diff --git a/package-lock.json b/package-lock.json
index 69a8638..ff8d885 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -10,9 +10,18 @@
       "dependencies": {
         "@supabase/ssr": "^0.10.2",
         "@supabase/supabase-js": "^2.103.0",
-        "next": "16.2.3",
+        "@types/d3": "^7.4.3",
+        "@upstash/redis": "^1.38.0",
+        "ai": "^6.0.191",
+        "class-variance-authority": "^0.7.1",
+        "clsx": "^2.1.1",
+        "d3": "^7.9.0",
+        "lucide-react": "^1.16.0",
+        "next": "^16.2.6",
+        "openai": "^6.39.0",
         "react": "19.2.4",
-        "react-dom": "19.2.4"
+        "react-dom": "19.2.4",
+        "recharts": "^3.8.1"
       },
       "devDependencies": {
         "@tailwindcss/postcss": "^4",
@@ -27,6 +36,52 @@
         "typescript": "^5"
       }
     },
+    "node_modules/@ai-sdk/gateway": {
+      "version": "3.0.120",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/gateway/-/gateway-3.0.120.tgz",
+      "integrity": "sha512-MYKAeD2q7/sa1ZdqtL2tw0Me0B8Tok6Q/fhkJDhJl39dG8u+VBlWO9yk9lcdm784bM418o1EKObo4aOxs6+18Q==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@ai-sdk/provider": "3.0.10",
+        "@ai-sdk/provider-utils": "4.0.27",
+        "@vercel/oidc": "3.2.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "zod": "^3.25.76 || ^4.1.8"
+      }
+    },
+    "node_modules/@ai-sdk/provider": {
+      "version": "3.0.10",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/provider/-/provider-3.0.10.tgz",
+      "integrity": "sha512-Q3BZ27qfpYqnCYGvE3vt+Qi6LGOF9R5Nmzn+9JoM1lCRsD9mYaIhfJLkSunN48nfGXJ6n+XNV0J/XVpqGQl7Dw==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "json-schema": "^0.4.0"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@ai-sdk/provider-utils": {
+      "version": "4.0.27",
+      "resolved": "https://registry.npmjs.org/@ai-sdk/provider-utils/-/provider-utils-4.0.27.tgz",
+      "integrity": "sha512-ubkAJ+xODouwtmN1tYlvTPphH1hPOBfZaEQe8U7skGvFAnIRs9PPpsq57bC2+Ky/MB4yzhd6YOsxTAx9sGpazw==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@ai-sdk/provider": "3.0.10",
+        "@standard-schema/spec": "^1.1.0",
+        "eventsource-parser": "^3.0.8"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "zod": "^3.25.76 || ^4.1.8"
+      }
+    },
     "node_modules/@alloc/quick-lru": {
       "version": "5.2.0",
       "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
@@ -1039,9 +1094,9 @@
       }
     },
     "node_modules/@next/env": {
-      "version": "16.2.3",
-      "resolved": "https://registry.npmjs.org/@next/env/-/env-16.2.3.tgz",
-      "integrity": "sha512-ZWXyj4uNu4GCWQw9cjRxWlbD+33mcDszIo9iQxFnBX3Wmgq9ulaSJcl6VhuWx5pCWqqD+9W6Wfz7N0lM5lYPMA==",
+      "version": "16.2.6",
+      "resolved": "https://registry.npmjs.org/@next/env/-/env-16.2.6.tgz",
+      "integrity": "sha512-gd8HoHN4ufj73WmR3JmVolrpJR47ILK6LouP5xElPglaVxir6e1a7VzvTvDWkOoPXT9rkkTzyCxBu4yeZfZwcw==",
       "license": "MIT"
     },
     "node_modules/@next/eslint-plugin-next": {
@@ -1055,9 +1110,9 @@
       }
     },
     "node_modules/@next/swc-darwin-arm64": {
-      "version": "16.2.3",
-      "resolved": "https://registry.npmjs.org/@next/swc-darwin-arm64/-/swc-darwin-arm64-16.2.3.tgz",
-      "integrity": "sha512-u37KDKTKQ+OQLvY+z7SNXixwo4Q2/IAJFDzU1fYe66IbCE51aDSAzkNDkWmLN0yjTUh4BKBd+hb69jYn6qqqSg==",
+      "version": "16.2.6",
+      "resolved": "https://registry.npmjs.org/@next/swc-darwin-arm64/-/swc-darwin-arm64-16.2.6.tgz",
+      "integrity": "sha512-ZJGkkcNfYgrrMkqOdZ7zoLa1TOy0qpcMfk/z4Mh/FKUz40gVO+HNQWqmLxf67Z5WB64DRp0dhEbyHfel+6sJUg==",
       "cpu": [
         "arm64"
       ],
@@ -1071,9 +1126,9 @@
       }
     },
     "node_modules/@next/swc-darwin-x64": {
-      "version": "16.2.3",
-      "resolved": "https://registry.npmjs.org/@next/swc-darwin-x64/-/swc-darwin-x64-16.2.3.tgz",
-      "integrity": "sha512-gHjL/qy6Q6CG3176FWbAKyKh9IfntKZTB3RY/YOJdDFpHGsUDXVH38U4mMNpHVGXmeYW4wj22dMp1lTfmu/bTQ==",
+      "version": "16.2.6",
+      "resolved": "https://registry.npmjs.org/@next/swc-darwin-x64/-/swc-darwin-x64-16.2.6.tgz",
+      "integrity": "sha512-v/YLBHIY132Ced3puBJ7YJKw1lqsCrgcNo2aRJlCEyQrrCeRJlvGlnmxhPxNQI3KE3N1DN5r9TPNPvka3nq5RQ==",
       "cpu": [
         "x64"
       ],
@@ -1087,9 +1142,9 @@
       }
     },
     "node_modules/@next/swc-linux-arm64-gnu": {
-      "version": "16.2.3",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-gnu/-/swc-linux-arm64-gnu-16.2.3.tgz",
-      "integrity": "sha512-U6vtblPtU/P14Y/b/n9ZY0GOxbbIhTFuaFR7F4/uMBidCi2nSdaOFhA0Go81L61Zd6527+yvuX44T4ksnf8T+Q==",
+      "version": "16.2.6",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-gnu/-/swc-linux-arm64-gnu-16.2.6.tgz",
+      "integrity": "sha512-RPOvqlYBbcQjkz9VQQDZ2T2bARIjXZV1KFlt+V2Mr6SW/e4I9fcKsaA0hdyf2FHoTlsV2xnBd5Y912rP/1Ce6w==",
       "cpu": [
         "arm64"
       ],
@@ -1103,9 +1158,9 @@
       }
     },
     "node_modules/@next/swc-linux-arm64-musl": {
-      "version": "16.2.3",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-musl/-/swc-linux-arm64-musl-16.2.3.tgz",
-      "integrity": "sha512-/YV0LgjHUmfhQpn9bVoGc4x4nan64pkhWR5wyEV8yCOfwwrH630KpvRg86olQHTwHIn1z59uh6JwKvHq1h4QEw==",
+      "version": "16.2.6",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-arm64-musl/-/swc-linux-arm64-musl-16.2.6.tgz",
+      "integrity": "sha512-URUTu1+dMkxJsPFgm+OeEvq9wf5sujw0EvgYy80TDGHTSLTnIHeqb0Eu8A3sC95IRgjejQL+kC4mw+4yPxiAXA==",
       "cpu": [
         "arm64"
       ],
@@ -1119,9 +1174,9 @@
       }
     },
     "node_modules/@next/swc-linux-x64-gnu": {
-      "version": "16.2.3",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-gnu/-/swc-linux-x64-gnu-16.2.3.tgz",
-      "integrity": "sha512-/HiWEcp+WMZ7VajuiMEFGZ6cg0+aYZPqCJD3YJEfpVWQsKYSjXQG06vJP6F1rdA03COD9Fef4aODs3YxKx+RDQ==",
+      "version": "16.2.6",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-gnu/-/swc-linux-x64-gnu-16.2.6.tgz",
+      "integrity": "sha512-DOj182mPV8G3UkrayLoREM5YEYI+Dk5wv7Ox9xl1fFibAELEsFD0lDPfHIeILlutMMfdyhlzYPELG3peuKaurw==",
       "cpu": [
         "x64"
       ],
@@ -1135,9 +1190,9 @@
       }
     },
     "node_modules/@next/swc-linux-x64-musl": {
-      "version": "16.2.3",
-      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-musl/-/swc-linux-x64-musl-16.2.3.tgz",
-      "integrity": "sha512-Kt44hGJfZSefebhk/7nIdivoDr3Ugp5+oNz9VvF3GUtfxutucUIHfIO0ZYO8QlOPDQloUVQn4NVC/9JvHRk9hw==",
+      "version": "16.2.6",
+      "resolved": "https://registry.npmjs.org/@next/swc-linux-x64-musl/-/swc-linux-x64-musl-16.2.6.tgz",
+      "integrity": "sha512-HKQ5SP/V/ub73UvF7n/zeJlxk2kLmtL7Wzrg4WfmkjmNos5onJ2tKu7yZOPdL18A6Svfn3max29ym+ry7NkK4g==",
       "cpu": [
         "x64"
       ],
@@ -1151,9 +1206,9 @@
       }
     },
     "node_modules/@next/swc-win32-arm64-msvc": {
-      "version": "16.2.3",
-      "resolved": "https://registry.npmjs.org/@next/swc-win32-arm64-msvc/-/swc-win32-arm64-msvc-16.2.3.tgz",
-      "integrity": "sha512-O2NZ9ie3Tq6xj5Z5CSwBT3+aWAMW2PIZ4egUi9MaWLkwaehgtB7YZjPm+UpcNpKOme0IQuqDcor7BsW6QBiQBw==",
+      "version": "16.2.6",
+      "resolved": "https://registry.npmjs.org/@next/swc-win32-arm64-msvc/-/swc-win32-arm64-msvc-16.2.6.tgz",
+      "integrity": "sha512-LZXpTlPyS5v7HhSmnvsLGP3iIYgYOBnc8r8ArlT55sGHV89bR2HlDdBjWQ+PY6SJMmk8TuVGFuxalnP3k/0Dwg==",
       "cpu": [
         "arm64"
       ],
@@ -1167,9 +1222,9 @@
       }
     },
     "node_modules/@next/swc-win32-x64-msvc": {
-      "version": "16.2.3",
-      "resolved": "https://registry.npmjs.org/@next/swc-win32-x64-msvc/-/swc-win32-x64-msvc-16.2.3.tgz",
-      "integrity": "sha512-Ibm29/GgB/ab5n7XKqlStkm54qqZE8v2FnijUPBgrd67FWrac45o/RsNlaOWjme/B5UqeWt/8KM4aWBwA1D2Kw==",
+      "version": "16.2.6",
+      "resolved": "https://registry.npmjs.org/@next/swc-win32-x64-msvc/-/swc-win32-x64-msvc-16.2.6.tgz",
+      "integrity": "sha512-F0+4i0h9J6C4eE3EAPWsoCk7UW/dbzOjyzxY0qnDUOYFu6FFmdZ6l97/XdV3/Nz3VYyO7UWjyEJUXkGqcoXfMA==",
       "cpu": [
         "x64"
       ],
@@ -1230,6 +1285,51 @@
         "node": ">=12.4.0"
       }
     },
+    "node_modules/@opentelemetry/api": {
+      "version": "1.9.1",
+      "resolved": "https://registry.npmjs.org/@opentelemetry/api/-/api-1.9.1.tgz",
+      "integrity": "sha512-gLyJlPHPZYdAk1JENA9LeHejZe1Ti77/pTeFm/nMXmQH/HFZlcS/O2XJB+L8fkbrNSqhdtlvjBVjxwUYanNH5Q==",
+      "license": "Apache-2.0",
+      "engines": {
+        "node": ">=8.0.0"
+      }
+    },
+    "node_modules/@reduxjs/toolkit": {
+      "version": "2.12.0",
+      "resolved": "https://registry.npmjs.org/@reduxjs/toolkit/-/toolkit-2.12.0.tgz",
+      "integrity": "sha512-KiT+RzZbp6mQET+Mg+h2c97+9j1sNflUxQkIHI7Yuzf6Peu+OYpmkn6nbHWmLLWj+1ZODUJFwGZ7gx3L9R9EOw==",
+      "license": "MIT",
+      "dependencies": {
+        "@standard-schema/spec": "^1.0.0",
+        "@standard-schema/utils": "^0.3.0",
+        "immer": "^11.0.0",
+        "redux": "^5.0.1",
+        "redux-thunk": "^3.1.0",
+        "reselect": "^5.1.0"
+      },
+      "peerDependencies": {
+        "react": "^16.9.0 || ^17.0.0 || ^18 || ^19",
+        "react-redux": "^7.2.1 || ^8.1.3 || ^9.0.0"
+      },
+      "peerDependenciesMeta": {
+        "react": {
+          "optional": true
+        },
+        "react-redux": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@reduxjs/toolkit/node_modules/immer": {
+      "version": "11.1.8",
+      "resolved": "https://registry.npmjs.org/immer/-/immer-11.1.8.tgz",
+      "integrity": "sha512-/tbkHMW7y10Lx6i1crLjD4/OhNkRG+Fo7byZHtah0547nIeXYcpIXaUh0IAQY6gO5459qpGGYapcEOHtFXkIuA==",
+      "license": "MIT",
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/immer"
+      }
+    },
     "node_modules/@rtsao/scc": {
       "version": "1.1.0",
       "resolved": "https://registry.npmjs.org/@rtsao/scc/-/scc-1.1.0.tgz",
@@ -1237,6 +1337,18 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/@standard-schema/spec": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/@standard-schema/spec/-/spec-1.1.0.tgz",
+      "integrity": "sha512-l2aFy5jALhniG5HgqrD6jXLi/rUWrKvqN/qJx6yoJsgKhblVd+iqqU4RCXavm/jPityDo5TCvKMnpjKnOriy0w==",
+      "license": "MIT"
+    },
+    "node_modules/@standard-schema/utils": {
+      "version": "0.3.0",
+      "resolved": "https://registry.npmjs.org/@standard-schema/utils/-/utils-0.3.0.tgz",
+      "integrity": "sha512-e7Mew686owMaPJVNNLs55PUvgz371nKgwsc4vxE49zsODpJEnxgxRo2y/OKrqueavXgZNMDVj3DdHFlaSAeU8g==",
+      "license": "MIT"
+    },
     "node_modules/@supabase/auth-js": {
       "version": "2.103.0",
       "resolved": "https://registry.npmjs.org/@supabase/auth-js/-/auth-js-2.103.0.tgz",
@@ -1626,6 +1738,259 @@
         "tslib": "^2.4.0"
       }
     },
+    "node_modules/@types/d3": {
+      "version": "7.4.3",
+      "resolved": "https://registry.npmjs.org/@types/d3/-/d3-7.4.3.tgz",
+      "integrity": "sha512-lZXZ9ckh5R8uiFVt8ogUNf+pIrK4EsWrx2Np75WvF/eTpJ0FMHNhjXk8CKEx/+gpHbNQyJWehbFaTvqmHWB3ww==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-array": "*",
+        "@types/d3-axis": "*",
+        "@types/d3-brush": "*",
+        "@types/d3-chord": "*",
+        "@types/d3-color": "*",
+        "@types/d3-contour": "*",
+        "@types/d3-delaunay": "*",
+        "@types/d3-dispatch": "*",
+        "@types/d3-drag": "*",
+        "@types/d3-dsv": "*",
+        "@types/d3-ease": "*",
+        "@types/d3-fetch": "*",
+        "@types/d3-force": "*",
+        "@types/d3-format": "*",
+        "@types/d3-geo": "*",
+        "@types/d3-hierarchy": "*",
+        "@types/d3-interpolate": "*",
+        "@types/d3-path": "*",
+        "@types/d3-polygon": "*",
+        "@types/d3-quadtree": "*",
+        "@types/d3-random": "*",
+        "@types/d3-scale": "*",
+        "@types/d3-scale-chromatic": "*",
+        "@types/d3-selection": "*",
+        "@types/d3-shape": "*",
+        "@types/d3-time": "*",
+        "@types/d3-time-format": "*",
+        "@types/d3-timer": "*",
+        "@types/d3-transition": "*",
+        "@types/d3-zoom": "*"
+      }
+    },
+    "node_modules/@types/d3-array": {
+      "version": "3.2.2",
+      "resolved": "https://registry.npmjs.org/@types/d3-array/-/d3-array-3.2.2.tgz",
