diff --git a/package-lock.json b/package-lock.json
index ac8d638..c01fb0f 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -21,6 +21,7 @@
         "react": "19.2.4",
         "react-dom": "19.2.4",
         "react-resizable-panels": "^4.12.2",
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@@ -46,14 +47,14 @@
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-      "resolved": "https://registry.npmjs.org/@ai-sdk/gateway/-/gateway-3.0.158.tgz",
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+      "version": "3.0.161",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/gateway/-/gateway-3.0.161.tgz",
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       "license": "Apache-2.0",
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-        "@ai-sdk/provider-utils": "4.0.40",
+        "@ai-sdk/provider-utils": "4.0.41",
         "@vercel/oidc": "3.2.0"
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@@ -77,15 +78,16 @@
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-      "resolved": "https://registry.npmjs.org/@ai-sdk/provider-utils/-/provider-utils-4.0.40.tgz",
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+      "version": "4.0.41",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/provider-utils/-/provider-utils-4.0.41.tgz",
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       "license": "Apache-2.0",
       "dependencies": {
         "@ai-sdk/provider": "3.0.14",
         "@standard-schema/spec": "^1.1.0",
-        "eventsource-parser": "^3.0.8"
+        "eventsource-parser": "^3.0.8",
+        "undici": "^5.29.0"
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@@ -163,15 +165,25 @@
         "url": "https://opencollective.com/babel"
       }
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+      "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz",
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+      "dev": true,
+      "license": "ISC",
+      "bin": {
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+      }
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-      "version": "7.29.7",
-      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.29.7.tgz",
-      "integrity": "sha512-DkXD5OJQaAQIdZ1bt3UZdEnHAn9Imd3IVBdX03UFe+ony9Ojw5pzr9YVKGDY1jt+Gcn/FnGkNf8r+Vj5NOJWtQ==",
+      "version": "7.29.8",
+      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.29.8.tgz",
+      "integrity": "sha512-gZbepsdh3WDtgZKWL+vTPh71LSBrm/Y4/QDZBVCcYfmeTEEuoOYwlSy+G1StfJg+/Zy550u/3TATbm7qDbbMtg==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@babel/parser": "^7.29.7",
-        "@babel/types": "^7.29.7",
+        "@babel/parser": "^7.29.8",
+        "@babel/types": "^7.29.8",
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@@ -197,6 +209,16 @@
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+      "version": "6.3.1",
+      "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz",
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+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      }
+    },
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@@ -284,13 +306,13 @@
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+      "version": "7.29.8",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.29.8.tgz",
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       "license": "MIT",
       "dependencies": {
-        "@babel/types": "^7.29.7"
+        "@babel/types": "^7.29.8"
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@@ -315,18 +337,18 @@
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+      "resolved": "https://registry.npmjs.org/@babel/traverse/-/traverse-7.29.8.tgz",
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       "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/code-frame": "^7.29.7",
-        "@babel/generator": "^7.29.7",
+        "@babel/generator": "^7.29.8",
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-        "@babel/parser": "^7.29.7",
+        "@babel/parser": "^7.29.8",
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-        "@babel/types": "^7.29.7",
