diff --git a/.github/workflows/desktop-package.yml b/.github/workflows/desktop-package.yml
index b30ed3e..9da9796 100644
--- a/.github/workflows/desktop-package.yml
+++ b/.github/workflows/desktop-package.yml
@@ -39,16 +39,16 @@ jobs:
             runner: ubuntu-22.04
             bundles: appimage,deb
     steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
+      - uses: actions/checkout@v7
+      - uses: actions/setup-node@v7
         with:
           node-version: 24
           cache: npm
           cache-dependency-path: desktop/package-lock.json
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v7
         with:
           python-version: "3.11"
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v10.1.0
         with:
           version: "latest"
       - uses: dtolnay/rust-toolchain@stable
@@ -130,7 +130,7 @@ jobs:
           fi
           uv run python scripts/verify_desktop_sidecar.py --sidecar "$sidecar_path"
       - name: Upload installer artifacts
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v7
         with:
           name: soca-${{ runner.os }}-${{ runner.arch }}
           path: desktop/src-tauri/target/release/bundle/
diff --git a/.github/workflows/desktop-release.yml b/.github/workflows/desktop-release.yml
index 93ae426..65d9df2 100644
--- a/.github/workflows/desktop-release.yml
+++ b/.github/workflows/desktop-release.yml
@@ -23,16 +23,16 @@ jobs:
             runner: windows-2022
             platform: win32
     steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
+      - uses: actions/checkout@v7
+      - uses: actions/setup-node@v7
         with:
           node-version: 24
           cache: npm
           cache-dependency-path: desktop/package-lock.json
-      - uses: actions/setup-python@v5
+      - uses: actions/setup-python@v7
         with:
           python-version: "3.11"
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v10.1.0
         with:
           version: "latest"
       - uses: dtolnay/rust-toolchain@stable
diff --git a/.github/workflows/quality.yml b/.github/workflows/quality.yml
index a5dfd2c..a3ec445 100644
--- a/.github/workflows/quality.yml
+++ b/.github/workflows/quality.yml
@@ -14,11 +14,11 @@ jobs:
       matrix:
         python-version: ["3.11", "3.12"]
     steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
+      - uses: actions/checkout@v7
+      - uses: actions/setup-python@v7
         with:
           python-version: ${{ matrix.python-version }}
-      - uses: astral-sh/setup-uv@v5
+      - uses: astral-sh/setup-uv@v10.1.0
         with:
           version: "latest"
       - name: Install audio runtime libraries
diff --git a/desktop/package-lock.json b/desktop/package-lock.json
index 4e32426..8e7b99a 100644
--- a/desktop/package-lock.json
+++ b/desktop/package-lock.json
@@ -31,7 +31,6 @@
         "rehype-katex": "^7.0.1",
         "remark-gfm": "^4.0.1",
         "remark-math": "^6.0.0",
-        "shadcn": "^4.18.0",
         "streamdown": "^2.5.0",
         "tailwind-merge": "^3.6.0",
         "tailwindcss": "^4.3.3",
@@ -51,7 +50,10 @@
         "jsdom": "^29.1.1",
         "typescript": "~5.8.3",
         "vite": "^7.0.4",
-        "vitest": "^4.1.10"
+        "vitest": "^4.1.11"
+      },
+      "engines": {
+        "node": ">=22"
       }
     },
     "node_modules/@ai-sdk/gateway": {
@@ -170,6 +172,7 @@
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/code-frame/-/code-frame-7.29.7.tgz",
       "integrity": "sha512-Aup7aUOfpbAUg2ROOJN6Iw5f9DMBlzu0mIkm/malLQFN/YQgO48wCj0Kxa3sEHJvPVFg7siR+qRInwXd2qhQKw==",
+      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/helper-validator-identifier": "^7.29.7",
@@ -184,6 +187,7 @@
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/compat-data/-/compat-data-7.29.7.tgz",
       "integrity": "sha512-locTkQyKvwIEgBzVrn8693ebc97F2U8ZHjbXwDXJ5Fn2TCpNwTlKcaKLkdHop5c/icOFE7qt7Q9JC5hnKNa6Gg==",
+      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
@@ -193,6 +197,7 @@
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/core/-/core-7.29.7.tgz",
       "integrity": "sha512-RgHBCvtjbOK2gXSNBNIkNoEc9qoVEtau3hj8gEqKQuL3HZAibKarWFEI3Lfm6EYKkLalOh8eSrj9b+ch9H/VBA==",
+      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/code-frame": "^7.29.7",
@@ -223,6 +228,7 @@
       "version": "7.29.8",
       "resolved": "https://registry.npmmirror.com/@babel/generator/-/generator-7.29.8.tgz",
       "integrity": "sha512-gZbepsdh3WDtgZKWL+vTPh71LSBrm/Y4/QDZBVCcYfmeTEEuoOYwlSy+G1StfJg+/Zy550u/3TATbm7qDbbMtg==",
+      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/parser": "^7.29.8",
@@ -235,22 +241,11 @@
         "node": ">=6.9.0"
       }
     },
-    "node_modules/@babel/helper-annotate-as-pure": {
-      "version": "7.29.7",
-      "resolved": "https://registry.npmmirror.com/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.29.7.tgz",
-      "integrity": "sha512-OoK6239jHPuSQOoS0kfTVKn0b/rVTk0seKq4Gd2UMLtmOVLjDC0ki3e+c90Trqv2gMfvJFqkiljrr568+qddiw==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/types": "^7.29.7"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      }
-    },
     "node_modules/@babel/helper-compilation-targets": {
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/helper-compilation-targets/-/helper-compilation-targets-7.29.7.tgz",
       "integrity": "sha512-wem6WaBj4NaVYVdNhLPPVacES6ZJ+KBBfSkTMD3YZxbP3rm3Di85tJU5ljaUNhaOynt+Aj0xruhYuzQBt8n71g==",
+      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/compat-data": "^7.29.7",