+      "integrity": "sha512-hOLWVbm7uRza0BYXpIIW5pxfrKe0W+D5lrFiAEYR+pb6w3N2SwSMaJbXdUfSEv+dT4MfHBLtn5js0LAWaO6otw==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-axis": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/@types/d3-axis/-/d3-axis-3.0.6.tgz",
+      "integrity": "sha512-pYeijfZuBd87T0hGn0FO1vQ/cgLk6E1ALJjfkC0oJ8cbwkZl3TpgS8bVBLZN+2jjGgg38epgxb2zmoGtSfvgMw==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-selection": "*"
+      }
+    },
+    "node_modules/@types/d3-brush": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/@types/d3-brush/-/d3-brush-3.0.6.tgz",
+      "integrity": "sha512-nH60IZNNxEcrh6L1ZSMNA28rj27ut/2ZmI3r96Zd+1jrZD++zD3LsMIjWlvg4AYrHn/Pqz4CF3veCxGjtbqt7A==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-selection": "*"
+      }
+    },
+    "node_modules/@types/d3-chord": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/@types/d3-chord/-/d3-chord-3.0.6.tgz",
+      "integrity": "sha512-LFYWWd8nwfwEmTZG9PfQxd17HbNPksHBiJHaKuY1XeqscXacsS2tyoo6OdRsjf+NQYeB6XrNL3a25E3gH69lcg==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-color": {
+      "version": "3.1.3",
+      "resolved": "https://registry.npmjs.org/@types/d3-color/-/d3-color-3.1.3.tgz",
+      "integrity": "sha512-iO90scth9WAbmgv7ogoq57O9YpKmFBbmoEoCHDB2xMBY0+/KVrqAaCDyCE16dUspeOvIxFFRI+0sEtqDqy2b4A==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-contour": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/@types/d3-contour/-/d3-contour-3.0.6.tgz",
+      "integrity": "sha512-BjzLgXGnCWjUSYGfH1cpdo41/hgdWETu4YxpezoztawmqsvCeep+8QGfiY6YbDvfgHz/DkjeIkkZVJavB4a3rg==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-array": "*",
+        "@types/geojson": "*"
+      }
+    },
+    "node_modules/@types/d3-delaunay": {
+      "version": "6.0.4",
+      "resolved": "https://registry.npmjs.org/@types/d3-delaunay/-/d3-delaunay-6.0.4.tgz",
+      "integrity": "sha512-ZMaSKu4THYCU6sV64Lhg6qjf1orxBthaC161plr5KuPHo3CNm8DTHiLw/5Eq2b6TsNP0W0iJrUOFscY6Q450Hw==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-dispatch": {
+      "version": "3.0.7",
+      "resolved": "https://registry.npmjs.org/@types/d3-dispatch/-/d3-dispatch-3.0.7.tgz",
+      "integrity": "sha512-5o9OIAdKkhN1QItV2oqaE5KMIiXAvDWBDPrD85e58Qlz1c1kI/J0NcqbEG88CoTwJrYe7ntUCVfeUl2UJKbWgA==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-drag": {
+      "version": "3.0.7",
+      "resolved": "https://registry.npmjs.org/@types/d3-drag/-/d3-drag-3.0.7.tgz",
+      "integrity": "sha512-HE3jVKlzU9AaMazNufooRJ5ZpWmLIoc90A37WU2JMmeq28w1FQqCZswHZ3xR+SuxYftzHq6WU6KJHvqxKzTxxQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-selection": "*"
+      }
+    },
+    "node_modules/@types/d3-dsv": {
+      "version": "3.0.7",
+      "resolved": "https://registry.npmjs.org/@types/d3-dsv/-/d3-dsv-3.0.7.tgz",
+      "integrity": "sha512-n6QBF9/+XASqcKK6waudgL0pf/S5XHPPI8APyMLLUHd8NqouBGLsU8MgtO7NINGtPBtk9Kko/W4ea0oAspwh9g==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-ease": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/@types/d3-ease/-/d3-ease-3.0.2.tgz",
+      "integrity": "sha512-NcV1JjO5oDzoK26oMzbILE6HW7uVXOHLQvHshBUW4UMdZGfiY6v5BeQwh9a9tCzv+CeefZQHJt5SRgK154RtiA==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-fetch": {
+      "version": "3.0.7",
+      "resolved": "https://registry.npmjs.org/@types/d3-fetch/-/d3-fetch-3.0.7.tgz",
+      "integrity": "sha512-fTAfNmxSb9SOWNB9IoG5c8Hg6R+AzUHDRlsXsDZsNp6sxAEOP0tkP3gKkNSO/qmHPoBFTxNrjDprVHDQDvo5aA==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-dsv": "*"
+      }
+    },
+    "node_modules/@types/d3-force": {
+      "version": "3.0.10",
+      "resolved": "https://registry.npmjs.org/@types/d3-force/-/d3-force-3.0.10.tgz",
+      "integrity": "sha512-ZYeSaCF3p73RdOKcjj+swRlZfnYpK1EbaDiYICEEp5Q6sUiqFaFQ9qgoshp5CzIyyb/yD09kD9o2zEltCexlgw==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-format": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/@types/d3-format/-/d3-format-3.0.4.tgz",
+      "integrity": "sha512-fALi2aI6shfg7vM5KiR1wNJnZ7r6UuggVqtDA+xiEdPZQwy/trcQaHnwShLuLdta2rTymCNpxYTiMZX/e09F4g==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-geo": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/@types/d3-geo/-/d3-geo-3.1.0.tgz",
+      "integrity": "sha512-856sckF0oP/diXtS4jNsiQw/UuK5fQG8l/a9VVLeSouf1/PPbBE1i1W852zVwKwYCBkFJJB7nCFTbk6UMEXBOQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/geojson": "*"
+      }
+    },
+    "node_modules/@types/d3-hierarchy": {
+      "version": "3.1.7",
+      "resolved": "https://registry.npmjs.org/@types/d3-hierarchy/-/d3-hierarchy-3.1.7.tgz",
+      "integrity": "sha512-tJFtNoYBtRtkNysX1Xq4sxtjK8YgoWUNpIiUee0/jHGRwqvzYxkq0hGVbbOGSz+JgFxxRu4K8nb3YpG3CMARtg==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-interpolate": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/@types/d3-interpolate/-/d3-interpolate-3.0.4.tgz",
+      "integrity": "sha512-mgLPETlrpVV1YRJIglr4Ez47g7Yxjl1lj7YKsiMCb27VJH9W8NVM6Bb9d8kkpG/uAQS5AmbA48q2IAolKKo1MA==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-color": "*"
+      }
+    },
+    "node_modules/@types/d3-path": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/@types/d3-path/-/d3-path-3.1.1.tgz",
+      "integrity": "sha512-VMZBYyQvbGmWyWVea0EHs/BwLgxc+MKi1zLDCONksozI4YJMcTt8ZEuIR4Sb1MMTE8MMW49v0IwI5+b7RmfWlg==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-polygon": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/@types/d3-polygon/-/d3-polygon-3.0.2.tgz",
+      "integrity": "sha512-ZuWOtMaHCkN9xoeEMr1ubW2nGWsp4nIql+OPQRstu4ypeZ+zk3YKqQT0CXVe/PYqrKpZAi+J9mTs05TKwjXSRA==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-quadtree": {
+      "version": "3.0.6",
+      "resolved": "https://registry.npmjs.org/@types/d3-quadtree/-/d3-quadtree-3.0.6.tgz",
+      "integrity": "sha512-oUzyO1/Zm6rsxKRHA1vH0NEDG58HrT5icx/azi9MF1TWdtttWl0UIUsjEQBBh+SIkrpd21ZjEv7ptxWys1ncsg==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-random": {
+      "version": "3.0.3",
+      "resolved": "https://registry.npmjs.org/@types/d3-random/-/d3-random-3.0.3.tgz",
+      "integrity": "sha512-Imagg1vJ3y76Y2ea0871wpabqp613+8/r0mCLEBfdtqC7xMSfj9idOnmBYyMoULfHePJyxMAw3nWhJxzc+LFwQ==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-scale": {
+      "version": "4.0.9",
+      "resolved": "https://registry.npmjs.org/@types/d3-scale/-/d3-scale-4.0.9.tgz",
+      "integrity": "sha512-dLmtwB8zkAeO/juAMfnV+sItKjlsw2lKdZVVy6LRr0cBmegxSABiLEpGVmSJJ8O08i4+sGR6qQtb6WtuwJdvVw==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-time": "*"
+      }
+    },
+    "node_modules/@types/d3-scale-chromatic": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/@types/d3-scale-chromatic/-/d3-scale-chromatic-3.1.0.tgz",
+      "integrity": "sha512-iWMJgwkK7yTRmWqRB5plb1kadXyQ5Sj8V/zYlFGMUBbIPKQScw+Dku9cAAMgJG+z5GYDoMjWGLVOvjghDEFnKQ==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-selection": {
+      "version": "3.0.11",
+      "resolved": "https://registry.npmjs.org/@types/d3-selection/-/d3-selection-3.0.11.tgz",
+      "integrity": "sha512-bhAXu23DJWsrI45xafYpkQ4NtcKMwWnAC/vKrd2l+nxMFuvOT3XMYTIj2opv8vq8AO5Yh7Qac/nSeP/3zjTK0w==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-shape": {
+      "version": "3.1.8",
+      "resolved": "https://registry.npmjs.org/@types/d3-shape/-/d3-shape-3.1.8.tgz",
+      "integrity": "sha512-lae0iWfcDeR7qt7rA88BNiqdvPS5pFVPpo5OfjElwNaT2yyekbM0C9vK+yqBqEmHr6lDkRnYNoTBYlAgJa7a4w==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-path": "*"
+      }
+    },
+    "node_modules/@types/d3-time": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/@types/d3-time/-/d3-time-3.0.4.tgz",
+      "integrity": "sha512-yuzZug1nkAAaBlBBikKZTgzCeA+k1uy4ZFwWANOfKw5z5LRhV0gNA7gNkKm7HoK+HRN0wX3EkxGk0fpbWhmB7g==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-time-format": {
+      "version": "4.0.3",
+      "resolved": "https://registry.npmjs.org/@types/d3-time-format/-/d3-time-format-4.0.3.tgz",
+      "integrity": "sha512-5xg9rC+wWL8kdDj153qZcsJ0FWiFt0J5RB6LYUNZjwSnesfblqrI/bJ1wBdJ8OQfncgbJG5+2F+qfqnqyzYxyg==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-timer": {
+      "version": "3.0.2",
+      "resolved": "https://registry.npmjs.org/@types/d3-timer/-/d3-timer-3.0.2.tgz",
+      "integrity": "sha512-Ps3T8E8dZDam6fUyNiMkekK3XUsaUEik+idO9/YjPtfj2qruF8tFBXS7XhtE4iIXBLxhmLjP3SXpLhVf21I9Lw==",
+      "license": "MIT"
+    },
+    "node_modules/@types/d3-transition": {
+      "version": "3.0.9",
+      "resolved": "https://registry.npmjs.org/@types/d3-transition/-/d3-transition-3.0.9.tgz",
+      "integrity": "sha512-uZS5shfxzO3rGlu0cC3bjmMFKsXv+SmZZcgp0KD22ts4uGXp5EVYGzu/0YdwZeKmddhcAccYtREJKkPfXkZuCg==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-selection": "*"
+      }
+    },
+    "node_modules/@types/d3-zoom": {
+      "version": "3.0.8",
+      "resolved": "https://registry.npmjs.org/@types/d3-zoom/-/d3-zoom-3.0.8.tgz",
+      "integrity": "sha512-iqMC4/YlFCSlO8+2Ii1GGGliCAY4XdeG748w5vQUbevlbDu0zSjH/+jojorQVBK/se0j6DUFNPBGSqD3YWYnDw==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/d3-interpolate": "*",
+        "@types/d3-selection": "*"
+      }
+    },
     "node_modules/@types/estree": {
       "version": "1.0.8",
       "resolved": "https://registry.npmjs.org/@types/estree/-/estree-1.0.8.tgz",
@@ -1633,6 +1998,12 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/@types/geojson": {
+      "version": "7946.0.16",
+      "resolved": "https://registry.npmjs.org/@types/geojson/-/geojson-7946.0.16.tgz",
+      "integrity": "sha512-6C8nqWur3j98U6+lXDfTUWIfgvZU+EumvpHKcYjujKH7woYyLj2sUmff0tRhrqM7BohUw7Pz3ZB1jj2gW9Fvmg==",
+      "license": "MIT"
+    },
     "node_modules/@types/json-schema": {
       "version": "7.0.15",
       "resolved": "https://registry.npmjs.org/@types/json-schema/-/json-schema-7.0.15.tgz",
@@ -1660,7 +2031,7 @@
       "version": "19.2.14",
       "resolved": "https://registry.npmjs.org/@types/react/-/react-19.2.14.tgz",
       "integrity": "sha512-ilcTH/UniCkMdtexkoCN0bI7pMcJDvmQFPvuPvmEaYA/NSfFTAgdUSLAoVjaRJm7+6PvcM+q1zYOwS4wTYMF9w==",
-      "dev": true,
+      "devOptional": true,
       "license": "MIT",
       "dependencies": {
         "csstype": "^3.2.2"
@@ -1676,6 +2047,12 @@
         "@types/react": "^19.2.0"
       }
     },
+    "node_modules/@types/use-sync-external-store": {
+      "version": "0.0.6",
+      "resolved": "https://registry.npmjs.org/@types/use-sync-external-store/-/use-sync-external-store-0.0.6.tgz",
+      "integrity": "sha512-zFDAD+tlpf2r4asuHEj0XH6pY6i0g5NeAHPn+15wk3BV6JA69eERFXC1gyGThDkVa1zCyKr5jox1+2LbV/AMLg==",
+      "license": "MIT"
+    },
     "node_modules/@types/ws": {
       "version": "8.18.1",
       "resolved": "https://registry.npmjs.org/@types/ws/-/ws-8.18.1.tgz",
@@ -1884,9 +2261,9 @@
       }
     },
     "node_modules/@typescript-eslint/typescript-estree/node_modules/brace-expansion": {
-      "version": "5.0.5",
-      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-5.0.5.tgz",
-      "integrity": "sha512-VZznLgtwhn+Mact9tfiwx64fA9erHH/MCXEUfB/0bX/6Fz6ny5EGTXYltMocqg4xFAQZtnO3DHWWXi8RiuN7cQ==",
+      "version": "5.0.6",
+      "resolved": "https://registry.npmjs.org/brace-expansion/-/brace-expansion-5.0.6.tgz",
+      "integrity": "sha512-kLpxurY4Z4r9sgMsyG0Z9uzsBlgiU/EFKhj/h91/8yHu0edo7XuixOIH3VcJ8kkxs6/jPzoI6U9Vj3WqbMQ94g==",
       "dev": true,
       "license": "MIT",
       "dependencies": {
@@ -2249,6 +2626,24 @@
         "win32"
       ]
     },
+    "node_modules/@upstash/redis": {
+      "version": "1.38.0",
+      "resolved": "https://registry.npmjs.org/@upstash/redis/-/redis-1.38.0.tgz",
+      "integrity": "sha512-wu+dZBptlLy0+MCUEoHmzrY/TnmgDey3+c7EbIGwrLqAvkP8yi5MWZHYGIFtAygmL4Bkz2TdFu+eU0vFPncIcg==",
+      "license": "MIT",
+      "dependencies": {
+        "uncrypto": "^0.1.3"
+      }
+    },
+    "node_modules/@vercel/oidc": {
+      "version": "3.2.0",
+      "resolved": "https://registry.npmjs.org/@vercel/oidc/-/oidc-3.2.0.tgz",
+      "integrity": "sha512-UycprH3T6n3jH0k44NHMa7pnFHGu/N05MjojYr+Mc6I7obkoLIJujSWwin1pCvdy/eOxrI/l3uDLQsmcrOb4ug==",
+      "license": "Apache-2.0",
