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@@ -2,21 +2,17 @@
 <html>
 <head>
   <meta charset="utf-8">
-  <meta name="description"
-        content="Deformable Neural Radiance Fields creates free-viewpoint portraits (nerfies) from casually captured videos.">
-  <meta name="keywords" content="Nerfies, D-NeRF, NeRF">
   <meta name="viewport" content="width=device-width, initial-scale=1">
-  <title>Nerfies: Deformable Neural Radiance Fields</title>
-  <link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro"
-        rel="stylesheet">
   <link rel="stylesheet" href="./static/css/bulma.min.css">
   <link rel="stylesheet" href="./static/css/bulma-carousel.min.css">
   <link rel="stylesheet" href="./static/css/bulma-slider.min.css">
   <link rel="stylesheet" href="./static/css/fontawesome.all.min.css">
-  <link rel="stylesheet"
-        href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
   <link rel="stylesheet" href="./static/css/index.css">
   <link rel="icon" href="./static/images/favicon.svg">
@@ -33,86 +29,31 @@
     <div class="container is-max-desktop">
       <div class="columns is-centered">
         <div class="column has-text-centered">
-          <h1 class="title is-1 publication-title">Nerfies: Deformable Neural Radiance Fields</h1>
-          <div class="is-size-5 publication-authors">
-            <span class="author-block">
-              <a href="https://keunhong.com" target="_blank">Keunhong Park</a><sup>1</sup>,</span>
-            <span class="author-block">
-              <a href="https://utkarshsinha.com" target="_blank">Utkarsh Sinha</a><sup>2</sup>,</span>
-            <span class="author-block">
-              <a href="https://jonbarron.info" target="_blank">Jonathan T. Barron</a><sup>2</sup>,
-            </span>
-            <span class="author-block">
-              <a href="http://sofienbouaziz.com" target="_blank">Sofien Bouaziz</a><sup>2</sup>,
-            </span>
-            <span class="author-block">
-              <a href="https://www.danbgoldman.com" target="_blank">Dan B Goldman</a><sup>2</sup>,
-            </span>
-            <span class="author-block">
-              <a href="https://homes.cs.washington.edu/~seitz/" target="_blank">Steven M. Seitz</a><sup>1,2</sup>,
-            </span>
-            <span class="author-block">
-              <a href="http://www.ricardomartinbrualla.com" target="_blank">Ricardo Martin-Brualla</a><sup>2</sup>
-            </span>
-          </div>
           <div class="is-size-5 publication-authors">
-            <span class="author-block"><sup>1</sup>University of Washington,</span>
-            <span class="author-block"><sup>2</sup>Google Research</span>
           </div>
           <div class="column has-text-centered">
             <div class="publication-links">
-              <!-- PDF Link. -->
               <span class="link-block">
-                <a href="https://arxiv.org/pdf/2011.12948" target="_blank"
-                   class="external-link button is-normal is-rounded is-dark">
-                  <span class="icon">
-                      <i class="fas fa-file-pdf"></i>
-                  </span>
-                  <span>Paper</span>
                 </a>
               </span>
               <span class="link-block">
-                <a href="https://arxiv.org/abs/2011.12948" target="_blank"
-                   class="external-link button is-normal is-rounded is-dark">
-                  <span class="icon">
-                      <i class="ai ai-arxiv"></i>
-                  </span>
-                  <span>arXiv</span>
                 </a>
               </span>
-              <!-- Video Link. -->
               <span class="link-block">
-                <a href="https://www.youtube.com/watch?v=MrKrnHhk8IA" target="_blank"
-                   class="external-link button is-normal is-rounded is-dark">
-                  <span class="icon">
-                      <i class="fab fa-youtube"></i>
-                  </span>
-                  <span>Video</span>
                 </a>
               </span>
-              <!-- Code Link. -->
-              <span class="link-block">
-                <a href="https://github.com/google/nerfies" target="_blank"
-                   class="external-link button is-normal is-rounded is-dark">
-                  <span class="icon">
-                      <i class="fab fa-github"></i>
-                  </span>
-                  <span>Code</span>
-                  </a>
-              </span>
-              <!-- Dataset Link. -->
-              <span class="link-block">
-                <a href="https://github.com/google/nerfies/releases/tag/0.1" target="_blank"
-                   class="external-link button is-normal is-rounded is-dark">
-                  <span class="icon">
-                      <i class="far fa-images"></i>
-                  </span>
-                  <span>Data</span>
-                  </a>
             </div>
           </div>
         </div>
       </div>
@@ -123,290 +64,173 @@
 <section class="hero teaser">
   <div class="container is-max-desktop">
     <div class="hero-body">
-      <video id="teaser" autoplay muted loop playsinline height="100%">
-        <source src="./static/videos/teaser.mp4"
-                type="video/mp4">
-      </video>
       <h2 class="subtitle has-text-centered">
-        <span class="dnerf">Nerfies</span> turns selfie videos from your phone into
-        free-viewpoint
-        portraits.
