diff --git a/package-lock.json b/package-lock.json
index 2a7d689f08..b8a20517af 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -174,7 +174,7 @@
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         "unist-util-visit-parents": "6.0.1",
-        "vitest": "^3.1.2",
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         "website-scraper": "^5.3.1"
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@@ -2457,9 +2457,10 @@
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@@ -3535,9 +3536,9 @@
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@@ -3605,9 +3606,9 @@
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@@ -3619,9 +3620,9 @@
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@@ -3633,9 +3634,9 @@
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@@ -3646,10 +3647,10 @@
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+      "resolved": "https://registry.npmjs.org/@rollup/rollup-linux-loong64-gnu/-/rollup-linux-loong64-gnu-4.52.5.tgz",
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@@ -3660,10 +3661,10 @@
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+      "resolved": "https://registry.npmjs.org/@rollup/rollup-linux-ppc64-gnu/-/rollup-linux-ppc64-gnu-4.52.5.tgz",
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@@ -3675,9 +3676,9 @@
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@@ -3689,9 +3690,9 @@
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@@ -3703,9 +3704,9 @@
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@@ -3717,9 +3718,9 @@
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@@ -3731,9 +3732,9 @@
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@@ -3744,10 +3745,24 @@
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+      "license": "MIT",
+      "optional": true,
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+      "dev": true,
+      "license": "MIT",
+      "optional": true,
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@@ -3828,6 +3857,13 @@
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+        "@rollup/rollup-freebsd-x64": "4.52.5",
+        "@rollup/rollup-linux-arm-gnueabihf": "4.52.5",
+        "@rollup/rollup-linux-arm-musleabihf": "4.52.5",
+        "@rollup/rollup-linux-arm64-gnu": "4.52.5",
+        "@rollup/rollup-linux-arm64-musl": "4.52.5",
+        "@rollup/rollup-linux-loong64-gnu": "4.52.5",
+        "@rollup/rollup-linux-ppc64-gnu": "4.52.5",
+        "@rollup/rollup-linux-riscv64-gnu": "4.52.5",
+        "@rollup/rollup-linux-riscv64-musl": "4.52.5",
+        "@rollup/rollup-linux-s390x-gnu": "4.52.5",
+        "@rollup/rollup-linux-x64-gnu": "4.52.5",
+        "@rollup/rollup-linux-x64-musl": "4.52.5",
+        "@rollup/rollup-openharmony-arm64": "4.52.5",
+        "@rollup/rollup-win32-arm64-msvc": "4.52.5",
+        "@rollup/rollup-win32-ia32-msvc": "4.52.5",
+        "@rollup/rollup-win32-x64-gnu": "4.52.5",
+        "@rollup/rollup-win32-x64-msvc": "4.52.5",
         "fsevents": "~2.3.2"
       }
     },
@@ -15186,14 +15187,14 @@
       "license": "MIT"
     },
     "node_modules/tinyglobby": {
-      "version": "0.2.14",
-      "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.14.tgz",
-      "integrity": "sha512-tX5e7OM1HnYr2+a2C/4V0htOcSQcoSTH9KgJnVvNm5zm/cyEWKJ7j7YutsH9CxMdtOkkLFy2AHrMci9IM8IPZQ==",
+      "version": "0.2.15",
+      "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.15.tgz",
+      "integrity": "sha512-j2Zq4NyQYG5XMST4cbs02Ak8iJUdxRM0XI5QyxXuZOzKOINmWurp3smXu3y5wDcJrptwpSjgXHzIQxR0omXljQ==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "fdir": "^6.4.4",
