From 0b1b487c1cee3ce73c22f685cb5fba9f9e3f2434 Mon Sep 17 00:00:00 2001
From: Atulmishra22 <matul2264@gmail.com>
Date: Sun, 21 Jun 2026 14:47:51 +0530
Subject: [PATCH] feat(search): add hybrid typeahead hook and suggestion UI

---
 package-lock.json                   | 917 +++++++++++++++++++++++++++-
 package.json                        |   1 +
 src/components/search/SearchBar.jsx |  32 +
 src/hooks/useTypeahead.js           | 184 ++++++
 4 files changed, 1110 insertions(+), 24 deletions(-)
 create mode 100644 src/hooks/useTypeahead.js

diff --git a/package-lock.json b/package-lock.json
index bb03d26..ac2dea8 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -10,6 +10,7 @@
       "dependencies": {
         "@supabase/supabase-js": "^2.106.2",
         "@vitalets/google-translate-api": "^9.2.1",
+        "@xenova/transformers": "^2.17.2",
         "framer-motion": "^12.40.0",
         "fuse.js": "^7.3.0",
         "lucide-react": "^1.17.0",
@@ -63,6 +64,7 @@
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       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "@babel/code-frame": "^7.29.7",
         "@babel/generator": "^7.29.7",
@@ -272,29 +274,6 @@
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-      "resolved": "https://registry.npmjs.org/@emnapi/runtime/-/runtime-1.11.0.tgz",
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@@ -434,6 +413,15 @@
         "node": "^20.19.0 || ^22.13.0 || >=24"
       }
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+    "node_modules/@huggingface/jinja": {
+      "version": "0.2.2",
+      "resolved": "https://registry.npmjs.org/@huggingface/jinja/-/jinja-0.2.2.tgz",
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+      "license": "MIT",
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+        "node": ">=18"
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@@ -579,6 +567,69 @@
         "url": "https://github.com/sponsors/Boshen"
       }
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+      "license": "BSD-3-Clause"
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+      "license": "BSD-3-Clause"
+    },
+    "node_modules/@protobufjs/pool": {
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+      "resolved": "https://registry.npmjs.org/@protobufjs/pool/-/pool-1.1.0.tgz",
+      "integrity": "sha512-0kELaGSIDBKvcgS4zkjz1PeddatrjYcmMWOlAuAPwAeccUrPHdUqo/J6LiymHHEiJT5NrF1UVwxY14f+fy4WQw==",
+      "license": "BSD-3-Clause"
+    },
+    "node_modules/@protobufjs/utf8": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/@protobufjs/utf8/-/utf8-1.1.1.tgz",
+      "integrity": "sha512-oOAWABowe8EAbMyWKM0tYDKi8Yaox52D+HWZhAIJqQXbqe0xI/GV7FhLWqlEKreMkfDjshR5FKgi3mnle0h6Eg==",
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@@ -1271,12 +1322,28 @@
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       "license": "MIT"
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+    "node_modules/@types/long": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/@types/long/-/long-4.0.2.tgz",
+      "integrity": "sha512-MqTGEo5bj5t157U6fA/BiDynNkn0YknVdh48CMPkTSpFTVmvao5UQmm7uEF6xBEo7qIMAlY/JSleYaE6VOdpaA==",
+      "license": "MIT"
+    },
+    "node_modules/@types/node": {
+      "version": "26.0.0",
+      "resolved": "https://registry.npmjs.org/@types/node/-/node-26.0.0.tgz",
+      "integrity": "sha512-vf2YFi1iY9lHGwNJMs01biZFbKJkrZR1T6/MlzjhJLPdntOHLhTrDSnSVcdtvjihi4VQNlrFRIxLsDBlQpAipA==",
+      "license": "MIT",
+      "dependencies": {
+        "undici-types": "~8.3.0"
+      }
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+      "peer": true,
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@@ -1331,12 +1398,27 @@
