diff --git a/website-astro/package-lock.json b/website-astro/package-lock.json
index a81bfafdb..dc50f4960 100644
--- a/website-astro/package-lock.json
+++ b/website-astro/package-lock.json
@@ -8,10 +8,10 @@
       "name": "website-astro-v2",
       "version": "0.0.1",
       "dependencies": {
-        "@astrojs/mdx": "^4.3.9",
+        "@astrojs/mdx": "^5.0.5",
         "@astrojs/react": "^4.4.0",
         "@astrojs/sitemap": "^3.6.0",
-        "@astrojs/starlight": "^0.36.1",
+        "@astrojs/starlight": "^0.39.2",
         "@astrojs/starlight-tailwind": "^4.0.1",
         "@firebase/analytics": "^0.10.18",
         "@firebase/app-check": "^0.11.0",
@@ -27,7 +27,7 @@
         "@tailwindcss/vite": "^4.1.14",
         "@types/react": "^19.2.2",
         "@types/react-dom": "^19.2.1",
-        "astro": "^5.18.1",
+        "astro": "^6.3.2",
         "astro-expressive-code": "^0.41.3",
         "date-fns": "^3.6.0",
         "gray-matter": "^4.0.3",
@@ -337,30 +337,32 @@
       }
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     "node_modules/@astrojs/compiler": {
-      "version": "2.13.0",
-      "resolved": "https://registry.npmjs.org/@astrojs/compiler/-/compiler-2.13.0.tgz",
-      "integrity": "sha512-mqVORhUJViA28fwHYaWmsXSzLO9osbdZ5ImUfxBarqsYdMlPbqAqGJCxsNzvppp1BEzc1mJNjOVvQqeDN8Vspw==",
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/@astrojs/compiler/-/compiler-4.0.0.tgz",
+      "integrity": "sha512-eouss7G8ygdZqHuke033VMcVw5HTZUu+PXd/h06DGDUg/jt5btPYPqh66ENWw/mU78rBrf/oeC4oqoBwMtDMNA==",
       "license": "MIT"
     },
     "node_modules/@astrojs/internal-helpers": {
-      "version": "0.7.4",
-      "resolved": "https://registry.npmjs.org/@astrojs/internal-helpers/-/internal-helpers-0.7.4.tgz",
-      "integrity": "sha512-lDA9MqE8WGi7T/t2BMi+EAXhs4Vcvr94Gqx3q15cFEz8oFZMO4/SFBqYr/UcmNlvW+35alowkVj+w9VhLvs5Cw==",
-      "license": "MIT"
+      "version": "0.9.1",
+      "resolved": "https://registry.npmjs.org/@astrojs/internal-helpers/-/internal-helpers-0.9.1.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "picomatch": "^4.0.4"
+      }
     },
     "node_modules/@astrojs/markdown-remark": {
-      "version": "6.3.8",
-      "resolved": "https://registry.npmjs.org/@astrojs/markdown-remark/-/markdown-remark-6.3.8.tgz",
-      "integrity": "sha512-uFNyFWadnULWK2cOw4n0hLKeu+xaVWeuECdP10cQ3K2fkybtTlhb7J7TcScdjmS8Yps7oje9S/ehYMfZrhrgCg==",
+      "version": "7.1.2",
+      "resolved": "https://registry.npmjs.org/@astrojs/markdown-remark/-/markdown-remark-7.1.2.tgz",
+      "integrity": "sha512-caXZ4Dc2St2dW8luEg22GlP0gupLdztCTQE4EzZOxW1pqWXz9mbeJEuHUkgDYcKWW8tjIHkydYDhWLVoxJ327Q==",
       "license": "MIT",
       "dependencies": {
-        "@astrojs/internal-helpers": "0.7.4",
-        "@astrojs/prism": "3.3.0",
+        "@astrojs/internal-helpers": "0.9.1",
+        "@astrojs/prism": "4.0.2",
         "github-slugger": "^2.0.0",
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         "hast-util-to-text": "^4.0.2",
-        "import-meta-resolve": "^4.2.0",
-        "js-yaml": "^4.1.0",
+        "js-yaml": "^4.1.1",
         "mdast-util-definitions": "^6.0.0",
         "rehype-raw": "^7.0.0",
         "rehype-stringify": "^10.0.1",
@@ -368,52 +370,152 @@
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         "remark-smartypants": "^3.0.2",
-        "shiki": "^3.13.0",
-        "smol-toml": "^1.4.2",
+        "retext-smartypants": "^6.2.0",
+        "shiki": "^4.0.0",
+        "smol-toml": "^1.6.0",
         "unified": "^11.0.5",
         "unist-util-remove-position": "^5.0.0",
-        "unist-util-visit": "^5.0.0",
-        "unist-util-visit-parents": "^6.0.1",
+        "unist-util-visit": "^5.1.0",
+        "unist-util-visit-parents": "^6.0.2",
         "vfile": "^6.0.3"
       }
     },
+    "node_modules/@astrojs/markdown-remark/node_modules/@shikijs/core": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/@shikijs/core/-/core-4.0.2.tgz",
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+      "license": "MIT",
+      "dependencies": {
+        "@shikijs/primitive": "4.0.2",
+        "@shikijs/types": "4.0.2",
+        "@shikijs/vscode-textmate": "^10.0.2",
+        "@types/hast": "^3.0.4",
+        "hast-util-to-html": "^9.0.5"
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+      "engines": {
+        "node": ">=20"
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       "license": "MIT",
       "dependencies": {
-        "@astrojs/markdown-remark": "6.3.8",
+        "@astrojs/markdown-remark": "7.1.2",