-        "picomatch": "^4.0.2"
+        "fdir": "^6.5.0",
+        "picomatch": "^4.0.3"
       },
       "engines": {
         "node": ">=12.0.0"
@@ -15203,11 +15204,14 @@
       }
     },
     "node_modules/tinyglobby/node_modules/fdir": {
-      "version": "6.4.4",
-      "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.4.4.tgz",
-      "integrity": "sha512-1NZP+GK4GfuAv3PqKvxQRDMjdSRZjnkq7KfhlNrCNNlZ0ygQFpebfrnfnq/W7fpUnAv9aGWmY1zKx7FYL3gwhg==",
+      "version": "6.5.0",
+      "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.5.0.tgz",
+      "integrity": "sha512-tIbYtZbucOs0BRGqPJkshJUYdL+SDH7dVM8gjy+ERp3WAUjLEFJE+02kanyHtwjWOnwrKYBiwAmM0p4kLJAnXg==",
       "dev": true,
       "license": "MIT",
+      "engines": {
+        "node": ">=12.0.0"
+      },
       "peerDependencies": {
         "picomatch": "^3 || ^4"
       },
@@ -15218,9 +15222,9 @@
       }
     },
     "node_modules/tinyglobby/node_modules/picomatch": {
-      "version": "4.0.2",
-      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.2.tgz",
-      "integrity": "sha512-M7BAV6Rlcy5u+m6oPhAPFgJTzAioX/6B0DxyvDlo9l8+T3nLKbrczg2WLUyzd45L8RqfUMyGPzekbMvX2Ldkwg==",
+      "version": "4.0.3",
+      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
+      "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -15230,30 +15234,10 @@
         "url": "https://github.com/sponsors/jonschlinkert"
       }
     },
-    "node_modules/tinypool": {
-      "version": "1.0.2",
-      "resolved": "https://registry.npmjs.org/tinypool/-/tinypool-1.0.2.tgz",
-      "integrity": "sha512-al6n+QEANGFOMf/dmUMsuS5/r9B06uwlyNjZZql/zv8J7ybHCgoihBNORZCY2mzUuAnomQa2JdhyHKzZxPCrFA==",
-      "dev": true,
-      "license": "MIT",
-      "engines": {
-        "node": "^18.0.0 || >=20.0.0"
-      }
-    },
     "node_modules/tinyrainbow": {
-      "version": "2.0.0",
-      "resolved": "https://registry.npmjs.org/tinyrainbow/-/tinyrainbow-2.0.0.tgz",
-      "integrity": "sha512-op4nsTR47R6p0vMUUoYl/a+ljLFVtlfaXkLQmqfLR1qHma1h/ysYk4hEXZ880bf2CYgTskvTa/e196Vd5dDQXw==",
-      "dev": true,
-      "license": "MIT",
-      "engines": {
-        "node": ">=14.0.0"
-      }
-    },
-    "node_modules/tinyspy": {
-      "version": "3.0.2",
-      "resolved": "https://registry.npmjs.org/tinyspy/-/tinyspy-3.0.2.tgz",
-      "integrity": "sha512-n1cw8k1k0x4pgA2+9XrOkFydTerNcJ1zWCO5Nn9scWHTD+5tp8dghT2x1uduQePZTZgd3Tupf+x9BxJjeJi77Q==",
+      "version": "3.0.3",
+      "resolved": "https://registry.npmjs.org/tinyrainbow/-/tinyrainbow-3.0.3.tgz",
+      "integrity": "sha512-PSkbLUoxOFRzJYjjxHJt9xro7D+iilgMX/C9lawzVuYiIdcihh9DXmVibBe8lmcFrRi/VzlPjBxbN7rH24q8/Q==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -15643,9 +15627,10 @@
       }
     },
     "node_modules/undici-types": {
-      "version": "6.11.1",
-      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.11.1.tgz",
-      "integrity": "sha512-mIDEX2ek50x0OlRgxryxsenE5XaQD4on5U2inY7RApK3SOJpofyw7uW2AyfMKkhAxXIceo2DeWGVGwyvng1GNQ=="
+      "version": "7.16.0",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-7.16.0.tgz",
+      "integrity": "sha512-Zz+aZWSj8LE6zoxD+xrjh4VfkIG8Ya6LvYkZqtUQGJPZjYl53ypCaUwWqo7eI0x66KBGeRo+mlBEkMSeSZ38Nw==",
+      "license": "MIT"
     },
     "node_modules/unified": {
       "version": "11.0.5",
@@ -16100,24 +16085,24 @@
       "license": "MIT"
     },
     "node_modules/vite": {
-      "version": "6.3.6",
-      "resolved": "https://registry.npmjs.org/vite/-/vite-6.3.6.tgz",
