diff --git a/app/Events/TagFrequencyChanged.php b/app/Events/TagFrequencyChanged.php
new file mode 100644
index 00000000..2c9c3868
--- /dev/null
+++ b/app/Events/TagFrequencyChanged.php
@@ -0,0 +1,33 @@
+<?php
+
+namespace App\Events;
+
+use Illuminate\Broadcasting\Channel;
+use Illuminate\Broadcasting\InteractsWithSockets;
+use Illuminate\Broadcasting\PresenceChannel;
+use Illuminate\Broadcasting\PrivateChannel;
+use Illuminate\Contracts\Broadcasting\ShouldBroadcast;
+use Illuminate\Foundation\Events\Dispatchable;
+use Illuminate\Queue\SerializesModels;
+
+class TagFrequencyChanged
+{
+    use Dispatchable, InteractsWithSockets, SerializesModels;
+
+    /**
+     * Create a new event instance.
+     */
+    public function __construct(public array|null $oldTags, public array|null $newTags) { }
+
+    /**
+     * Get the channels the event should broadcast on.
+     *
+     * @return array<int, \Illuminate\Broadcasting\Channel>
+     */
+    public function broadcastOn(): array
+    {
+        return [
+            new PrivateChannel('channel-name'),
+        ];
+    }
+}
diff --git a/app/Http/Controllers/ComputerScienceResourceController.php b/app/Http/Controllers/ComputerScienceResourceController.php
index 93566ac6..55bb88fd 100644
--- a/app/Http/Controllers/ComputerScienceResourceController.php
+++ b/app/Http/Controllers/ComputerScienceResourceController.php
@@ -2,6 +2,7 @@
 
 namespace App\Http\Controllers;
 
+use App\Events\TagFrequencyChanged;
 use App\Http\Requests\ComputerScienceResource\StoreResourceRequest;
 use App\Models\ComputerScienceResource;
 use App\Models\ResourceEdits;
@@ -77,6 +78,9 @@ public function store(StoreResourceRequest $request)
             $resource->general_tags = $validatedData['general_tags'];
         }
 
+        // Change tag frequency
+        TagFrequencyChanged::dispatch(null, $resource->tagCounter());
+
         Log::debug("Created resource " . json_encode($resource));
 
         return redirect(route('resources.show', ['computerScienceResource' => $resource->id]))
diff --git a/app/Http/Controllers/ResourceEditsController.php b/app/Http/Controllers/ResourceEditsController.php
index ffa28f53..5ec1bda4 100644
--- a/app/Http/Controllers/ResourceEditsController.php
+++ b/app/Http/Controllers/ResourceEditsController.php
@@ -2,6 +2,7 @@
 
 namespace App\Http\Controllers;
 
+use App\Events\TagFrequencyChanged;
 use App\Models\ComputerScienceResource;
 use App\Models\ResourceEdits;
 use App\Services\ResourceEditsService;
@@ -26,7 +27,7 @@ public function create(ComputerScienceResource $computerScienceResource)
     }
 
 
-    // TODO: Make an array facade
+    // TODO: Make an array facade or something
     function normalize($array) {
         ksort($array);
         foreach ($array as &$value) {
@@ -93,6 +94,7 @@ public function merge(ResourceEditsService $editsService, ResourceEdits $resourc
         }
 
         $resource = ComputerScienceResource::findOrFail($resourceEdits->computer_science_resource_id);
+        $old_tag_counter = $resource->tagCounter();
 
         $resource->name = $resourceEdits->name;
         $resource->description = $resourceEdits->description;
@@ -108,6 +110,11 @@ public function merge(ResourceEditsService $editsService, ResourceEdits $resourc
         $resource->programming_language_tags = $resourceEdits->programming_language_tags;
         $resource->general_tags = $resourceEdits->general_tags;
 
