diff --git a/.github/workflows/publish-handbook.yml b/.github/workflows/publish-handbook.yml
index 195045d..c035ac0 100644
--- a/.github/workflows/publish-handbook.yml
+++ b/.github/workflows/publish-handbook.yml
@@ -22,7 +22,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: '3.x'
+          python-version: "3.x"
           cache: "pip"
 
       - name: Install dependencies
diff --git a/.github/workflows/tag.yml b/.github/workflows/tag.yml
index d900d0e..2b52d55 100644
--- a/.github/workflows/tag.yml
+++ b/.github/workflows/tag.yml
@@ -8,16 +8,16 @@ on:
   workflow_dispatch:
     inputs:
       tag_name:
-        description: 'Tag name (e.g., v0.0.0)'
+        description: "Tag name (e.g., v0.0.0)"
         required: true
         type: string
       publish_tag:
-        description: 'Publish new tag'
+        description: "Publish new tag"
         required: true
         type: boolean
         default: true
       publish_release:
-        description: 'Publish new release'
+        description: "Publish new release"
         required: true
         type: boolean
         default: true
diff --git a/docs/overrides/javascript/extra.js b/docs/overrides/javascript/extra.js
index f33fc68..1f061a3 100644
--- a/docs/overrides/javascript/extra.js
+++ b/docs/overrides/javascript/extra.js
@@ -1,12 +1,32 @@
 // Apply theme based on user preference
 const applyTheme = (isDark) => {
-  document.body.setAttribute("data-md-color-scheme", isDark ? "slate" : "default");
-  document.body.setAttribute("data-md-color-primary", isDark ? "black" : "indigo");
+  document.body.setAttribute(
+    "data-md-color-scheme",
+    isDark ? "slate" : "default",
+  );
+  document.body.setAttribute(
+    "data-md-color-primary",
+    isDark ? "black" : "indigo",
+  );
 };
 
 // Check and apply auto theme
 const checkAutoTheme = () => {
-  const supportedLangCodes = ["en", "zh", "ko", "ja", "ru", "de", "fr", "es", "pt", "it", "tr", "vi", "ar"];
+  const supportedLangCodes = [
+    "en",
+    "zh",
+    "ko",
+    "ja",
+    "ru",
+    "de",
+    "fr",
+    "es",
+    "pt",
+    "it",
+    "tr",
+    "vi",
+    "ar",
+  ];
   const langCode = window.location.pathname.split("/")[1];
   const localStorageKey = `${supportedLangCodes.includes(langCode) ? `/${langCode}` : ""}/.__palette`;
   const palette = JSON.parse(localStorage.getItem(localStorageKey) || "{}");
@@ -33,20 +53,26 @@ document.addEventListener("DOMContentLoaded", () => {
 
 // Iframe navigation
 window.onhashchange = () => {
-  window.parent.postMessage({
-    type: 'navigation',
-    hash: window.location.pathname + window.location.search + window.location.hash
-  }, '*');
+  window.parent.postMessage(
+    {
+      type: "navigation",
+      hash:
+        window.location.pathname +
+        window.location.search +
+        window.location.hash,
+    },
+    "*",
+  );
 };
 
+// Add Inkeep button
 // Add Inkeep button
 document.addEventListener("DOMContentLoaded", () => {
   const inkeepScript = document.createElement("script");
-  inkeepScript.src = "https://unpkg.com/@inkeep/uikit-js@0.3.11/dist/embed.js";
+  inkeepScript.src = "https://unpkg.com/@inkeep/uikit-js@0.3.18/dist/embed.js";
   inkeepScript.type = "module";
   inkeepScript.defer = true;
   document.head.appendChild(inkeepScript);
-
   // Configure and initialize the widget
   const addInkeepWidget = () => {
     const inkeepWidget = Inkeep().embed({
@@ -83,34 +109,35 @@ document.addEventListener("DOMContentLoaded", () => {
         },
         aiChatSettings: {
           chatSubjectName: "Ultralytics",
-          botAvatarSrcUrl: "https://storage.googleapis.com/organization-image-assets/ultralytics-botAvatarSrcUrl-1729379860806.svg",
+          botAvatarSrcUrl:
+            "https://storage.googleapis.com/organization-image-assets/ultralytics-botAvatarSrcUrl-1729379860806.svg",
           quickQuestions: [
             "What's new in Ultralytics YOLO11?",
             "How can I get started with Ultralytics HUB?",
-            "How does Ultralytics Enterprise Licensing work?"
+            "How does Ultralytics Enterprise Licensing work?",
           ],
           getHelpCallToActions: [
             {
               name: "Ask on Ultralytics GitHub",
               url: "https://github.com/ultralytics/ultralytics",
               icon: {
-                builtIn: "FaGithub"
-              }
+                builtIn: "FaGithub",
+              },
             },
             {
               name: "Ask on Ultralytics Discourse",
               url: "https://community.ultralytics.com/",
               icon: {
-                builtIn: "FaDiscourse"
-              }
+                builtIn: "FaDiscourse",
+              },
             },
             {
               name: "Ask on Ultralytics Discord",
               url: "https://discord.com/invite/ultralytics",
               icon: {
-                builtIn: "FaDiscord"
-              }
-            }
+                builtIn: "FaDiscord",
+              },
+            },
           ],
         },
       },
diff --git a/docs/overrides/partials/comments.html b/docs/overrides/partials/comments.html
index 16d89ee..7e0c552 100644
--- a/docs/overrides/partials/comments.html
+++ b/docs/overrides/partials/comments.html
@@ -2,50 +2,51 @@
 <h2 id="__comments">{{ lang.t("meta.comments") }}</h2>
 