@@ -263,53 +258,21 @@
         "node": ">=6.9.0"
       }
     },
-    "node_modules/@babel/helper-create-class-features-plugin": {
-      "version": "7.29.7",
-      "resolved": "https://registry.npmmirror.com/@babel/helper-create-class-features-plugin/-/helper-create-class-features-plugin-7.29.7.tgz",
-      "integrity": "sha512-IY3ZD9Tmooqr3TUhc3DUWxiuo8xx1DWLhd5M7hQ+ZWJamqM2BbalrBJb2MisSLoYorOj75U03qULCxQTY9r3hg==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/helper-annotate-as-pure": "^7.29.7",
-        "@babel/helper-member-expression-to-functions": "^7.29.7",
-        "@babel/helper-optimise-call-expression": "^7.29.7",
-        "@babel/helper-replace-supers": "^7.29.7",
-        "@babel/helper-skip-transparent-expression-wrappers": "^7.29.7",
-        "@babel/traverse": "^7.29.7",
-        "semver": "^6.3.1"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      },
-      "peerDependencies": {
-        "@babel/core": "^7.0.0"
-      }
-    },
     "node_modules/@babel/helper-globals": {
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/helper-globals/-/helper-globals-7.29.7.tgz",
       "integrity": "sha512-3nQVUAtvkKH9zahfWgw96Jc/uFOmjACE1kQz82E2lqWmHBgjzbNlsC22nuQTfahmWeQtTq5nQ/4Nnd2A1wj4zA==",
+      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
     },
-    "node_modules/@babel/helper-member-expression-to-functions": {
-      "version": "7.29.7",
-      "resolved": "https://registry.npmmirror.com/@babel/helper-member-expression-to-functions/-/helper-member-expression-to-functions-7.29.7.tgz",
-      "integrity": "sha512-j+7JYmk1JYDtACIGj0QJqqWZjoUpMoEikQGADMaHgCMCSDqd2+P32rfcibUNrGOMWrlzK1WJBdxrB3JJQZwWtg==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/traverse": "^7.29.7",
-        "@babel/types": "^7.29.7"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      }
-    },
     "node_modules/@babel/helper-module-imports": {
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/helper-module-imports/-/helper-module-imports-7.29.7.tgz",
       "integrity": "sha512-ejHwrQQYcm9xnTivShn2IDOlIzInN34AXskvq9QicvCtEzq1Vzclu/tKF8Jq1Cg8JG2GL6/EmjgsCT7lXepE3g==",
+      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/traverse": "^7.29.7",
@@ -323,6 +286,7 @@
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/helper-module-transforms/-/helper-module-transforms-7.29.7.tgz",
       "integrity": "sha512-UPUVSyXbOh627KiCIGQSgwWzGeBKLkaJ9PJEdrngIwMSzxLR4jS4+f1f1jb7VzBbg8nFLaYotvVPFCTqdrmTAg==",
+      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/helper-module-imports": "^7.29.7",
@@ -336,61 +300,21 @@
         "@babel/core": "^7.0.0"
       }
     },
-    "node_modules/@babel/helper-optimise-call-expression": {
-      "version": "7.29.7",
-      "resolved": "https://registry.npmmirror.com/@babel/helper-optimise-call-expression/-/helper-optimise-call-expression-7.29.7.tgz",
-      "integrity": "sha512-+kmGVjcT9RGYzoDwdwEqEvGgKe3BYq+O1iGzjFubaNgZHwYHP6lsF2Yghf4kEuv9BV7tYDZ913aBW9am6YKong==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/types": "^7.29.7"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      }
-    },
     "node_modules/@babel/helper-plugin-utils": {
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/helper-plugin-utils/-/helper-plugin-utils-7.29.7.tgz",
       "integrity": "sha512-G7sHYigPY17oO5SYWnfD/0MTBwVR781S/JI643e/JhUYgVgWE/61SoW3NH9KWUKyKq5LVh3npif99Wkt6j86Jw==",
+      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
       }
     },
-    "node_modules/@babel/helper-replace-supers": {
-      "version": "7.29.7",
-      "resolved": "https://registry.npmmirror.com/@babel/helper-replace-supers/-/helper-replace-supers-7.29.7.tgz",
-      "integrity": "sha512-atfGXWSeCiF4DnKZIfmJfQRkSw9b9gNNXR1kqKjbhG4pGYCOnkp8OcTB8E3NXjBu8NpheSnOeNKz8KT7UNFTmQ==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/helper-member-expression-to-functions": "^7.29.7",
-        "@babel/helper-optimise-call-expression": "^7.29.7",
-        "@babel/traverse": "^7.29.7"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      },
-      "peerDependencies": {
-        "@babel/core": "^7.0.0"
-      }
-    },
-    "node_modules/@babel/helper-skip-transparent-expression-wrappers": {
-      "version": "7.29.7",
-      "resolved": "https://registry.npmmirror.com/@babel/helper-skip-transparent-expression-wrappers/-/helper-skip-transparent-expression-wrappers-7.29.7.tgz",
-      "integrity": "sha512-brcMGQaVzIeUb+6/bs1Av0f8YuNNjKY2JyvfRCsFuFsdKccEQ5Ges2y74D74NZ1Rz8lKJ9ksJkfqwQFJ/iNEyQ==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/traverse": "^7.29.7",
-        "@babel/types": "^7.29.7"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      }
-    },
     "node_modules/@babel/helper-string-parser": {
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/helper-string-parser/-/helper-string-parser-7.29.7.tgz",
       "integrity": "sha512-Pb5ijPrZ89GDH8223L4UP8i6QApWxs04RbPQJTeWDV0/keR2E36MeKnyr6LYmUUvqRRI+Iv87SuF1W6ErINzYw==",
+      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
@@ -400,6 +324,7 @@
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/helper-validator-identifier/-/helper-validator-identifier-7.29.7.tgz",
       "integrity": "sha512-qehxGkRj55h/ff8EMaJ+cYhyaKlHIxqYDn682wQD7RNp9UujOQsHog2uS0r2vzr4pW+sXf90NeeayjcNaX3fFg==",
+      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
@@ -409,6 +334,7 @@