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@@ -334,9 +356,9 @@
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-      "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.29.7.tgz",
-      "integrity": "sha512-4zBIxpPzowiZpusoFkyGVwakdRJUyuH5PxQ/PrqghfdFWWasvnCdPfQXHrenDai+gyLARulZjZowCOj6fjT4pA==",
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+      "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.29.8.tgz",
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@@ -348,9 +370,9 @@
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       "license": "BSD-2-Clause",
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@@ -375,6 +397,37 @@
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+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.2.tgz",
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+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/@electron/asar/node_modules/brace-expansion": {
+      "version": "1.1.18",
+      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.18.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "balanced-match": "^1.0.0",
+        "concat-map": "0.0.1"
+      }
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+    "node_modules/@electron/asar/node_modules/minimatch": {
+      "version": "3.1.5",
+      "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-3.1.5.tgz",
+      "integrity": "sha512-VgjWUsnnT6n+NUk6eZq77zeFdpW2LWDzP6zFGrCbHXiYNul5Dzqk2HHQ5uFH2DNW5Xbp8+jVzaeNt94ssEEl4w==",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "brace-expansion": "^1.1.7"
+      },
+      "engines": {
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+      }
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     "node_modules/@electron/fuses": {
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       "resolved": "https://registry.npmjs.org/@electron/fuses/-/fuses-1.8.0.tgz",
@@ -427,17 +480,15 @@
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-      "resolved": "https://registry.npmjs.org/semver/-/semver-7.8.5.tgz",
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+    "node_modules/@electron/get/node_modules/undici": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/undici/-/undici-7.29.0.tgz",
+      "integrity": "sha512-IDxfleLmmbSskfWSUATiN1nfn2rDuvnMOqb5CWR92iIfojA0Ud+ulOAAEQ57LPr9rWmsreUyf5lwyao+7GNNVw==",
       "dev": true,
-      "license": "ISC",
-      "bin": {
-        "semver": "bin/semver.js"
-      },
+      "license": "MIT",
+      "optional": true,
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-        "node": ">=10"
+        "node": ">=20.18.1"
       }
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     "node_modules/@electron/notarize": {
@@ -546,10 +597,17 @@
         "node": ">=16.4"
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+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.2.tgz",
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+      "dev": true,
+      "license": "MIT"
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-      "version": "2.1.3",
-      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-2.1.3.tgz",
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@@ -1165,6 +1223,37 @@
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       }
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+    "node_modules/@eslint/config-array/node_modules/balanced-match": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.2.tgz",
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+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/@eslint/config-array/node_modules/brace-expansion": {
+      "version": "1.1.18",
+      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.18.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "balanced-match": "^1.0.0",
+        "concat-map": "0.0.1"
+      }
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+    "node_modules/@eslint/config-array/node_modules/minimatch": {
+      "version": "3.1.5",
+      "resolved": "https://registry.npmjs.org/minimatch/-/minimatch-3.1.5.tgz",