+      "engines": {
+        "node": ">= 20"
+      }
+    },
     "node_modules/acorn": {
       "version": "8.16.0",
       "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.16.0.tgz",
@@ -2272,6 +2667,24 @@
         "acorn": "^6.0.0 || ^7.0.0 || ^8.0.0"
       }
     },
+    "node_modules/ai": {
+      "version": "6.0.191",
+      "resolved": "https://registry.npmjs.org/ai/-/ai-6.0.191.tgz",
+      "integrity": "sha512-zAxvjKebQE7YkSyyNIl0OM7i6/zygnKeF+yNUjD4nWOelYrG+LpDd6RnH6mjySI4zUpZ7o4wbnmAy8jc6u98vQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@ai-sdk/gateway": "3.0.120",
+        "@ai-sdk/provider": "3.0.10",
+        "@ai-sdk/provider-utils": "4.0.27",
+        "@opentelemetry/api": "^1.9.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "zod": "^3.25.76 || ^4.1.8"
+      }
+    },
     "node_modules/ajv": {
       "version": "6.14.0",
       "resolved": "https://registry.npmjs.org/ajv/-/ajv-6.14.0.tgz",
@@ -2721,148 +3134,579 @@
       ],
       "license": "CC-BY-4.0"
     },
-    "node_modules/chalk": {
-      "version": "4.1.2",
-      "resolved": "https://registry.npmjs.org/chalk/-/chalk-4.1.2.tgz",
-      "integrity": "sha512-oKnbhFyRIXpUuez8iBMmyEa4nbj4IOQyuhc/wy9kY7/WVPcwIO9VA668Pu8RkO7+0G76SLROeyw9CpQ061i4mA==",
-      "dev": true,
-      "license": "MIT",
+    "node_modules/chalk": {
+      "version": "4.1.2",
+      "resolved": "https://registry.npmjs.org/chalk/-/chalk-4.1.2.tgz",
+      "integrity": "sha512-oKnbhFyRIXpUuez8iBMmyEa4nbj4IOQyuhc/wy9kY7/WVPcwIO9VA668Pu8RkO7+0G76SLROeyw9CpQ061i4mA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "ansi-styles": "^4.1.0",
+        "supports-color": "^7.1.0"
+      },
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/chalk/chalk?sponsor=1"
+      }
+    },
+    "node_modules/class-variance-authority": {
+      "version": "0.7.1",
+      "resolved": "https://registry.npmjs.org/class-variance-authority/-/class-variance-authority-0.7.1.tgz",
+      "integrity": "sha512-Ka+9Trutv7G8M6WT6SeiRWz792K5qEqIGEGzXKhAE6xOWAY6pPH8U+9IY3oCMv6kqTmLsv7Xh/2w2RigkePMsg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "clsx": "^2.1.1"
+      },
+      "funding": {
+        "url": "https://polar.sh/cva"
+      }
+    },
+    "node_modules/cli-cursor": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/cli-cursor/-/cli-cursor-5.0.0.tgz",
+      "integrity": "sha512-aCj4O5wKyszjMmDT4tZj93kxyydN/K5zPWSCe6/0AV/AA1pqe5ZBIw0a2ZfPQV7lL5/yb5HsUreJ6UFAF1tEQw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "restore-cursor": "^5.0.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/cli-truncate": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/cli-truncate/-/cli-truncate-5.2.0.tgz",
+      "integrity": "sha512-xRwvIOMGrfOAnM1JYtqQImuaNtDEv9v6oIYAs4LIHwTiKee8uwvIi363igssOC0O5U04i4AlENs79LQLu9tEMw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "slice-ansi": "^8.0.0",
+        "string-width": "^8.2.0"
+      },
+      "engines": {
+        "node": ">=20"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/client-only": {
+      "version": "0.0.1",
+      "resolved": "https://registry.npmjs.org/client-only/-/client-only-0.0.1.tgz",
+      "integrity": "sha512-IV3Ou0jSMzZrd3pZ48nLkT9DA7Ag1pnPzaiQhpW7c3RbcqqzvzzVu+L8gfqMp/8IM2MQtSiqaCxrrcfu8I8rMA==",
+      "license": "MIT"
+    },
+    "node_modules/clsx": {
+      "version": "2.1.1",
+      "resolved": "https://registry.npmjs.org/clsx/-/clsx-2.1.1.tgz",
+      "integrity": "sha512-eYm0QWBtUrBWZWG0d386OGAw16Z995PiOVo2B7bjWSbHedGl5e0ZWaq65kOGgUSNesEIDkB9ISbTg/JK9dhCZA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/color-convert": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz",
+      "integrity": "sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "color-name": "~1.1.4"
+      },
+      "engines": {
+        "node": ">=7.0.0"
+      }
+    },
+    "node_modules/color-name": {
+      "version": "1.1.4",
+      "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz",
+      "integrity": "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/colorette": {
+      "version": "2.0.20",
+      "resolved": "https://registry.npmjs.org/colorette/-/colorette-2.0.20.tgz",
+      "integrity": "sha512-IfEDxwoWIjkeXL1eXcDiow4UbKjhLdq6/EuSVR9GMN7KVH3r9gQ83e73hsz1Nd1T3ijd5xv1wcWRYO+D6kCI2w==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/commander": {
+      "version": "14.0.3",
+      "resolved": "https://registry.npmjs.org/commander/-/commander-14.0.3.tgz",
+      "integrity": "sha512-H+y0Jo/T1RZ9qPP4Eh1pkcQcLRglraJaSLoyOtHxu6AapkjWVCy2Sit1QQ4x3Dng8qDlSsZEet7g5Pq06MvTgw==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=20"
+      }
+    },
+    "node_modules/concat-map": {
+      "version": "0.0.1",
+      "resolved": "https://registry.npmjs.org/concat-map/-/concat-map-0.0.1.tgz",
+      "integrity": "sha512-/Srv4dswyQNBfohGpz9o6Yb3Gz3SrUDqBH5rTuhGR7ahtlbYKnVxw2bCFMRljaA7EXHaXZ8wsHdodFvbkhKmqg==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/convert-source-map": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/convert-source-map/-/convert-source-map-2.0.0.tgz",
+      "integrity": "sha512-Kvp459HrV2FEJ1CAsi1Ku+MY3kasH19TFykTz2xWmMeq6bk2NU3XXvfJ+Q61m0xktWwt+1HSYf3JZsTms3aRJg==",
+      "dev": true,
+      "license": "MIT"
+    },
+    "node_modules/cookie": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/cookie/-/cookie-1.1.1.tgz",
+      "integrity": "sha512-ei8Aos7ja0weRpFzJnEA9UHJ/7XQmqglbRwnf2ATjcB9Wq874VKH9kfjjirM6UhU2/E5fFYadylyhFldcqSidQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=18"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/express"
+      }
+    },
+    "node_modules/cross-spawn": {
+      "version": "7.0.6",
+      "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.6.tgz",
+      "integrity": "sha512-uV2QOWP2nWzsy2aMp8aRibhi9dlzF5Hgh5SHaB9OiTGEyDTiJJyx0uy51QXdyWbtAHNua4XJzUKca3OzKUd3vA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "path-key": "^3.1.0",
+        "shebang-command": "^2.0.0",
+        "which": "^2.0.1"
+      },
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/csstype": {
+      "version": "3.2.3",
+      "resolved": "https://registry.npmjs.org/csstype/-/csstype-3.2.3.tgz",
+      "integrity": "sha512-z1HGKcYy2xA8AGQfwrn0PAy+PB7X/GSj3UVJW9qKyn43xWa+gl5nXmU4qqLMRzWVLFC8KusUX8T/0kCiOYpAIQ==",
+      "devOptional": true,
+      "license": "MIT"
+    },
+    "node_modules/d3": {
+      "version": "7.9.0",
+      "resolved": "https://registry.npmjs.org/d3/-/d3-7.9.0.tgz",
+      "integrity": "sha512-e1U46jVP+w7Iut8Jt8ri1YsPOvFpg46k+K8TpCb0P+zjCkjkPnV7WzfDJzMHy1LnA+wj5pLT1wjO901gLXeEhA==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-array": "3",
+        "d3-axis": "3",
+        "d3-brush": "3",
+        "d3-chord": "3",
+        "d3-color": "3",
+        "d3-contour": "4",
+        "d3-delaunay": "6",
+        "d3-dispatch": "3",
+        "d3-drag": "3",
+        "d3-dsv": "3",
+        "d3-ease": "3",
+        "d3-fetch": "3",
+        "d3-force": "3",
+        "d3-format": "3",
+        "d3-geo": "3",
+        "d3-hierarchy": "3",
+        "d3-interpolate": "3",
+        "d3-path": "3",
+        "d3-polygon": "3",
+        "d3-quadtree": "3",
+        "d3-random": "3",
+        "d3-scale": "4",
+        "d3-scale-chromatic": "3",
+        "d3-selection": "3",
+        "d3-shape": "3",
+        "d3-time": "3",
+        "d3-time-format": "4",
+        "d3-timer": "3",
+        "d3-transition": "3",
+        "d3-zoom": "3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-array": {
+      "version": "3.2.4",
+      "resolved": "https://registry.npmjs.org/d3-array/-/d3-array-3.2.4.tgz",
+      "integrity": "sha512-tdQAmyA18i4J7wprpYq8ClcxZy3SC31QMeByyCFyRt7BVHdREQZ5lpzoe5mFEYZUWe+oq8HBvk9JjpibyEV4Jg==",
+      "license": "ISC",
+      "dependencies": {
+        "internmap": "1 - 2"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-axis": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/d3-axis/-/d3-axis-3.0.0.tgz",
+      "integrity": "sha512-IH5tgjV4jE/GhHkRV0HiVYPDtvfjHQlQfJHs0usq7M30XcSBvOotpmH1IgkcXsO/5gEQZD43B//fc7SRT5S+xw==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-brush": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/d3-brush/-/d3-brush-3.0.0.tgz",
+      "integrity": "sha512-ALnjWlVYkXsVIGlOsuWH1+3udkYFI48Ljihfnh8FZPF2QS9o+PzGLBslO0PjzVoHLZ2KCVgAM8NVkXPJB2aNnQ==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-dispatch": "1 - 3",
+        "d3-drag": "2 - 3",
+        "d3-interpolate": "1 - 3",
+        "d3-selection": "3",
+        "d3-transition": "3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-chord": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-chord/-/d3-chord-3.0.1.tgz",
+      "integrity": "sha512-VE5S6TNa+j8msksl7HwjxMHDM2yNK3XCkusIlpX5kwauBfXuyLAtNg9jCp/iHH61tgI4sb6R/EIMWCqEIdjT/g==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-path": "1 - 3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-color": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/d3-color/-/d3-color-3.1.0.tgz",
+      "integrity": "sha512-zg/chbXyeBtMQ1LbD/WSoW2DpC3I0mpmPdW+ynRTj/x2DAWYrIY7qeZIHidozwV24m4iavr15lNwIwLxRmOxhA==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-contour": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/d3-contour/-/d3-contour-4.0.2.tgz",
+      "integrity": "sha512-4EzFTRIikzs47RGmdxbeUvLWtGedDUNkTcmzoeyg4sP/dvCexO47AaQL7VKy/gul85TOxw+IBgA8US2xwbToNA==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-array": "^3.2.0"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-delaunay": {
+      "version": "6.0.4",
+      "resolved": "https://registry.npmjs.org/d3-delaunay/-/d3-delaunay-6.0.4.tgz",
+      "integrity": "sha512-mdjtIZ1XLAM8bm/hx3WwjfHt6Sggek7qH043O8KEjDXN40xi3vx/6pYSVTwLjEgiXQTbvaouWKynLBiUZ6SK6A==",
+      "license": "ISC",
+      "dependencies": {
+        "delaunator": "5"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-dispatch": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-dispatch/-/d3-dispatch-3.0.1.tgz",
+      "integrity": "sha512-rzUyPU/S7rwUflMyLc1ETDeBj0NRuHKKAcvukozwhshr6g6c5d8zh4c2gQjY2bZ0dXeGLWc1PF174P2tVvKhfg==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-drag": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/d3-drag/-/d3-drag-3.0.0.tgz",
+      "integrity": "sha512-pWbUJLdETVA8lQNJecMxoXfH6x+mO2UQo8rSmZ+QqxcbyA3hfeprFgIT//HW2nlHChWeIIMwS2Fq+gEARkhTkg==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-dispatch": "1 - 3",
+        "d3-selection": "3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-dsv": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-dsv/-/d3-dsv-3.0.1.tgz",
+      "integrity": "sha512-UG6OvdI5afDIFP9w4G0mNq50dSOsXHJaRE8arAS5o9ApWnIElp8GZw1Dun8vP8OyHOZ/QJUKUJwxiiCCnUwm+Q==",
+      "license": "ISC",
+      "dependencies": {
+        "commander": "7",
+        "iconv-lite": "0.6",
+        "rw": "1"
+      },
+      "bin": {
+        "csv2json": "bin/dsv2json.js",
+        "csv2tsv": "bin/dsv2dsv.js",
+        "dsv2dsv": "bin/dsv2dsv.js",
+        "dsv2json": "bin/dsv2json.js",
+        "json2csv": "bin/json2dsv.js",
+        "json2dsv": "bin/json2dsv.js",
+        "json2tsv": "bin/json2dsv.js",
+        "tsv2csv": "bin/dsv2dsv.js",
+        "tsv2json": "bin/dsv2json.js"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-dsv/node_modules/commander": {
+      "version": "7.2.0",
+      "resolved": "https://registry.npmjs.org/commander/-/commander-7.2.0.tgz",
+      "integrity": "sha512-QrWXB+ZQSVPmIWIhtEO9H+gwHaMGYiF5ChvoJ+K9ZGHG/sVsa6yiesAD1GC/x46sET00Xlwo1u49RVVVzvcSkw==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 10"
+      }
+    },
+    "node_modules/d3-ease": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-ease/-/d3-ease-3.0.1.tgz",
+      "integrity": "sha512-wR/XK3D3XcLIZwpbvQwQ5fK+8Ykds1ip7A2Txe0yxncXSdq1L9skcG7blcedkOX+ZcgxGAmLX1FrRGbADwzi0w==",
+      "license": "BSD-3-Clause",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-fetch": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-fetch/-/d3-fetch-3.0.1.tgz",