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/helper-validator-option/-/helper-validator-option-7.29.7.tgz",
       "integrity": "sha512-N9ZErrD+yW5geCDtBqnOoxmR8+tNKiGuxKlDpuJxfsqpa2dFcexaziGAE/qoHLiDDreVNMupxGmSoNlyvsA3gw==",
+      "dev": true,
       "license": "MIT",
       "engines": {
         "node": ">=6.9.0"
@@ -418,6 +344,7 @@
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/helpers/-/helpers-7.29.7.tgz",
       "integrity": "sha512-1k2lAGRMfHTcwuNYcCNUmaUffmQv8KWMfh2iJUUeRlwlwH4FdNG7mfPI10NPfLHJFThE4Tyr4mv7kTNZOiPuBg==",
+      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/template": "^7.29.7",
@@ -431,6 +358,7 @@
       "version": "7.29.8",
       "resolved": "https://registry.npmmirror.com/@babel/parser/-/parser-7.29.8.tgz",
       "integrity": "sha512-E8lTAYNB1KW+FH+VGJuZM1ioAx2E6oVlvQFRrf5P8ZZmsiJXYAD9vTFV7yyEURNzgh1dFqMZuO6tUwcARbqFCA==",
+      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/types": "^7.29.8"
@@ -442,52 +370,6 @@
         "node": ">=6.0.0"
       }
     },
-    "node_modules/@babel/plugin-syntax-jsx": {
-      "version": "7.29.7",
-      "resolved": "https://registry.npmmirror.com/@babel/plugin-syntax-jsx/-/plugin-syntax-jsx-7.29.7.tgz",
-      "integrity": "sha512-TSu8+mHCoEaaCDEZ0I3+6mvTBYR4PCxQwf2z9/r5Tbztv6NaLR3B9thGTTxX2WGuGHJqRiAbKPeGTJ5XWXVg6A==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/helper-plugin-utils": "^7.29.7"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      },
-      "peerDependencies": {
-        "@babel/core": "^7.0.0-0"
-      }
-    },
-    "node_modules/@babel/plugin-syntax-typescript": {
-      "version": "7.29.7",
-      "resolved": "https://registry.npmmirror.com/@babel/plugin-syntax-typescript/-/plugin-syntax-typescript-7.29.7.tgz",
-      "integrity": "sha512-ngr+82Sh0xMz25TPCZi+nC2iTzjfCdWS2ONXTp/PtSCHCgaCNBpdMqgvJ2ccdLlClVZ7sisIgB914j/JFe+RZA==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/helper-plugin-utils": "^7.29.7"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      },
-      "peerDependencies": {
-        "@babel/core": "^7.0.0-0"
-      }
-    },
-    "node_modules/@babel/plugin-transform-modules-commonjs": {
-      "version": "7.29.7",
-      "resolved": "https://registry.npmmirror.com/@babel/plugin-transform-modules-commonjs/-/plugin-transform-modules-commonjs-7.29.7.tgz",
-      "integrity": "sha512-j0vCldybPC5b5dwCQOJ21uKtHzt7hxLygJTg9eF1ScfaikEDNfzn94XoW5Fi+seBR0nCyL23xaBFFkq7dTM8XQ==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/helper-module-transforms": "^7.29.7",
-        "@babel/helper-plugin-utils": "^7.29.7"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      },
-      "peerDependencies": {
-        "@babel/core": "^7.0.0-0"
-      }
-    },
     "node_modules/@babel/plugin-transform-react-jsx-self": {
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/plugin-transform-react-jsx-self/-/plugin-transform-react-jsx-self-7.29.7.tgz",
@@ -520,44 +402,6 @@
         "@babel/core": "^7.0.0-0"
       }
     },
-    "node_modules/@babel/plugin-transform-typescript": {
-      "version": "7.29.7",
-      "resolved": "https://registry.npmmirror.com/@babel/plugin-transform-typescript/-/plugin-transform-typescript-7.29.7.tgz",
-      "integrity": "sha512-jK52h8LaLc7JarhQV2ofeFMts4H7vnOXnqZNA6fYglBTZewRBE51KWt3BUltW1P+KoPsYkHoJeXePuz4zo2LMw==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/helper-annotate-as-pure": "^7.29.7",
-        "@babel/helper-create-class-features-plugin": "^7.29.7",
-        "@babel/helper-plugin-utils": "^7.29.7",
-        "@babel/helper-skip-transparent-expression-wrappers": "^7.29.7",
-        "@babel/plugin-syntax-typescript": "^7.29.7"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      },
-      "peerDependencies": {
-        "@babel/core": "^7.0.0-0"
-      }
-    },
-    "node_modules/@babel/preset-typescript": {
-      "version": "7.29.7",
-      "resolved": "https://registry.npmmirror.com/@babel/preset-typescript/-/preset-typescript-7.29.7.tgz",
-      "integrity": "sha512-/Foi8vKY2EVbed/1eZx0gJEEwHAIxogrySI7rULcRIvhZzbvoE/b5qG5Ghc0WKAFKOHA9SD1x7RsFlOYdutIiQ==",
-      "license": "MIT",
-      "dependencies": {
-        "@babel/helper-plugin-utils": "^7.29.7",
-        "@babel/helper-validator-option": "^7.29.7",
-        "@babel/plugin-syntax-jsx": "^7.29.7",
-        "@babel/plugin-transform-modules-commonjs": "^7.29.7",
-        "@babel/plugin-transform-typescript": "^7.29.7"
-      },
-      "engines": {
-        "node": ">=6.9.0"
-      },
-      "peerDependencies": {
-        "@babel/core": "^7.0.0-0"
-      }
-    },
     "node_modules/@babel/runtime": {
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/runtime/-/runtime-7.29.7.tgz",
@@ -571,6 +415,7 @@
       "version": "7.29.7",
       "resolved": "https://registry.npmmirror.com/@babel/template/-/template-7.29.7.tgz",
       "integrity": "sha512-puq+Gf35oI24FeN11LkoUQFqv9uwNeWpxXZi/Ji3rRIoKAzKnxRaZ+Gkj0vKS9ZCiTESfng1N9LyOyXvo+m+Gg==",
+      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/code-frame": "^7.29.7",
@@ -585,6 +430,7 @@
       "version": "7.29.8",
       "resolved": "https://registry.npmmirror.com/@babel/traverse/-/traverse-7.29.8.tgz",
       "integrity": "sha512-I5z7H3bf/41ktsNVLtpN0wAa336HkqIHQ5BuPLEhTkt1jVSyZpeNKIzTgEWmlxjdg81R0IgUCcaE+Ok3NvrfZg==",
+      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/code-frame": "^7.29.7",
@@ -603,6 +449,7 @@
       "version": "7.29.8",
       "resolved": "https://registry.npmmirror.com/@babel/types/-/types-7.29.8.tgz",