+        // Get the new tag counter
+        $new_tags = collect([$resourceEdits->topic_tags, $resourceEdits->programming_language_tags, $resourceEdits->general_tags])->flatten()->unique()->countBy()->toArray();
+        // Change tag frequency
+        TagFrequencyChanged::dispatch($old_tag_counter, $new_tags);
+
         // Delete the edit since we successfully merged the changes
         $resourceEdits->delete();
 
diff --git a/app/Http/Controllers/ResourceReviewController.php b/app/Http/Controllers/ResourceReviewController.php
index ad28779c..8fe4af51 100644
--- a/app/Http/Controllers/ResourceReviewController.php
+++ b/app/Http/Controllers/ResourceReviewController.php
@@ -49,8 +49,7 @@ public function store(StoreResourceReview $request, ComputerScienceResource $com
 
         ResourceReviewProcessed::dispatch($computerScienceResource->id, null, $review->attributesToArray());
 
-        return to_route('resources.show', ['computerScienceResource' => $review->computer_science_resource_id])
-            ->with('success', 'Review created successfully!');
+        return response()->json();
     }
 
     public function update(StoreResourceReview $request, ComputerScienceResource $computerScienceResource)
diff --git a/app/Http/Controllers/TagFrequencyController.php b/app/Http/Controllers/TagFrequencyController.php
new file mode 100644
index 00000000..89a13f4a
--- /dev/null
+++ b/app/Http/Controllers/TagFrequencyController.php
@@ -0,0 +1,26 @@
+<?php
+
+namespace App\Http\Controllers;
+
+use App\Models\TagFrequency;
+use Illuminate\Http\Request;
+
+class TagFrequencyController extends Controller
+{
+    public function search(string $query = "")
+    {
+        if (strlen($query) > 50)
+        {
+            return response(422)->json();
+        }
+
+        $prefixed_tags = TagFrequency::where('tag', 'like', $query.'%')
+            ->orderByDesc('count')
+            ->limit(20)
+            ->get();
+
+        return response()->json([
+            'tags' => $prefixed_tags
+        ]);
+    }
+}
diff --git a/app/Listeners/ModifyTagFrequency.php b/app/Listeners/ModifyTagFrequency.php
new file mode 100644
index 00000000..52ca429d
--- /dev/null
+++ b/app/Listeners/ModifyTagFrequency.php
@@ -0,0 +1,64 @@
+<?php
+
+namespace App\Listeners;
+
+use App\Events\TagFrequencyChanged;
+use App\Models\TagFrequency;
+use Illuminate\Contracts\Queue\ShouldQueue;
+use Illuminate\Queue\InteractsWithQueue;
+use Illuminate\Support\Facades\DB;
+
+class ModifyTagFrequency
+{
+    /**
+     * Create the event listener.
+     */
+    public function __construct()
+    {
+        //
+    }
+
+    /**
+     * Handle the event.
+     */
+    public function handle(TagFrequencyChanged $event): void
+    {
+        $old = $event->oldTags ?? [];
+        $new = $event->newTags ?? [];
+
+        // 1. Build diffs for every tag
+        $diffs = [];
+        foreach (array_unique(array_merge(array_keys($old), array_keys($new))) as $tag) {
+            $diff = ($new[$tag] ?? 0) - ($old[$tag] ?? 0);
+            if ($diff !== 0) {
+                $diffs[$tag] = $diff;
+            }
+        }
+
+        if (empty($diffs)) {
+            return;
+        }
+
+        // 2. One upsert: increment (or decrement) existing, insert new
+        $upserts = [];
+        foreach ($diffs as $tag => $count) {
+            $upserts[] = [
+                'tag' => $tag,
+                'count' => $count,
+            ];
+        }
+
+        DB::table('tag_frequencies')->upsert(
+            $upserts,
+            ['tag'],
+            [
+                'count' => DB::raw('tag_frequencies.count + VALUES(count)'),
+            ]
+        );
+
+        // 3. Clean out any zero-or-negative counts
+        DB::table('tag_frequencies')
+            ->where('count', '<=', 0)
+            ->delete();
+    }
+}
diff --git a/app/Models/ComputerScienceResource.php b/app/Models/ComputerScienceResource.php
index c75dc95e..5c296410 100644
--- a/app/Models/ComputerScienceResource.php
+++ b/app/Models/ComputerScienceResource.php
@@ -104,4 +104,10 @@ protected function generalTags(): Attribute
             set: fn(array $value) => $this->syncTagsWithType($value, 'general_tags')
         );
     }
+
+    public function tagCounter(): array
+    {
+        $tag_collection = collect([$this->topic_tags, $this->programming_language_tags, $this->general_tags]);
+        return $tag_collection->flatten()->unique()->countBy()->toArray();
+    }
 }
diff --git a/app/Models/TagFrequency.php b/app/Models/TagFrequency.php
new file mode 100644
index 00000000..d25a312b
--- /dev/null
+++ b/app/Models/TagFrequency.php
@@ -0,0 +1,10 @@
+<?php
+
+namespace App\Models;
+
+use Illuminate\Database\Eloquent\Model;
+
+class TagFrequency extends Model
+{
+    public $timestamps = false;
+}
diff --git a/app/Services/ResourceEditsService.php b/app/Services/ResourceEditsService.php
index e21c39b1..1d7fff01 100644
--- a/app/Services/ResourceEditsService.php
+++ b/app/Services/ResourceEditsService.php
@@ -16,13 +16,11 @@ class ResourceEditsService
      */
     public function requiredVotes(int $totalVotes): int
     {
-        // So little votes, so we only need 1 vote to approve
-        if ($totalVotes <= 1) return 1;
-
-        // Dropoff
-        return min($totalVotes,
+        // Either the current votes, or the log equation
+        $votes = min($totalVotes,
             floor(log($totalVotes, 1.25)) + 1
         );
+        return max(3, $votes); // Need to be 3 votes minimum
     }
 