       </h2>
     </div>
   </div>
 </section>
-<section class="hero is-light is-small">
-  <div class="hero-body">
-    <div class="container">
-      <div id="results-carousel" class="carousel results-carousel">
-        <div class="item item-steve">
-          <video poster="" id="steve" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/steve.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-chair-tp">
-          <video poster="" id="chair-tp" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/chair-tp.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-shiba">
-          <video poster="" id="shiba" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/shiba.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-fullbody">
-          <video poster="" id="fullbody" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/fullbody.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-blueshirt">
-          <video poster="" id="blueshirt" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/blueshirt.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-mask">
-          <video poster="" id="mask" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/mask.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-coffee">
-          <video poster="" id="coffee" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/coffee.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <div class="item item-toby">
-          <video poster="" id="toby" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/toby2.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-      </div>
-    </div>
-  </div>
-</section>
 <section class="section">
   <div class="container is-max-desktop">
-    <!-- Abstract. -->
     <div class="columns is-centered has-text-centered">
       <div class="column is-four-fifths">
-        <h2 class="title is-3">Abstract</h2>
         <div class="content has-text-justified">
           <p>
-            We present the first method capable of photorealistically reconstructing a non-rigidly
-            deforming scene using photos/videos captured casually from mobile phones.
-          </p>
-          <p>
-            Our approach augments neural radiance fields
-            (NeRF) by optimizing an
-            additional continuous volumetric deformation field that warps each observed point into a
-            canonical 5D NeRF.
-            We observe that these NeRF-like deformation fields are prone to local minima, and
-            propose a coarse-to-fine optimization method for coordinate-based models that allows for
-            more robust optimization.
-            By adapting principles from geometry processing and physical simulation to NeRF-like
-            models, we propose an elastic regularization of the deformation field that further
-            improves robustness.
-          </p>
-          <p>
-            We show that <span class="dnerf">Nerfies</span> can turn casually captured selfie
-            photos/videos into deformable NeRF
-            models that allow for photorealistic renderings of the subject from arbitrary
-            viewpoints, which we dub <i>"nerfies"</i>. We evaluate our method by collecting data
-            using a
-            rig with two mobile phones that take time-synchronized photos, yielding train/validation
-            images of the same pose at different viewpoints. We show that our method faithfully
-            reconstructs non-rigidly deforming scenes and reproduces unseen views with high
-            fidelity.
           </p>
         </div>
       </div>
     </div>
-    <!--/ Abstract. -->
-    <!-- Paper video. -->
-    <div class="columns is-centered has-text-centered">
-      <div class="column is-four-fifths">
-        <h2 class="title is-3">Video</h2>
-        <div class="publication-video">
-          <iframe src="https://www.youtube.com/embed/MrKrnHhk8IA?rel=0&amp;showinfo=0"
-                  frameborder="0" allow="autoplay; encrypted-media" allowfullscreen></iframe>
-        </div>
-      </div>
-    </div>
-    <!--/ Paper video. -->
   </div>
 </section>
 <section class="section">
   <div class="container is-max-desktop">
     <div class="columns is-centered">
-      <!-- Visual Effects. -->
-      <div class="column">
         <div class="content">
-          <h2 class="title is-3">Visual Effects</h2>
-          <p>
-            Using <i>nerfies</i> you can create fun visual effects. This Dolly zoom effect
-            would be impossible without nerfies since it would require going through a wall.