+      "integrity": "sha512-kpkQIM20n3oLVBKGg6oHrUchHM3xODkTzjMoj7aWQFq5QEM+R6E4WkzT5+tojDY7yjez8KgCBRoj4aEr99Fdqw==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-dsv": "1 - 3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-force": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/d3-force/-/d3-force-3.0.0.tgz",
+      "integrity": "sha512-zxV/SsA+U4yte8051P4ECydjD/S+qeYtnaIyAs9tgHCqfguma/aAQDjo85A9Z6EKhBirHRJHXIgJUlffT4wdLg==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-dispatch": "1 - 3",
+        "d3-quadtree": "1 - 3",
+        "d3-timer": "1 - 3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-format": {
+      "version": "3.1.2",
+      "resolved": "https://registry.npmjs.org/d3-format/-/d3-format-3.1.2.tgz",
+      "integrity": "sha512-AJDdYOdnyRDV5b6ArilzCPPwc1ejkHcoyFarqlPqT7zRYjhavcT3uSrqcMvsgh2CgoPbK3RCwyHaVyxYcP2Arg==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-geo": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/d3-geo/-/d3-geo-3.1.1.tgz",
+      "integrity": "sha512-637ln3gXKXOwhalDzinUgY83KzNWZRKbYubaG+fGVuc/dxO64RRljtCTnf5ecMyE1RIdtqpkVcq0IbtU2S8j2Q==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-array": "2.5.0 - 3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-hierarchy": {
+      "version": "3.1.2",
+      "resolved": "https://registry.npmjs.org/d3-hierarchy/-/d3-hierarchy-3.1.2.tgz",
+      "integrity": "sha512-FX/9frcub54beBdugHjDCdikxThEqjnR93Qt7PvQTOHxyiNCAlvMrHhclk3cD5VeAaq9fxmfRp+CnWw9rEMBuA==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-interpolate": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-interpolate/-/d3-interpolate-3.0.1.tgz",
+      "integrity": "sha512-3bYs1rOD33uo8aqJfKP3JWPAibgw8Zm2+L9vBKEHJ2Rg+viTR7o5Mmv5mZcieN+FRYaAOWX5SJATX6k1PWz72g==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-color": "1 - 3"
+      },
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-path": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/d3-path/-/d3-path-3.1.0.tgz",
+      "integrity": "sha512-p3KP5HCf/bvjBSSKuXid6Zqijx7wIfNW+J/maPs+iwR35at5JCbLUT0LzF1cnjbCHWhqzQTIN2Jpe8pRebIEFQ==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-polygon": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-polygon/-/d3-polygon-3.0.1.tgz",
+      "integrity": "sha512-3vbA7vXYwfe1SYhED++fPUQlWSYTTGmFmQiany/gdbiWgU/iEyQzyymwL9SkJjFFuCS4902BSzewVGsHHmHtXg==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-quadtree": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-quadtree/-/d3-quadtree-3.0.1.tgz",
+      "integrity": "sha512-04xDrxQTDTCFwP5H6hRhsRcb9xxv2RzkcsygFzmkSIOJy3PeRJP7sNk3VRIbKXcog561P9oU0/rVH6vDROAgUw==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-random": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-random/-/d3-random-3.0.1.tgz",
+      "integrity": "sha512-FXMe9GfxTxqd5D6jFsQ+DJ8BJS4E/fT5mqqdjovykEB2oFbTMDVdg1MGFxfQW+FBOGoB++k8swBrgwSHT1cUXQ==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-scale": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/d3-scale/-/d3-scale-4.0.2.tgz",
+      "integrity": "sha512-GZW464g1SH7ag3Y7hXjf8RoUuAFIqklOAq3MRl4OaWabTFJY9PN/E1YklhXLh+OQ3fM9yS2nOkCoS+WLZ6kvxQ==",
+      "license": "ISC",
       "dependencies": {
-        "ansi-styles": "^4.1.0",
-        "supports-color": "^7.1.0"
+        "d3-array": "2.10.0 - 3",
+        "d3-format": "1 - 3",
+        "d3-interpolate": "1.2.0 - 3",
+        "d3-time": "2.1.1 - 3",
+        "d3-time-format": "2 - 4"
       },
       "engines": {
-        "node": ">=10"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/chalk?sponsor=1"
+        "node": ">=12"
       }
     },
-    "node_modules/cli-cursor": {
-      "version": "5.0.0",
-      "resolved": "https://registry.npmjs.org/cli-cursor/-/cli-cursor-5.0.0.tgz",
-      "integrity": "sha512-aCj4O5wKyszjMmDT4tZj93kxyydN/K5zPWSCe6/0AV/AA1pqe5ZBIw0a2ZfPQV7lL5/yb5HsUreJ6UFAF1tEQw==",
-      "dev": true,
-      "license": "MIT",
+    "node_modules/d3-scale-chromatic": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/d3-scale-chromatic/-/d3-scale-chromatic-3.1.0.tgz",
+      "integrity": "sha512-A3s5PWiZ9YCXFye1o246KoscMWqf8BsD9eRiJ3He7C9OBaxKhAd5TFCdEx/7VbKtxxTsu//1mMJFrEt572cEyQ==",
+      "license": "ISC",
       "dependencies": {
-        "restore-cursor": "^5.0.0"
+        "d3-color": "1 - 3",
+        "d3-interpolate": "1 - 3"
       },
       "engines": {
-        "node": ">=18"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/sindresorhus"
+        "node": ">=12"
       }
     },
-    "node_modules/cli-truncate": {
-      "version": "5.2.0",
-      "resolved": "https://registry.npmjs.org/cli-truncate/-/cli-truncate-5.2.0.tgz",
-      "integrity": "sha512-xRwvIOMGrfOAnM1JYtqQImuaNtDEv9v6oIYAs4LIHwTiKee8uwvIi363igssOC0O5U04i4AlENs79LQLu9tEMw==",
-      "dev": true,
-      "license": "MIT",
+    "node_modules/d3-selection": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/d3-selection/-/d3-selection-3.0.0.tgz",
+      "integrity": "sha512-fmTRWbNMmsmWq6xJV8D19U/gw/bwrHfNXxrIN+HfZgnzqTHp9jOmKMhsTUjXOJnZOdZY9Q28y4yebKzqDKlxlQ==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
+    "node_modules/d3-shape": {
+      "version": "3.2.0",
+      "resolved": "https://registry.npmjs.org/d3-shape/-/d3-shape-3.2.0.tgz",
+      "integrity": "sha512-SaLBuwGm3MOViRq2ABk3eLoxwZELpH6zhl3FbAoJ7Vm1gofKx6El1Ib5z23NUEhF9AsGl7y+dzLe5Cw2AArGTA==",
+      "license": "ISC",
       "dependencies": {
-        "slice-ansi": "^8.0.0",
-        "string-width": "^8.2.0"
+        "d3-path": "^3.1.0"
       },
       "engines": {
-        "node": ">=20"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/sindresorhus"
+        "node": ">=12"
       }
     },
-    "node_modules/client-only": {
-      "version": "0.0.1",
-      "resolved": "https://registry.npmjs.org/client-only/-/client-only-0.0.1.tgz",
-      "integrity": "sha512-IV3Ou0jSMzZrd3pZ48nLkT9DA7Ag1pnPzaiQhpW7c3RbcqqzvzzVu+L8gfqMp/8IM2MQtSiqaCxrrcfu8I8rMA==",
-      "license": "MIT"
-    },
-    "node_modules/color-convert": {
-      "version": "2.0.1",
-      "resolved": "https://registry.npmjs.org/color-convert/-/color-convert-2.0.1.tgz",
-      "integrity": "sha512-RRECPsj7iu/xb5oKYcsFHSppFNnsj/52OVTRKb4zP5onXwVF3zVmmToNcOfGC+CRDpfK/U584fMg38ZHCaElKQ==",
-      "dev": true,
-      "license": "MIT",
+    "node_modules/d3-time": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/d3-time/-/d3-time-3.1.0.tgz",
+      "integrity": "sha512-VqKjzBLejbSMT4IgbmVgDjpkYrNWUYJnbCGo874u7MMKIWsILRX+OpX/gTk8MqjpT1A/c6HY2dCA77ZN0lkQ2Q==",
+      "license": "ISC",
       "dependencies": {
-        "color-name": "~1.1.4"
+        "d3-array": "2 - 3"
       },
       "engines": {
-        "node": ">=7.0.0"
+        "node": ">=12"
       }
     },
-    "node_modules/color-name": {
-      "version": "1.1.4",
-      "resolved": "https://registry.npmjs.org/color-name/-/color-name-1.1.4.tgz",
-      "integrity": "sha512-dOy+3AuW3a2wNbZHIuMZpTcgjGuLU/uBL/ubcZF9OXbDo8ff4O8yVp5Bf0efS8uEoYo5q4Fx7dY9OgQGXgAsQA==",
-      "dev": true,
-      "license": "MIT"
-    },
-    "node_modules/colorette": {
-      "version": "2.0.20",
-      "resolved": "https://registry.npmjs.org/colorette/-/colorette-2.0.20.tgz",
-      "integrity": "sha512-IfEDxwoWIjkeXL1eXcDiow4UbKjhLdq6/EuSVR9GMN7KVH3r9gQ83e73hsz1Nd1T3ijd5xv1wcWRYO+D6kCI2w==",
-      "dev": true,
-      "license": "MIT"
-    },
-    "node_modules/commander": {
-      "version": "14.0.3",
-      "resolved": "https://registry.npmjs.org/commander/-/commander-14.0.3.tgz",
-      "integrity": "sha512-H+y0Jo/T1RZ9qPP4Eh1pkcQcLRglraJaSLoyOtHxu6AapkjWVCy2Sit1QQ4x3Dng8qDlSsZEet7g5Pq06MvTgw==",
-      "dev": true,
-      "license": "MIT",
+    "node_modules/d3-time-format": {
+      "version": "4.1.0",
+      "resolved": "https://registry.npmjs.org/d3-time-format/-/d3-time-format-4.1.0.tgz",
+      "integrity": "sha512-dJxPBlzC7NugB2PDLwo9Q8JiTR3M3e4/XANkreKSUxF8vvXKqm1Yfq4Q5dl8budlunRVlUUaDUgFt7eA8D6NLg==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-time": "1 - 3"
+      },
       "engines": {
-        "node": ">=20"
+        "node": ">=12"
       }
     },
-    "node_modules/concat-map": {
-      "version": "0.0.1",
-      "resolved": "https://registry.npmjs.org/concat-map/-/concat-map-0.0.1.tgz",
-      "integrity": "sha512-/Srv4dswyQNBfohGpz9o6Yb3Gz3SrUDqBH5rTuhGR7ahtlbYKnVxw2bCFMRljaA7EXHaXZ8wsHdodFvbkhKmqg==",
-      "dev": true,
-      "license": "MIT"
-    },
-    "node_modules/convert-source-map": {
-      "version": "2.0.0",
-      "resolved": "https://registry.npmjs.org/convert-source-map/-/convert-source-map-2.0.0.tgz",
-      "integrity": "sha512-Kvp459HrV2FEJ1CAsi1Ku+MY3kasH19TFykTz2xWmMeq6bk2NU3XXvfJ+Q61m0xktWwt+1HSYf3JZsTms3aRJg==",
-      "dev": true,
-      "license": "MIT"
+    "node_modules/d3-timer": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-timer/-/d3-timer-3.0.1.tgz",
+      "integrity": "sha512-ndfJ/JxxMd3nw31uyKoY2naivF+r29V+Lc0svZxe1JvvIRmi8hUsrMvdOwgS1o6uBHmiz91geQ0ylPP0aj1VUA==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
     },
-    "node_modules/cookie": {
-      "version": "1.1.1",
-      "resolved": "https://registry.npmjs.org/cookie/-/cookie-1.1.1.tgz",
-      "integrity": "sha512-ei8Aos7ja0weRpFzJnEA9UHJ/7XQmqglbRwnf2ATjcB9Wq874VKH9kfjjirM6UhU2/E5fFYadylyhFldcqSidQ==",
-      "license": "MIT",
+    "node_modules/d3-transition": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/d3-transition/-/d3-transition-3.0.1.tgz",
+      "integrity": "sha512-ApKvfjsSR6tg06xrL434C0WydLr7JewBB3V+/39RMHsaXTOG0zmt/OAXeng5M5LBm0ojmxJrpomQVZ1aPvBL4w==",
+      "license": "ISC",
+      "dependencies": {
+        "d3-color": "1 - 3",
+        "d3-dispatch": "1 - 3",
+        "d3-ease": "1 - 3",
+        "d3-interpolate": "1 - 3",
+        "d3-timer": "1 - 3"
+      },
       "engines": {
-        "node": ">=18"
+        "node": ">=12"
       },
-      "funding": {
-        "type": "opencollective",
-        "url": "https://opencollective.com/express"
+      "peerDependencies": {
+        "d3-selection": "2 - 3"
       }
     },
-    "node_modules/cross-spawn": {
-      "version": "7.0.6",
-      "resolved": "https://registry.npmjs.org/cross-spawn/-/cross-spawn-7.0.6.tgz",
-      "integrity": "sha512-uV2QOWP2nWzsy2aMp8aRibhi9dlzF5Hgh5SHaB9OiTGEyDTiJJyx0uy51QXdyWbtAHNua4XJzUKca3OzKUd3vA==",
-      "dev": true,
-      "license": "MIT",
+    "node_modules/d3-zoom": {
+      "version": "3.0.0",
+      "resolved": "https://registry.npmjs.org/d3-zoom/-/d3-zoom-3.0.0.tgz",
+      "integrity": "sha512-b8AmV3kfQaqWAuacbPuNbL6vahnOJflOhexLzMMNLga62+/nh0JzvJ0aO/5a5MVgUFGS7Hu1P9P03o3fJkDCyw==",
+      "license": "ISC",
       "dependencies": {
-        "path-key": "^3.1.0",
-        "shebang-command": "^2.0.0",
-        "which": "^2.0.1"
+        "d3-dispatch": "1 - 3",
+        "d3-drag": "2 - 3",
+        "d3-interpolate": "1 - 3",
+        "d3-selection": "2 - 3",
+        "d3-transition": "2 - 3"
       },
       "engines": {
-        "node": ">= 8"
+        "node": ">=12"
       }
     },
-    "node_modules/csstype": {
-      "version": "3.2.3",
-      "resolved": "https://registry.npmjs.org/csstype/-/csstype-3.2.3.tgz",
-      "integrity": "sha512-z1HGKcYy2xA8AGQfwrn0PAy+PB7X/GSj3UVJW9qKyn43xWa+gl5nXmU4qqLMRzWVLFC8KusUX8T/0kCiOYpAIQ==",
-      "dev": true,
-      "license": "MIT"
-    },
     "node_modules/damerau-levenshtein": {
       "version": "1.0.8",
       "resolved": "https://registry.npmjs.org/damerau-levenshtein/-/damerau-levenshtein-1.0.8.tgz",
@@ -2942,6 +3786,12 @@
         }
       }
     },
+    "node_modules/decimal.js-light": {
+      "version": "2.5.1",
+      "resolved": "https://registry.npmjs.org/decimal.js-light/-/decimal.js-light-2.5.1.tgz",
+      "integrity": "sha512-qIMFpTMZmny+MMIitAB6D7iVPEorVw6YQRWkvarTkT4tBeSLLiHzcwj6q0MmYSFCiVpiqPJTJEYIrpcPzVEIvg==",
+      "license": "MIT"
+    },
     "node_modules/deep-is": {
       "version": "0.1.4",
       "resolved": "https://registry.npmjs.org/deep-is/-/deep-is-0.1.4.tgz",
@@ -2985,6 +3835,15 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/delaunator": {
+      "version": "5.1.0",
+      "resolved": "https://registry.npmjs.org/delaunator/-/delaunator-5.1.0.tgz",
+      "integrity": "sha512-AGrQ4QSgssa1NGmWmLPqN5NY2KajF5MqxetNEO+o0n3ZwZZeTmt7bBnvzHWrmkZFxGgr4HdyFgelzgi06otLuQ==",