-      "integrity": "sha512-0msEVHJEScQbhkbVTb/4iHZdJ6SXp/AvxL2sjwYQFfBqleHtnCqv1J3sa9zbWz/6kW1m9Tfzn92vW+kZ1WV6QA==",
+      "version": "7.1.12",
+      "resolved": "https://registry.npmjs.org/vite/-/vite-7.1.12.tgz",
+      "integrity": "sha512-ZWyE8YXEXqJrrSLvYgrRP7p62OziLW7xI5HYGWFzOvupfAlrLvURSzv/FyGyy0eidogEM3ujU+kUG1zuHgb6Ug==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
         "esbuild": "^0.25.0",
-        "fdir": "^6.4.4",
-        "picomatch": "^4.0.2",
-        "postcss": "^8.5.3",
-        "rollup": "^4.34.9",
-        "tinyglobby": "^0.2.13"
+        "fdir": "^6.5.0",
+        "picomatch": "^4.0.3",
+        "postcss": "^8.5.6",
+        "rollup": "^4.43.0",
+        "tinyglobby": "^0.2.15"
       },
       "bin": {
         "vite": "bin/vite.js"
       },
       "engines": {
-        "node": "^18.0.0 || ^20.0.0 || >=22.0.0"
+        "node": "^20.19.0 || >=22.12.0"
       },
       "funding": {
         "url": "https://github.com/vitejs/vite?sponsor=1"
@@ -16126,14 +16111,14 @@
         "fsevents": "~2.3.3"
       },
       "peerDependencies": {
-        "@types/node": "^18.0.0 || ^20.0.0 || >=22.0.0",
+        "@types/node": "^20.19.0 || >=22.12.0",
         "jiti": ">=1.21.0",
-        "less": "*",
+        "less": "^4.0.0",
         "lightningcss": "^1.21.0",
-        "sass": "*",
-        "sass-embedded": "*",
-        "stylus": "*",
-        "sugarss": "*",
+        "sass": "^1.70.0",
+        "sass-embedded": "^1.70.0",
+        "stylus": ">=0.54.8",
+        "sugarss": "^5.0.0",
         "terser": "^5.16.0",
         "tsx": "^4.8.1",
         "yaml": "^2.4.2"
@@ -16174,35 +16159,15 @@
         }
       }
     },
-    "node_modules/vite-node": {
-      "version": "3.1.2",
-      "resolved": "https://registry.npmjs.org/vite-node/-/vite-node-3.1.2.tgz",
-      "integrity": "sha512-/8iMryv46J3aK13iUXsei5G/A3CUlW4665THCPS+K8xAaqrVWiGB4RfXMQXCLjpK9P2eK//BczrVkn5JLAk6DA==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "cac": "^6.7.14",
-        "debug": "^4.4.0",
-        "es-module-lexer": "^1.6.0",
-        "pathe": "^2.0.3",
-        "vite": "^5.0.0 || ^6.0.0"
-      },
-      "bin": {
-        "vite-node": "vite-node.mjs"
-      },
-      "engines": {
-        "node": "^18.0.0 || ^20.0.0 || >=22.0.0"
-      },
-      "funding": {
-        "url": "https://opencollective.com/vitest"
-      }
-    },
     "node_modules/vite/node_modules/fdir": {
-      "version": "6.4.4",
-      "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.4.4.tgz",
-      "integrity": "sha512-1NZP+GK4GfuAv3PqKvxQRDMjdSRZjnkq7KfhlNrCNNlZ0ygQFpebfrnfnq/W7fpUnAv9aGWmY1zKx7FYL3gwhg==",
+      "version": "6.5.0",
+      "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.5.0.tgz",
+      "integrity": "sha512-tIbYtZbucOs0BRGqPJkshJUYdL+SDH7dVM8gjy+ERp3WAUjLEFJE+02kanyHtwjWOnwrKYBiwAmM0p4kLJAnXg==",
       "dev": true,
       "license": "MIT",
+      "engines": {
+        "node": ">=12.0.0"
+      },
       "peerDependencies": {
         "picomatch": "^3 || ^4"
       },
@@ -16228,9 +16193,9 @@
       }
     },
     "node_modules/vite/node_modules/picomatch": {
-      "version": "4.0.2",
-      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.2.tgz",
-      "integrity": "sha512-M7BAV6Rlcy5u+m6oPhAPFgJTzAioX/6B0DxyvDlo9l8+T3nLKbrczg2WLUyzd45L8RqfUMyGPzekbMvX2Ldkwg==",
+      "version": "4.0.3",
+      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
+      "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
       "dev": true,
       "license": "MIT",