-          </p>
-          <video id="dollyzoom" autoplay controls muted loop playsinline height="100%">
-            <source src="./static/videos/dollyzoom-stacked.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-      </div>
-      <!--/ Visual Effects. -->
-      <!-- Matting. -->
-      <div class="column">
-        <h2 class="title is-3">Matting</h2>
-        <div class="columns is-centered">
-          <div class="column content">
-            <p>
-              As a byproduct of our method, we can also solve the matting problem by ignoring
-              samples that fall outside of a bounding box during rendering.
-            </p>
-            <video id="matting-video" controls playsinline height="100%">
-              <source src="./static/videos/matting.mp4"
-                      type="video/mp4">
-            </video>
-          </div>
         </div>
       </div>
     </div>
-    <!--/ Matting. -->
-    <!-- Animation. -->
     <div class="columns is-centered">
-      <div class="column is-full-width">
-        <h2 class="title is-3">Animation</h2>
-        <!-- Interpolating. -->
-        <h3 class="title is-4">Interpolating states</h3>
-        <div class="content has-text-justified">
-          <p>
-            We can also animate the scene by interpolating the deformation latent codes of two input
-            frames. Use the slider here to linearly interpolate between the left frame and the right
-            frame.
-          </p>
-        </div>
-        <div class="columns is-vcentered interpolation-panel">
-          <div class="column is-3 has-text-centered">
-            <img src="./static/images/interpolate_start.jpg"
-                 class="interpolation-image"
-                 alt="Interpolate start reference image."/>
-            <p>Start Frame</p>
-          </div>
-          <div class="column interpolation-video-column">
-            <div id="interpolation-image-wrapper">
-              Loading...
-            </div>
-            <input class="slider is-fullwidth is-large is-info"
-                   id="interpolation-slider"
-                   step="1" min="0" max="100" value="0" type="range">
-          </div>
-          <div class="column is-3 has-text-centered">
-            <img src="./static/images/interpolate_end.jpg"
-                 class="interpolation-image"
-                 alt="Interpolation end reference image."/>
-            <p class="is-bold">End Frame</p>
-          </div>
-        </div>
-        <br/>
-        <!--/ Interpolating. -->
-        <!-- Re-rendering. -->
-        <h3 class="title is-4">Re-rendering the input video</h3>
         <div class="content has-text-justified">
-          <p>
-            Using <span class="dnerf">Nerfies</span>, you can re-render a video from a novel
-            viewpoint such as a stabilized camera by playing back the training deformations.
-          </p>
         </div>
-        <div class="content has-text-centered">
-          <video id="replay-video"
-                 controls
-                 muted
-                 preload
-                 playsinline
-                 width="75%">
-            <source src="./static/videos/replay.mp4"
-                    type="video/mp4">
-          </video>
-        </div>
-        <!--/ Re-rendering. -->
       </div>
     </div>
-    <!--/ Animation. -->
-    <!-- Concurrent Work. -->
     <div class="columns is-centered">
-      <div class="column is-full-width">
-        <h2 class="title is-3">Related Links</h2>
-        <div class="content has-text-justified">
-          <p>
-            There's a lot of excellent work that was introduced around the same time as ours.
-          </p>
-          <p>
-            <a href="https://arxiv.org/abs/2104.09125" target="_blank">Progressive Encoding for Neural Optimization</a> introduces an idea similar to our windowed position encoding for coarse-to-fine optimization.
-          </p>
-          <p>
-            <a href="https://www.albertpumarola.com/research/D-NeRF/index.html" target="_blank">D-NeRF</a> and <a href="https://gvv.mpi-inf.mpg.de/projects/nonrigid_nerf/" target="_blank">NR-NeRF</a>
-            both use deformation fields to model non-rigid scenes.
-          </p>
-          <p>
-            Some works model videos with a NeRF by directly modulating the density, such as <a href="https://video-nerf.github.io/" target="_blank">Video-NeRF</a>, <a href="https://www.cs.cornell.edu/~zl548/NSFF/" target="_blank">NSFF</a>, and <a href="https://neural-3d-video.github.io/" target="_blank">DyNeRF</a>
-          </p>
-          <p>
-            There are probably many more by the time you are reading this. Check out <a href="https://dellaert.github.io/NeRF/" target="_blank">Frank Dellart's survey on recent NeRF papers</a>, and <a href="https://github.com/yenchenlin/awesome-NeRF" target="_blank">Yen-Chen Lin's curated list of NeRF papers</a>.
