diff --git a/docs/package-lock.json b/docs/package-lock.json
index 6709049..ce2af3d 100644
--- a/docs/package-lock.json
+++ b/docs/package-lock.json
@@ -8,7 +8,7 @@
       "name": "deskdesk-docs",
       "version": "0.0.0",
       "dependencies": {
-        "@conduction/docusaurus-preset": "^2.6.1",
+        "@conduction/docusaurus-preset": "^3.10.0",
         "@docusaurus/core": "^3.7.0",
         "@docusaurus/preset-classic": "^3.7.0",
         "@docusaurus/theme-mermaid": "^3.7.0",
@@ -2012,10 +2012,13 @@
       }
     },
     "node_modules/@conduction/docusaurus-preset": {
-      "version": "2.6.1",
-      "resolved": "https://registry.npmjs.org/@conduction/docusaurus-preset/-/docusaurus-preset-2.6.1.tgz",
-      "integrity": "sha512-hOkS2XAj3p1wfaZWjvIqKzwC5cbTSLUPm+DJxUp7TePbnU37kaHGegjLjfVOnQ312G8an+0M5VWIhmg/YhRVyA==",
+      "version": "3.10.0",
+      "resolved": "https://registry.npmjs.org/@conduction/docusaurus-preset/-/docusaurus-preset-3.10.0.tgz",
+      "integrity": "sha512-wFjmNtjON+ks0Aqzql1wGy6TCQPLsJTzMY1C8uwNnj+jTpGVGZ3QVqd6I/0oVDYhdgAjgdrijRhyN3L2Er4U7Q==",
       "license": "EUPL-1.2",
+      "bin": {
+        "validate-ai-baseline": "bin/validate-ai-baseline.mjs"
+      },
       "peerDependencies": {
         "@docusaurus/core": "^3.0.0",
         "@docusaurus/preset-classic": "^3.0.0",
diff --git a/docs/package.json b/docs/package.json
index f2cc5d5..bfa13fc 100644
--- a/docs/package.json
+++ b/docs/package.json
@@ -15,7 +15,7 @@
     "ci": "npm ci --legacy-peer-deps && npm run build"
   },
   "dependencies": {
-    "@conduction/docusaurus-preset": "^2.6.1",
+    "@conduction/docusaurus-preset": "^3.10.0",
     "@docusaurus/core": "^3.7.0",
     "@docusaurus/preset-classic": "^3.7.0",
     "@docusaurus/theme-mermaid": "^3.7.0",
diff --git a/docs/src/css/custom.css b/docs/src/css/custom.css
index 1d76392..af1c311 100644
--- a/docs/src/css/custom.css
+++ b/docs/src/css/custom.css
@@ -9,8 +9,8 @@
 
 /* You can override the default Infima variables here. */
 :root {
-  /* Primary color: Conduction Cobalt (matches hexagon logo #4376FC) */
-  --ifm-color-primary: #4376FC;
+  /* Primary color: Conduction Cobalt (matches hexagon logo #21468B) */
+  --ifm-color-primary: #21468B;
   --ifm-color-primary-dark: #2a62fb;
   --ifm-color-primary-darker: #1d57fb;
   --ifm-color-primary-darkest: #053fe8;
@@ -37,7 +37,7 @@
 [data-theme='dark'] {
   /* Primary colors */
   --ifm-color-primary: #6a96fd;
-  --ifm-color-primary-dark: #4376FC;
+  --ifm-color-primary-dark: #21468B;
   --ifm-color-primary-darker: #2a62fb;
   --ifm-color-primary-darkest: #1d57fb;
   --ifm-color-primary-light: #80a6fd;
diff --git a/docs/static/img/logo.svg b/docs/static/img/logo.svg
index 4e9caa6..7aa43de 100644
--- a/docs/static/img/logo.svg
+++ b/docs/static/img/logo.svg
@@ -1,5 +1,5 @@
 <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 512 512">
-  <polygon points="256,26 455.19,141 455.19,371 256,486 56.81,371 56.81,141" fill="#4376FC"/>
+  <polygon points="256,26 455.19,141 455.19,371 256,486 56.81,371 56.81,141" fill="#21468B"/>
   <g transform="translate(136, 136) scale(10)" fill="#ffffff">
     <path d="M3 6H21C21.55 6 22 6.45 22 7C22 7.55 21.55 8 21 8V19H19V17H15V19H13V8H5V19H3V8C2.45 8 2 7.55 2 7C2 6.45 2.45 6 3 6M16 10.5V11H18V10.5C18 10.22 17.78 10 17.5 10H16.5C16.22 10 16 10.22 16 10.5M16 14.5V15H18V14.5C18 14.22 17.78 14 17.5 14H16.5C16.22 14 16 14.22 16 14.5Z"/>
   </g>