       "engines": {
@@ -16241,9 +16206,9 @@
       }
     },
     "node_modules/vite/node_modules/postcss": {
-      "version": "8.5.3",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.3.tgz",
-      "integrity": "sha512-dle9A3yYxlBSrt8Fu+IpjGT8SY8hN0mlaA6GY8t0P5PjIOZemULz/E2Bnm/2dcUOena75OTNkHI76uZBNUUq3A==",
+      "version": "8.5.6",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.6.tgz",
+      "integrity": "sha512-3Ybi1tAuwAP9s0r1UQ2J4n5Y0G05bJkpUIO0/bI9MhwmD70S5aTWbXGBwxHrelT+XM1k6dM0pk+SwNkpTRN7Pg==",
       "dev": true,
       "funding": [
         {
@@ -16261,7 +16226,7 @@
       ],
       "license": "MIT",
       "dependencies": {
-        "nanoid": "^3.3.8",
+        "nanoid": "^3.3.11",
         "picocolors": "^1.1.1",
         "source-map-js": "^1.2.1"
       },
@@ -16270,39 +16235,38 @@
       }
     },
     "node_modules/vitest": {
-      "version": "3.1.2",
-      "resolved": "https://registry.npmjs.org/vitest/-/vitest-3.1.2.tgz",
-      "integrity": "sha512-WaxpJe092ID1C0mr+LH9MmNrhfzi8I65EX/NRU/Ld016KqQNRgxSOlGNP1hHN+a/F8L15Mh8klwaF77zR3GeDQ==",
+      "version": "4.0.4",
+      "resolved": "https://registry.npmjs.org/vitest/-/vitest-4.0.4.tgz",
+      "integrity": "sha512-hV31h0/bGbtmDQc0KqaxsTO1v4ZQeF8ojDFuy4sZhFadwAqqvJA0LDw68QUocctI5EDpFMql/jVWKuPYHIf2Ew==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@vitest/expect": "3.1.2",
-        "@vitest/mocker": "3.1.2",
-        "@vitest/pretty-format": "^3.1.2",
-        "@vitest/runner": "3.1.2",
-        "@vitest/snapshot": "3.1.2",
-        "@vitest/spy": "3.1.2",
-        "@vitest/utils": "3.1.2",
-        "chai": "^5.2.0",
-        "debug": "^4.4.0",
-        "expect-type": "^1.2.1",
-        "magic-string": "^0.30.17",
+        "@vitest/expect": "4.0.4",
+        "@vitest/mocker": "4.0.4",
+        "@vitest/pretty-format": "4.0.4",
+        "@vitest/runner": "4.0.4",
+        "@vitest/snapshot": "4.0.4",
+        "@vitest/spy": "4.0.4",
+        "@vitest/utils": "4.0.4",
+        "debug": "^4.4.3",
+        "es-module-lexer": "^1.7.0",
+        "expect-type": "^1.2.2",
+        "magic-string": "^0.30.19",
         "pathe": "^2.0.3",
+        "picomatch": "^4.0.3",
         "std-env": "^3.9.0",
         "tinybench": "^2.9.0",
         "tinyexec": "^0.3.2",
-        "tinyglobby": "^0.2.13",
-        "tinypool": "^1.0.2",
-        "tinyrainbow": "^2.0.0",
-        "vite": "^5.0.0 || ^6.0.0",
-        "vite-node": "3.1.2",
+        "tinyglobby": "^0.2.15",
+        "tinyrainbow": "^3.0.3",
+        "vite": "^6.0.0 || ^7.0.0",
         "why-is-node-running": "^2.3.0"
       },
       "bin": {
         "vitest": "vitest.mjs"
       },
       "engines": {
-        "node": "^18.0.0 || ^20.0.0 || >=22.0.0"
+        "node": "^20.0.0 || ^22.0.0 || >=24.0.0"
       },
       "funding": {
         "url": "https://opencollective.com/vitest"
@@ -16310,9 +16274,11 @@
       "peerDependencies": {
         "@edge-runtime/vm": "*",
         "@types/debug": "^4.1.12",
-        "@types/node": "^18.0.0 || ^20.0.0 || >=22.0.0",
-        "@vitest/browser": "3.1.2",
-        "@vitest/ui": "3.1.2",
+        "@types/node": "^20.0.0 || ^22.0.0 || >=24.0.0",
+        "@vitest/browser-playwright": "4.0.4",
+        "@vitest/browser-preview": "4.0.4",
+        "@vitest/browser-webdriverio": "4.0.4",
+        "@vitest/ui": "4.0.4",
         "happy-dom": "*",
         "jsdom": "*"
       },
@@ -16326,7 +16292,13 @@
         "@types/node": {
           "optional": true
         },
-        "@vitest/browser": {