       "integrity": "sha512-Vj1jF3cPfxg7OAfoI7QnVKLoILlm2JF9pnVHrX8qx7AHMiYWT+NDAA7jChlNgRS4WTLc/fD1lXLmPixluj+3Gg==",
+      "dev": true,
       "license": "MIT",
       "dependencies": {
         "@babel/helper-string-parser": "^7.29.7",
@@ -837,187 +684,6 @@
         "node": ">=20.19.0"
       }
     },
-    "node_modules/@dotenvx/dotenvx": {
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-    "node_modules/vary": {
-      "version": "1.1.2",
-      "resolved": "https://registry.npmmirror.com/vary/-/vary-1.1.2.tgz",
-      "integrity": "sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg==",
-      "license": "MIT",
-      "engines": {
-        "node": ">= 0.8"
-      }
-    },
     "node_modules/vfile": {
       "version": "6.0.3",
       "resolved": "https://registry.npmmirror.com/vfile/-/vfile-6.0.3.tgz",
@@ -10665,19 +7500,19 @@
       }
     },
     "node_modules/vitest": {
-      "version": "4.1.10",
-      "resolved": "https://registry.npmmirror.com/vitest/-/vitest-4.1.10.tgz",
-      "integrity": "sha512-R9jUTe5S4Qb0HCd4TNqpC7oGcrMssMRGXLW80ubjWsW9VH5GF8y1Y0SFLY9AbqSk6nt0PnOx4H4WNJYZ13GUPw==",
+      "version": "4.1.11",
+      "resolved": "https://registry.npmjs.org/vitest/-/vitest-4.1.11.tgz",
+      "integrity": "sha512-fhACrNXUidIbGSBr5FlbuBkO7VWC1ZyLl0DO4CU2DrQoAPxX84Ysxs+HeGQpii5lZWV1Q4gBZTTu49mF+A6Edw==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
-        "@vitest/expect": "4.1.10",
-        "@vitest/mocker": "4.1.10",
-        "@vitest/pretty-format": "4.1.10",
-        "@vitest/runner": "4.1.10",
-        "@vitest/snapshot": "4.1.10",
-        "@vitest/spy": "4.1.10",
-        "@vitest/utils": "4.1.10",
+        "@vitest/expect": "4.1.11",
+        "@vitest/mocker": "4.1.11",
+        "@vitest/pretty-format": "4.1.11",
+        "@vitest/runner": "4.1.11",
+        "@vitest/snapshot": "4.1.11",
+        "@vitest/spy": "4.1.11",
+        "@vitest/utils": "4.1.11",
         "es-module-lexer": "^2.0.0",
         "expect-type": "^1.3.0",
         "magic-string": "^0.30.21",
@@ -10705,12 +7540,12 @@
         "@edge-runtime/vm": "*",
         "@opentelemetry/api": "^1.9.0",
         "@types/node": "^20.0.0 || ^22.0.0 || >=24.0.0",
-        "@vitest/browser-playwright": "4.1.10",
-        "@vitest/browser-preview": "4.1.10",
-        "@vitest/browser-webdriverio": "4.1.10",
-        "@vitest/coverage-istanbul": "4.1.10",
-        "@vitest/coverage-v8": "4.1.10",
-        "@vitest/ui": "4.1.10",
+        "@vitest/browser-playwright": "4.1.11",
+        "@vitest/browser-preview": "4.1.11",
+        "@vitest/browser-webdriverio": "4.1.11",
+        "@vitest/coverage-istanbul": "4.1.11",
+        "@vitest/coverage-v8": "4.1.11",
+        "@vitest/ui": "4.1.11",
         "happy-dom": "*",
         "jsdom": "*",
         "vite": "^6.0.0 || ^7.0.0 || ^8.0.0"
@@ -10812,21 +7647,6 @@
         "node": "^20.19.0 || ^22.12.0 || >=24.0.0"
       }
     },
-    "node_modules/which": {
-      "version": "4.0.0",
-      "resolved": "https://registry.npmmirror.com/which/-/which-4.0.0.tgz",
-      "integrity": "sha512-GlaYyEb07DPxYCKhKzplCWBJtvxZcZMrL+4UkrTSJHHPyZU4mYYTv3qaOe77H7EODLSSopAUFAc6W8U4yqvscg==",
-      "license": "ISC",
-      "dependencies": {
-        "isexe": "^3.1.1"
-      },
-      "bin": {
-        "node-which": "bin/which.js"
-      },
-      "engines": {
-        "node": "^16.13.0 || >=18.0.0"
-      }
-    },
     "node_modules/why-is-node-running": {
       "version": "2.3.0",
       "resolved": "https://registry.npmmirror.com/why-is-node-running/-/why-is-node-running-2.3.0.tgz",
@@ -10844,40 +7664,6 @@
         "node": ">=8"
       }
     },
-    "node_modules/wrappy": {
-      "version": "1.0.2",
-      "resolved": "https://registry.npmmirror.com/wrappy/-/wrappy-1.0.2.tgz",
-      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
-      "license": "ISC"
-    },
-    "node_modules/wsl-utils": {
-      "version": "1.0.0",
-      "resolved": "https://registry.npmmirror.com/wsl-utils/-/wsl-utils-1.0.0.tgz",
-      "integrity": "sha512-Hl0ZOAs672vg+06kfujwRhoS6/jehvULrlFkuF2dRu6pHgA8U06h3xqNIqNNU1LTXPcedxByAR4GS6pwQK0mgA==",
-      "license": "MIT",
-      "dependencies": {
-        "is-wsl": "^3.1.0",
-        "powershell-utils": "^0.1.0"
-      },
-      "engines": {
-        "node": ">=20"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/sindresorhus"
-      }
-    },
-    "node_modules/wsl-utils/node_modules/powershell-utils": {
-      "version": "0.1.0",
-      "resolved": "https://registry.npmmirror.com/powershell-utils/-/powershell-utils-0.1.0.tgz",
-      "integrity": "sha512-dM0jVuXJPsDN6DvRpea484tCUaMiXWjuCn++HGTqUWzGDjv5tZkEZldAJ/UMlqRYGFrD/etByo4/xOuC/snX2A==",
-      "license": "MIT",
-      "engines": {
-        "node": ">=20"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/sindresorhus"
-      }
-    },
     "node_modules/xml-name-validator": {
       "version": "5.0.0",
       "resolved": "https://registry.npmmirror.com/xml-name-validator/-/xml-name-validator-5.0.0.tgz",
@@ -10899,53 +7685,19 @@
       "version": "3.1.1",
       "resolved": "https://registry.npmmirror.com/yallist/-/yallist-3.1.1.tgz",
       "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
+      "dev": true,
       "license": "ISC"
     },
-    "node_modules/yocto-spinner": {
-      "version": "1.2.2",
-      "resolved": "https://registry.npmmirror.com/yocto-spinner/-/yocto-spinner-1.2.2.tgz",