+      "integrity": "sha512-VgjWUsnnT6n+NUk6eZq77zeFdpW2LWDzP6zFGrCbHXiYNul5Dzqk2HHQ5uFH2DNW5Xbp8+jVzaeNt94ssEEl4w==",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "brace-expansion": "^1.1.7"
+      },
+      "engines": {
+        "node": "*"
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       "version": "0.4.2",
       "resolved": "https://registry.npmjs.org/@eslint/config-helpers/-/config-helpers-0.4.2.tgz",
@@ -1215,6 +1304,61 @@
         "url": "https://opencollective.com/eslint"
       }
     },
+    "node_modules/@eslint/eslintrc/node_modules/ajv": {
+      "version": "6.15.0",
+      "resolved": "https://registry.npmjs.org/ajv/-/ajv-6.15.0.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "fast-deep-equal": "^3.1.1",
+        "fast-json-stable-stringify": "^2.0.0",
+        "json-schema-traverse": "^0.4.1",
+        "uri-js": "^4.2.2"
+      },
+      "funding": {
+        "type": "github",
+        "url": "https://github.com/sponsors/epoberezkin"
+      }
+    },
+    "node_modules/@eslint/eslintrc/node_modules/balanced-match": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/balanced-match/-/balanced-match-1.0.2.tgz",
+      "integrity": "sha512-3oSeUO0TMV67hN1AmbXsK4yaqU7tjiHlbxRDZOpH0KW9+CeX4bRAaX0Anxt0tx2MrpRpWwQaPwIlISEJhYU5Pw==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/@eslint/eslintrc/node_modules/brace-expansion": {
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+      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-1.1.18.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "balanced-match": "^1.0.0",
+        "concat-map": "0.0.1"
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+    "node_modules/@eslint/eslintrc/node_modules/json-schema-traverse": {
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+      "resolved": "https://registry.npmjs.org/json-schema-traverse/-/json-schema-traverse-0.4.1.tgz",
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+      "dev": true,
+      "license": "MIT"
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+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "brace-expansion": "^1.1.7"
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@@ -1252,6 +1396,16 @@
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+      "resolved": "https://registry.npmjs.org/@fastify/busboy/-/busboy-2.1.1.tgz",
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+      "dev": true,
+      "license": "MIT",
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         "type": "github",
         "url": "https://github.com/sponsors/Brooooooklyn"
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-        "@emnapi/runtime": "^1.7.1"
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@@ -2796,9 +2953,9 @@
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+      "version": "6.3.1",
+      "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz",
+      "integrity": "sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==",
+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      }
+    },
     "node_modules/node-gyp": {
       "version": "12.4.0",
       "resolved": "https://registry.npmjs.org/node-gyp/-/node-gyp-12.4.0.tgz",
@@ -8166,19 +8409,6 @@
         "node": ">=20"
       }
     },
-    "node_modules/node-gyp/node_modules/semver": {
-      "version": "7.8.5",
-      "resolved": "https://registry.npmjs.org/semver/-/semver-7.8.5.tgz",
-      "integrity": "sha512-Y7/KDsb8LjooZpwaqGyulO6DQlksgCncchHGk+sZIY4SBvUocMBEFH5Ur1fI4dV+Jvl0w6cjvucaIi40puRioA==",
-      "dev": true,
-      "license": "ISC",
-      "bin": {
-        "semver": "bin/semver.js"
-      },
-      "engines": {
-        "node": ">=10"
-      }
-    },
     "node_modules/node-gyp/node_modules/undici": {
       "version": "6.28.0",
       "resolved": "https://registry.npmjs.org/undici/-/undici-6.28.0.tgz",
@@ -8652,9 +8882,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.23",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.23.tgz",
-      "integrity": "sha512-g50586zr4bZmwFiTlflMu8E0bDTb5I5gertgwAKmsdUlTQIhZtunzUlD1WSzwcVWPoAVpsrA6vlfCD7oXvRwgg==",