+        "@vitest/browser-playwright": {
+          "optional": true
+        },
+        "@vitest/browser-preview": {
+          "optional": true
+        },
+        "@vitest/browser-webdriverio": {
           "optional": true
         },
         "@vitest/ui": {
@@ -16340,6 +16312,44 @@
         }
       }
     },
+    "node_modules/vitest/node_modules/debug": {
+      "version": "4.4.3",
+      "resolved": "https://registry.npmjs.org/debug/-/debug-4.4.3.tgz",
+      "integrity": "sha512-RGwwWnwQvkVfavKVt22FGLw+xYSdzARwm0ru6DhTVA3umU5hZc28V3kO4stgYryrTlLpuvgI9GiijltAjNbcqA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "ms": "^2.1.3"
+      },
+      "engines": {
+        "node": ">=6.0"
+      },
+      "peerDependenciesMeta": {
+        "supports-color": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/vitest/node_modules/ms": {
+      "version": "2.1.3",
+      "resolved": "https://registry.npmjs.org/ms/-/ms-2.1.3.tgz",
+      "integrity": "sha512-6FlzubTLZG3J2a/NVCAleEhjzq5oxgHyaCU9yYXvcLsvoVaHJq/s5xXI6/XXP6tz7R9xAOtHnSO/tXtF3WRTlA==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/vitest/node_modules/picomatch": {
+      "version": "4.0.3",
+      "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.3.tgz",
+      "integrity": "sha512-5gTmgEY/sqK6gFXLIsQNH19lWb4ebPDLA4SdLP7dsWkIXHWlG66oPuVvXSGFPppYZz8ZDZq0dYYrbHfBCVUb1Q==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=12"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/jonschlinkert"
+      }
+    },
     "node_modules/wait-on": {
       "version": "8.0.3",
       "resolved": "https://registry.npmjs.org/wait-on/-/wait-on-8.0.3.tgz",
diff --git a/package.json b/package.json
index 802bb7bfb1..0e79fb42d0 100644
--- a/package.json
+++ b/package.json
@@ -316,7 +316,7 @@
     "typescript": "^5.8.3",
     "unist-util-remove": "^4.0.0",
     "unist-util-visit-parents": "6.0.1",
-    "vitest": "^3.1.2",
+    "vitest": "^4.0.4",
     "website-scraper": "^5.3.1"
   },
   "overrides": {
diff --git a/src/data-directory/lib/data-schemas/index.ts b/src/data-directory/lib/data-schemas/index.ts
index c51d866da4..3b5fd19d24 100644
--- a/src/data-directory/lib/data-schemas/index.ts
+++ b/src/data-directory/lib/data-schemas/index.ts
@@ -22,7 +22,8 @@ function loadTableSchemas(): DataSchemas {
       const schemaPath = path.join(schemasDir, `${name}.ts`)
 
       if (fs.existsSync(schemaPath)) {
-        tableSchemas[`data/tables/${yamlFile}`] = `@/data-directory/lib/data-schemas/tables/${name}`
+        // Use relative path from test file for vitest 4.x compatibility with dynamic imports
+        tableSchemas[`data/tables/${yamlFile}`] = `../lib/data-schemas/tables/${name}.ts`
       }
     }
   }
@@ -31,14 +32,15 @@ function loadTableSchemas(): DataSchemas {
 }
 
 // Manual schema registrations for non-table data
+// Use relative paths from the test file for vitest 4.x compatibility with dynamic imports
 const manualSchemas: DataSchemas = {
-  'data/features': '@/data-directory/lib/data-schemas/features',
-  'data/variables': '@/data-directory/lib/data-schemas/variables',
-  'data/learning-tracks': '@/data-directory/lib/data-schemas/learning-tracks',
-  'data/release-notes': '@/data-directory/lib/data-schemas/release-notes',
-  'data/code-languages.yml': '@/data-directory/lib/data-schemas/code-languages',
-  'data/glossaries/candidates.yml': '@/data-directory/lib/data-schemas/glossaries-candidates',
-  'data/glossaries/external.yml': '@/data-directory/lib/data-schemas/glossaries-external',