         "@mdx-js/mdx": "^3.1.1",
-        "acorn": "^8.15.0",
-        "es-module-lexer": "^1.7.0",
+        "acorn": "^8.16.0",
+        "es-module-lexer": "^2.0.0",
         "estree-util-visit": "^2.0.0",
         "hast-util-to-html": "^9.0.5",
-        "picocolors": "^1.1.1",
+        "piccolore": "^0.1.3",
         "rehype-raw": "^7.0.0",
         "remark-gfm": "^4.0.1",
         "remark-smartypants": "^3.0.2",
         "source-map": "^0.7.6",
-        "unist-util-visit": "^5.0.0",
+        "unist-util-visit": "^5.1.0",
         "vfile": "^6.0.3"
       },
       "engines": {
-        "node": "18.20.8 || ^20.3.0 || >=22.0.0"
+        "node": ">=22.12.0"
       },
       "peerDependencies": {
-        "astro": "^5.0.0"
+        "astro": "^6.0.0"
       }
     },
     "node_modules/@astrojs/prism": {
-      "version": "3.3.0",
-      "resolved": "https://registry.npmjs.org/@astrojs/prism/-/prism-3.3.0.tgz",
-      "integrity": "sha512-q8VwfU/fDZNoDOf+r7jUnMC2//H2l0TuQ6FkGJL8vD8nw/q5KiL3DS1KKBI3QhI9UQhpJ5dc7AtqfbXWuOgLCQ==",
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/@astrojs/prism/-/prism-4.0.2.tgz",
+      "integrity": "sha512-KTivpmnz6lDsC6o9H4+DNm2SrE/GHzw8cNAvEJwAvUT+eoaEnn/4NtbDNfRRaxaJHdp15gf+tfHAWiXR4wB3BA==",
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       "dependencies": {
         "prismjs": "^1.30.0"
       },
       "engines": {
-        "node": "18.20.8 || ^20.3.0 || >=22.0.0"
+        "node": ">=22.12.0"
       }
     },
     "node_modules/@astrojs/react": {
@@ -437,52 +539,53 @@
       }
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     "node_modules/@astrojs/sitemap": {
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-      "resolved": "https://registry.npmjs.org/@astrojs/sitemap/-/sitemap-3.6.0.tgz",
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       "license": "MIT",
       "dependencies": {
-        "sitemap": "^8.0.0",
+        "sitemap": "^9.0.0",
         "stream-replace-string": "^2.0.0",
-        "zod": "^3.25.76"
+        "zod": "^4.3.6"
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     "node_modules/@astrojs/starlight": {
-      "version": "0.36.1",
-      "resolved": "https://registry.npmjs.org/@astrojs/starlight/-/starlight-0.36.1.tgz",
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+      "resolved": "https://registry.npmjs.org/@astrojs/starlight/-/starlight-0.39.2.tgz",
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-        "@astrojs/mdx": "^4.2.3",
-        "@astrojs/sitemap": "^3.3.0",
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         "@types/mdast": "^4.0.4",
-        "astro-expressive-code": "^0.41.1",
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-        "hastscript": "^9.0.0",
-        "i18next": "^23.11.5",
-        "js-yaml": "^4.1.0",
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+        "hast-util-select": "^6.0.4",
+        "hast-util-to-string": "^3.0.1",
+        "hastscript": "^9.0.1",
+        "i18next": "^26.0.7",
+        "js-yaml": "^4.1.1",
         "klona": "^2.0.6",
-        "mdast-util-directive": "^3.0.0",
-        "mdast-util-to-markdown": "^2.1.0",
+        "magic-string": "^0.30.21",
+        "mdast-util-directive": "^3.1.0",
+        "mdast-util-to-markdown": "^2.1.2",
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-        "rehype": "^13.0.1",
-        "rehype-format": "^5.0.0",
-        "remark-directive": "^3.0.0",
+        "rehype": "^13.0.2",
+        "rehype-format": "^5.0.1",
+        "remark-directive": "^4.0.0",
         "ultrahtml": "^1.6.0",
         "unified": "^11.0.5",
-        "unist-util-visit": "^5.0.0",
-        "vfile": "^6.0.2"
+        "unist-util-visit": "^5.1.0",
+        "vfile": "^6.0.3"
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       "peerDependencies": {
-        "astro": "^5.5.0"
+        "astro": "^6.0.0"
       }
     },
     "node_modules/@astrojs/starlight-tailwind": {
@@ -495,18 +598,193 @@
         "tailwindcss": "^4.0.0"
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+      "resolved": "https://registry.npmjs.org/@expressive-code/core/-/core-0.42.0.tgz",
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+        "postcss-nested": "^6.0.1",
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diff --git a/website-astro/package.json b/website-astro/package.json
index 27375ffc2..01366d24d 100644
--- a/website-astro/package.json
+++ b/website-astro/package.json
@@ -14,10 +14,10 @@
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