     /**
@@ -31,6 +29,10 @@ public function requiredVotes(int $totalVotes): int
      */
     public function canMergeEdits(ResourceEdits $edits) : bool
     {
+        if (app()->isLocal()) {
+            return true;
+        }
+
         $totalVotes = $edits->resource->votes_count;
         $neededApprovals = $this->requiredVotes($totalVotes);
         
diff --git a/database/factories/ComputerScienceResourceFactory.php b/database/factories/ComputerScienceResourceFactory.php
index 85f56495..bab74fd9 100644
--- a/database/factories/ComputerScienceResourceFactory.php
+++ b/database/factories/ComputerScienceResourceFactory.php
@@ -2,6 +2,7 @@
 
 namespace Database\Factories;
 
+use App\Events\TagFrequencyChanged;
 use App\Models\ComputerScienceResource;
 use App\Models\User;
 use Illuminate\Support\Facades\Log;
@@ -51,6 +52,8 @@ public function configure(): Factory
             $resource->topic_tags = fake()->randomElements($tags, fake()->numberBetween(3, count($tags)));
             $resource->programming_language_tags = fake()->randomElements($tags);
             $resource->general_tags = fake()->randomElements($tags);
+
+            TagFrequencyChanged::dispatch(null, $resource->tagCounter());
         });
     }
 }
diff --git a/database/migrations/2025_04_30_202718_create_tag_frequencies_table.php b/database/migrations/2025_04_30_202718_create_tag_frequencies_table.php
new file mode 100644
index 00000000..b4cc7c0d
--- /dev/null
+++ b/database/migrations/2025_04_30_202718_create_tag_frequencies_table.php
@@ -0,0 +1,27 @@
+<?php
+
+use Illuminate\Database\Migrations\Migration;
+use Illuminate\Database\Schema\Blueprint;
+use Illuminate\Support\Facades\Schema;
+
+return new class extends Migration
+{
+    /**
+     * Run the migrations.
+     */
+    public function up(): void
+    {
+        Schema::create('tag_frequencies', function (Blueprint $table) {
+            $table->char('tag', 100)->primary();
+            $table->bigInteger('count')->default(0);
+        });
+    }
+
+    /**
+     * Reverse the migrations.
+     */
+    public function down(): void
+    {
+        Schema::dropIfExists('tag_frequencies');
+    }
+};
diff --git a/package-lock.json b/package-lock.json
index 878c7fe8..81c79e2e 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -5,10 +5,10 @@
     "packages": {
         "": {
             "dependencies": {
-                "@primevue/forms": "^4.2.5",
-                "@primevue/themes": "^4.2.5",
+                "@primevue/forms": "^4.3.3",
+                "@primevue/themes": "^4.3.3",
                 "diff": "^7.0.0",
-                "primevue": "^4.2.5",
+                "primevue": "^4.3.3",
                 "yup": "^1.6.1"
             },
             "devDependencies": {
@@ -42,30 +42,30 @@
             }
         },
         "node_modules/@babel/helper-string-parser": {
-            "version": "7.25.9",
-            "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.25.9.tgz",
-            "integrity": "sha512-4A/SCr/2KLd5jrtOMFzaKjVtAei3+2r/NChoBNoZ3EyP/+GlhoaEGoWOZUmFmoITP7zOJyHIMm+DYRd8o3PvHA==",
+            "version": "7.27.1",
+            "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.27.1.tgz",