-      "integrity": "sha512-DODGl1wJjA/s5pnJFKau9lIYHT81lnhob1i3e1TjxZRxEhWRKl74nTbWE6H5KlkViQQTo/Z29YFdxzTZAMY3ng==",
-      "license": "MIT",
-      "dependencies": {
-        "yoctocolors": "^2.1.1"
-      },
-      "engines": {
-        "node": ">=18.19"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/sindresorhus"
-      }
-    },
-    "node_modules/yoctocolors": {
-      "version": "2.2.0",
-      "resolved": "https://registry.npmmirror.com/yoctocolors/-/yoctocolors-2.2.0.tgz",
-      "integrity": "sha512-xYqdZFUK/VYazNl/oCDYN+3WloWQwMfZxBoiNt6qNyk+xfOdi598muWE42rNZFp1kNOiqW936q5RhUdnpqElSg==",
-      "license": "MIT",
-      "engines": {
-        "node": ">=18"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/sindresorhus"
-      }
-    },
     "node_modules/zod": {
       "version": "3.25.76",
       "resolved": "https://registry.npmmirror.com/zod/-/zod-3.25.76.tgz",
       "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
       "license": "MIT",
+      "peer": true,
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }
     },
-    "node_modules/zod-to-json-schema": {
-      "version": "3.25.2",
-      "resolved": "https://registry.npmmirror.com/zod-to-json-schema/-/zod-to-json-schema-3.25.2.tgz",
-      "integrity": "sha512-O/PgfnpT1xKSDeQYSCfRI5Gy3hPf91mKVDuYLUHZJMiDFptvP41MSnWofm8dnCm0256ZNfZIM7DSzuSMAFnjHA==",
-      "license": "ISC",
-      "peerDependencies": {
-        "zod": "^3.25.28 || ^4"
-      }
-    },
     "node_modules/zwitch": {
       "version": "2.0.4",
       "resolved": "https://registry.npmmirror.com/zwitch/-/zwitch-2.0.4.tgz",
diff --git a/desktop/package.json b/desktop/package.json
index 82f36fa..db214e5 100644
--- a/desktop/package.json
+++ b/desktop/package.json
@@ -3,6 +3,9 @@
   "private": true,
   "version": "0.1.0",
   "type": "module",
+  "engines": {
+    "node": ">=22"
+  },
   "scripts": {
     "dev": "vite",
     "build": "tsc && vite build",
@@ -37,7 +40,6 @@
     "rehype-katex": "^7.0.1",
     "remark-gfm": "^4.0.1",
     "remark-math": "^6.0.0",
-    "shadcn": "^4.18.0",
     "streamdown": "^2.5.0",
     "tailwind-merge": "^3.6.0",
     "tailwindcss": "^4.3.3",
@@ -57,6 +59,6 @@
     "jsdom": "^29.1.1",
     "typescript": "~5.8.3",
     "vite": "^7.0.4",
-    "vitest": "^4.1.10"
+    "vitest": "^4.1.11"
   }
 }
diff --git a/desktop/src/index.css b/desktop/src/index.css
index dcca5f4..d7e56ad 100644
--- a/desktop/src/index.css
+++ b/desktop/src/index.css
@@ -1,6 +1,6 @@
 @import "tailwindcss";
 @import "tw-animate-css";
-@import "shadcn/tailwind.css";
+@import "./shadcn-tailwind.css";
 @import "@fontsource-variable/geist";
 
 @custom-variant dark (&:is(.dark *));
diff --git a/desktop/src/shadcn-tailwind.LICENSE.md b/desktop/src/shadcn-tailwind.LICENSE.md
new file mode 100644
index 0000000..fad4d88
--- /dev/null
+++ b/desktop/src/shadcn-tailwind.LICENSE.md
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2023 shadcn
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/desktop/src/shadcn-tailwind.css b/desktop/src/shadcn-tailwind.css
new file mode 100644
index 0000000..9274d53
--- /dev/null
+++ b/desktop/src/shadcn-tailwind.css
@@ -0,0 +1,635 @@
+/*
+ * Static Tailwind variants from shadcn 4.18.0 (MIT).
+ *
+ * SoCa vendors this small build-time stylesheet instead of shipping the
+ * shadcn CLI and its unrelated server dependencies in the desktop runtime.
+ */
+@theme inline {
+  @keyframes accordion-down {
+    from {
+      height: 0;
+    }
+    to {
+      height: var(
+        --radix-accordion-content-height,
+        var(--accordion-panel-height, auto)
+      );
+    }
+  }
+
+  @keyframes accordion-up {
+    from {
+      height: var(
+        --radix-accordion-content-height,
+        var(--accordion-panel-height, auto)
+      );
+    }
+    to {
+      height: 0;
+    }
+  }
+}
+
+/* Custom variants */
+@custom-variant data-open {
+  &:where([data-state="open"]),
+  &:where([data-open]:not([data-open="false"])) {
+    @slot;
+  }
+}
+
+@custom-variant data-closed {
+  &:where([data-state="closed"]),
+  &:where([data-closed]:not([data-closed="false"])) {
+    @slot;
+  }
+}
+
+@custom-variant data-checked {
+  &:where([data-state="checked"]),
+  &:where([data-checked]:not([data-checked="false"])) {
+    @slot;
+  }
+}
+
+@custom-variant data-unchecked {
+  &:where([data-state="unchecked"]),
+  &:where([data-unchecked]:not([data-unchecked="false"])) {
+    @slot;
+  }
+}
+
+@custom-variant data-selected {
+  &:where([data-selected="true"]) {
+    @slot;
+  }
+}
+
+@custom-variant data-disabled {
+  &:where([data-disabled="true"]),
+  &:where([data-disabled]:not([data-disabled="false"])) {
+    @slot;
+  }
+}
+
+@custom-variant data-active {
+  &:where([data-state="active"]),
+  &:where([data-active]:not([data-active="false"])) {
+    @slot;
+  }
+}
+
+@custom-variant data-horizontal {
+  &:where([data-orientation="horizontal"]) {
+    @slot;
+  }
+}
+
+@custom-variant data-vertical {
+  &:where([data-orientation="vertical"]) {
+    @slot;
+  }
+}
+
+@utility no-scrollbar {
+  -ms-overflow-style: none;
+  scrollbar-width: none;
+
+  &::-webkit-scrollbar {
+    display: none;
+  }
+}
+
+/* scroll-fade */
+@property --scroll-fade-t {
+  syntax: "<length-percentage>";
+  inherits: false;
+  initial-value: 0px;
+}
+@property --scroll-fade-b {
+  syntax: "<length-percentage>";
+  inherits: false;
+  initial-value: 0px;
+}
+@property --scroll-fade-s {
+  syntax: "<length-percentage>";
+  inherits: false;
+  initial-value: 0px;
+}