+      "version": "8.5.25",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.25.tgz",
+      "integrity": "sha512-DTPx3RWSSnWyzLxQnlH0rJP+EW5ekl16ZU4/psbIhA0e53kJfdgaN5vKM+xP7yJtXVu+nfdVFmlgFDEKAe4Pyw==",
       "dev": true,
       "funding": [
         {
@@ -9279,13 +9509,15 @@
       "license": "MIT"
     },
     "node_modules/semver": {
-      "version": "6.3.1",
-      "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz",
-      "integrity": "sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==",
-      "dev": true,
+      "version": "7.8.5",
+      "resolved": "https://registry.npmjs.org/semver/-/semver-7.8.5.tgz",
+      "integrity": "sha512-Y7/KDsb8LjooZpwaqGyulO6DQlksgCncchHGk+sZIY4SBvUocMBEFH5Ur1fI4dV+Jvl0w6cjvucaIi40puRioA==",
       "license": "ISC",
       "bin": {
         "semver": "bin/semver.js"
+      },
+      "engines": {
+        "node": ">=10"
       }
     },
     "node_modules/semver-compare": {
@@ -9402,18 +9634,6 @@
         "@img/sharp-win32-x64": "0.34.5"
       }
     },
-    "node_modules/sharp/node_modules/semver": {
-      "version": "7.8.5",
-      "resolved": "https://registry.npmjs.org/semver/-/semver-7.8.5.tgz",
-      "integrity": "sha512-Y7/KDsb8LjooZpwaqGyulO6DQlksgCncchHGk+sZIY4SBvUocMBEFH5Ur1fI4dV+Jvl0w6cjvucaIi40puRioA==",
-      "license": "ISC",
-      "bin": {
-        "semver": "bin/semver.js"
-      },
-      "engines": {
-        "node": ">=10"
-      }
-    },
     "node_modules/shebang-command": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz",
@@ -9546,19 +9766,6 @@
         "node": ">=10"
       }
     },
-    "node_modules/simple-update-notifier/node_modules/semver": {
-      "version": "7.8.5",
-      "resolved": "https://registry.npmjs.org/semver/-/semver-7.8.5.tgz",
-      "integrity": "sha512-Y7/KDsb8LjooZpwaqGyulO6DQlksgCncchHGk+sZIY4SBvUocMBEFH5Ur1fI4dV+Jvl0w6cjvucaIi40puRioA==",
-      "dev": true,
-      "license": "ISC",
-      "bin": {
-        "semver": "bin/semver.js"
-      },
-      "engines": {
-        "node": ">=10"
-      }
-    },
     "node_modules/source-map": {
       "version": "0.6.1",
       "resolved": "https://registry.npmjs.org/source-map/-/source-map-0.6.1.tgz",
@@ -9845,16 +10052,19 @@
       }
     },
     "node_modules/supports-color": {
-      "version": "7.2.0",
-      "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-7.2.0.tgz",
-      "integrity": "sha512-qpCAvRl9stuOHveKsn7HncJRvv501qIacKzQlO/+Lwxc9+0q2wLyv4Dfvt80/DPn2pqOBsJdDiogXGR9+OvwRw==",
+      "version": "8.1.1",
+      "resolved": "https://registry.npmjs.org/supports-color/-/supports-color-8.1.1.tgz",
+      "integrity": "sha512-MpUEN2OodtUzxvKQl72cUF7RQ5EiHsGvSsVG0ia9c5RbWGL2CI4C7EpPS8UTBIplnlzZiNuV56w+FuNxy3ty2Q==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
         "has-flag": "^4.0.0"
       },
       "engines": {
-        "node": ">=8"
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/supports-color?sponsor=1"
       }
     },
     "node_modules/supports-preserve-symlinks-flag": {
@@ -10309,14 +10519,16 @@
       }
     },
     "node_modules/undici": {
-      "version": "7.29.0",
-      "resolved": "https://registry.npmjs.org/undici/-/undici-7.29.0.tgz",
-      "integrity": "sha512-IDxfleLmmbSskfWSUATiN1nfn2rDuvnMOqb5CWR92iIfojA0Ud+ulOAAEQ57LPr9rWmsreUyf5lwyao+7GNNVw==",
+      "version": "5.29.0",
+      "resolved": "https://registry.npmjs.org/undici/-/undici-5.29.0.tgz",
+      "integrity": "sha512-raqeBD6NQK4SkWhQzeYKd1KmIG6dllBOTt55Rmkt4HtI9mwdWtJljnrXjAFUBLTSN67HWrOIZ3EPF4kjUw80Bg==",
       "dev": true,
       "license": "MIT",
-      "optional": true,
+      "dependencies": {
+        "@fastify/busboy": "^2.0.0"
+      },
       "engines": {
-        "node": ">=20.18.1"
+        "node": ">=14.0"
       }
     },
     "node_modules/undici-types": {
@@ -10471,6 +10683,23 @@
         "tslib": "^2.8.1"
       }
     },
+    "node_modules/weightlift": {
+      "version": "0.2.1",
+      "resolved": "https://registry.npmjs.org/weightlift/-/weightlift-0.2.1.tgz",