+            "integrity": "sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==",
             "license": "MIT",
             "engines": {
                 "node": ">=6.9.0"
             }
         },
         "node_modules/@babel/helper-validator-identifier": {
-            "version": "7.25.9",
-            "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.25.9.tgz",
-            "integrity": "sha512-Ed61U6XJc3CVRfkERJWDz4dJwKe7iLmmJsbOGu9wSloNSFttHV0I8g6UAgb7qnK5ly5bGLPd4oXZlxCdANBOWQ==",
+            "version": "7.27.1",
+            "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.27.1.tgz",
+            "integrity": "sha512-D2hP9eA+Sqx1kBZgzxZh0y1trbuU+JoDkiEwqhQ36nodYqJwyEIhPSdMNd7lOm/4io72luTPWH20Yda0xOuUow==",
             "license": "MIT",
             "engines": {
                 "node": ">=6.9.0"
             }
         },
         "node_modules/@babel/parser": {
-            "version": "7.27.0",
-            "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.27.0.tgz",
-            "integrity": "sha512-iaepho73/2Pz7w2eMS0Q5f83+0RKI7i4xmiYeBmDzfRVbQtTOG7Ts0S4HzJVsTMGI9keU8rNfuZr8DKfSt7Yyg==",
+            "version": "7.27.1",
+            "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.27.1.tgz",
+            "integrity": "sha512-I0dZ3ZpCrJ1c04OqlNsQcKiZlsrXf/kkE4FXzID9rIOYICsAbA8mMDzhW/luRNAHdCNt7os/u8wenklZDlUVUQ==",
             "license": "MIT",
             "dependencies": {
-                "@babel/types": "^7.27.0"
+                "@babel/types": "^7.27.1"
             },
             "bin": {
                 "parser": "bin/babel-parser.js"
@@ -75,22 +75,22 @@
             }
         },
         "node_modules/@babel/types": {
-            "version": "7.27.0",
-            "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.27.0.tgz",
-            "integrity": "sha512-H45s8fVLYjbhFH62dIJ3WtmJ6RSPt/3DRO0ZcT2SUiYiQyz3BLVb9ADEnLl91m74aQPS3AzzeajZHYOalWe3bg==",
+            "version": "7.27.1",
+            "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.27.1.tgz",
+            "integrity": "sha512-+EzkxvLNfiUeKMgy/3luqfsCWFRXLb7U6wNQTk60tovuckwB15B191tJWvpp4HjiQWdJkCxO3Wbvc6jlk3Xb2Q==",
             "license": "MIT",
             "dependencies": {
-                "@babel/helper-string-parser": "^7.25.9",
-                "@babel/helper-validator-identifier": "^7.25.9"
+                "@babel/helper-string-parser": "^7.27.1",
+                "@babel/helper-validator-identifier": "^7.27.1"
             },
             "engines": {
                 "node": ">=6.9.0"
             }
         },
         "node_modules/@esbuild/aix-ppc64": {
-            "version": "0.25.2",
-            "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.25.2.tgz",
-            "integrity": "sha512-wCIboOL2yXZym2cgm6mlA742s9QeJ8DjGVaL39dLN4rRwrOgOyYSnOaFPhKZGLb2ngj4EyfAFjsNJwPXZvseag==",
+            "version": "0.25.3",
+            "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.25.3.tgz",
+            "integrity": "sha512-W8bFfPA8DowP8l//sxjJLSLkD8iEjMc7cBVyP+u4cEv9sM7mdUCkgsj+t0n/BWPFtv7WWCN5Yzj0N6FJNUUqBQ==",
             "cpu": [
                 "ppc64"
             ],
@@ -105,9 +105,9 @@
             }
         },
         "node_modules/@esbuild/android-arm": {
-            "version": "0.25.2",