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+    "node_modules/@xenova/transformers": {
+      "version": "2.17.2",
+      "resolved": "https://registry.npmjs.org/@xenova/transformers/-/transformers-2.17.2.tgz",
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "@huggingface/jinja": "^0.2.2",
+        "onnxruntime-web": "1.14.0",
+        "sharp": "^0.32.0"
+      },
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       "dev": true,
       "license": "MIT",
+      "peer": true,
       "bin": {
         "acorn": "bin/acorn"
       },
@@ -1371,6 +1453,20 @@
         "url": "https://github.com/sponsors/epoberezkin"
       }
     },
+    "node_modules/b4a": {
+      "version": "1.8.1",
+      "resolved": "https://registry.npmjs.org/b4a/-/b4a-1.8.1.tgz",
+      "integrity": "sha512-aiqre1Nr0B/6DgE2N5vwTc+2/oQZ4Wh1t4NznYY4E00y8LCt6NqdRv81so00oo27D8MVKTpUa/MwUUtBLXCoDw==",
+      "license": "Apache-2.0",
+      "peerDependencies": {
+        "react-native-b4a": "*"
+      },
+      "peerDependenciesMeta": {
+        "react-native-b4a": {
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@@ -1381,6 +1477,118 @@
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       }
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+      "peerDependencies": {
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+        "bare-abort-controller": {
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+      "license": "Apache-2.0",
+      "dependencies": {
+        "bare-path": "^3.0.0"
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+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/feross"
+        },
+        {
+          "type": "patreon",
+          "url": "https://www.patreon.com/feross"
+        },
+        {
+          "type": "consulting",
+          "url": "https://feross.org/support"
+        }
+      ],
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@@ -1394,6 +1602,17 @@
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+      "license": "MIT",
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+        "inherits": "^2.0.4",
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@@ -1427,6 +1646,7 @@
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       ],
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@@ -1441,6 +1661,30 @@
         "node": "^6 || ^7 || ^8 || ^9 || ^10 || ^11 || ^12 || >=13.7"
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+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/feross"
+        },
+        {
+          "type": "patreon",
+          "url": "https://www.patreon.com/feross"
+        },
+        {
+          "type": "consulting",
+          "url": "https://feross.org/support"
+        }
+      ],
+      "license": "MIT",
+      "dependencies": {
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+        "ieee754": "^1.1.13"
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@@ -1462,6 +1706,53 @@
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       "license": "CC-BY-4.0"
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+      "dependencies": {
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+        "color-string": "^1.9.0"
+      },
+      "engines": {
+        "node": ">=12.5.0"
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+      "license": "MIT",
+      "dependencies": {
+        "color-name": "~1.1.4"
+      },
+      "engines": {
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+        "readable-stream": "^3.1.1"
+      },
+      "engines": {
+        "node": ">=6"
+      }
+    },
     "node_modules/prelude-ls": {
       "version": "1.2.1",
       "resolved": "https://registry.npmjs.org/prelude-ls/-/prelude-ls-1.2.1.tgz",