+      "integrity": "sha512-ET5FGR0CB/OAmNxZX7u6BAGas6WFHj1415Xz/TXTN2unbWPIwG0R71Ogi0fB8kgEuT1liPpjGQWPbQ/9M+sUnQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "react": ">=18"
+      },
+      "peerDependenciesMeta": {
+        "react": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/which": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
diff --git a/package.json b/package.json
index 85bd298..b048260 100644
--- a/package.json
+++ b/package.json
@@ -42,6 +42,7 @@
     "react": "19.2.4",
     "react-dom": "19.2.4",
     "react-resizable-panels": "^4.12.2",
+    "weightlift": "^0.2.1",
     "zustand": "^5.0.14"
   },
   "devDependencies": {
diff --git a/tsconfig.json b/tsconfig.json
index a0bf1ea..def3ff8 100644
--- a/tsconfig.json
+++ b/tsconfig.json
@@ -31,5 +31,12 @@
     "**/*.mts",
     "types/**/*.d.ts"
   ],
-  "exclude": ["node_modules", "out", "electron", "electron-dist", "dist"]
+  "exclude": [
+    "node_modules",
+    "out",
+    "electron",
+    "electron-dist",
+    "dist",
+    "packages"
+  ]
 }
diff --git a/workers/transcription.worker.ts b/workers/transcription.worker.ts
index ff76be0..bd9c258 100644
--- a/workers/transcription.worker.ts
+++ b/workers/transcription.worker.ts
@@ -20,6 +20,11 @@ import {
   env,
   type AutomaticSpeechRecognitionPipeline,
 } from "@huggingface/transformers";
+import { ModelManager } from "weightlift";
+import {
+  fallbackDevicePolicy,
+  transformersModel,
+} from "weightlift/transformers";
 import type { Word, WorkerRequest, WorkerResponse } from "@/lib/types";
 import { MODELS, type WhisperModel } from "@/lib/models";
 import { cleanTranscript } from "@/lib/hallucinations";
@@ -57,136 +62,62 @@ type AsrChunk = { text: string; timestamp: [number, number | null] };
 const post = (msg: WorkerResponse, transfer: Transferable[] = []) =>
   (self as unknown as Worker).postMessage(msg, transfer);
 
-/**
- * Aggregate model download progress into a single 0..1 value.
- *
- * Prefer transformers.js `progress_total` events: those are pre-seeded with
- * every expected file's size, so the bar does not jump to 100% after the first
- * ONNX file finishes while larger siblings are still downloading. Fall back to
- * per-file `progress` only when totals are unavailable, and rescale `best`
- * whenever the known byte total grows so the bar can move backwards honestly.
- */
-function makeDownloadTracker(label: string) {
-  const files = new Map<string, { loaded: number; total: number }>();
-  let best = 0;
-  let lastTotal = 0;
-  let useTotalEvents = false;
-
-  const report = (loaded: number, total: number) => {
-    if (total <= 0) return;
-    if (total > lastTotal && lastTotal > 0 && best > 0) {
-      best *= lastTotal / total;
-    }
-    lastTotal = total;
-    best = Math.max(best, Math.min(1, loaded / total));
-    post({ type: "progress", message: label, value: best });
-  };
-
-  return (p: {
-    status?: string;
-    file?: string;
-    loaded?: number;
-    total?: number;
-    progress?: number;
-  }) => {
-    if (p.status === "progress_total") {
-      useTotalEvents = true;
-      const total = p.total ?? 0;
-      const loaded =
-        total > 0 && typeof p.progress === "number"
-          ? (p.progress / 100) * total
-          : (p.loaded ?? 0);
-      report(loaded, total);
-      return;
-    }
-
-    // Per-file fallback when the library could not pre-seed expected files.
-    if (useTotalEvents) return;
-    if (p.status !== "progress" || !p.file || !p.total) return;
-    files.set(p.file, { loaded: p.loaded ?? 0, total: p.total });
-    let loaded = 0;
-    let total = 0;
-    for (const f of files.values()) {
-      loaded += f.loaded;
-      total += f.total;
-    }
-    report(loaded, total);
-  };
-}
-
-/**
- * Whether a model's weights are already in the transformers.js browser cache.
- * Used purely to label the progress UI accurately ("Loading … from cache"
- * instead of "Downloading …"): transformers.js emits identical progress
- * events when reading a cached model from disk as when downloading it.