-            "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.25.2.tgz",
-            "integrity": "sha512-NQhH7jFstVY5x8CKbcfa166GoV0EFkaPkCKBQkdPJFvo5u+nGXLEH/ooniLb3QI8Fk58YAx7nsPLozUWfCBOJA==",
+            "version": "0.25.3",
+            "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.25.3.tgz",
+            "integrity": "sha512-PuwVXbnP87Tcff5I9ngV0lmiSu40xw1At6i3GsU77U7cjDDB4s0X2cyFuBiDa1SBk9DnvWwnGvVaGBqoFWPb7A==",
             "cpu": [
                 "arm"
             ],
@@ -122,9 +122,9 @@
             }
         },
         "node_modules/@esbuild/android-arm64": {
-            "version": "0.25.2",
-            "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.25.2.tgz",
-            "integrity": "sha512-5ZAX5xOmTligeBaeNEPnPaeEuah53Id2tX4c2CVP3JaROTH+j4fnfHCkr1PjXMd78hMst+TlkfKcW/DlTq0i4w==",
+            "version": "0.25.3",
+            "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.25.3.tgz",
+            "integrity": "sha512-XelR6MzjlZuBM4f5z2IQHK6LkK34Cvv6Rj2EntER3lwCBFdg6h2lKbtRjpTTsdEjD/WSe1q8UyPBXP1x3i/wYQ==",
             "cpu": [
                 "arm64"
             ],
@@ -139,9 +139,9 @@
             }
         },
         "node_modules/@esbuild/android-x64": {
-            "version": "0.25.2",
-            "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.25.2.tgz",
-            "integrity": "sha512-Ffcx+nnma8Sge4jzddPHCZVRvIfQ0kMsUsCMcJRHkGJ1cDmhe4SsrYIjLUKn1xpHZybmOqCWwB0zQvsjdEHtkg==",
+            "version": "0.25.3",
+            "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.25.3.tgz",
+            "integrity": "sha512-ogtTpYHT/g1GWS/zKM0cc/tIebFjm1F9Aw1boQ2Y0eUQ+J89d0jFY//s9ei9jVIlkYi8AfOjiixcLJSGNSOAdQ==",
             "cpu": [
                 "x64"
             ],
@@ -156,9 +156,9 @@
             }
         },
         "node_modules/@esbuild/darwin-arm64": {
-            "version": "0.25.2",
-            "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.25.2.tgz",
-            "integrity": "sha512-MpM6LUVTXAzOvN4KbjzU/q5smzryuoNjlriAIx+06RpecwCkL9JpenNzpKd2YMzLJFOdPqBpuub6eVRP5IgiSA==",
+            "version": "0.25.3",
+            "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.25.3.tgz",
+            "integrity": "sha512-eESK5yfPNTqpAmDfFWNsOhmIOaQA59tAcF/EfYvo5/QWQCzXn5iUSOnqt3ra3UdzBv073ykTtmeLJZGt3HhA+w==",
             "cpu": [
                 "arm64"
             ],
@@ -173,9 +173,9 @@
             }
         },
         "node_modules/@esbuild/darwin-x64": {
-            "version": "0.25.2",
-            "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.25.2.tgz",
-            "integrity": "sha512-5eRPrTX7wFyuWe8FqEFPG2cU0+butQQVNcT4sVipqjLYQjjh8a8+vUTfgBKM88ObB85ahsnTwF7PSIt6PG+QkA==",
+            "version": "0.25.3",
+            "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.25.3.tgz",
+            "integrity": "sha512-Kd8glo7sIZtwOLcPbW0yLpKmBNWMANZhrC1r6K++uDR2zyzb6AeOYtI6udbtabmQpFaxJ8uduXMAo1gs5ozz8A==",
             "cpu": [
                 "x64"
             ],
@@ -190,9 +190,9 @@
             }
         },
         "node_modules/@esbuild/freebsd-arm64": {
-            "version": "0.25.2",
-            "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.25.2.tgz",