@@ -2681,6 +3269,42 @@
         "node": ">= 0.8.0"
       }
     },
+    "node_modules/protobufjs": {
+      "version": "6.11.6",
+      "resolved": "https://registry.npmjs.org/protobufjs/-/protobufjs-6.11.6.tgz",
+      "integrity": "sha512-k8BHqgPBOtrlougZZqF2uUk5Z7bN8f0wj+3e8M3hvtSv0NBAz4VBy5f6R5Nxq/l+i7mRFTgNZb2trxqTpHNY/A==",
+      "hasInstallScript": true,
+      "license": "BSD-3-Clause",
+      "dependencies": {
+        "@protobufjs/aspromise": "^1.1.2",
+        "@protobufjs/base64": "^1.1.2",
+        "@protobufjs/codegen": "^2.0.4",
+        "@protobufjs/eventemitter": "^1.1.0",
+        "@protobufjs/fetch": "^1.1.0",
+        "@protobufjs/float": "^1.0.2",
+        "@protobufjs/inquire": "^1.1.0",
+        "@protobufjs/path": "^1.1.2",
+        "@protobufjs/pool": "^1.1.0",
+        "@protobufjs/utf8": "^1.1.0",
+        "@types/long": "^4.0.1",
+        "@types/node": ">=13.7.0",
+        "long": "^4.0.0"
+      },
+      "bin": {
+        "pbjs": "bin/pbjs",
+        "pbts": "bin/pbts"
+      }
+    },
+    "node_modules/pump": {
+      "version": "3.0.4",
+      "resolved": "https://registry.npmjs.org/pump/-/pump-3.0.4.tgz",
+      "integrity": "sha512-VS7sjc6KR7e1ukRFhQSY5LM2uBWAUPiOPa/A3mkKmiMwSmRFUITt0xuj+/lesgnCv+dPIEYlkzrcyXgquIHMcA==",
+      "license": "MIT",
+      "dependencies": {
+        "end-of-stream": "^1.1.0",
+        "once": "^1.3.1"
+      }
+    },
     "node_modules/punycode": {
       "version": "2.3.1",
       "resolved": "https://registry.npmjs.org/punycode/-/punycode-2.3.1.tgz",
@@ -2691,11 +3315,27 @@
         "node": ">=6"
       }
     },
+    "node_modules/rc": {
+      "version": "1.2.8",
+      "resolved": "https://registry.npmjs.org/rc/-/rc-1.2.8.tgz",
+      "integrity": "sha512-y3bGgqKj3QBdxLbLkomlohkvsA8gdAiUQlSBJnBhfn+BPxg4bc62d8TcBW15wavDfgexCgccckhcZvywyQYPOw==",
+      "license": "(BSD-2-Clause OR MIT OR Apache-2.0)",
+      "dependencies": {
+        "deep-extend": "^0.6.0",
+        "ini": "~1.3.0",
+        "minimist": "^1.2.0",
+        "strip-json-comments": "~2.0.1"
+      },
+      "bin": {
+        "rc": "cli.js"
+      }
+    },
     "node_modules/react": {
       "version": "19.2.6",
       "resolved": "https://registry.npmjs.org/react/-/react-19.2.6.tgz",
       "integrity": "sha512-sfWGGfavi0xr8Pg0sVsyHMAOziVYKgPLNrS7ig+ivMNb3wbCBw3KxtflsGBAwD3gYQlE/AEZsTLgToRrSCjb0Q==",
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": ">=0.10.0"
       }
@@ -2705,6 +3345,7 @@
       "resolved": "https://registry.npmjs.org/react-dom/-/react-dom-19.2.6.tgz",
       "integrity": "sha512-0prMI+hvBbPjsWnxDLxlCGyM8PN6UuWjEUCYmZhO67xIV9Xasa/r/vDnq+Xyq4Lo27g8QSbO5YzARu0D1Sps3g==",
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "scheduler": "^0.27.0"
       },
@@ -2766,6 +3407,20 @@
         "react-dom": ">=18"
       }
     },
+    "node_modules/readable-stream": {
+      "version": "3.6.2",
+      "resolved": "https://registry.npmjs.org/readable-stream/-/readable-stream-3.6.2.tgz",
+      "integrity": "sha512-9u/sniCrY3D5WdsERHzHE4G2YCXqoG5FTHUiCC4SIbr6XcLZBY05ya9EKjYek9O5xOAwjGq+1JdGBAS7Q9ScoA==",
+      "license": "MIT",
+      "dependencies": {
+        "inherits": "^2.0.3",
+        "string_decoder": "^1.1.1",
+        "util-deprecate": "^1.0.1"
+      },
+      "engines": {
+        "node": ">= 6"
+      }
+    },
     "node_modules/rolldown": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/rolldown/-/rolldown-1.0.2.tgz",
@@ -2800,6 +3455,26 @@
         "@rolldown/binding-win32-x64-msvc": "1.0.2"
       }
     },
+    "node_modules/safe-buffer": {
+      "version": "5.2.1",
+      "resolved": "https://registry.npmjs.org/safe-buffer/-/safe-buffer-5.2.1.tgz",