+@property --scroll-fade-e {
+  syntax: "<length-percentage>";
+  inherits: false;
+  initial-value: 0px;
+}
+@property --scroll-fade-mask {
+  syntax: "*";
+  inherits: false;
+}
+
+@theme inline {
+  @keyframes scroll-fade-reveal-t {
+    from {
+      --scroll-fade-t: 0px;
+    }
+    to {
+      --scroll-fade-t: var(--_scroll-fade-size-t, var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10))));
+    }
+  }
+  @keyframes scroll-fade-reveal-b {
+    from {
+      --scroll-fade-b: var(--_scroll-fade-size-b, var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10))));
+    }
+    to {
+      --scroll-fade-b: 0px;
+    }
+  }
+  @keyframes scroll-fade-reveal-s {
+    from {
+      --scroll-fade-s: 0px;
+    }
+    to {
+      --scroll-fade-s: var(--_scroll-fade-size-s, var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10))));
+    }
+  }
+  @keyframes scroll-fade-reveal-e {
+    from {
+      --scroll-fade-e: var(--_scroll-fade-size-e, var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10))));
+    }
+    to {
+      --scroll-fade-e: 0px;
+    }
+  }
+}
+
+@utility scroll-fade {
+  --_scroll-fade-size-t: var(
+    --scroll-fade-t-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --_scroll-fade-size-b: var(
+    --scroll-fade-b-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --scroll-fade-block: linear-gradient(
+    to bottom,
+    transparent 0,
+    #000 var(--scroll-fade-t, 0px),
+    #000 calc(100% - var(--scroll-fade-b, 0px)),
+    transparent 100%
+  );
+  -webkit-mask-image: var(--scroll-fade-mask, var(--scroll-fade-block));
+  mask-image: var(--scroll-fade-mask, var(--scroll-fade-block));
+  -webkit-mask-composite: source-in;
+  mask-composite: intersect;
+  -webkit-mask-repeat: no-repeat;
+  mask-repeat: no-repeat;
+
+  @supports (animation-timeline: scroll()) {
+    animation:
+      scroll-fade-reveal-t 1ms ease-in-out,
+      scroll-fade-reveal-b 1ms ease-in-out;
+    animation-timeline: scroll(self y), scroll(self y);
+    animation-range:
+      0 var(--scroll-fade-reveal, calc(var(--spacing) * 24)),
+      calc(100% - var(--scroll-fade-reveal, calc(var(--spacing) * 24))) 100%;
+    animation-fill-mode: both;
+  }
+
+  @supports not (animation-timeline: scroll()) {
+    --scroll-fade-t: var(--_scroll-fade-size-t);
+    --scroll-fade-b: var(--_scroll-fade-size-b);
+  }
+}
+
+@utility scroll-fade-y {
+  --_scroll-fade-size-t: var(
+    --scroll-fade-t-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --_scroll-fade-size-b: var(
+    --scroll-fade-b-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --scroll-fade-block: linear-gradient(
+    to bottom,
+    transparent 0,
+    #000 var(--scroll-fade-t, 0px),
+    #000 calc(100% - var(--scroll-fade-b, 0px)),
+    transparent 100%
+  );
+  -webkit-mask-image: var(--scroll-fade-mask, var(--scroll-fade-block));
+  mask-image: var(--scroll-fade-mask, var(--scroll-fade-block));
+  -webkit-mask-composite: source-in;
+  mask-composite: intersect;
+  -webkit-mask-repeat: no-repeat;
+  mask-repeat: no-repeat;
+
+  @supports (animation-timeline: scroll()) {
+    animation:
+      scroll-fade-reveal-t 1ms ease-in-out,
+      scroll-fade-reveal-b 1ms ease-in-out;
+    animation-timeline: scroll(self y), scroll(self y);
+    animation-range:
+      0 var(--scroll-fade-reveal, calc(var(--spacing) * 24)),
+      calc(100% - var(--scroll-fade-reveal, calc(var(--spacing) * 24))) 100%;
+    animation-fill-mode: both;
+  }
+
+  @supports not (animation-timeline: scroll()) {
+    --scroll-fade-t: var(--_scroll-fade-size-t);
+    --scroll-fade-b: var(--_scroll-fade-size-b);
+  }
+}
+
+@utility scroll-fade-x {
+  --_scroll-fade-size-s: var(
+    --scroll-fade-s-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --_scroll-fade-size-e: var(
+    --scroll-fade-e-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --scroll-fade-inline: linear-gradient(
+    to right,
+    transparent 0,
+    #000 var(--scroll-fade-s, 0px),
+    #000 calc(100% - var(--scroll-fade-e, 0px)),
+    transparent 100%
+  );
+  &:where([dir="rtl"], [dir="rtl"] *) {
+    --scroll-fade-inline: linear-gradient(
+      to left,
+      transparent 0,
+      #000 var(--scroll-fade-s, 0px),
+      #000 calc(100% - var(--scroll-fade-e, 0px)),
+      transparent 100%
+    );
+  }
+  -webkit-mask-image: var(--scroll-fade-mask, var(--scroll-fade-inline));
+  mask-image: var(--scroll-fade-mask, var(--scroll-fade-inline));
+  -webkit-mask-composite: source-in;
+  mask-composite: intersect;
+  -webkit-mask-repeat: no-repeat;
+  mask-repeat: no-repeat;
+
+  @supports (animation-timeline: scroll()) {
+    animation:
+      scroll-fade-reveal-s 1ms ease-in-out,
+      scroll-fade-reveal-e 1ms ease-in-out;
+    animation-timeline: scroll(self inline), scroll(self inline);
+    animation-range:
+      0 var(--scroll-fade-reveal, calc(var(--spacing) * 24)),
+      calc(100% - var(--scroll-fade-reveal, calc(var(--spacing) * 24))) 100%;
+    animation-fill-mode: both;
+  }
+
+  @supports not (animation-timeline: scroll()) {
+    --scroll-fade-s: var(--_scroll-fade-size-s);
+    --scroll-fade-e: var(--_scroll-fade-size-e);
+  }
+}
+
+@utility scroll-fade-t {
+  --_scroll-fade-size-t: var(
+    --scroll-fade-t-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --scroll-fade-mask: linear-gradient(
+    to bottom,
+    transparent 0,
+    #000 var(--scroll-fade-t, 0px),
+    #000 100%
+  );
+  -webkit-mask-image: var(--scroll-fade-mask);
+  mask-image: var(--scroll-fade-mask);