-            "integrity": "sha512-mLwm4vXKiQ2UTSX4+ImyiPdiHjiZhIaE9QvC7sw0tZ6HoNMjYAqQpGyui5VRIi5sGd+uWq940gdCbY3VLvsO1w==",
+            "version": "0.25.3",
+            "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.25.3.tgz",
+            "integrity": "sha512-EJiyS70BYybOBpJth3M0KLOus0n+RRMKTYzhYhFeMwp7e/RaajXvP+BWlmEXNk6uk+KAu46j/kaQzr6au+JcIw==",
             "cpu": [
                 "arm64"
             ],
@@ -207,9 +207,9 @@
             }
         },
         "node_modules/@esbuild/freebsd-x64": {
-            "version": "0.25.2",
-            "resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.25.2.tgz",
-            "integrity": "sha512-6qyyn6TjayJSwGpm8J9QYYGQcRgc90nmfdUb0O7pp1s4lTY+9D0H9O02v5JqGApUyiHOtkz6+1hZNvNtEhbwRQ==",
+            "version": "0.25.3",
+            "resolved": "https://registry.npmjs.org/@esbuild/freebsd-x64/-/freebsd-x64-0.25.3.tgz",
+            "integrity": "sha512-Q+wSjaLpGxYf7zC0kL0nDlhsfuFkoN+EXrx2KSB33RhinWzejOd6AvgmP5JbkgXKmjhmpfgKZq24pneodYqE8Q==",
             "cpu": [
                 "x64"
             ],
@@ -224,9 +224,9 @@
             }
         },
         "node_modules/@esbuild/linux-arm": {
-            "version": "0.25.2",
-            "resolved": "https://registry.npmjs.org/@esbuild/linux-arm/-/linux-arm-0.25.2.tgz",
-            "integrity": "sha512-UHBRgJcmjJv5oeQF8EpTRZs/1knq6loLxTsjc3nxO9eXAPDLcWW55flrMVc97qFPbmZP31ta1AZVUKQzKTzb0g==",
+            "version": "0.25.3",
+            "resolved": "https://registry.npmjs.org/@esbuild/linux-arm/-/linux-arm-0.25.3.tgz",
+            "integrity": "sha512-dUOVmAUzuHy2ZOKIHIKHCm58HKzFqd+puLaS424h6I85GlSDRZIA5ycBixb3mFgM0Jdh+ZOSB6KptX30DD8YOQ==",
             "cpu": [
                 "arm"
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+                "@rollup/rollup-android-arm64": "4.40.1",
+                "@rollup/rollup-darwin-arm64": "4.40.1",
+                "@rollup/rollup-darwin-x64": "4.40.1",
+                "@rollup/rollup-freebsd-arm64": "4.40.1",
+                "@rollup/rollup-freebsd-x64": "4.40.1",
+                "@rollup/rollup-linux-arm-gnueabihf": "4.40.1",
+                "@rollup/rollup-linux-arm-musleabihf": "4.40.1",
+                "@rollup/rollup-linux-arm64-gnu": "4.40.1",
+                "@rollup/rollup-linux-arm64-musl": "4.40.1",
+                "@rollup/rollup-linux-loongarch64-gnu": "4.40.1",
+                "@rollup/rollup-linux-powerpc64le-gnu": "4.40.1",
+                "@rollup/rollup-linux-riscv64-gnu": "4.40.1",
+                "@rollup/rollup-linux-riscv64-musl": "4.40.1",
+                "@rollup/rollup-linux-s390x-gnu": "4.40.1",
+                "@rollup/rollup-linux-x64-gnu": "4.40.1",
+                "@rollup/rollup-linux-x64-musl": "4.40.1",
+                "@rollup/rollup-win32-arm64-msvc": "4.40.1",
+                "@rollup/rollup-win32-ia32-msvc": "4.40.1",
+                "@rollup/rollup-win32-x64-msvc": "4.40.1",
                 "fsevents": "~2.3.2"
             }
         },
@@ -3410,6 +3410,51 @@
             "integrity": "sha512-Eet/eeMhkO6TX8mnUteS9zgPbUMQa4I6Kkp5ORiBD5476/m+PIRiumP5tmh5ioJpH7k51Kehawy2UDfsnxxY8Q==",
             "license": "MIT"
         },
+        "node_modules/tinyglobby": {