-          </p>
         </div>
       </div>
     </div>
-    <!--/ Concurrent Work. -->
   </div>
 </section>
 <section class="section" id="BibTeX">
   <div class="container is-max-desktop content">
     <h2 class="title">BibTeX</h2>
-    <pre><code>@article{park2021nerfies,
-  author    = {Park, Keunhong and Sinha, Utkarsh and Barron, Jonathan T. and Bouaziz, Sofien and Goldman, Dan B and Seitz, Steven M. and Martin-Brualla, Ricardo},
-  title     = {Nerfies: Deformable Neural Radiance Fields},
-  journal   = {ICCV},
-  year      = {2021},
 }</code></pre>
   </div>
 </section>
 <footer class="footer">
   <div class="container">
     <div class="content has-text-centered">
-      <a class="icon-link" target="_blank"
-         href="./static/videos/nerfies_paper.pdf">
-        <i class="fas fa-file-pdf"></i>
-      </a>
-      <a class="icon-link" href="https://github.com/keunhong" target="_blank" class="external-link" disabled>
         <i class="fab fa-github"></i>
       </a>
     </div>
@@ -414,16 +238,7 @@
       <div class="column is-8">
         <div class="content">
           <p>
-            This website is licensed under a <a rel="license" target="_blank"
-                                                href="http://creativecommons.org/licenses/by-sa/4.0/">Creative
-            Commons Attribution-ShareAlike 4.0 International License</a>.
-          </p>
-          <p>
-            This means you are free to borrow the <a target="_blank"
-              href="https://github.com/nerfies/nerfies.github.io">source code</a> of this website,
-            we just ask that you link back to this page in the footer.
-            Please remember to remove the analytics code included in the header of the website which
-            you do not want on your website.
           </p>
         </div>
       </div>
@@ -432,4 +247,4 @@
 </footer>
 </body>
-</html>

 <html>
 <head>
   <meta charset="utf-8">
+  <meta name="description" content="LangGraph Agent Chat UI provides a React/Vite-based interface for interacting with LangGraph agents, supporting chat, tool rendering, and human-in-the-loop features.">
+  <meta name="keywords" content="LangGraph, Agent Chat, React, Vite, Human-in-the-Loop">
   <meta name="viewport" content="width=device-width, initial-scale=1">
+  <title>LangGraph Agent Chat UI</title>
+  <link href="https://fonts.googleapis.com/css?family=Google+Sans|Noto+Sans|Castoro" rel="stylesheet">
   <link rel="stylesheet" href="./static/css/bulma.min.css">
   <link rel="stylesheet" href="./static/css/bulma-carousel.min.css">
   <link rel="stylesheet" href="./static/css/bulma-slider.min.css">
   <link rel="stylesheet" href="./static/css/fontawesome.all.min.css">
+  <link rel="stylesheet" href="https://cdn.jsdelivr.net/gh/jpswalsh/academicons@1/css/academicons.min.css">
   <link rel="stylesheet" href="./static/css/index.css">
   <link rel="icon" href="./static/images/favicon.svg">
     <div class="container is-max-desktop">
       <div class="columns is-centered">
         <div class="column has-text-centered">
+          <h1 class="title is-1 publication-title">LangGraph Agent Chat UI</h1>
           <div class="is-size-5 publication-authors">
+            <span class="author-block">A React/Vite Interface for LangGraph Agents</span>
           </div>
           <div class="column has-text-centered">
             <div class="publication-links">
               <span class="link-block">
+                <a href="https://agentchat.vercel.app/" target="_blank" class="external-link button is-normal is-rounded is-dark">
+                  <span class="icon"><i class="fas fa-globe"></i></span>
+                  <span>Deployed Site</span>
                 </a>
               </span>
               <span class="link-block">
+                <a href="https://github.com/langchain-ai/agent-chat-ui" target="_blank" class="external-link button is-normal is-rounded is-dark">
+                  <span class="icon"><i class="fab fa-github"></i></span>
+                  <span>GitHub</span>
                 </a>
               </span>
               <span class="link-block">
+                <a href="https://python.langchain.com/docs/langgraph" target="_blank" class="external-link button is-normal is-rounded is-dark">
+                  <span class="icon"><i class="fas fa-book"></i></span>
+                  <span>LangGraph Docs</span>
                 </a>
               </span>
             </div>
           </div>
         </div>
       </div>
 <section class="hero teaser">
   <div class="container is-max-desktop">
     <div class="hero-body">
       <h2 class="subtitle has-text-centered">
+        Your Gateway to Seamless Agent Interaction with <span class="dnerf">LangGraph</span>
       </h2>
     </div>
   </div>
 </section>
 <section class="section">
   <div class="container is-max-desktop">
     <div class="columns is-centered has-text-centered">
       <div class="column is-four-fifths">
+        <h2 class="title is-3">Overview</h2>
         <div class="content has-text-justified">
           <p>
+            The <strong>Agent Chat UI</strong> is a React/Vite application that provides a clean, chat-based interface for interacting with your LangGraph agents. It’s designed to work seamlessly with LangGraph’s core features, including checkpoints, thread management, and human-in-the-loop capabilities.