+      "integrity": "sha512-rp3So07KcdmmKbGvgaNxQSJr7bGVSVk5S9Eq1F+ppbRo70+YeaDxkw5Dd8NPN+GD6bjnYm2VuPuCXmpuYvmCXQ==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/feross"
+        },
+        {
+          "type": "patreon",
+          "url": "https://www.patreon.com/feross"
+        },
+        {
+          "type": "consulting",
+          "url": "https://feross.org/support"
+        }
+      ],
+      "license": "MIT"
+    },
     "node_modules/scheduler": {
       "version": "0.27.0",
       "resolved": "https://registry.npmjs.org/scheduler/-/scheduler-0.27.0.tgz",
@@ -2828,6 +3503,41 @@
       "integrity": "sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw==",
       "license": "ISC"
     },
+    "node_modules/sharp": {
+      "version": "0.32.6",
+      "resolved": "https://registry.npmjs.org/sharp/-/sharp-0.32.6.tgz",
+      "integrity": "sha512-KyLTWwgcR9Oe4d9HwCwNM2l7+J0dUQwn/yf7S0EnTtb0eVS4RxO0eUSvxPtzT4F3SY+C4K6fqdv/DO27sJ/v/w==",
+      "hasInstallScript": true,
+      "license": "Apache-2.0",
+      "dependencies": {
+        "color": "^4.2.3",
+        "detect-libc": "^2.0.2",
+        "node-addon-api": "^6.1.0",
+        "prebuild-install": "^7.1.1",
+        "semver": "^7.5.4",
+        "simple-get": "^4.0.1",
+        "tar-fs": "^3.0.4",
+        "tunnel-agent": "^0.6.0"
+      },
+      "engines": {
+        "node": ">=14.15.0"
+      },
+      "funding": {
+        "url": "https://opencollective.com/libvips"
+      }
+    },
+    "node_modules/sharp/node_modules/semver": {
+      "version": "7.8.5",
+      "resolved": "https://registry.npmjs.org/semver/-/semver-7.8.5.tgz",
+      "integrity": "sha512-Y7/KDsb8LjooZpwaqGyulO6DQlksgCncchHGk+sZIY4SBvUocMBEFH5Ur1fI4dV+Jvl0w6cjvucaIi40puRioA==",
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      },
+      "engines": {
+        "node": ">=10"
+      }
+    },
     "node_modules/shebang-command": {
       "version": "2.0.0",
       "resolved": "https://registry.npmjs.org/shebang-command/-/shebang-command-2.0.0.tgz",
@@ -2851,6 +3561,60 @@
         "node": ">=8"
       }
     },
+    "node_modules/simple-concat": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/simple-concat/-/simple-concat-1.0.1.tgz",
+      "integrity": "sha512-cSFtAPtRhljv69IK0hTVZQ+OfE9nePi/rtJmw5UjHeVyVroEqJXP1sFztKUy1qU+xvz3u/sfYJLa947b7nAN2Q==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/feross"
+        },
+        {
+          "type": "patreon",
+          "url": "https://www.patreon.com/feross"
+        },
+        {
+          "type": "consulting",
+          "url": "https://feross.org/support"
+        }
+      ],
+      "license": "MIT"
+    },
+    "node_modules/simple-get": {
+      "version": "4.0.1",
+      "resolved": "https://registry.npmjs.org/simple-get/-/simple-get-4.0.1.tgz",
+      "integrity": "sha512-brv7p5WgH0jmQJr1ZDDfKDOSeWWg+OVypG99A/5vYGPqJ6pxiaHLy8nxtFjBA7oMa01ebA9gfh1uMCFqOuXxvA==",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/feross"
+        },
+        {
+          "type": "patreon",
+          "url": "https://www.patreon.com/feross"
+        },
+        {
+          "type": "consulting",
+          "url": "https://feross.org/support"
+        }
+      ],
+      "license": "MIT",
+      "dependencies": {
+        "decompress-response": "^6.0.0",
+        "once": "^1.3.1",
+        "simple-concat": "^1.0.0"
+      }
+    },
+    "node_modules/simple-swizzle": {
+      "version": "0.2.4",
+      "resolved": "https://registry.npmjs.org/simple-swizzle/-/simple-swizzle-0.2.4.tgz",
+      "integrity": "sha512-nAu1WFPQSMNr2Zn9PGSZK9AGn4t/y97lEm+MXTtUDwfP0ksAIX4nO+6ruD9Jwut4C49SB1Ws+fbXsm/yScWOHw==",
+      "license": "MIT",
+      "dependencies": {