+      "license": "ISC",
+      "dependencies": {
+        "robust-predicates": "^3.0.2"
+      }
+    },
     "node_modules/detect-libc": {
       "version": "2.1.2",
       "resolved": "https://registry.npmjs.org/detect-libc/-/detect-libc-2.1.2.tgz",
@@ -3242,6 +4101,16 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/es-toolkit": {
+      "version": "1.47.0",
+      "resolved": "https://registry.npmjs.org/es-toolkit/-/es-toolkit-1.47.0.tgz",
+      "integrity": "sha512-n1GuoD0WEQZMBk5tttoZSqwgyLx01oqa5XsBmCHwPyNe1S9jPBEmtR2pSgp2kJuWE3ciFZ6yRHmY4pM4C3OOkw==",
+      "license": "MIT",
+      "workspaces": [
+        "docs",
+        "benchmarks"
+      ]
+    },
     "node_modules/escalade": {
       "version": "3.2.0",
       "resolved": "https://registry.npmjs.org/escalade/-/escalade-3.2.0.tgz",
@@ -3675,9 +4544,17 @@
       "version": "5.0.4",
       "resolved": "https://registry.npmjs.org/eventemitter3/-/eventemitter3-5.0.4.tgz",
       "integrity": "sha512-mlsTRyGaPBjPedk6Bvw+aqbsXDtoAyAzm5MO7JgU+yVRyMQ5O8bD4Kcci7BS85f93veegeCPkL8R4GLClnjLFw==",
-      "dev": true,
       "license": "MIT"
     },
+    "node_modules/eventsource-parser": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/eventsource-parser/-/eventsource-parser-3.1.0.tgz",
+      "integrity": "sha512-kJezFj9YFAMLeORyi7aCLxLbD5/qWMQnoMVlVPyHIll7lgRJCc3JVln9Vgl9nwQi0YkMnhdGTMNn7CkRRAptMg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
     "node_modules/fast-deep-equal": {
       "version": "3.1.3",
       "resolved": "https://registry.npmjs.org/fast-deep-equal/-/fast-deep-equal-3.1.3.tgz",
@@ -4162,6 +5039,18 @@
         "node": ">=20.0.0"
       }
     },
+    "node_modules/iconv-lite": {
+      "version": "0.6.3",
+      "resolved": "https://registry.npmjs.org/iconv-lite/-/iconv-lite-0.6.3.tgz",
+      "integrity": "sha512-4fCk79wshMdzMp2rH06qWrJE4iolqLhCUH+OiuIgU++RB0+94NlDL81atO7GX55uUKueo0txHNtvEyI6D7WdMw==",
+      "license": "MIT",
+      "dependencies": {
+        "safer-buffer": ">= 2.1.2 < 3.0.0"
+      },
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
     "node_modules/ignore": {
       "version": "5.3.2",
       "resolved": "https://registry.npmjs.org/ignore/-/ignore-5.3.2.tgz",
@@ -4172,6 +5061,16 @@
         "node": ">= 4"
       }
     },
+    "node_modules/immer": {
+      "version": "10.2.0",
+      "resolved": "https://registry.npmjs.org/immer/-/immer-10.2.0.tgz",
+      "integrity": "sha512-d/+XTN3zfODyjr89gM3mPq1WNX2B8pYsu7eORitdwyA2sBubnTl3laYlBk4sXY5FUa5qTZGBDPJICVbvqzjlbw==",
+      "license": "MIT",
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/immer"
+      }
+    },
     "node_modules/import-fresh": {
       "version": "3.3.1",
       "resolved": "https://registry.npmjs.org/import-fresh/-/import-fresh-3.3.1.tgz",
@@ -4214,6 +5113,15 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/internmap": {
+      "version": "2.0.3",
+      "resolved": "https://registry.npmjs.org/internmap/-/internmap-2.0.3.tgz",
+      "integrity": "sha512-5Hh7Y1wQbvY5ooGgPbDaL5iYLAPzMTUrjMulskHLH6wnv/A+1q5rgEaiuqEjB+oxGXIVZs1FF+R/KPN3ZSQYYg==",
+      "license": "ISC",
+      "engines": {
+        "node": ">=12"
+      }
+    },
     "node_modules/is-array-buffer": {
       "version": "3.0.5",
       "resolved": "https://registry.npmjs.org/is-array-buffer/-/is-array-buffer-3.0.5.tgz",
@@ -4727,6 +5635,12 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/json-schema": {
+      "version": "0.4.0",
+      "resolved": "https://registry.npmjs.org/json-schema/-/json-schema-0.4.0.tgz",
+      "integrity": "sha512-es94M3nTIfsEPisRafak+HDLfHXnKBhV3vU5eqPcS3flIWqcxJWgXHXiey3YrpaNsanY5ei1VoYEbOzijuq9BA==",
+      "license": "(AFL-2.1 OR BSD-3-Clause)"
+    },
     "node_modules/json-schema-traverse": {
       "version": "0.4.1",
       "resolved": "https://registry.npmjs.org/json-schema-traverse/-/json-schema-traverse-0.4.1.tgz",
@@ -5226,6 +6140,15 @@
         "yallist": "^3.0.2"
       }
     },
+    "node_modules/lucide-react": {
+      "version": "1.16.0",
+      "resolved": "https://registry.npmjs.org/lucide-react/-/lucide-react-1.16.0.tgz",
+      "integrity": "sha512-dYwyPzb4MEKpGUmNYk3WKWPnMrHs3FKM+q94kAnJrcDIqqn1hq2xY8scaS2ovsOCM5D51ey2gaRG3PBb1vgoYQ==",
+      "license": "ISC",
+      "peerDependencies": {
+        "react": "^16.5.1 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
     "node_modules/magic-string": {
       "version": "0.30.21",
       "resolved": "https://registry.npmjs.org/magic-string/-/magic-string-0.30.21.tgz",
@@ -5314,9 +6237,9 @@
       "license": "MIT"
     },
     "node_modules/nanoid": {
-      "version": "3.3.11",
-      "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.11.tgz",
-      "integrity": "sha512-N8SpfPUnUp1bK+PMYW8qSWdl9U+wwNWI4QKxOYDy9JAro3WMX7p2OeVRF9v+347pnakNevPmiHhNmZ2HbFA76w==",
+      "version": "3.3.12",
+      "resolved": "https://registry.npmjs.org/nanoid/-/nanoid-3.3.12.tgz",
+      "integrity": "sha512-ZB9RH/39qpq5Vu6Y+NmUaFhQR6pp+M2Xt76XBnEwDaGcVAqhlvxrl3B2bKS5D3NH3QR76v3aSrKaF/Kiy7lEtQ==",
       "funding": [
         {
           "type": "github",
@@ -5355,12 +6278,12 @@
       "license": "MIT"
     },
     "node_modules/next": {
-      "version": "16.2.3",
-      "resolved": "https://registry.npmjs.org/next/-/next-16.2.3.tgz",
-      "integrity": "sha512-9V3zV4oZFza3PVev5/poB9g0dEafVcgNyQ8eTRop8GvxZjV2G15FC5ARuG1eFD42QgeYkzJBJzHghNP8Ad9xtA==",
+      "version": "16.2.6",
+      "resolved": "https://registry.npmjs.org/next/-/next-16.2.6.tgz",
+      "integrity": "sha512-qOVgKJg1+At15NpeUP+eJgCHvTCgXsogweq87Ri/Ix7PkqQHg4sdaXmSFqKlgaIXE4kW0g25LE68W87UANlHtw==",
       "license": "MIT",
       "dependencies": {
-        "@next/env": "16.2.3",
+        "@next/env": "16.2.6",
         "@swc/helpers": "0.5.15",
         "baseline-browser-mapping": "^2.9.19",
         "caniuse-lite": "^1.0.30001579",
@@ -5374,14 +6297,14 @@
         "node": ">=20.9.0"
       },
       "optionalDependencies": {
-        "@next/swc-darwin-arm64": "16.2.3",
-        "@next/swc-darwin-x64": "16.2.3",
-        "@next/swc-linux-arm64-gnu": "16.2.3",
-        "@next/swc-linux-arm64-musl": "16.2.3",
-        "@next/swc-linux-x64-gnu": "16.2.3",
-        "@next/swc-linux-x64-musl": "16.2.3",
-        "@next/swc-win32-arm64-msvc": "16.2.3",
-        "@next/swc-win32-x64-msvc": "16.2.3",
+        "@next/swc-darwin-arm64": "16.2.6",
+        "@next/swc-darwin-x64": "16.2.6",
+        "@next/swc-linux-arm64-gnu": "16.2.6",
+        "@next/swc-linux-arm64-musl": "16.2.6",
+        "@next/swc-linux-x64-gnu": "16.2.6",
+        "@next/swc-linux-x64-musl": "16.2.6",
+        "@next/swc-win32-arm64-msvc": "16.2.6",
+        "@next/swc-win32-x64-msvc": "16.2.6",
         "sharp": "^0.34.5"
       },
       "peerDependencies": {
@@ -5600,6 +6523,27 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/openai": {
+      "version": "6.39.0",
+      "resolved": "https://registry.npmjs.org/openai/-/openai-6.39.0.tgz",
+      "integrity": "sha512-O61LIsimY3acVabwvomwFhwrnN36yvHY2quIfy9keEcFytGgWeV35yLHQ6NVMLSBxRpHmcg2yuhCnlu2HT4pLQ==",
+      "license": "Apache-2.0",
+      "bin": {
+        "openai": "bin/cli"
+      },
+      "peerDependencies": {
+        "ws": "^8.18.0",
+        "zod": "^3.25 || ^4.0"
+      },
+      "peerDependenciesMeta": {
+        "ws": {
+          "optional": true
+        },
+        "zod": {
+          "optional": true
+        }
+      }
+    },
     "node_modules/optionator": {
       "version": "0.9.4",
       "resolved": "https://registry.npmjs.org/optionator/-/optionator-0.9.4.tgz",
@@ -5738,9 +6682,9 @@
       }
     },
     "node_modules/postcss": {
-      "version": "8.5.9",
-      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.9.tgz",
-      "integrity": "sha512-7a70Nsot+EMX9fFU3064K/kdHWZqGVY+BADLyXc8Dfv+mTLLVl6JzJpPaCZ2kQL9gIJvKXSLMHhqdRRjwQeFtw==",
+      "version": "8.5.15",
+      "resolved": "https://registry.npmjs.org/postcss/-/postcss-8.5.15.tgz",
+      "integrity": "sha512-FfR8sjd4em2T6fb3I2MwAJU7HWVMr9zba+enmQeeWFfCbm+UOC/0X4DS8XtpUTMwWMGbjKYP7xjfNekzyGmB3A==",
       "dev": true,
       "funding": [
         {
@@ -5758,7 +6702,7 @@
       ],
       "license": "MIT",
       "dependencies": {
-        "nanoid": "^3.3.11",
+        "nanoid": "^3.3.12",
         "picocolors": "^1.1.1",
         "source-map-js": "^1.2.1"
       },
@@ -5844,9 +6788,76 @@
       "version": "16.13.1",
       "resolved": "https://registry.npmjs.org/react-is/-/react-is-16.13.1.tgz",
       "integrity": "sha512-24e6ynE2H+OKt4kqsOvNd8kBpV65zoxbA4BVsEOB3ARVWQki/DHzaUoC5KuON/BiccDaCCTZBuOcfZs70kR8bQ==",
-      "dev": true,
       "license": "MIT"
     },
+    "node_modules/react-redux": {
+      "version": "9.3.0",
+      "resolved": "https://registry.npmjs.org/react-redux/-/react-redux-9.3.0.tgz",
+      "integrity": "sha512-KQopgqFo/p/fgmAs5qz6p5RWaNAzq40WAu7fJIXnQpYxFPbJYtsJPWvGeF2rOBaY/kEuV77AVsX8TsQzKm+A/g==",
+      "license": "MIT",
+      "dependencies": {
+        "@types/use-sync-external-store": "^0.0.6",
+        "use-sync-external-store": "^1.4.0"
+      },
+      "peerDependencies": {
+        "@types/react": "^18.2.25 || ^19",
+        "react": "^18.0 || ^19",
+        "redux": "^5.0.0"
+      },
+      "peerDependenciesMeta": {
+        "@types/react": {
+          "optional": true
+        },
+        "redux": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/recharts": {
+      "version": "3.8.1",
+      "resolved": "https://registry.npmjs.org/recharts/-/recharts-3.8.1.tgz",
+      "integrity": "sha512-mwzmO1s9sFL0TduUpwndxCUNoXsBw3u3E/0+A+cLcrSfQitSG62L32N69GhqUrrT5qKcAE3pCGVINC6pqkBBQg==",
+      "license": "MIT",
+      "workspaces": [
+        "www"
+      ],
+      "dependencies": {
+        "@reduxjs/toolkit": "^1.9.0 || 2.x.x",
+        "clsx": "^2.1.1",
+        "decimal.js-light": "^2.5.1",
+        "es-toolkit": "^1.39.3",
+        "eventemitter3": "^5.0.1",
+        "immer": "^10.1.1",
+        "react-redux": "8.x.x || 9.x.x",
+        "reselect": "5.1.1",
+        "tiny-invariant": "^1.3.3",
+        "use-sync-external-store": "^1.2.2",
+        "victory-vendor": "^37.0.2"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0",
+        "react-dom": "^16.0.0 || ^17.0.0 || ^18.0.0 || ^19.0.0",
+        "react-is": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/redux": {
+      "version": "5.0.1",
+      "resolved": "https://registry.npmjs.org/redux/-/redux-5.0.1.tgz",
+      "integrity": "sha512-M9/ELqF6fy8FwmkpnF0S3YKOqMyoWJ4+CS5Efg2ct3oY9daQvd/Pc71FpGZsVsbl3Cpb+IIcjBDUnnyBdQbq4w==",
+      "license": "MIT"
+    },
+    "node_modules/redux-thunk": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/redux-thunk/-/redux-thunk-3.1.0.tgz",
+      "integrity": "sha512-NW2r5T6ksUKXCabzhL9z+h206HQw/NJkcLm1GPImRQ8IzfXwRGqjVhKJGauHirT0DAuyy6hjdnMZaRoAcy0Klw==",
+      "license": "MIT",
+      "peerDependencies": {
+        "redux": "^5.0.0"
+      }
+    },
     "node_modules/reflect.getprototypeof": {
       "version": "1.0.10",
       "resolved": "https://registry.npmjs.org/reflect.getprototypeof/-/reflect.getprototypeof-1.0.10.tgz",
@@ -5891,6 +6902,12 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/reselect": {
+      "version": "5.1.1",
+      "resolved": "https://registry.npmjs.org/reselect/-/reselect-5.1.1.tgz",
+      "integrity": "sha512-K/BG6eIky/SBpzfHZv/dd+9JBFiS4SWV7FIujVyJRux6e45+73RaUHXLmIR1f7WOMaQ0U1km6qwklRQxpJJY0w==",
+      "license": "MIT"
+    },
     "node_modules/resolve": {
       "version": "2.0.0-next.6",
       "resolved": "https://registry.npmjs.org/resolve/-/resolve-2.0.0-next.6.tgz",
@@ -5970,6 +6987,12 @@
       "dev": true,
       "license": "MIT"
     },
+    "node_modules/robust-predicates": {
+      "version": "3.0.3",
+      "resolved": "https://registry.npmjs.org/robust-predicates/-/robust-predicates-3.0.3.tgz",
+      "integrity": "sha512-NS3levdsRIUOmiJ8FZWCP7LG3QpJyrs/TE0Zpf1yvZu8cAJJ6QMW92H1c7kWpdIHo8RvmLxN/o2JXTKHp74lUA==",
+      "license": "Unlicense"
+    },
     "node_modules/run-parallel": {
       "version": "1.2.0",
       "resolved": "https://registry.npmjs.org/run-parallel/-/run-parallel-1.2.0.tgz",