           </p>
+          <p>Here’s why it’s a valuable tool:</p>
+          <ul>
+            <li><strong>Easy Connection:</strong> Connect to local or deployed LangGraph agents with a simple URL and graph ID.</li>
+            <li><strong>Intuitive Chat:</strong> Interact naturally with your agents in a familiar chat format.</li>
+            <li><strong>Visualize Agent Actions:</strong> See tool calls and their results rendered directly in the UI.</li>
+            <li><strong>Human-in-the-Loop Made Easy:</strong> Seamlessly integrate human input using LangGraph’s <code>interrupt</code> feature.</li>
+            <li><strong>Explore Execution Paths:</strong> Travel through time, inspect checkpoints, and fork conversations.</li>
+            <li><strong>Debug and Understand:</strong> Inspect the full state of your LangGraph thread at any point.</li>
+          </ul>
         </div>
       </div>
     </div>
   </div>
 </section>
 <section class="section">
   <div class="container is-max-desktop">
+    <h2 class="title is-3 has-text-centered">Get Started</h2>
     <div class="columns is-centered">
+      <div class="column is-four-fifths">
         <div class="content">
+          <h3 class="title is-4">1. Try the Deployed Version (No Setup Required!)</h3>
+          <ul>
+            <li><strong>Visit:</strong> <a href="https://agentchat.vercel.app/" target="_blank">agentchat.vercel.app</a></li>
+            <li><strong>Connect:</strong> Enter your LangGraph deployment URL and graph ID (the <code>path</code> set with <code>langserve.add_routes</code>). For production, include your LangSmith API key.</li>
+            <li><strong>Chat!</strong> Start interacting with your agent.</li>
+          </ul>
+          <h3 class="title is-4">2. Run Locally (Development & Customization)</h3>
+          <p><strong>Option A: Clone the Repository</strong></p>
+          <pre><code>git clone https://github.com/langchain-ai/agent-chat-ui.git
+cd agent-chat-ui
+pnpm install # Or npm install/yarn install
+pnpm dev     # Or npm run dev/yarn dev</code></pre>
+          <p><strong>Option B: Quickstart with <code>npx</code></strong></p>
+          <pre><code>npx create-agent-chat-app
+cd agent-chat-app
+pnpm install # Or npm install/yarn install
+pnpm dev     # Or npm run dev/yarn dev</code></pre>
+          <p>Open your browser to <code>http://localhost:5173</code>.</p>
         </div>
       </div>
     </div>
+  </div>
+</section>
+<section class="section">
+  <div class="container is-max-desktop">
+    <h2 class="title is-3 has-text-centered">Features</h2>
     <div class="columns is-centered">
+      <div class="column is-four-fifths">
         <div class="content has-text-justified">
+          <ul>
+            <li><strong>Easy Connection:</strong> Connect to local or production LangGraph deployments with a URL and graph ID.</li>
+            <li><strong>Chat Interface:</strong> Real-time messaging with automatic checkpoint persistence.</li>
+            <li><strong>Tool Call Rendering:</strong> Visualize tool calls and results, compatible with LangGraph’s <a href="https://python.langchain.com/docs/guides/tools/custom_tools" target="_blank">tool calling</a>.</li>
+            <li><strong>Human-in-the-Loop Support:</strong> Review, edit, and respond to interrupts using LangGraph’s <code>interrupt</code> function.</li>
+            <li><strong>Thread History:</strong> Navigate past interactions with checkpointing.</li>