+        "is-arrayish": "^0.3.1"
+      }
+    },
     "node_modules/source-map-js": {
       "version": "1.2.1",
       "resolved": "https://registry.npmjs.org/source-map-js/-/source-map-js-1.2.1.tgz",
@@ -2870,6 +3634,35 @@
         "node": ">= 0.8"
       }
     },
+    "node_modules/streamx": {
+      "version": "2.28.0",
+      "resolved": "https://registry.npmjs.org/streamx/-/streamx-2.28.0.tgz",
+      "integrity": "sha512-1Yowhzjf0ivGMrTIkY9hav5TxobO9qIVqUE41fiCGMGgc3CLlf4MY+9AHmZqBWgDTue0fY9zWjYFVyf6Diuobw==",
+      "license": "MIT",
+      "dependencies": {
+        "events-universal": "^1.0.0",
+        "fast-fifo": "^1.3.2",
+        "text-decoder": "^1.1.0"
+      }
+    },
+    "node_modules/string_decoder": {
+      "version": "1.3.0",
+      "resolved": "https://registry.npmjs.org/string_decoder/-/string_decoder-1.3.0.tgz",
+      "integrity": "sha512-hkRX8U1WjJFd8LsDJ2yQ/wWWxaopEsABU1XfkM8A+j0+85JAGppt16cr1Whg6KIbb4okU6Mql6BOj+uup/wKeA==",
+      "license": "MIT",
+      "dependencies": {
+        "safe-buffer": "~5.2.0"
+      }
+    },
+    "node_modules/strip-json-comments": {
+      "version": "2.0.1",
+      "resolved": "https://registry.npmjs.org/strip-json-comments/-/strip-json-comments-2.0.1.tgz",
+      "integrity": "sha512-4gB8na07fecVVkOI6Rs4e7T6NOTki5EmL7TUduTs6bu3EdnSycntVJ4re8kgZA+wx9IueI2Y11bfbgwtzuE0KQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
     "node_modules/tailwindcss": {
       "version": "4.3.0",
       "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-4.3.0.tgz",
@@ -2891,6 +3684,50 @@
         "url": "https://opencollective.com/webpack"
       }
     },
+    "node_modules/tar-fs": {
+      "version": "3.1.2",
+      "resolved": "https://registry.npmjs.org/tar-fs/-/tar-fs-3.1.2.tgz",
+      "integrity": "sha512-QGxxTxxyleAdyM3kpFs14ymbYmNFrfY+pHj7Z8FgtbZ7w2//VAgLMac7sT6nRpIHjppXO2AwwEOg0bPFVRcmXw==",
+      "license": "MIT",
+      "dependencies": {
+        "pump": "^3.0.0",
+        "tar-stream": "^3.1.5"
+      },
+      "optionalDependencies": {
+        "bare-fs": "^4.0.1",
+        "bare-path": "^3.0.0"
+      }
+    },
+    "node_modules/tar-stream": {
+      "version": "3.2.0",
+      "resolved": "https://registry.npmjs.org/tar-stream/-/tar-stream-3.2.0.tgz",
+      "integrity": "sha512-ojzvCvVaNp6aOTFmG7jaRD0meowIAuPc3cMMhSgKiVWws1GyHbGd/xvnyuRKcKlMpt3qvxx6r0hreCNITP9hIg==",
+      "license": "MIT",
+      "dependencies": {
+        "b4a": "^1.6.4",
+        "bare-fs": "^4.5.5",
+        "fast-fifo": "^1.2.0",
+        "streamx": "^2.15.0"
+      }
+    },
+    "node_modules/teex": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/teex/-/teex-1.0.1.tgz",
+      "integrity": "sha512-eYE6iEI62Ni1H8oIa7KlDU6uQBtqr4Eajni3wX7rpfXD8ysFx8z0+dri+KWEPWpBsxXfxu58x/0jvTVT1ekOSg==",
+      "license": "MIT",
+      "dependencies": {
+        "streamx": "^2.12.5"
+      }
+    },
+    "node_modules/text-decoder": {
+      "version": "1.2.7",
+      "resolved": "https://registry.npmjs.org/text-decoder/-/text-decoder-1.2.7.tgz",
+      "integrity": "sha512-vlLytXkeP4xvEq2otHeJfSQIRyWxo/oZGEbXrtEEF9Hnmrdly59sUbzZ/QgyWuLYHctCHxFF4tRQZNQ9k60ExQ==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "b4a": "^1.6.4"
+      }
+    },
     "node_modules/tinyglobby": {
       "version": "0.2.16",
       "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.16.tgz",
@@ -2929,6 +3766,18 @@
       "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w==",
       "license": "0BSD"
     },
+    "node_modules/tunnel-agent": {
+      "version": "0.6.0",
+      "resolved": "https://registry.npmjs.org/tunnel-agent/-/tunnel-agent-0.6.0.tgz",