@@ -5994,6 +7017,12 @@
         "queue-microtask": "^1.2.2"
       }
     },
+    "node_modules/rw": {
+      "version": "1.3.3",
+      "resolved": "https://registry.npmjs.org/rw/-/rw-1.3.3.tgz",
+      "integrity": "sha512-PdhdWy89SiZogBLaw42zdeqtRJ//zFd2PgQavcICDUgJT5oW10QCRKbJ6bg4r0/UY2M6BWd5tkxuGFRvCkgfHQ==",
+      "license": "BSD-3-Clause"
+    },
     "node_modules/safe-array-concat": {
       "version": "1.1.3",
       "resolved": "https://registry.npmjs.org/safe-array-concat/-/safe-array-concat-1.1.3.tgz",
@@ -6049,6 +7078,12 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/safer-buffer": {
+      "version": "2.1.2",
+      "resolved": "https://registry.npmjs.org/safer-buffer/-/safer-buffer-2.1.2.tgz",
+      "integrity": "sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg==",
+      "license": "MIT"
+    },
     "node_modules/scheduler": {
       "version": "0.27.0",
       "resolved": "https://registry.npmjs.org/scheduler/-/scheduler-0.27.0.tgz",
@@ -6593,6 +7628,12 @@
         "url": "https://opencollective.com/webpack"
       }
     },
+    "node_modules/tiny-invariant": {
+      "version": "1.3.3",
+      "resolved": "https://registry.npmjs.org/tiny-invariant/-/tiny-invariant-1.3.3.tgz",
+      "integrity": "sha512-+FbBPE1o9QAYvviau/qC5SE3caw21q3xkvWKBtja5vgqOWIHHJ3ioaq1VPfn/Szqctz2bU/oYeKd9/z5BL+PVg==",
+      "license": "MIT"
+    },
     "node_modules/tinyexec": {
       "version": "1.1.1",
       "resolved": "https://registry.npmjs.org/tinyexec/-/tinyexec-1.1.1.tgz",
@@ -6857,6 +7898,12 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/uncrypto": {
+      "version": "0.1.3",
+      "resolved": "https://registry.npmjs.org/uncrypto/-/uncrypto-0.1.3.tgz",
+      "integrity": "sha512-Ql87qFHB3s/De2ClA9e0gsnS6zXG27SkTiSJwjCc9MebbfapQfuPzumMIUMi38ezPZVNFcHI9sUIepeQfw8J8Q==",
+      "license": "MIT"
+    },
     "node_modules/undici-types": {
       "version": "6.21.0",
       "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.21.0.tgz",
@@ -6939,6 +7986,37 @@
         "punycode": "^2.1.0"
       }
     },
+    "node_modules/use-sync-external-store": {
+      "version": "1.6.0",
+      "resolved": "https://registry.npmjs.org/use-sync-external-store/-/use-sync-external-store-1.6.0.tgz",
+      "integrity": "sha512-Pp6GSwGP/NrPIrxVFAIkOQeyw8lFenOHijQWkUTrDvrF4ALqylP2C/KCkeS9dpUM3KvYRQhna5vt7IL95+ZQ9w==",
+      "license": "MIT",
+      "peerDependencies": {
+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
+    "node_modules/victory-vendor": {
+      "version": "37.3.6",
+      "resolved": "https://registry.npmjs.org/victory-vendor/-/victory-vendor-37.3.6.tgz",
+      "integrity": "sha512-SbPDPdDBYp+5MJHhBCAyI7wKM3d5ivekigc2Dk2s7pgbZ9wIgIBYGVw4zGHBml/qTFbexrofXW6Gu4noGxrOwQ==",
+      "license": "MIT AND ISC",
+      "dependencies": {
+        "@types/d3-array": "^3.0.3",
+        "@types/d3-ease": "^3.0.0",
+        "@types/d3-interpolate": "^3.0.1",
+        "@types/d3-scale": "^4.0.2",
+        "@types/d3-shape": "^3.1.0",
+        "@types/d3-time": "^3.0.0",
+        "@types/d3-timer": "^3.0.0",
+        "d3-array": "^3.1.6",
+        "d3-ease": "^3.0.1",
+        "d3-interpolate": "^3.0.1",
+        "d3-scale": "^4.0.2",
+        "d3-shape": "^3.1.0",
+        "d3-time": "^3.0.0",
+        "d3-timer": "^3.0.1"
+      }
+    },
     "node_modules/which": {
       "version": "2.0.2",
       "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
@@ -7111,9 +8189,9 @@
       }
     },
     "node_modules/ws": {
-      "version": "8.20.0",
-      "resolved": "https://registry.npmjs.org/ws/-/ws-8.20.0.tgz",
-      "integrity": "sha512-sAt8BhgNbzCtgGbt2OxmpuryO63ZoDk/sqaB/znQm94T4fCEsy/yV+7CdC1kJhOU9lboAEU7R3kquuycDoibVA==",
+      "version": "8.21.0",
+      "resolved": "https://registry.npmjs.org/ws/-/ws-8.21.0.tgz",
+      "integrity": "sha512-Vsp28b7DRcimFQvrqu2Wek3z1iYxDCWqHYB8Qsnk/S4RfaCQzPGPyBNuVjJV3cd6UiKtUtp6sNM77gWvzcCH+g==",
       "license": "MIT",
       "engines": {
         "node": ">=10.0.0"
@@ -7171,7 +8249,6 @@
       "version": "4.3.6",
       "resolved": "https://registry.npmjs.org/zod/-/zod-4.3.6.tgz",
       "integrity": "sha512-rftlrkhHZOcjDwkGlnUtZZkvaPHCsDATp4pGpuOOMDaTdDDXF91wuVDJoWoPsKX/3YPQ5fHuF3STjcYyKr+Qhg==",
-      "dev": true,
       "license": "MIT",
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
diff --git a/package.json b/package.json
index d981c2e..fd7ca96 100644
--- a/package.json
+++ b/package.json
@@ -13,9 +13,18 @@
   "dependencies": {
     "@supabase/ssr": "^0.10.2",
     "@supabase/supabase-js": "^2.103.0",
-    "next": "16.2.3",
+    "@types/d3": "^7.4.3",
+    "@upstash/redis": "^1.38.0",
+    "ai": "^6.0.191",
+    "class-variance-authority": "^0.7.1",
+    "clsx": "^2.1.1",
+    "d3": "^7.9.0",
+    "lucide-react": "^1.16.0",
+    "next": "^16.2.6",
+    "openai": "^6.39.0",
     "react": "19.2.4",
-    "react-dom": "19.2.4"
+    "react-dom": "19.2.4",
+    "recharts": "^3.8.1"
   },
   "devDependencies": {
     "@tailwindcss/postcss": "^4",
diff --git a/src/app/dashboard/layout.tsx b/src/app/dashboard/layout.tsx
new file mode 100644
index 0000000..1db7277
--- /dev/null
+++ b/src/app/dashboard/layout.tsx
@@ -0,0 +1,10 @@
+/**
+ * Dashboard Layout - Placeholder for Phase 2
+ */
+export default function DashboardLayout({
+  children,
+}: Readonly<{
+  children: React.ReactNode;
+}>) {
+  return <>{children}</>;
+}
diff --git a/src/app/dashboard/page.tsx b/src/app/dashboard/page.tsx
new file mode 100644
index 0000000..42c20f3
--- /dev/null
+++ b/src/app/dashboard/page.tsx
@@ -0,0 +1,6 @@
+/**
+ * Placeholder - will be replaced in Phase 2
+ */
+export default function DashboardPage() {
+  return <div>Placeholder</div>;
+}
diff --git a/src/app/globals.css b/src/app/globals.css
index a2dc41e..a5ab127 100644
--- a/src/app/globals.css
+++ b/src/app/globals.css
@@ -1,26 +1,136 @@
 @import "tailwindcss";
 
 :root {
-  --background: #ffffff;
-  --foreground: #171717;
-}
+  /* Primary Colors */
+  --primary: #00ff87;
+  --primary-dark: #00d966;
+  --primary-light: #33ff99;
+
+  /* Background Shades */
+  --background: #0d0d0d;
+  --background-secondary: #1a1a1a;
+  --background-tertiary: #262626;
+
+  /* Foreground / Text */
+  --foreground: #f5f5f5;
+  --foreground-secondary: #b0b0b0;
+  --foreground-tertiary: #808080;
+
+  /* Accent Colors */
+  --accent: #00ff87;
+  --accent-red: #ff4444;
+  --accent-yellow: #ffd700;
+  --accent-green: #00ff87;
+
+  /* Borders & Dividers */
+  --border: #333333;
+  --border-light: #404040;
 
-@theme inline {
-  --color-background: var(--background);
-  --color-foreground: var(--foreground);
+  /* Semantic Colors */
+  --success: #00ff87;
+  --warning: #ffd700;
+  --error: #ff4444;
+  --info: #3d00ff;
+
+  /* Fonts */
   --font-sans: var(--font-geist-sans);
   --font-mono: var(--font-geist-mono);
 }
 
-@media (prefers-color-scheme: dark) {
+@media (prefers-color-scheme: light) {
   :root {
-    --background: #0a0a0a;
-    --foreground: #ededed;
+    --background: #ffffff;
+    --background-secondary: #f9f9f9;
+    --background-tertiary: #f0f0f0;
+    --foreground: #0d0d0d;
+    --foreground-secondary: #4d4d4d;
+    --foreground-tertiary: #7f7f7f;
+    --border: #e0e0e0;
+    --border-light: #d0d0d0;
   }
 }
 
+/* Dark mode is default */
+html {
+  color-scheme: dark;
+}
+
 body {
-  background: var(--background);
+  background-color: var(--background);
   color: var(--foreground);
-  font-family: Arial, Helvetica, sans-serif;
+  font-family: var(--font-sans);
+  line-height: 1.6;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+
+/* Scrollbar Styling */
+::-webkit-scrollbar {
+  width: 8px;
+  height: 8px;
+}
+
+::-webkit-scrollbar-track {
+  background: var(--background-secondary);
+}
+
+::-webkit-scrollbar-thumb {
+  background: var(--border-light);
+  border-radius: 4px;
+}
+
+::-webkit-scrollbar-thumb:hover {
+  background: var(--foreground-secondary);
+}
+
+/* Selection */
+::selection {
+  background-color: var(--primary);
+  color: var(--background);
+}
+
+/* Focus visible for accessibility */
+:focus-visible {
+  outline: 2px solid var(--primary);
+  outline-offset: 2px;
+}
+
+/* Smooth scrolling */
+html {
+  scroll-behavior: smooth;
+}
+
+/* Link defaults */
+a {
+  color: var(--primary);
+  text-decoration: none;
+  transition: color 200ms ease;
+}
+
+a:hover {
+  color: var(--primary-light);
+}
+
+/* Utility classes for common patterns */
+.live-pulse {
+  animation: pulse 2s cubic-bezier(0.4, 0, 0.6, 1) infinite;
+}
+
+@keyframes pulse {
+  0%,
+  100% {
+    opacity: 1;
+  }
+  50% {
+    opacity: 0.5;
+  }
+}
+
+.live-dot {
+  display: inline-block;
+  width: 8px;
+  height: 8px;
+  background-color: var(--accent-green);
+  border-radius: 50%;
+  animation: pulse 2s cubic-bezier(0.4, 0, 0.6, 1) infinite;
 }
diff --git a/src/app/layout.tsx b/src/app/layout.tsx
index 976eb90..c8a084d 100644
--- a/src/app/layout.tsx
+++ b/src/app/layout.tsx
@@ -13,8 +13,19 @@ const geistMono = Geist_Mono({
 });
 
 export const metadata: Metadata = {
-  title: "Create Next App",
-  description: "Generated by create next app",
+  title: "Swale — Football Intelligence Dashboard",
+  description:
+    "Real-time football scores, player analytics, and AI-powered insights across 50+ leagues and international tournaments.",
+  viewport: "width=device-width, initial-scale=1, maximum-scale=5",
+  keywords: [
+    "football",
+    "soccer",
+    "live scores",
+    "player stats",
+    "world cup",
+    "analytics",
+    "xG",
+  ],
 };
 
 export default function RootLayout({
@@ -27,7 +38,9 @@ export default function RootLayout({
       lang="en"
       className={`${geistSans.variable} ${geistMono.variable} h-full antialiased`}
     >
-      <body className="min-h-full flex flex-col">{children}</body>
+      <body className="h-full bg-[var(--background)] text-[var(--foreground)]">
+        {children}
+      </body>
     </html>
   );
 }
diff --git a/src/lib/api-football/client.ts b/src/lib/api-football/client.ts
new file mode 100644
index 0000000..2d5b8a4
--- /dev/null
+++ b/src/lib/api-football/client.ts
@@ -0,0 +1,109 @@
+/**
+ * API-Football Client
+ * Typed fetcher for API-Football (api-football.com) endpoints
+ * Used for live scores, player stats, and match data
+ */
+
+import { Match, MatchStatus, Team, Player, Competition, CompetitionCode } from "@/types";
+
+const API_FOOTBALL_BASE = "https://api.api-football.com/v3";
+const API_FOOTBALL_KEY = process.env.API_FOOTBALL_KEY;
+
+if (!API_FOOTBALL_KEY) {
+  console.warn("API_FOOTBALL_KEY is not set in environment variables");
+}
+
+interface APIFootballResponse<T> {
+  get: string;
+  parameters: Record<string, unknown>;
+  errors: Record<string, unknown>;
+  results: number;
+  paging: {
+    current: number;
+    total: number;
+  };
+  response: T[];
+}
+
+class APIFootballClient {
+  private baseUrl = API_FOOTBALL_BASE;
+  private apiKey = API_FOOTBALL_KEY;
+
+  private async request<T>(endpoint: string, params?: Record<string, unknown>): Promise<T[]> {
+    if (!this.apiKey) {
+      console.error("API_FOOTBALL_KEY is required");
+      return [];
+    }
+
+    const url = new URL(`${this.baseUrl}${endpoint}`);
+    if (params) {
+      Object.entries(params).forEach(([key, value]) => {
+        if (value !== undefined && value !== null) {
+          url.searchParams.append(key, String(value));
+        }
+      });
+    }
+
+    try {
+      const response = await fetch(url.toString(), {
+        headers: {
+          "x-apisports-key": this.apiKey,
+        },
+      });
+
+      if (!response.ok) {
+        throw new Error(`API-Football error: ${response.statusText}`);
+      }
+
+      const data = (await response.json()) as APIFootballResponse<T>;
+      return data.response;
+    } catch (error) {
+      console.error("API-Football request failed:", error);
+      throw error;
+    }
+  }
+
+  /**
+   * Get fixtures (matches) for a specific date or date range
+   */
+  async getFixtures(params?: {
+    date?: string; // YYYY-MM-DD
+    dateFrom?: string;
+    dateTo?: string;
+    league?: number;
+    season?: number;
+    team?: number;
+    status?: string; // LIVE, FT, etc.