+  'data/features': '../lib/data-schemas/features.ts',
+  'data/variables': '../lib/data-schemas/variables.ts',
+  'data/learning-tracks': '../lib/data-schemas/learning-tracks.ts',
+  'data/release-notes': '../lib/data-schemas/release-notes.ts',
+  'data/code-languages.yml': '../lib/data-schemas/code-languages.ts',
+  'data/glossaries/candidates.yml': '../lib/data-schemas/glossaries-candidates.ts',
+  'data/glossaries/external.yml': '../lib/data-schemas/glossaries-external.ts',
 }
 
 // Combine manual registrations with auto-discovered table schemas
diff --git a/src/events/lib/analyze-comment.ts b/src/events/lib/analyze-comment.ts
index 931b017829..497673e70e 100644
--- a/src/events/lib/analyze-comment.ts
+++ b/src/events/lib/analyze-comment.ts
@@ -4,9 +4,15 @@ import { cuss } from 'cuss'
 import { cuss as cussPt } from 'cuss/pt'
 import { cuss as cussFr } from 'cuss/fr'
 import { cuss as cussEs } from 'cuss/es'
-import { Language } from '@horizon-rs/language-guesser'
+let language: any = null
 
-const language = new Language()
+async function getLanguageInstance() {
+  if (!language) {
+    const { Language } = await import('@horizon-rs/language-guesser')
+    language = new Language()
+  }
+  return language
+}
 
 // Exported for the debugging CLI script
 export const SIGNAL_RATINGS = [
@@ -48,8 +54,8 @@ export const SIGNAL_RATINGS = [
   {
     reduction: 0.2,
     name: 'not-language',
-    validator: (comment: string, commentLanguage: string) =>
-      isNotLanguage(comment, commentLanguage),
+    validator: async (comment: string, commentLanguage: string) =>
+      await isNotLanguage(comment, commentLanguage),
   },
   {
     reduction: 0.3,
@@ -80,7 +86,8 @@ export async function getGuessedLanguage(comment: string) {
     return
   }
 
-  const bestGuess = language.guessBest(comment.trim(), [])
+  const lang = await getLanguageInstance()
+  const bestGuess = lang.guessBest(comment.trim(), [])
   if (!bestGuess) return // Can happen if the text is just whitespace
   // // @horizon-rs/language-guesser is based on tri-grams and can lead
   // // to false positives. For example, it thinks that 'Thamk you ❤️🙏' is
@@ -98,7 +105,7 @@ export async function analyzeComment(text: string, commentLanguage = 'en') {
   const signals = []
   let rating = 1.0
   for (const { reduction, name, validator } of SIGNAL_RATINGS) {
-    if (validator(text, commentLanguage)) {
+    if (await validator(text, commentLanguage)) {
       signals.push(name)
       rating -= reduction
     }
@@ -153,8 +160,9 @@ function isSingleWord(text: string) {
   return whitespaceSplit.length === 1
 }
 
-function isNotLanguage(text: string, language_: string) {
-  const bestGuess = language.guessBest(text.trim(), [])
+async function isNotLanguage(text: string, language_: string) {
+  const lang = await getLanguageInstance()
+  const bestGuess = lang.guessBest(text.trim(), [])
   if (!bestGuess) return true // Can happen if the text is just whitespace
   // @horizon-rs/language-guesser is based on tri-grams and can lead
   // to false positives. For example, it thinks that 'Thamk you ❤️🙏' is
diff --git a/vitest.config.ts b/vitest.config.ts
index d9c2a9e37e..b53bfef9b7 100644
--- a/vitest.config.ts
+++ b/vitest.config.ts
@@ -14,4 +14,10 @@ export default {
     globalSetup: './src/tests/vitest.setup.ts',
     teardownTimeout: 500,
   },
+  server: {
+    deps: {
+      // Externalize @horizon-rs/language-guesser to avoid import assertion issues with vitest 4
+      external: ['@horizon-rs/language-guesser'],
+    },
+  },
 }