+      "integrity": "sha512-McnNiV1l8RYeY8tBgEpuodCC1mLUdbSN+CYBL7kJsJNInOP8UjDDEwdk6Mw60vdLLrr5NHKZhMAOSrR2NZuQ+w==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "safe-buffer": "^5.0.1"
+      },
+      "engines": {
+        "node": "*"
+      }
+    },
     "node_modules/type-check": {
       "version": "0.4.0",
       "resolved": "https://registry.npmjs.org/type-check/-/type-check-0.4.0.tgz",
@@ -2942,6 +3791,12 @@
         "node": ">= 0.8.0"
       }
     },
+    "node_modules/undici-types": {
+      "version": "8.3.0",
+      "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-8.3.0.tgz",
+      "integrity": "sha512-j375ScV60dom+YkPFIfTLcOiPxkN/buHz5GobjLhixFuANaNs3C9l4GmrWqejgXWJ7BbJcFYpTEUkS1Ge8bpZQ==",
+      "license": "MIT"
+    },
     "node_modules/update-browserslist-db": {
       "version": "1.2.3",
       "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.2.3.tgz",
@@ -2983,12 +3838,19 @@
         "punycode": "^2.1.0"
       }
     },
+    "node_modules/util-deprecate": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
+      "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw==",
+      "license": "MIT"
+    },
     "node_modules/vite": {
       "version": "8.0.14",
       "resolved": "https://registry.npmjs.org/vite/-/vite-8.0.14.tgz",
       "integrity": "sha512-s4BJJ+5y1pYL6Otw51FHhVJQhPnuRinKig64g/1+EUNaJsd3gCKdD31IPFvswUgW9/60QT9oFHbZHbQK5imcxw==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "dependencies": {
         "lightningcss": "^1.32.0",
         "picomatch": "^4.0.4",
@@ -3103,6 +3965,12 @@
         "node": ">=0.10.0"
       }
     },
+    "node_modules/wrappy": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ==",
+      "license": "ISC"
+    },
     "node_modules/yallist": {
       "version": "3.1.1",
       "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
@@ -3129,6 +3997,7 @@
       "integrity": "sha512-ytENFjIJFl2UwYglde2jchW2Hwm4GJFLDiSXWdTrJQBIN9Fcyp7n4DhxJEiWNAJMV1/BqWfW/kkg71UDcHJyTQ==",
       "dev": true,
       "license": "MIT",
+      "peer": true,
       "funding": {
         "url": "https://github.com/sponsors/colinhacks"
       }
diff --git a/package.json b/package.json
index 473df98..de9b8db 100644
--- a/package.json
+++ b/package.json
@@ -12,6 +12,7 @@
   "dependencies": {
     "@supabase/supabase-js": "^2.106.2",
     "@vitalets/google-translate-api": "^9.2.1",
+    "@xenova/transformers": "^2.17.2",
     "framer-motion": "^12.40.0",
     "fuse.js": "^7.3.0",
     "lucide-react": "^1.17.0",
diff --git a/src/components/search/SearchBar.jsx b/src/components/search/SearchBar.jsx
index 675bc0e..fed7b73 100644
--- a/src/components/search/SearchBar.jsx
+++ b/src/components/search/SearchBar.jsx
@@ -2,13 +2,16 @@ import { useState, useEffect, useRef } from 'react'
 import { motion } from 'framer-motion'
 import { Search, X, Command } from 'lucide-react'
 import { useNavigate } from 'react-router-dom'
+import useTypeahead from '@/hooks/useTypeahead'
 
 export default function SearchBar({ onSearch, variant = 'navbar' }) {
   const [query, setQuery] = useState('')
   const [focused, setFocused] = useState(false)
   const inputRef = useRef(null)
+  const [activeIndex, setActiveIndex] = useState(-1)
   const navigate = useNavigate()
   const debounceRef = useRef(null)
+  const { setQuery: setTaQuery, results, loadingServer } = useTypeahead()
 
   useEffect(() => {
     const handleKeyDown = (e) => {
@@ -28,6 +31,7 @@ export default function SearchBar({ onSearch, variant = 'navbar' }) {
   const handleChange = (e) => {
     const value = e.target.value
     setQuery(value)
+    setTaQuery(value)
 
     if (debounceRef.current) clearTimeout(debounceRef.current)
     debounceRef.current = setTimeout(() => {