+            "version": "0.2.13",
+            "resolved": "https://registry.npmjs.org/tinyglobby/-/tinyglobby-0.2.13.tgz",
+            "integrity": "sha512-mEwzpUgrLySlveBwEVDMKk5B57bhLPYovRfPAXD5gA/98Opn0rCDj3GtLwFvCvH5RK9uPCExUROW5NjDwvqkxw==",
+            "dev": true,
+            "license": "MIT",
+            "dependencies": {
+                "fdir": "^6.4.4",
+                "picomatch": "^4.0.2"
+            },
+            "engines": {
+                "node": ">=12.0.0"
+            },
+            "funding": {
+                "url": "https://github.com/sponsors/SuperchupuDev"
+            }
+        },
+        "node_modules/tinyglobby/node_modules/fdir": {
+            "version": "6.4.4",
+            "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.4.4.tgz",
+            "integrity": "sha512-1NZP+GK4GfuAv3PqKvxQRDMjdSRZjnkq7KfhlNrCNNlZ0ygQFpebfrnfnq/W7fpUnAv9aGWmY1zKx7FYL3gwhg==",
+            "dev": true,
+            "license": "MIT",
+            "peerDependencies": {
+                "picomatch": "^3 || ^4"
+            },
+            "peerDependenciesMeta": {
+                "picomatch": {
+                    "optional": true
+                }
+            }
+        },
+        "node_modules/tinyglobby/node_modules/picomatch": {
+            "version": "4.0.2",
+            "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.2.tgz",
+            "integrity": "sha512-M7BAV6Rlcy5u+m6oPhAPFgJTzAioX/6B0DxyvDlo9l8+T3nLKbrczg2WLUyzd45L8RqfUMyGPzekbMvX2Ldkwg==",
+            "dev": true,
+            "license": "MIT",
+            "engines": {
+                "node": ">=12"
+            },
+            "funding": {
+                "url": "https://github.com/sponsors/jonschlinkert"
+            }
+        },
         "node_modules/to-regex-range": {
             "version": "5.0.1",
             "resolved": "https://registry.npmjs.org/to-regex-range/-/to-regex-range-5.0.1.tgz",
@@ -3504,15 +3549,18 @@
             "license": "MIT"
         },
         "node_modules/vite": {
-            "version": "6.2.5",
-            "resolved": "https://registry.npmjs.org/vite/-/vite-6.2.5.tgz",
-            "integrity": "sha512-j023J/hCAa4pRIUH6J9HemwYfjB5llR2Ps0CWeikOtdR8+pAURAk0DoJC5/mm9kd+UgdnIy7d6HE4EAvlYhPhA==",
+            "version": "6.3.4",
+            "resolved": "https://registry.npmjs.org/vite/-/vite-6.3.4.tgz",
+            "integrity": "sha512-BiReIiMS2fyFqbqNT/Qqt4CVITDU9M9vE+DKcVAsB+ZV0wvTKd+3hMbkpxz1b+NmEDMegpVbisKiAZOnvO92Sw==",
             "dev": true,
             "license": "MIT",
             "dependencies": {
                 "esbuild": "^0.25.0",
+                "fdir": "^6.4.4",
+                "picomatch": "^4.0.2",
                 "postcss": "^8.5.3",
-                "rollup": "^4.30.1"
+                "rollup": "^4.34.9",
+                "tinyglobby": "^0.2.13"
             },
             "bin": {
                 "vite": "bin/vite.js"
@@ -3586,6 +3634,34 @@
                 "picomatch": "^2.3.1"
             }
         },
+        "node_modules/vite/node_modules/fdir": {
+            "version": "6.4.4",
+            "resolved": "https://registry.npmjs.org/fdir/-/fdir-6.4.4.tgz",