+  -webkit-mask-composite: source-in;
+  mask-composite: intersect;
+  -webkit-mask-repeat: no-repeat;
+  mask-repeat: no-repeat;
+
+  @supports (animation-timeline: scroll()) {
+    animation: scroll-fade-reveal-t 1ms ease-in-out;
+    animation-timeline: scroll(self y);
+    animation-range: 0 var(--scroll-fade-reveal, calc(var(--spacing) * 24));
+    animation-fill-mode: both;
+  }
+
+  @supports not (animation-timeline: scroll()) {
+    --scroll-fade-t: var(--_scroll-fade-size-t);
+  }
+}
+
+@utility scroll-fade-b {
+  --_scroll-fade-size-b: var(
+    --scroll-fade-b-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --scroll-fade-mask: linear-gradient(
+    to bottom,
+    #000 0,
+    #000 calc(100% - var(--scroll-fade-b, 0px)),
+    transparent 100%
+  );
+  -webkit-mask-image: var(--scroll-fade-mask);
+  mask-image: var(--scroll-fade-mask);
+  -webkit-mask-composite: source-in;
+  mask-composite: intersect;
+  -webkit-mask-repeat: no-repeat;
+  mask-repeat: no-repeat;
+
+  @supports (animation-timeline: scroll()) {
+    animation: scroll-fade-reveal-b 1ms ease-in-out;
+    animation-timeline: scroll(self y);
+    animation-range: calc(
+        100% - var(--scroll-fade-reveal, calc(var(--spacing) * 24))
+      )
+      100%;
+    animation-fill-mode: both;
+  }
+
+  @supports not (animation-timeline: scroll()) {
+    --scroll-fade-b: var(--_scroll-fade-size-b);
+  }
+}
+
+@utility scroll-fade-l {
+  --_scroll-fade-size-s: var(
+    --scroll-fade-s-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --scroll-fade-mask: linear-gradient(
+    to right,
+    transparent 0,
+    #000 var(--scroll-fade-s, 0px),
+    #000 100%
+  );
+  -webkit-mask-image: var(--scroll-fade-mask);
+  mask-image: var(--scroll-fade-mask);
+  -webkit-mask-composite: source-in;
+  mask-composite: intersect;
+  -webkit-mask-repeat: no-repeat;
+  mask-repeat: no-repeat;
+
+  @supports (animation-timeline: scroll()) {
+    animation: scroll-fade-reveal-s 1ms ease-in-out;
+    animation-timeline: scroll(self x);
+    animation-range: 0 var(--scroll-fade-reveal, calc(var(--spacing) * 24));
+    animation-fill-mode: both;
+  }
+
+  @supports not (animation-timeline: scroll()) {
+    --scroll-fade-s: var(--_scroll-fade-size-s);
+  }
+}
+
+@utility scroll-fade-r {
+  --_scroll-fade-size-e: var(
+    --scroll-fade-e-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --scroll-fade-mask: linear-gradient(
+    to right,
+    #000 0,
+    #000 calc(100% - var(--scroll-fade-e, 0px)),
+    transparent 100%
+  );
+  -webkit-mask-image: var(--scroll-fade-mask);
+  mask-image: var(--scroll-fade-mask);
+  -webkit-mask-composite: source-in;
+  mask-composite: intersect;
+  -webkit-mask-repeat: no-repeat;
+  mask-repeat: no-repeat;
+
+  @supports (animation-timeline: scroll()) {
+    animation: scroll-fade-reveal-e 1ms ease-in-out;
+    animation-timeline: scroll(self x);
+    animation-range: calc(
+        100% - var(--scroll-fade-reveal, calc(var(--spacing) * 24))
+      )
+      100%;
+    animation-fill-mode: both;
+  }
+
+  @supports not (animation-timeline: scroll()) {
+    --scroll-fade-e: var(--_scroll-fade-size-e);
+  }
+}
+
+@utility scroll-fade-s {
+  --_scroll-fade-size-s: var(
+    --scroll-fade-s-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --scroll-fade-mask: linear-gradient(
+    to right,
+    transparent 0,
+    #000 var(--scroll-fade-s, 0px),
+    #000 100%
+  );
+  &:where([dir="rtl"], [dir="rtl"] *) {
+    --scroll-fade-mask: linear-gradient(
+      to left,
+      transparent 0,
+      #000 var(--scroll-fade-s, 0px),
+      #000 100%
+    );
+  }
+  -webkit-mask-image: var(--scroll-fade-mask);
+  mask-image: var(--scroll-fade-mask);
+  -webkit-mask-composite: source-in;
+  mask-composite: intersect;
+  -webkit-mask-repeat: no-repeat;
+  mask-repeat: no-repeat;
+
+  @supports (animation-timeline: scroll()) {
+    animation: scroll-fade-reveal-s 1ms ease-in-out;
+    animation-timeline: scroll(self inline);
+    animation-range: 0 var(--scroll-fade-reveal, calc(var(--spacing) * 24));
+    animation-fill-mode: both;
+  }
+
+  @supports not (animation-timeline: scroll()) {
+    --scroll-fade-s: var(--_scroll-fade-size-s);
+  }
+}
+
+@utility scroll-fade-e {
+  --_scroll-fade-size-e: var(
+    --scroll-fade-e-size,
+    var(--scroll-fade-size, min(12%, calc(var(--spacing) * 10)))
+  );
+  --scroll-fade-mask: linear-gradient(
+    to right,
+    #000 0,
+    #000 calc(100% - var(--scroll-fade-e, 0px)),
+    transparent 100%
+  );
+  &:where([dir="rtl"], [dir="rtl"] *) {
+    --scroll-fade-mask: linear-gradient(
+      to left,
+      #000 0,
+      #000 calc(100% - var(--scroll-fade-e, 0px)),
+      transparent 100%
+    );
+  }
+  -webkit-mask-image: var(--scroll-fade-mask);
+  mask-image: var(--scroll-fade-mask);
+  -webkit-mask-composite: source-in;
+  mask-composite: intersect;
+  -webkit-mask-repeat: no-repeat;
+  mask-repeat: no-repeat;
+
+  @supports (animation-timeline: scroll()) {
+    animation: scroll-fade-reveal-e 1ms ease-in-out;
+    animation-timeline: scroll(self inline);
+    animation-range: calc(
+        100% - var(--scroll-fade-reveal, calc(var(--spacing) * 24))
+      )
+      100%;
+    animation-fill-mode: both;
+  }
+
+  @supports not (animation-timeline: scroll()) {
+    --scroll-fade-e: var(--_scroll-fade-size-e);
+  }
+}
+
+@utility scroll-fade-* {
+  --scroll-fade-size: calc(var(--spacing) * --value(integer));