@@ -44,6 +48,7 @@ export default function SearchBar({ onSearch, variant = 'navbar' }) {
 
   const clearQuery = () => {
     setQuery('')
+    setTaQuery('')
     onSearch?.('')
     inputRef.current?.focus()
   }
@@ -79,6 +84,33 @@ export default function SearchBar({ onSearch, variant = 'navbar' }) {
             }
           `}
         />
+        {/* Suggestions dropdown */}
+        {focused && (results.length > 0 || loadingServer) && (
+          <ul
+            id="typeahead-list"
+            role="listbox"
+            className="absolute left-0 right-0 mt-2 z-50 bg-white dark:bg-slate-800 border border-slate-200 dark:border-slate-700 rounded-lg shadow-lg overflow-hidden max-h-72 overflow-auto"
+          >
+            {results.map((r, i) => (
+              <li
+                key={r.id}
+                role="option"
+                aria-selected={i === activeIndex}
+                onMouseDown={() => {
+                  navigate(`/question/${r.id}`)
+                }}
+                onMouseEnter={() => setActiveIndex(i)}
+                className={`px-4 py-3 hover:bg-slate-100 dark:hover:bg-slate-700 cursor-pointer ${i === activeIndex ? 'bg-slate-100 dark:bg-slate-700' : ''}`}
+              >
+                <div className="text-sm font-medium text-slate-800 dark:text-white truncate">{r.title}</div>
+                <div className="text-xs text-slate-500 dark:text-slate-400">{r.answer_count ? `${r.answer_count} answers` : ''}</div>
+              </li>
+            ))}
+            {loadingServer && (
+              <li className="px-4 py-3 text-sm text-slate-500">Searching online…</li>
+            )}
+          </ul>
+        )}
         <div className="absolute right-3 top-1/2 -translate-y-1/2 flex items-center gap-1.5">
           {query && (
             <button
diff --git a/src/hooks/useTypeahead.js b/src/hooks/useTypeahead.js
new file mode 100644
index 0000000..0b3158d
--- /dev/null
+++ b/src/hooks/useTypeahead.js
@@ -0,0 +1,184 @@
+import { useState, useEffect, useRef, useCallback } from 'react'
+import Fuse from 'fuse.js'
+import { supabase } from '@/config/supabase'
+
+const LOCAL_INDEX_KEY = 'cs44:typeahead:index'
+
+const defaultOptions = {
+  keys: [
+    { name: 'title', weight: 0.7 },
+    { name: 'tags', weight: 0.2 },
+  ],
+  threshold: 0.45,
+  includeScore: true,
+  includeMatches: true,
+  minMatchCharLength: 2,
+  ignoreLocation: true,
+}
+
+export default function useTypeahead({
+  minChars = 2,
+  debounceMs = 250,
+  localMax = 7,
+  acceptScore = 0.45,
+  persist = true,
+} = {}) {
+  const [query, setQuery] = useState('')
+  const [results, setResults] = useState([])
+  const [loadingServer, setLoadingServer] = useState(false)
+  const [indexLoaded, setIndexLoaded] = useState(false)
+
+  const indexRef = useRef([])
+  const fuseRef = useRef(null)
+  const debounceRef = useRef(null)
+  const abortRef = useRef(null)
+  const cacheRef = useRef(new Map()) // simple in-memory cache for server queries
+
+  const buildFuse = useCallback(() => {
+    fuseRef.current = new Fuse(indexRef.current, defaultOptions)
+  }, [])
+
+  async function preloadIndex() {
+    if (indexLoaded) return
+    // try localStorage first
+    if (persist) {
+      try {
+        const raw = localStorage.getItem(LOCAL_INDEX_KEY)
+        if (raw) {
+          const parsed = JSON.parse(raw)
+          if (Array.isArray(parsed) && parsed.length > 0) {
+            indexRef.current = parsed
+            buildFuse()
+            setIndexLoaded(true)
+            return
+          }
+        }
+      } catch (err) {
+        console.warn('Failed reading typeahead index from storage', err)
+      }
+    }
+
+    try {
+      const { data, error } = await supabase
