</loc></url><url><loc>./docsguides/observability/monitoring.html</loc></url><url><loc>./docsguides/observability/observability.html</loc></url><url><loc>./docsguides/observability/tracing.html</loc></url><url><loc>./docsguides/prompt_guard.html</loc></url><url><loc>./docsindex.html</loc></url><url><loc>./docsresources/configuration_reference.html</loc></url><url><loc>./docssearch.html</loc></url></urlset>