diff --git a/website/package.json b/website/package.json
index ad7ea4c817..df2cfe0677 100644
--- a/website/package.json
+++ b/website/package.json
@@ -27,7 +27,7 @@
     "@mdx-js/react": "3.1.0",
     "clsx": "2.1.1",
     "mdx-mermaid": "2.0.3",
-    "mermaid": "11.8.1",
+    "mermaid": "11.10.0",
     "prism-react-renderer": "^2.3.1",
     "react": "19.1.0",
     "react-dom": "19.1.0"
diff --git a/website/pnpm-lock.yaml b/website/pnpm-lock.yaml
index 3dd9dbdb2a..c29a9bfe6d 100644
--- a/website/pnpm-lock.yaml
+++ b/website/pnpm-lock.yaml
@@ -46,10 +46,10 @@ importers:
         version: 2.1.1
       mdx-mermaid:
         specifier: 2.0.3
-        version: 2.0.3(mermaid@11.8.1)(react@19.1.0)(typescript@5.7.3)(unist-util-visit@5.0.0)
+        version: 2.0.3(mermaid@11.10.0)(react@19.1.0)(typescript@5.7.3)(unist-util-visit@5.0.0)
       mermaid:
-        specifier: 11.8.1
-        version: 11.8.1
+        specifier: 11.10.0
+        version: 11.10.0
       prism-react-renderer:
         specifier: ^2.3.1
         version: 2.4.1(react@19.1.0)
@@ -1280,8 +1280,8 @@ packages:
       '@types/react': '>=16'
       react: '>=16'
 
-  '@mermaid-js/parser@0.6.1':
-    resolution: {integrity: sha512-lCQNpV8R4lgsGcjX5667UiuDLk2micCtjtxR1YKbBXvN5w2v+FeLYoHrTSSrjwXdMcDYvE4ZBPvKT31dfeSmmA==}
+  '@mermaid-js/parser@0.6.2':
+    resolution: {integrity: sha512-+PO02uGF6L6Cs0Bw8RpGhikVvMWEysfAyl27qTlroUB8jSWr1lL0Sf6zi78ZxlSnmgSY2AMMKVgghnN9jTtwkQ==}
 
   '@nodelib/fs.scandir@2.1.5':
     resolution: {integrity: sha512-vq24Bq3ym5HEQm2NKCr3yXDwjc7vTsEThRDnkp2DK9p1uqLR+DHurm/NOTo0KG7HYHU7eppKZj3MyqYuMBf62g==}
@@ -3626,8 +3626,8 @@ packages:
   jsonfile@6.1.0:
     resolution: {integrity: sha512-5dgndWOriYSm5cnYaJNhalLNDKOqFwyDB/rr1E9ZsGciGvKPs8R2xYGCacuf3z6K1YKDz182fd+fY3cn3pMqXQ==}
 
-  katex@0.16.10:
-    resolution: {integrity: sha512-ZiqaC04tp2O5utMsl2TEZTXxa6WSC4yo0fv5ML++D3QZv/vx2Mct0mTlRx3O+uUkjfuAgOkzsCmq5MiUEsDDdA==}
+  katex@0.16.22:
+    resolution: {integrity: sha512-XCHRdUw4lf3SKBaJe4EvgqIuWwkPSo9XoeO8GjQW94Bp7TWv9hNhzZjZ+OH9yf1UmLygb7DIT5GSFQiyt16zYg==}
     hasBin: true
 
   keyv@4.5.4:
@@ -3748,9 +3748,9 @@ packages:
   markdown-table@3.0.3:
     resolution: {integrity: sha512-Z1NL3Tb1M9wH4XESsCDEksWoKTdlUafKc4pt0GRwjUyXaCFZ+dc3g2erqB6zm3szA2IUSi7VnPI+o/9jnxh9hw==}
 
-  marked@15.0.8:
-    resolution: {integrity: sha512-rli4l2LyZqpQuRve5C0rkn6pj3hT8EWPC+zkAxFTAJLxRbENfTAhEQq9itrmf1Y81QtAX5D/MYlGlIomNgj9lA==}
-    engines: {node: '>= 18'}
+  marked@16.2.0:
+    resolution: {integrity: sha512-LbbTuye+0dWRz2TS9KJ7wsnD4KAtpj0MVkWc90XvBa6AslXsT0hTBVH5k32pcSyHH1fst9XEFJunXHktVy0zlg==}
+    engines: {node: '>= 20'}
     hasBin: true
 
   mdast-util-directive@3.0.0:
@@ -3862,8 +3862,8 @@ packages:
     resolution: {integrity: sha512-8q7VEgMJW4J8tcfVPy8g09NcQwZdbwFEqhe/WZkoIzjn/3TGDwtOCYtXGxA3O8tPzpczCCDgv+P2P5y00ZJOOg==}
     engines: {node: '>= 8'}
 