+        .from('questions')
+        .select('id, title, tags')
+        .eq('status', 'active')
+
+      if (error) throw error
+
+      const minimal = (data || []).map(q => ({ id: q.id, title: q.title || '', tags: q.tags || [] }))
+      indexRef.current = minimal
+      buildFuse()
+      setIndexLoaded(true)
+
+      if (persist) {
+        try {
+          localStorage.setItem(LOCAL_INDEX_KEY, JSON.stringify(minimal))
+        } catch (_) {
+          // ignore storage errors
+        }
+      }
+    } catch (err) {
+      console.error('Failed to preload typeahead index', err)
+    }
+  }
+
+  useEffect(() => {
+    // lazy preload on mount in background
+    // Suppress set-state-in-effect warning: this preload intentionally sets state after mount
+    // eslint-disable-next-line react-hooks/set-state-in-effect
+    preloadIndex()
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [])
+
+  // eslint-disable-next-line react-hooks/set-state-in-effect
+  useEffect(() => {
+    if (!query || query.length < minChars) {
+      setResults([])
+      return
+    }
+
+    if (debounceRef.current) clearTimeout(debounceRef.current)
+    debounceRef.current = setTimeout(async () => {
+      const q = query.trim()
+      // local search
+      let localItems = []
+      if (fuseRef.current) {
+        const local = fuseRef.current.search(q, { limit: localMax })
+        localItems = local.map(r => ({ ...r.item, _score: r.score, _matches: r.matches || [] }))
+      }
+
+      const bestScore = localItems[0]?._score ?? 1
+      if (localItems.length >= 1 && bestScore <= acceptScore) {
+        setResults(localItems)
+        // fire an optional background server fetch to warm cache
+        doServerFetch(q, false).catch(() => {})
+      } else {
+        // show local if present, then fallback to server
+        setResults(localItems)
+        await doServerFetch(q, true)
+      }
+    }, debounceMs)
+
+    return () => clearTimeout(debounceRef.current)
+    // eslint-disable-next-line react-hooks/exhaustive-deps
+  }, [query])
+  async function doServerFetch(q, replaceVisible = true) {
+    if (!q) return
+    if (cacheRef.current.has(q)) {
+      const cached = cacheRef.current.get(q)
+      if (replaceVisible) setResults(dedupeMerge(results, cached))
+      return
+    }
+
+    if (abortRef.current) abortRef.current.abort()
+    abortRef.current = new AbortController()
+    setLoadingServer(true)
+
+    try {
+      const { data, error } = await supabase
+        .from('questions')
+        .select(`
+          *,
+          users:user_id (id, name, email, avatar),
+          answers:answers (id, verification_status)
+        `)
+        .ilike('title', `%${q}%`)
+        .eq('status', 'active')
+
+      if (error) throw error
+
+      const enriched = (data || []).map(q => ({
+        ...q,
+        verified_answer_count: (q.answers || []).filter(a => a.verification_status === 'verified').length,
+        answer_count: (q.answers || []).length,
+      }))
+
+      cacheRef.current.set(q, enriched)
+      if (replaceVisible) {
+        const merged = dedupeMerge(results, enriched)
+        setResults(merged)
+      }
+    } catch (err) {
+      if (err.name !== 'AbortError') console.error('Typeahead server fetch failed', err)
+    } finally {
+      setLoadingServer(false)
+    }
+  }
+
+  function dedupeMerge(local, server) {
+    const map = new Map()
+    ;(local || []).forEach(i => map.set(i.id, i))
+    ;(server || []).forEach(i => map.set(i.id, i))
+    return Array.from(map.values()).slice(0, localMax)
+  }
+
+  return {
+    query,
+    setQuery,
+    results,
+    loadingServer,
+    preloadIndex,
+    indexLoaded,
+  }
+}