+  --scroll-fade-size: --value([length], [percentage]);
+}
+
+@utility scroll-fade-t-* {
+  --scroll-fade-t-size: calc(var(--spacing) * --value(integer));
+  --scroll-fade-t-size: --value([length], [percentage]);
+}
+
+@utility scroll-fade-b-* {
+  --scroll-fade-b-size: calc(var(--spacing) * --value(integer));
+  --scroll-fade-b-size: --value([length], [percentage]);
+}
+
+@utility scroll-fade-s-* {
+  --scroll-fade-s-size: calc(var(--spacing) * --value(integer));
+  --scroll-fade-s-size: --value([length], [percentage]);
+}
+
+@utility scroll-fade-e-* {
+  --scroll-fade-e-size: calc(var(--spacing) * --value(integer));
+  --scroll-fade-e-size: --value([length], [percentage]);
+}
+
+@utility scroll-fade-none {
+  --scroll-fade-mask: none;
+}
+
+/* shimmer */
+@property --shimmer-angle {
+  syntax: "<angle>";
+  inherits: true;
+  initial-value: 20deg;
+}
+@property --shimmer-image {
+  syntax: "*";
+  inherits: false;
+}
+@property --shimmer-text-fill {
+  syntax: "*";
+  inherits: false;
+}
+
+@theme inline {
+  @keyframes tw-shimmer {
+    from {
+      background-position: 100% 0;
+    }
+    to {
+      background-position: 0 0;
+    }
+  }
+}
+
+@utility shimmer {
+  --_spread: var(--shimmer-spread, calc(3ch + 40px));
+  --_base: currentColor;
+  --_highlight: var(
+    --shimmer-color,
+    oklch(from currentColor l c h / calc(alpha* 0.2))
+  );
+
+  background-image: var(
+    --shimmer-image,
+    linear-gradient(
+      calc(90deg + var(--shimmer-angle)),
+      var(--_base) calc(50% - var(--_spread)),
+      color-mix(in oklch, var(--_highlight), var(--_base) 50%)
+        calc(50% - var(--_spread) * 0.5),
+      var(--_highlight) 50%,
+      color-mix(in oklch, var(--_highlight), var(--_base) 50%)
+        calc(50% + var(--_spread) * 0.5),
+      var(--_base) calc(50% + var(--_spread))
+    )
+  );
+  background-repeat: no-repeat;
+  background-size: calc(200% + var(--_spread) * 2) 100%;
+  background-position: 0 0;
+  background-clip: text;
+  -webkit-background-clip: text;
+  -webkit-text-fill-color: var(--shimmer-text-fill, transparent);
+  animation: tw-shimmer var(--shimmer-duration, 2s) linear infinite;
+
+  @variant dark {
+    --_highlight: var(
+      --shimmer-color,
+      oklch(from currentColor max(0.8, calc(l + 0.4)) c h / calc(alpha + 0.4))
+    );
+  }
+
+  &:where([dir="rtl"], [dir="rtl"] *) {
+    animation-direction: reverse;
+  }
+}
+
+@utility shimmer-once {
+  animation-iteration-count: 1;
+}
+
+@utility shimmer-reverse {
+  animation-direction: reverse;
+}
+
+@utility shimmer-none {
+  --shimmer-image: none;
+  --shimmer-text-fill: currentColor;
+}
+
+@utility shimmer-color-* {
+  --shimmer-color: --value(--color, [color]);
+  --shimmer-color: color-mix(
+    in oklch,
+    --value(--color, [color]) calc(--modifier(integer) * 1%),
+    transparent
+  );
+}
+
+@utility shimmer-duration-* {
+  --shimmer-duration: calc(--value(integer) * 1ms);
+}
+
+@utility shimmer-spread-* {
+  --shimmer-spread: calc(var(--spacing) * --value(integer));
+  --shimmer-spread: --value([length], [percentage]);
+}
+
+@utility shimmer-angle-* {
+  --shimmer-angle: calc(--value(integer) * 1deg);
+}
+
+@media (prefers-reduced-motion: reduce) {
+  .shimmer {
+    animation: none;
+    background-image: none;
+    -webkit-text-fill-color: currentColor;
+  }
+}
diff --git a/tests/test_desktop_dependency_manifest.py b/tests/test_desktop_dependency_manifest.py
new file mode 100644
index 0000000..5b11247
--- /dev/null
+++ b/tests/test_desktop_dependency_manifest.py
@@ -0,0 +1,27 @@
+import json
+from pathlib import Path
+
+ROOT = Path(__file__).resolve().parents[1]
+DESKTOP = ROOT / "desktop"
+
+
+def test_desktop_runtime_does_not_ship_shadcn_cli() -> None:
+    package = json.loads((DESKTOP / "package.json").read_text(encoding="utf-8"))
+    lock = json.loads((DESKTOP / "package-lock.json").read_text(encoding="utf-8"))
+
+    assert "shadcn" not in package.get("dependencies", {})
+    assert "shadcn" not in package.get("devDependencies", {})
+    assert "node_modules/shadcn" not in lock["packages"]
+
+
+def test_shadcn_tailwind_variants_are_vendored_locally() -> None:
+    index_css = (DESKTOP / "src" / "index.css").read_text(encoding="utf-8")
+    variants_css = (DESKTOP / "src" / "shadcn-tailwind.css").read_text(
+        encoding="utf-8"
+    )
+
+    assert '@import "./shadcn-tailwind.css";' in index_css
+    assert '@import "shadcn/tailwind.css";' not in index_css
+    assert "@custom-variant data-open" in variants_css
+    assert "@custom-variant data-closed" in variants_css
+    assert (DESKTOP / "src" / "shadcn-tailwind.LICENSE.md").is_file()
diff --git a/tests/test_github_actions_runtime.py b/tests/test_github_actions_runtime.py
new file mode 100644
index 0000000..1e95368
--- /dev/null
+++ b/tests/test_github_actions_runtime.py
@@ -0,0 +1,22 @@
+from pathlib import Path
+
+ROOT = Path(__file__).resolve().parents[1]
+WORKFLOWS = ROOT / ".github" / "workflows"
+
+
+def test_workflows_use_node_24_action_releases() -> None:
+    workflow_text = "\n".join(
+        path.read_text(encoding="utf-8") for path in sorted(WORKFLOWS.glob("*.yml"))
+    )
+
+    obsolete_actions = (
+        "actions/checkout@v4",
+        "actions/setup-node@v4",
+        "actions/setup-python@v5",
+        "actions/upload-artifact@v4",
+        "astral-sh/setup-uv@v5",
+    )
+    for action in obsolete_actions:
+        assert action not in workflow_text
+
+    assert "astral-sh/setup-uv@v10.1.0" in workflow_text