+            <li><strong>Time Travel and Forking:</strong> Explore execution paths with LangGraph’s <a href="https://python.langchain.com/docs/modules/agents/concepts#checkpointing" target="_blank">checkpointing</a>.</li>
+            <li><strong>State Inspection:</strong> Debug by examining the full LangGraph thread state.</li>
+          </ul>
         </div>
       </div>
     </div>
+  </div>
+</section>
+<section class="section">
+  <div class="container is-max-desktop">
+    <h2 class="title is-3 has-text-centered">LangGraph Setup Examples</h2>
     <div class="columns is-centered">
+      <div class="column is-four-fifths">
+        <div class="content">
+          <h3 class="title is-4">Basic LangGraph Agent</h3>
+          <pre><code class="language-python"># agent.py
+from langchain_core.prompts import ChatPromptTemplate, MessagesPlaceholder
+from langchain_openai import ChatOpenAI
+from langgraph.prebuilt import create_agent_executor
+from langserve import add_routes
+from fastapi import FastAPI
+prompt = ChatPromptTemplate.from_messages([
+    ("system", "You are a helpful assistant"),
+    MessagesPlaceholder(variable_name="messages"),
+    MessagesPlaceholder(variable_name="agent_scratchpad"),
+])
+model = ChatOpenAI(temperature=0)
+agent = {"messages": lambda x: x["messages"], "agent_scratchpad": lambda x: []} | prompt | model
+app = create_agent_executor(agent, [])
+fastapi_app = FastAPI(title="LangGraph Agent")
+add_routes(fastapi_app, app, path="/chat")
+if __name__ == "__main__":
+    import uvicorn
+    uvicorn.run(fastapi_app, host="localhost", port=2024)
+</code></pre>
+          <p>Run at <code>http://localhost:2024/chat</code> with graph ID <code>chat</code>.</p>
+          <h3 class="title is-4">Human-in-the-Loop Example</h3>
+          <pre><code class="language-python"># agent.py
+from langgraph.prebuilt import create_agent_executor, interrupt
+from langchain_core.tools import tool
+@tool
+def write_email(subject: str, body: str, to: str):
+    return f"Draft email to {to} with subject {subject} sent."
+tools = [write_email]
+model = ChatOpenAI(model="gpt-4-turbo-preview").bind_tools(tools)
+def handle_interrupt(state):
+    messages = state["messages"]
+    if isinstance(messages[-1].content, list):
+        for msg in messages[-1].content:
+            if isinstance(msg, ToolInvocation) and msg.name == "write_email":
+                return interrupt(messages, {"type": "interrupt", "args": {"type": "response", "studio": msg.args}})
+    return {"messages": messages}
+agent = {"messages": lambda x: x["messages"], "agent_scratchpad": lambda x: []} | prompt | model | handle_interrupt
+app = create_agent_executor(agent, tools)
+fastapi_app = FastAPI(title="LangGraph Agent")
+add_routes(fastapi_app, app, path="/email_agent")
+if __name__ == "__main__":
+    import uvicorn
+    uvicorn.run(fastapi_app, host="localhost", port=2024)
+</code></pre>
+          <p>Run at <code>http://localhost:2024/email_agent</code> with graph ID <code>email_agent</code>.</p>
         </div>
       </div>
     </div>
   </div>
 </section>
 <section class="section" id="BibTeX">
   <div class="container is-max-desktop content">
     <h2 class="title">BibTeX</h2>
+    <pre><code>@misc{langgraph2023agentchat,
+  title = {LangGraph Agent Chat UI},
+  author = {LangChain Team},
+  year = {2023},
+  url = {https://github.com/langchain-ai/agent-chat-ui}
 }</code></pre>
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