-  mermaid@11.8.1:
-    resolution: {integrity: sha512-VSXJLqP1Sqw5sGr273mhvpPRhXwE6NlmMSqBZQw+yZJoAJkOIPPn/uT3teeCBx60Fkt5zEI3FrH2eVT0jXRDzw==}
+  mermaid@11.10.0:
+    resolution: {integrity: sha512-oQsFzPBy9xlpnGxUqLbVY8pvknLlsNIJ0NWwi8SUJjhbP1IT0E0o1lfhU4iYV3ubpy+xkzkaOyDUQMn06vQElQ==}
 
   methods@1.1.2:
     resolution: {integrity: sha512-iclAHeNqNm68zFtnZ0e+1L2yUIdvzNoauKU4WBA3VvH/vPFieF7qfRlwUZU+DA9P9bPXIS90ulxoUoCH23sV2w==}
@@ -4880,6 +4880,7 @@ packages:
   puppeteer@22.15.0:
     resolution: {integrity: sha512-XjCY1SiSEi1T7iSYuxS82ft85kwDJUS7wj1Z0eGVXKdtr5g4xnVcbjwxhq5xBnpK/E7x1VZZoJDxpjAOasHT4Q==}
     engines: {node: '>=18'}
+    deprecated: < 24.9.0 is no longer supported
     hasBin: true
 
   qs@6.11.0:
@@ -7794,7 +7795,7 @@ snapshots:
       '@docusaurus/theme-common': 3.8.1(@docusaurus/plugin-content-docs@3.8.1(@mdx-js/react@3.1.0(@types/react@19.0.8)(react@19.1.0))(react-dom@19.1.0(react@19.1.0))(react@19.1.0)(typescript@5.7.3))(react-dom@19.1.0(react@19.1.0))(react@19.1.0)
       '@docusaurus/types': 3.8.1(react-dom@19.1.0(react@19.1.0))(react@19.1.0)
       '@docusaurus/utils-validation': 3.8.1(react-dom@19.1.0(react@19.1.0))(react@19.1.0)
-      mermaid: 11.8.1
+      mermaid: 11.10.0
       react: 19.1.0
       react-dom: 19.1.0(react@19.1.0)
       tslib: 2.6.2
@@ -8048,7 +8049,7 @@ snapshots:
       '@types/react': 19.0.8
       react: 19.1.0
 
-  '@mermaid-js/parser@0.6.1':
+  '@mermaid-js/parser@0.6.2':
     dependencies:
       langium: 3.3.1
 
@@ -10731,7 +10732,7 @@ snapshots:
     optionalDependencies:
       graceful-fs: 4.2.11
 
-  katex@0.16.10:
+  katex@0.16.22:
     dependencies:
       commander: 8.3.0
 
@@ -10837,7 +10838,7 @@ snapshots:
 
   markdown-table@3.0.3: {}
 
-  marked@15.0.8: {}
+  marked@16.2.0: {}
 
   mdast-util-directive@3.0.0:
     dependencies:
@@ -11122,9 +11123,9 @@ snapshots:
 
   mdn-data@2.0.30: {}
 
-  mdx-mermaid@2.0.3(mermaid@11.8.1)(react@19.1.0)(typescript@5.7.3)(unist-util-visit@5.0.0):
+  mdx-mermaid@2.0.3(mermaid@11.10.0)(react@19.1.0)(typescript@5.7.3)(unist-util-visit@5.0.0):
     dependencies:
-      mermaid: 11.8.1
+      mermaid: 11.10.0
       react: 19.1.0
       unist-util-visit: 5.0.0
     optionalDependencies:
@@ -11155,11 +11156,11 @@ snapshots:
 
   merge2@1.4.1: {}
 
-  mermaid@11.8.1:
+  mermaid@11.10.0:
     dependencies:
       '@braintree/sanitize-url': 7.1.1
       '@iconify/utils': 2.2.1
-      '@mermaid-js/parser': 0.6.1
+      '@mermaid-js/parser': 0.6.2
       '@types/d3': 7.4.3
       cytoscape: 3.31.0
       cytoscape-cose-bilkent: 4.1.0(cytoscape@3.31.0)
@@ -11169,10 +11170,10 @@ snapshots:
       dagre-d3-es: 7.0.11
       dayjs: 1.11.13
       dompurify: 3.2.5
-      katex: 0.16.10
+      katex: 0.16.22
       khroma: 2.1.0
       lodash-es: 4.17.21
-      marked: 15.0.8
+      marked: 16.2.0
       roughjs: 4.6.6
       stylis: 4.3.6
       ts-dedent: 2.2.0