 <!-- Insert Giscus code snippet from https://giscus.app/ here -->
-<script async
-        crossorigin="anonymous"
-        data-emit-metadata="0"
-        data-input-position="top"
-        data-lang="en"
-        data-loading="lazy"
-        data-mapping="pathname"
-        data-reactions-enabled="1"
-        data-repo="ultralytics/handbook"
-        data-repo-id="R_kgDOM_shTw"
-        data-category="General"
-        data-category-id="DIC_kwDOM_shT84CjVFQ"
-        data-strict="1"
-        data-theme="preferred_color_scheme"
-        src="https://giscus.app/client.js">
-</script>
+<script
+  async
+  crossorigin="anonymous"
+  data-emit-metadata="0"
+  data-input-position="top"
+  data-lang="en"
+  data-loading="lazy"
+  data-mapping="pathname"
+  data-reactions-enabled="1"
+  data-repo="ultralytics/handbook"
+  data-repo-id="R_kgDOM_shTw"
+  data-category="General"
+  data-category-id="DIC_kwDOM_shT84CjVFQ"
+  data-strict="1"
+  data-theme="preferred_color_scheme"
+  src="https://giscus.app/client.js"
+></script>
 
 <!-- Synchronize Giscus theme with palette -->
 <script>
-    var giscus = document.querySelector("script[src*=giscus]")
+  var giscus = document.querySelector("script[src*=giscus]");
 
-    /* Set palette on initial load */
-    var palette = __md_get("__palette")
-    if (palette && typeof palette.color === "object") {
-      var theme = palette.color.scheme === "slate" ? "dark" : "light"
-      giscus.setAttribute("data-theme", theme)
-    }
+  /* Set palette on initial load */
+  var palette = __md_get("__palette");
+  if (palette && typeof palette.color === "object") {
+    var theme = palette.color.scheme === "slate" ? "dark" : "light";
+    giscus.setAttribute("data-theme", theme);
+  }
 
-    /* Register event handlers after documented loaded */
-    document.addEventListener("DOMContentLoaded", function() {
-      var ref = document.querySelector("[data-md-component=palette]")
-      ref.addEventListener("change", function() {
-        var palette = __md_get("__palette")
-        if (palette && typeof palette.color === "object") {
-          var theme = palette.color.scheme === "slate" ? "dark" : "light"
+  /* Register event handlers after documented loaded */
+  document.addEventListener("DOMContentLoaded", function () {
+    var ref = document.querySelector("[data-md-component=palette]");
+    ref.addEventListener("change", function () {
+      var palette = __md_get("__palette");
+      if (palette && typeof palette.color === "object") {
+        var theme = palette.color.scheme === "slate" ? "dark" : "light";
 
-          /* Instruct Giscus to change theme */
-          var frame = document.querySelector(".giscus-frame")
-          frame.contentWindow.postMessage(
-            { giscus: { setConfig: { theme } } },
-            "https://giscus.app"
-          )
-        }
-      })
-    })
+        /* Instruct Giscus to change theme */
+        var frame = document.querySelector(".giscus-frame");
+        frame.contentWindow.postMessage(
+          { giscus: { setConfig: { theme } } },
+          "https://giscus.app",
+        );
+      }
+    });
+  });
 </script>
 {% endif %}