+    limit?: number;
+  }): Promise<Match[]> {
+    // This is a mock implementation since we don't have real API key
+    // In production, this would call the actual API-Football endpoint
+    return [];
+  }
+
+  /**
+   * Get player information with stats
+   */
+  async getPlayer(playerId: number): Promise<Player | null> {
+    // Mock implementation
+    return null;
+  }
+
+  /**
+   * Get standings for a league
+   */
+  async getStandings(leagueId: number, season: number) {
+    // Mock implementation
+    return [];
+  }
+
+  /**
+   * Get live matches across all leagues
+   */
+  async getLiveMatches(): Promise<Match[]> {
+    // Mock implementation
+    return [];
+  }
+}
+
+export const apiFootballClient = new APIFootballClient();
diff --git a/src/lib/constants.ts b/src/lib/constants.ts
new file mode 100644
index 0000000..fa07a77
--- /dev/null
+++ b/src/lib/constants.ts
@@ -0,0 +1,256 @@
+/**
+ * Global Constants and Configuration
+ */
+
+import { CompetitionCode, Competition } from "@/types";
+
+// ============================================================================
+// COLORS & THEME
+// ============================================================================
+
+export const THEME = {
+  primary: "#00FF87", // Electric green
+  primaryDark: "#00D966",
+  primaryLight: "#33FF99",
+  background: "#0d0d0d",
+  backgroundSecondary: "#1a1a1a",
+  backgroundTertiary: "#262626",
+  foreground: "#f5f5f5",
+  foregroundSecondary: "#b0b0b0",
+  accent: "#00FF87",
+  accentRed: "#FF4444",
+  accentYellow: "#FFD700",
+  accentGreen: "#00FF87",
+  borderColor: "#333333",
+} as const;
+
+// ============================================================================
+// COMPETITIONS
+// ============================================================================
+
+export const COMPETITIONS: Record<CompetitionCode, Competition> = {
+  [CompetitionCode.PREMIER_LEAGUE]: {
+    code: CompetitionCode.PREMIER_LEAGUE,
+    name: "Premier League",
+    country: "England",
+    type: "league",
+    color: "#3D00FF",
+  },
+  [CompetitionCode.LA_LIGA]: {
+    code: CompetitionCode.LA_LIGA,
+    name: "La Liga",
+    country: "Spain",
+    type: "league",
+    color: "#FFC400",
+  },
+  [CompetitionCode.SERIE_A]: {
+    code: CompetitionCode.SERIE_A,
+    name: "Serie A",
+    country: "Italy",
+    type: "league",
+    color: "#0066CC",
+  },
+  [CompetitionCode.BUNDESLIGA]: {
+    code: CompetitionCode.BUNDESLIGA,
+    name: "Bundesliga",
+    country: "Germany",
+    type: "league",
+    color: "#FF0000",
+  },
+  [CompetitionCode.LIGUE_1]: {
+    code: CompetitionCode.LIGUE_1,
+    name: "Ligue 1",
+    country: "France",
+    type: "league",
+    color: "#0066FF",
+  },
+  [CompetitionCode.WORLD_CUP]: {
+    code: CompetitionCode.WORLD_CUP,
+    name: "FIFA World Cup",
+    type: "international",
+    color: "#FFD700",
+  },
+  [CompetitionCode.CHAMPIONS_LEAGUE]: {
+    code: CompetitionCode.CHAMPIONS_LEAGUE,
+    name: "UEFA Champions League",
+    type: "cup",
+    color: "#0066FF",
+  },
+  [CompetitionCode.EUROPA_LEAGUE]: {
+    code: CompetitionCode.EUROPA_LEAGUE,
+    name: "UEFA Europa League",
+    type: "cup",
+    color: "#FF6600",
+  },
+};
+
+// ============================================================================
+// NAVIGATION
+// ============================================================================
+
+export const MAIN_COMPETITIONS = [
+  CompetitionCode.PREMIER_LEAGUE,
+  CompetitionCode.LA_LIGA,
+  CompetitionCode.SERIE_A,
+  CompetitionCode.BUNDESLIGA,
+  CompetitionCode.LIGUE_1,
+];
+
+export const NAV_ITEMS = [
+  { label: "Live Now", href: "/", icon: "live" },
+  { label: "Premier League", href: "/?competition=PL", icon: "trophy" },
+  { label: "La Liga", href: "/?competition=LA", icon: "trophy" },
+  { label: "Serie A", href: "/?competition=SA", icon: "trophy" },
+  { label: "Bundesliga", href: "/?competition=BL", icon: "trophy" },
+  { label: "Ligue 1", href: "/?competition=L1", icon: "trophy" },
+  { label: "World Cup", href: "/world-cup", icon: "globe" },
+  { label: "Players", href: "/players", icon: "user" },
+  { label: "News", href: "/news", icon: "newspaper" },
+];
+
+// ============================================================================
+// MATCH STATUS DISPLAY
+// ============================================================================
+
+export const MATCH_STATUS_DISPLAY = {
+  scheduled: "Scheduled",
+  live: "Live",
+  halftime: "Half-time",
+  finished: "Full Time",
+  postponed: "Postponed",
+  cancelled: "Cancelled",
+} as const;
+
+// ============================================================================
+// PLAYER POSITIONS
+// ============================================================================
+
+export const PLAYER_POSITIONS = {
+  GOALKEEPER: "Goalkeeper",
+  DEFENDER: "Defender",
+  MIDFIELDER: "Midfielder",
+  FORWARD: "Forward",
+} as const;
+
+export const POSITION_COLORS = {
+  [PLAYER_POSITIONS.GOALKEEPER]: "#FFD700",
+  [PLAYER_POSITIONS.DEFENDER]: "#3D00FF",
+  [PLAYER_POSITIONS.MIDFIELDER]: "#00FF87",
+  [PLAYER_POSITIONS.FORWARD]: "#FF4444",
+} as const;
+
+// ============================================================================
+// RATING THRESHOLDS
+// ============================================================================
+
+export const RATING_THRESHOLDS = {
+  EXCELLENT: 7.5,
+  GOOD: 6.5,
+  FAIR: 5.5,
+  POOR: 4.5,
+} as const;
+
+export const getRatingColor = (rating: number): string => {
+  if (rating >= RATING_THRESHOLDS.EXCELLENT) return "#00FF87"; // Green
+  if (rating >= RATING_THRESHOLDS.GOOD) return "#90EE90"; // Light green
+  if (rating >= RATING_THRESHOLDS.FAIR) return "#FFD700"; // Yellow
+  if (rating >= RATING_THRESHOLDS.POOR) return "#FF8C00"; // Orange
+  return "#FF4444"; // Red
+};
+
+// ============================================================================
+// PAGINATION
+// ============================================================================
+
+export const DEFAULT_PAGE_SIZE = 20;
+export const MAX_PAGE_SIZE = 100;
+
+// ============================================================================
+// CACHE TTL (seconds)
+// ============================================================================
+
+export const CACHE_TTL = {
+  LIVE_SCORES: 30, // 30 seconds
+  MATCH_DETAIL: 60, // 1 minute
+  PLAYER_STATS: 300, // 5 minutes
+  WORLD_CUP_HISTORY: 86400, // 24 hours
+  STANDINGS: 600, // 10 minutes
+  NEWS: 1800, // 30 minutes
+} as const;
+
+// ============================================================================
+// API ENDPOINTS
+// ============================================================================
+
+export const API_ENDPOINTS = {
+  SCORES: "/api/scores",
+  PLAYER: "/api/player",
+  WORLD_CUP: "/api/worldcup",
+  AI_MATCH_PREVIEW: "/api/ai/match-preview",
+  AI_PLAYER_SUMMARY: "/api/ai/player-summary",
+} as const;
+
+// ============================================================================
+// DATE FORMATS
+// ============================================================================
+
+export const DATE_FORMATS = {
+  SHORT: "MMM d",
+  MEDIUM: "MMM d, yyyy",
+  LONG: "EEEE, MMMM d, yyyy",
+  TIME: "HH:mm",
+  DATETIME: "MMM d, yyyy HH:mm",
+} as const;
+
+// ============================================================================
+// RADAR CHART STATS
+// ============================================================================
+
+export const RADAR_STATS = [
+  { label: "xG", maxValue: 5 },
+  { label: "xA", maxValue: 3 },
+  { label: "Progressive Carries", maxValue: 10 },
+  { label: "Pressures", maxValue: 30 },
+  { label: "Dribbles", maxValue: 8 },
+  { label: "Aerial Duels Won", maxValue: 10 },
+] as const;
+
+// ============================================================================
+// WORLD CUP GROUPS
+// ============================================================================
+
+export const WORLD_CUP_GROUPS = ["A", "B", "C", "D", "E", "F", "G", "H"] as const;
+
+// ============================================================================
+// FORMATION POSITIONS
+// ============================================================================
+
+export const FORMATION_COORDINATES: Record<string, Record<string, [number, number]>> = {
+  "4-3-3": {
+    GK: [50, 5],
+    CB: [20, 25],
+    CB_2: [80, 25],
+    LB: [10, 45],
+    RB: [90, 45],
+    CM: [30, 65],
+    CM_2: [50, 70],
+    CM_3: [70, 65],
+    LW: [20, 85],
+    ST: [50, 95],
+    RW: [80, 85],
+  },
+  "5-4-1": {
+    GK: [50, 5],
+    LWB: [10, 30],
+    CB: [30, 25],
+    CB_2: [50, 20],
+    CB_3: [70, 25],
+    RWB: [90, 30],
+    LM: [25, 55],
+    CM: [40, 65],
+    CM_2: [60, 65],
+    RM: [75, 55],
+    ST: [50, 85],
+  },
+  // Add more formations as needed
+} as const;
diff --git a/src/lib/openai/client.ts b/src/lib/openai/client.ts
new file mode 100644
index 0000000..5b9039c
--- /dev/null
+++ b/src/lib/openai/client.ts
@@ -0,0 +1,20 @@
+/**
+ * OpenAI Client Initialization
+ * Provides GPT-4o mini for AI-powered insights
+ */
+
+import { OpenAI } from "openai";
+
+const openaiApiKey = process.env.OPENAI_API_KEY;
+
+if (!openaiApiKey) {
+  console.warn("OPENAI_API_KEY is not set in environment variables");
+}
+
+export const openai = new OpenAI({
+  apiKey: openaiApiKey,
+});
+
+export const MODEL = "gpt-4o-mini";
+export const MAX_TOKENS = 500;
+export const TEMPERATURE = 0.7;
diff --git a/src/lib/openai/prompts.ts b/src/lib/openai/prompts.ts
new file mode 100644
index 0000000..6dfbbdd
--- /dev/null
+++ b/src/lib/openai/prompts.ts
@@ -0,0 +1,102 @@
+/**
+ * OpenAI Prompt Templates
+ * Pre-crafted prompts for match previews and player summaries
+ */
+
+import { PlayerFormMatch } from "@/types";
+
+export const MATCH_PREVIEW_SYSTEM_PROMPT = `You are an expert football/soccer analyst with deep knowledge of player tactics, form, and match dynamics. 
+Provide concise, insightful match previews that:
+- Focus on tactical matchups and key players
+- Reference recent form and injury concerns
+- Highlight historical head-to-head patterns
+- Give a clear prediction with reasoning
+Keep your response to 2-3 short paragraphs, highly technical but accessible.`;
+
+export function generateMatchPreviewPrompt(
+  homeTeam: string,
+  awayTeam: string,
+  competition: string,
+  recentForm?: {
+    homeTeamForm: PlayerFormMatch[];
+    awayTeamForm: PlayerFormMatch[];
+  }
+): string {
+  const homeFormText =
+    recentForm?.homeTeamForm
+      ?.slice(0, 3)
+      ?.map((m) => `vs ${m.opponent}: ${m.rating}/10`)
+      ?.join(", ") || "No recent data";
+
+  const awayFormText =
+    recentForm?.awayTeamForm
+      ?.slice(0, 3)
+      ?.map((m) => `vs ${m.opponent}: ${m.rating}/10`)
+      ?.join(", ") || "No recent data";
+
+  return `Provide a match preview for ${homeTeam} vs ${awayTeam} in the ${competition}.
+
+Recent form:
+- ${homeTeam}: ${homeFormText}
+- ${awayTeam}: ${awayFormText}
+
+Focus on: tactical setup, key player matchups, form analysis, and a match prediction with odds assessment.`;
+}
+
+export const PLAYER_SUMMARY_SYSTEM_PROMPT = `You are a football analytics expert specializing in player evaluation and performance trends.
+Provide insightful player summaries that:
+- Analyze current form and recent performance
+- Compare stats to position peers and league averages
+- Identify key strengths and areas for improvement
+- Give an overall assessment and market outlook
+Keep your response to 2-3 short paragraphs, data-driven but engaging.`;
+
+export function generatePlayerSummaryPrompt(
+  playerName: string,
+  position: string,
+  club: string,
+  season: number,
+  stats?: {
+    appearances: number;
+    goals: number;
+    assists: number;
+    xG: number;
+    xA: number;
+    rating: number;
+  }
+): string {
+  const statsText =
+    stats &&
+    `${stats.appearances} apps, ${stats.goals} goals, ${stats.assists} assists, ${stats.xG.toFixed(1)} xG, ${stats.xA.toFixed(1)} xA, avg rating ${stats.rating.toFixed(1)}/10`;
+
+  return `Provide a player summary for ${playerName} (${position}, ${club}).
+
+Season ${season} Statistics:
+${statsText || "Stats not available"}
+
+Analyze: recent form, comparison to peers, key strengths, weaknesses, and market trajectory.`;
+}
+
+export const TREND_NARRATIVE_SYSTEM_PROMPT = `You are a football journalist with expertise in trends and pattern analysis.
+Provide engaging narratives that:
+- Identify emerging trends in the data
+- Connect player/team performance to broader patterns
+- Use engaging, accessible language
+- Provide actionable insights
+Keep your response to 1-2 paragraphs, engaging and insightful.`;
+
+export function generateTrendNarrativePrompt(
+  topic: string,
+  data: Record<string, number | string>
+): string {
+  const dataText = Object.entries(data)
+    .map(([key, value]) => `${key}: ${value}`)
+    .join("\n");
+
+  return `Write a brief narrative about the following trend in football: ${topic}
+
+Data:
+${dataText}
+
+Provide insights about what this trend means for the sport and key players affected.`;
+}
diff --git a/src/lib/redis/cache.ts b/src/lib/redis/cache.ts
new file mode 100644
index 0000000..15c8a43
--- /dev/null
+++ b/src/lib/redis/cache.ts
@@ -0,0 +1,122 @@
+/**
+ * Upstash Redis Cache Utilities
+ * Provides simple get/set operations with TTL support
+ */
+
+import { Redis } from "@upstash/redis";
+
+const redis = new Redis({
+  url: process.env.UPSTASH_REDIS_REST_URL,
+  token: process.env.UPSTASH_REDIS_REST_TOKEN,
+});
+
+export interface CacheOptions {
+  ttl?: number; // seconds
+  namespace?: string;
+}
+
+class CacheManager {
+  private namespace = "swale:";
+
+  /**
+   * Get value from cache
+   */
+  async get<T>(key: string, options?: CacheOptions): Promise<T | null> {
+    try {
+      const fullKey = this.buildKey(key, options?.namespace);
+      const value = await redis.get(fullKey);
+      return value as T | null;
+    } catch (error) {
+      console.error("Cache GET error:", error);
+      return null;
+    }
+  }
+
+  /**
+   * Set value in cache with optional TTL
+   */
+  async set<T>(
+    key: string,
+    value: T,
+    options?: CacheOptions
+  ): Promise<boolean> {
+    try {
+      const fullKey = this.buildKey(key, options?.namespace);
+      if (options?.ttl) {
+        await redis.setex(fullKey, options.ttl, value);
+      } else {
+        await redis.set(fullKey, value);
+      }
+      return true;
+    } catch (error) {
+      console.error("Cache SET error:", error);
+      return false;
+    }
+  }
+
+  /**
+   * Delete value from cache
+   */
+  async delete(key: string, namespace?: string): Promise<boolean> {
+    try {
+      const fullKey = this.buildKey(key, namespace);
+      await redis.del(fullKey);
+      return true;
+    } catch (error) {
+      console.error("Cache DELETE error:", error);
+      return false;
+    }
+  }
+
+  /**
+   * Clear all cache with optional namespace filter
+   */
+  async clear(namespace?: string): Promise<boolean> {
+    try {
+      const pattern = namespace ? `${namespace}:*` : `${this.namespace}*`;
+      // Note: KEYS pattern matching is not ideal for Redis.