- */
-async function isModelCached(modelId: string): Promise<boolean> {
-  try {
-    const cache = await caches.open(env.cacheKey ?? "transformers-cache");
-    const keys = await cache.keys();
-    return keys.some((req) => req.url.includes(modelId) && req.url.includes(".onnx"));
-  } catch {
-    return false;
-  }
-}
-
-/** Once set, this worker stays on WASM — a lost WebGPU session cannot be reused. */
-let forceWasm = false;
 /** Device the current ASR pipeline is running on. */
 let asrDevice: "webgpu" | "wasm" = "wasm";
 
-async function pickDevice(): Promise<"webgpu" | "wasm"> {
-  if (forceWasm) return "wasm";
-  try {
-    const gpu = (globalThis.navigator as Navigator & {
-      gpu?: { requestAdapter: () => Promise<unknown | null> };
-    })?.gpu;
-    if (gpu && (await gpu.requestAdapter())) return "webgpu";
-  } catch {
-    // fall through to wasm
-  }
-  return "wasm";
-}
+/**
+ * ASR registry keyed by Hugging Face model id. Definitions are registered up
+ * front; getAsr() only loads by id. unloadAll() after a WebGPU loss forces a
+ * clean reload on WASM.
+ */
+const asrModels = new ModelManager({
+  models: Object.fromEntries(
+    (Object.keys(MODELS) as WhisperModel[]).map((choice) => {
+      const { id, dtype } = MODELS[choice];
+      return [
+        id,
+        transformersModel<AutomaticSpeechRecognitionPipeline>({
+          pipeline,
+          task: "automatic-speech-recognition",
+          modelId: id,
+          dtype,
+          cacheKey: env.cacheKey ?? "transformers-cache",
+          onDevice: (device) => {
+            asrDevice = device;
+          },
+        }),
+      ];
+    })
+  ),
+});
+asrModels.subscribe((snap) => {
+  const id = snap.loading[0];
+  if (!id) return;
+  const rec = snap.models[id];
+  if (!rec) return;
+  post({
+    type: "progress",
+    message:
+      rec.fromCache === true
+        ? "Loading speech model from cache…"
+        : "Downloading speech model…",
+    value: rec.indeterminate ? null : rec.percent,
+  });
+});
 
-// Keyed by model id so choices that share weights reuse one pipeline.
-const asrPromises = new Map<string, Promise<AutomaticSpeechRecognitionPipeline>>();
 async function getAsr(choice: WhisperModel) {
-  const { id, dtype } = MODELS[choice];
-  let promise = asrPromises.get(id);
-  if (!promise) {
-    const device = await pickDevice();
-    asrDevice = device;
-    const label = (await isModelCached(id))
-      ? "Loading speech model from cache…"
-      : "Downloading speech model…";
-    promise = pipeline("automatic-speech-recognition", id, {
-      dtype: dtype[device],
-      device,
-      progress_callback: makeDownloadTracker(label),
-    }).catch((err) => {
-      // WebGPU can fail on some drivers; retry once on plain WASM.
-      if (device === "webgpu") {
-        forceWasm = true;
-        asrDevice = "wasm";
-        return pipeline("automatic-speech-recognition", id, {
-          dtype: dtype.wasm,
-          device: "wasm",
-          progress_callback: makeDownloadTracker(label),
-        });
-      }
-      throw err;
-    }) as Promise<AutomaticSpeechRecognitionPipeline>;
-    asrPromises.set(id, promise);
-    promise.catch(() => asrPromises.delete(id));
-  }
-  return promise;
+  return asrModels.load<AutomaticSpeechRecognitionPipeline>(MODELS[choice].id);
 }
 
-/** Drop the dead WebGPU pipeline and reload the same model on WASM. */
+/**
+ * Drop dead WebGPU pipelines and reload the requested model on WASM.
+ * A lost GPU device invalidates every WebGPU session, so clear the whole
+ * ASR cache (same as the old asrPromises.clear()) — not just `choice`.
+ */
 async function fallbackAsrToWasm(choice: WhisperModel) {
-  forceWasm = true;
+  fallbackDevicePolicy.preferWasm();
   asrDevice = "wasm";
-  asrPromises.clear();
+  await asrModels.unloadAll();
   post({
     type: "progress",
     message: "GPU interrupted — continuing on CPU…",