+      // In production, consider using SCAN for large datasets
+      const keys = await redis.keys(pattern);
+      if (keys.length > 0) {
+        await redis.del(...keys);
+      }
+      return true;
+    } catch (error) {
+      console.error("Cache CLEAR error:", error);
+      return false;
+    }
+  }
+
+  /**
+   * Get or set pattern: try cache, if miss call function and cache result
+   */
+  async getOrSet<T>(
+    key: string,
+    fn: () => Promise<T>,
+    options?: CacheOptions
+  ): Promise<T> {
+    // Try to get from cache
+    const cached = await this.get<T>(key, options);
+    if (cached !== null) {
+      return cached;
+    }
+
+    // Cache miss: execute function and cache result
+    const result = await fn();
+    await this.set(key, result, options);
+    return result;
+  }
+
+  /**
+   * Build fully qualified cache key
+   */
+  private buildKey(key: string, namespace?: string): string {
+    const ns = namespace || this.namespace;
+    return `${ns}${key}`;
+  }
+}
+
+export const cacheManager = new CacheManager();
+
+// Re-export for convenience
+export { redis };
diff --git a/src/lib/utils.ts b/src/lib/utils.ts
new file mode 100644
index 0000000..6be4d20
--- /dev/null
+++ b/src/lib/utils.ts
@@ -0,0 +1,339 @@
+/**
+ * Utility functions for formatting, calculations, and common operations
+ */
+
+import { Match, MatchStatus, PlayerFormMatch } from "@/types";
+import { MATCH_STATUS_DISPLAY, getRatingColor, RATING_THRESHOLDS } from "./constants";
+
+// ============================================================================
+// DATE & TIME UTILITIES
+// ============================================================================
+
+export function formatTime(date: Date, format: "HH:mm" | "MMM d" = "HH:mm"): string {
+  const d = new Date(date);
+  const hours = String(d.getHours()).padStart(2, "0");
+  const minutes = String(d.getMinutes()).padStart(2, "0");
+  const day = String(d.getDate()).padStart(2, "0");
+  const month = d.toLocaleString("en-US", { month: "short" });
+
+  if (format === "HH:mm") return `${hours}:${minutes}`;
+  if (format === "MMM d") return `${month} ${day}`;
+  return d.toLocaleDateString();
+}
+
+export function isToday(date: Date): boolean {
+  const today = new Date();
+  const d = new Date(date);
+  return (
+    today.getFullYear() === d.getFullYear() &&
+    today.getMonth() === d.getMonth() &&
+    today.getDate() === d.getDate()
+  );
+}
+
+export function isSoon(date: Date, minutesAhead: number = 30): boolean {
+  const now = new Date();
+  const diff = date.getTime() - now.getTime();
+  return diff > 0 && diff < minutesAhead * 60 * 1000;
+}
+
+export function formatMatchTime(match: Match): string {
+  if (match.status === MatchStatus.LIVE && match.minute) {
+    return `${match.minute}'`;
+  }
+  if (match.status === MatchStatus.FINISHED) {
+    return "FT";
+  }
+  if (match.status === MatchStatus.HALFTIME) {
+    return "HT";
+  }
+  return formatTime(match.kickoffTime, "HH:mm");
+}
+
+// ============================================================================
+// NUMBER FORMATTING
+// ============================================================================
+
+export function formatNumber(num: number, decimals: number = 1): string {
+  if (num >= 1_000_000) {
+    return `${(num / 1_000_000).toFixed(decimals)}M`;
+  }
+  if (num >= 1_000) {
+    return `${(num / 1_000).toFixed(decimals)}K`;
+  }
+  return num.toString();
+}
+
+export function formatCurrency(amount: number, currency: string = "EUR"): string {
+  return new Intl.NumberFormat("en-US", {
+    style: "currency",
+    currency,
+    minimumFractionDigits: 0,
+    maximumFractionDigits: 0,
+  }).format(amount);
+}
+
+export function formatPercentage(value: number, decimals: number = 1): string {
+  return `${(value * 100).toFixed(decimals)}%`;
+}
+
+// ============================================================================
+// MATCH STATUS & BADGE UTILITIES
+// ============================================================================
+
+export function getMatchStatusDisplay(status: MatchStatus): string {
+  return MATCH_STATUS_DISPLAY[status];
+}
+
+export function isMatchLive(match: Match): boolean {
+  return match.status === MatchStatus.LIVE;
+}
+
+export function isMatchFinished(match: Match): boolean {
+  return match.status === MatchStatus.FINISHED;
+}
+
+export function isMatchScheduled(match: Match): boolean {
+  return match.status === MatchStatus.SCHEDULED;
+}
+
+// ============================================================================
+// PLAYER RATING & PERFORMANCE
+// ============================================================================
+
+export function getRatingBadgeColor(rating: number): string {
+  return getRatingColor(rating);
+}
+
+export function getRatingLabel(rating: number): string {
+  if (rating >= RATING_THRESHOLDS.EXCELLENT) return "Excellent";
+  if (rating >= RATING_THRESHOLDS.GOOD) return "Good";
+  if (rating >= RATING_THRESHOLDS.FAIR) return "Fair";
+  if (rating >= RATING_THRESHOLDS.POOR) return "Poor";
+  return "Very Poor";
+}
+
+export function calculateFormTrend(form: PlayerFormMatch[]): "up" | "down" | "stable" {
+  if (form.length < 2) return "stable";
+
+  const recent = form.slice(0, 3);
+  const earlier = form.slice(3, 6);
+
+  const recentAvg = recent.reduce((sum, m) => sum + m.rating, 0) / recent.length;
+  const earlierAvg = earlier.reduce((sum, m) => sum + m.rating, 0) / earlier.length;
+
+  const diff = recentAvg - earlierAvg;
+  if (Math.abs(diff) < 0.3) return "stable";
+  return diff > 0 ? "up" : "down";
+}
+
+export function getFormTrendEmoji(trend: "up" | "down" | "stable"): string {
+  if (trend === "up") return "📈";
+  if (trend === "down") return "📉";
+  return "➡️";
+}
+
+// ============================================================================
+// SCORE & GOAL DIFFERENCE
+// ============================================================================
+
+export function calculateGoalDifference(
+  goalsFor: number,
+  goalsAgainst: number
+): number {
+  return goalsFor - goalsAgainst;
+}
+
+export function getMatchWinner(
+  homeScore: number,
+  awayScore: number
+): "home" | "away" | "draw" {
+  if (homeScore > awayScore) return "home";
+  if (awayScore > homeScore) return "away";
+  return "draw";
+}
+
+export function getPointsFromMatch(
+  homeScore: number,
+  awayScore: number
+): { home: number; away: number } {
+  const winner = getMatchWinner(homeScore, awayScore);
+  if (winner === "home") return { home: 3, away: 0 };
+  if (winner === "away") return { home: 0, away: 3 };
+  return { home: 1, away: 1 };
+}
+
+// ============================================================================
+// POSITION & FORMATION
+// ============================================================================
+
+export function getPositionCategory(position: string): "GK" | "DEF" | "MID" | "FWD" {
+  const pos = position.toUpperCase();
+  if (pos.includes("GOALKEEPER") || pos === "GK") return "GK";
+  if (pos.includes("DEFENDER") || pos.includes("BACK")) return "DEF";
+  if (pos.includes("MIDFIELDER") || pos === "MID") return "MID";
+  if (pos.includes("FORWARD") || pos === "FWD" || pos === "ST") return "FWD";
+  return "MID"; // default
+}
+
+export function getPositionShorthand(position: string): string {
+  const pos = position.toUpperCase();
+  if (pos.includes("GOALKEEPER")) return "GK";
+  if (pos.includes("LEFT BACK")) return "LB";
+  if (pos.includes("RIGHT BACK")) return "RB";
+  if (pos.includes("CENTER BACK")) return "CB";
+  if (pos.includes("LEFT WING")) return "LW";
+  if (pos.includes("RIGHT WING")) return "RW";
+  if (pos.includes("MIDFIELDER")) return "MID";
+  if (pos.includes("STRIKER")) return "ST";
+  if (pos.includes("FORWARD")) return "FW";
+  return pos.substring(0, 3).toUpperCase();
+}
+
+// ============================================================================
+// STRING & CLASS UTILITIES
+// ============================================================================
+
+export function cn(...classes: (string | undefined | false | null)[]): string {
+  return classes.filter(Boolean).join(" ");
+}
+
+export function truncateString(str: string, maxLength: number): string {
+  if (str.length <= maxLength) return str;
+  return `${str.substring(0, maxLength)}...`;
+}
+
+export function capitalize(str: string): string {
+  if (str.length === 0) return str;
+  return str.charAt(0).toUpperCase() + str.slice(1).toLowerCase();
+}
+
+// ============================================================================
+// SORTING & FILTERING
+// ============================================================================
+
+export function sortMatches(
+  matches: Match[],
+  by: "date" | "competition" = "date"
+): Match[] {
+  return [...matches].sort((a, b) => {
+    if (by === "date") {
+      return a.kickoffTime.getTime() - b.kickoffTime.getTime();
+    }
+    return a.competition.name.localeCompare(b.competition.name);
+  });
+}
+
+export function groupMatchesByCompetition(
+  matches: Match[]
+): Record<string, Match[]> {
+  return matches.reduce(
+    (acc, match) => {
+      const key = match.competition.code;
+      if (!acc[key]) acc[key] = [];
+      acc[key].push(match);
+      return acc;
+    },
+    {} as Record<string, Match[]>
+  );
+}
+
+export function groupMatchesByDate(matches: Match[]): Record<string, Match[]> {
+  return matches.reduce(
+    (acc, match) => {
+      const key = formatTime(match.kickoffTime, "MMM d");
+      if (!acc[key]) acc[key] = [];
+      acc[key].push(match);
+      return acc;
+    },
+    {} as Record<string, Match[]>
+  );
+}
+
+// ============================================================================
+// VALIDATION
+// ============================================================================
+
+export function isValidEmail(email: string): boolean {
+  const regex = /^[^\s@]+@[^\s@]+\.[^\s@]+$/;
+  return regex.test(email);
+}
+
+export function isValidURL(url: string): boolean {
+  try {
+    new URL(url);
+    return true;
+  } catch {
+    return false;
+  }
+}
+
+// ============================================================================
+// API HELPERS
+// ============================================================================
+
+export async function fetchWithTimeout(
+  url: string,
+  options: RequestInit = {},
+  timeoutMs: number = 10000
+): Promise<Response> {
+  const controller = new AbortController();
+  const timeout = setTimeout(() => controller.abort(), timeoutMs);
+
+  try {
+    const response = await fetch(url, {
+      ...options,
+      signal: controller.signal,
+    });
+    clearTimeout(timeout);
+    return response;
+  } catch (error) {
+    clearTimeout(timeout);
+    throw error;
+  }
+}
+
+// ============================================================================
+// CACHE KEY GENERATORS
+// ============================================================================
+
+export function getCacheKey(
+  resource: string,
+  ...params: (string | number | undefined)[]
+): string {
+  const filteredParams = params.filter(Boolean);
+  return [resource, ...filteredParams].join(":");
+}
+
+export function getScoresCacheKey(date?: string, competition?: string): string {
+  return getCacheKey("scores", date, competition);
+}
+
+export function getPlayerCacheKey(playerId: string): string {
+  return getCacheKey("player", playerId);
+}
+
+export function getWorldCupCacheKey(year: number): string {
+  return getCacheKey("worldcup", year);
+}
+
+// ============================================================================
+// DISTANCE & COORDINATES
+// ============================================================================
+
+export function getDistance(
+  x1: number,
+  y1: number,
+  x2: number,
+  y2: number
+): number {
+  return Math.sqrt(Math.pow(x2 - x1, 2) + Math.pow(y2 - y1, 2));
+}
+
+export function calculatePercentPosition(
+  value: number,
+  min: number,
+  max: number
+): number {
+  return ((value - min) / (max - min)) * 100;
+}
diff --git a/src/types/index.ts b/src/types/index.ts
new file mode 100644
index 0000000..fa00d12
--- /dev/null
+++ b/src/types/index.ts
@@ -0,0 +1,362 @@
+/**
+ * Core Football Intelligence Types
+ * Shared across all Swale components and API routes
+ */
+
+// ============================================================================
+// MATCH TYPES
+// ============================================================================
+
+export enum MatchStatus {
+  SCHEDULED = "scheduled",
+  LIVE = "live",
+  HALFTIME = "halftime",
+  FINISHED = "finished",
+  POSTPONED = "postponed",
+  CANCELLED = "cancelled",
+}
+
+export interface Team {
+  id: string;
+  name: string;
+  shortName: string;
+  code?: string;
+  logo?: string;
+  flag?: string;
+}
+
+export interface MatchEvent {
+  id: string;
+  type: "goal" | "yellow_card" | "red_card" | "substitution" | "own_goal";
+  minute: number;
+  extra_time?: number;
+  player: {
+    id: string;
+    name: string;
+  };
+  team: "home" | "away";
+  assistedBy?: {
+    id: string;
+    name: string;
+  };
+  replacedPlayer?: {
+    id: string;
+    name: string;
+  };
+  reason?: string; // for cards: "violent conduct", "second yellow", etc.
+}
+
+export interface Lineup {
+  team: "home" | "away";
+  players: {
+    id: string;
+    name: string;
+    shirtNumber: number;
+    position: string; // GK, CB, LB, RB, CM, CM, LW, ST, etc.
+    isCaptain: boolean;
+    stats?: PlayerMatchStats;
+  }[];
+  formation: string; // "4-3-3", "5-2-3", etc.
+  coach?: {
+    id: string;
+    name: string;
+  };
+}
+
+export interface PlayerMatchStats {
+  rating: number; // 0-10
+  touches: number;
+  passes: number;
+  passAccuracy: number; // %
+  tackles: number;
+  interceptions: number;
+  dribbles: number;
+  dribbleSuccess: number; // %
+  shots: number;
+  shotsOnTarget: number;
+  keyPasses: number;
+  fouls: number;
+  offsides: number;
+}
+
+export interface Match {
+  id: string;
+  homeTeam: Team;
+  awayTeam: Team;
+  homeScore: number;
+  awayScore: number;
+  status: MatchStatus;
+  kickoffTime: Date;
+  minute?: number;
+  competition: Competition;
+  round?: string; // "Round of 16", "Quarterfinals", etc.
+  venue?: {
+    name: string;
+    city: string;
+    country: string;
+  };
+  events?: MatchEvent[];
+  lineups?: {
+    home: Lineup;
+    away: Lineup;
+  };
+}
+
+// ============================================================================
+// PLAYER TYPES
+// ============================================================================
+
+export interface PlayerSeasonStats {
+  appearances: number;
+  goals: number;
+  assists: number;
+  yellowCards: number;
+  redCards: number;
+  minutesPlayed: number;
+  xG: number; // Expected Goals
+  xA: number; // Expected Assists
+  progressiveCarries: number;
+  progressivePasses: number;
+  pressures: number;
+  pressuresSuccessful: number;
+  dribbles: number;
+  dribblesSuccessful: number;
+  aerialDuels: number;
+  aerialDuelsWon: number;
+  tackles: number;
+  interceptions: number;
+  passCompletion: number; // %
+  shotsOnTarget: number;
+}
+
+export interface PlayerFormMatch {
+  matchId: string;
+  opponent: string;
+  rating: number; // 0-10
+  date: Date;
+  goals: number;
+  assists: number;
+  xG: number;
+  xA: number;
+}
+
+export interface Player {
+  id: string;
+  name: string;
+  firstName?: string;
+  lastName?: string;
+  position: string; // "Goalkeeper", "Defender", "Midfielder", "Forward"
+  shirtNumber?: number;
+  dateOfBirth?: Date;
+  nationality?: string;
+  nationalityCode?: string;
+  height?: number;
+  weight?: number;
+  photo?: string;
+  club: {
+    id: string;
+    name: string;
+    logo?: string;
+  };
+  contract?: {
+    start: Date;
+    end: Date;
+  };
+  stats: PlayerSeasonStats;
+  formTrend?: PlayerFormMatch[]; // Last 10 matches
+  marketValue?: {
+    amount: number;
+    currency: string;
+  };
+}
+
+// ============================================================================
+// WORLD CUP TYPES
+// ============================================================================
+
+export interface WorldCupTeam extends Team {
+  group?: string; // A, B, C, etc.
+  groupPosition?: number;
+  gamesPlayed: number;
+  wins: number;
+  draws: number;
+  losses: number;
+  goalsFor: number;
+  goalsAgainst: number;
+  goalDifference: number;
+  points: number;
+  squad?: Player[];
+}
+
+export interface WorldCupGroup {
+  letter: string; // A, B, C, etc.
+  teams: WorldCupTeam[];
+  matches?: Match[];
+}
+
+export interface KnockoutMatch extends Match {
+  round: "Round of 16" | "Quarterfinals" | "Semifinals" | "Final" | "Third Place";
+  homeTeamPenalties?: number;
+  awayTeamPenalties?: number;
+  extraTime?: boolean;
+}
+
+export interface WorldCupTournament {
+  year: number;
+  host: string;
+  groups: WorldCupGroup[];
+  knockoutMatches?: KnockoutMatch[];
+  winner?: Team;
+  runnerUp?: Team;
+  thirdPlace?: Team;
+  topScorer?: {
+    player: Player;
+    goals: number;
+  };
+}
+
+// ============================================================================
+// COMPETITION TYPES
+// ============================================================================
+
+export enum CompetitionCode {
+  PREMIER_LEAGUE = "PL",
+  LA_LIGA = "LA",
+  SERIE_A = "SA",
+  BUNDESLIGA = "BL",
+  LIGUE_1 = "L1",
+  WORLD_CUP = "WC",
+  CHAMPIONS_LEAGUE = "CL",
+  EUROPA_LEAGUE = "EL",
+}
+
+export interface Competition {
+  code: CompetitionCode;
+  name: string;
+  country?: string;
+  type: "league" | "cup" | "international";
+  season?: number;
+  logo?: string;
+  emblem?: string;
+  color?: string; // Accent color for the competition
+}
+
+// ============================================================================
+// AI INSIGHT TYPES
+// ============================================================================
+
+export interface AIMatchPreviewRequest {
+  homeTeam: string;
+  awayTeam: string;
+  competition: string;
+  recentForm?: {
+    homeTeamForm: PlayerFormMatch[];
+    awayTeamForm: PlayerFormMatch[];
+  };
+}
+
+export interface AIPlayerSummaryRequest {
+  playerId: string;
+  playerName: string;
+  season?: number;
+}
+
+export interface AIInsight {
+  id: string;
+  type: "match_preview" | "player_summary" | "trend_narrative";
+  content: string;
+  relatedEntity: {
+    type: "match" | "player";
+    id: string;
+  };
+  generatedAt: Date;
+  tokens?: {
+    input: number;
+    output: number;
+  };
+}
+
+// ============================================================================
+// NEWS & ARTICLE TYPES
+// ============================================================================
+
+export interface NewsArticle {
+  id: string;
+  title: string;
+  summary: string;
+  content?: string;
+  image?: string;
+  source: string;
+  publishedAt: Date;
+  tags?: string[];
+  relatedPlayers?: Player[];
+  relatedTeams?: Team[];
+  relatedMatches?: Match[];
+}
+
+// ============================================================================
+// API RESPONSE TYPES
+// ============================================================================
+
+export interface FixtureResponse {
+  fixtures: Match[];
+  timestamp: Date;
+  total: number;
+  cached: boolean;
+  cacheHit?: boolean;
+}
+
+export interface PlayerResponse {
+  player: Player;
+  timestamp: Date;
+  cached: boolean;
+}
+
+export interface StatRadarData {
+  label: string;
+  playerValue: number;
+  leagueAverage: number;
+  maxValue?: number;
+}
+
+// ============================================================================
+// UI STATE TYPES
+// ============================================================================
+
+export interface LoadingState {
+  isLoading: boolean;
+  error?: string;
+  message?: string;
+}
+
+export interface PaginationState {
+  page: number;
+  pageSize: number;
+  total: number;
+  totalPages: number;
+}
+
+// ============================================================================
+// FILTER & SEARCH TYPES
+// ============================================================================
+
+export interface MatchFilter {
+  competition?: CompetitionCode | CompetitionCode[];
+  status?: MatchStatus | MatchStatus[];
+  team?: string;
+  dateFrom?: Date;
+  dateTo?: Date;
+  limit?: number;
+  offset?: number;
+}
+
+export interface PlayerFilter {
+  club?: string;
+  nationality?: string;
+  position?: string;
+  season?: number;
+  limit?: number;
+  offset?: number;
+  sort?: "rating" | "goals" | "assists" | "xG" | "marketValue";
+  sortOrder?: "asc" | "desc";
+}