+            "integrity": "sha512-1NZP+GK4GfuAv3PqKvxQRDMjdSRZjnkq7KfhlNrCNNlZ0ygQFpebfrnfnq/W7fpUnAv9aGWmY1zKx7FYL3gwhg==",
+            "dev": true,
+            "license": "MIT",
+            "peerDependencies": {
+                "picomatch": "^3 || ^4"
+            },
+            "peerDependenciesMeta": {
+                "picomatch": {
+                    "optional": true
+                }
+            }
+        },
+        "node_modules/vite/node_modules/picomatch": {
+            "version": "4.0.2",
+            "resolved": "https://registry.npmjs.org/picomatch/-/picomatch-4.0.2.tgz",
+            "integrity": "sha512-M7BAV6Rlcy5u+m6oPhAPFgJTzAioX/6B0DxyvDlo9l8+T3nLKbrczg2WLUyzd45L8RqfUMyGPzekbMvX2Ldkwg==",
+            "dev": true,
+            "license": "MIT",
+            "engines": {
+                "node": ">=12"
+            },
+            "funding": {
+                "url": "https://github.com/sponsors/jonschlinkert"
+            }
+        },
         "node_modules/vue": {
             "version": "3.5.13",
             "resolved": "https://registry.npmjs.org/vue/-/vue-3.5.13.tgz",
diff --git a/package.json b/package.json
index 102e8918..2d70c7cc 100644
--- a/package.json
+++ b/package.json
@@ -22,10 +22,10 @@
         "vue": "^3.3.13"
     },
     "dependencies": {
-        "@primevue/forms": "^4.2.5",
-        "@primevue/themes": "^4.2.5",
+        "@primevue/forms": "^4.3.3",
+        "@primevue/themes": "^4.3.3",
+        "primevue": "^4.3.3",
         "diff": "^7.0.0",
-        "primevue": "^4.2.5",
         "yup": "^1.6.1"
     }
 }
diff --git a/resources/js/Components/Form/TagSelector.vue b/resources/js/Components/Form/TagSelector.vue
index b1087e31..80d062ee 100644
--- a/resources/js/Components/Form/TagSelector.vue
+++ b/resources/js/Components/Form/TagSelector.vue
@@ -3,39 +3,36 @@ import { Tag } from "primevue";
 import { Icon } from "@iconify/vue";
 import { ref } from "vue";
 import AutoComplete from "primevue/autocomplete";
-import { defineEmits, defineProps } from "vue";
+import { defineModel, defineProps } from "vue";
+import axios from "axios";
 
 const props = defineProps({
     initial: {
         type: Array,
         required: true,
     },
-    queryUrl: {
-        type: String,
-        required: false,
-    }
 });
 
-const emit = defineEmits(["changed"]);
+const model = defineModel()
 
-const tags = ref(new Set(props.initial));
+const selectedTags = ref(new Set(props.initial));
 const searchValue = ref("");
-const allSuggestions = ref(["test1", "test2"]);
-const suggestions = ref([]);
+const tagResult = ref([]);
+const tagCount = ref({});
 const emptySearchMessage = ref("");
 
 const addTag = (tag) => {
-    if (tag && !tags.value.has(tag)) {
-        tags.value.add(tag);
+    if (tag && !selectedTags.value.has(tag)) {
+        selectedTags.value.add(tag);
         searchValue.value = "";
-        emit("changed", Array.from(tags.value));
+        model.value = Array.from(selectedTags.value);
     }
 };
 
 const removeTag = (tag) => {
     if (tag) {
-        tags.value.delete(tag);
-        emit("changed", Array.from(tags.value));
+        selectedTags.value.delete(tag);
+        model.value = Array.from(selectedTags.value);
     }
 };
 
@@ -45,20 +42,30 @@ const handleSelect = (event) => {
 
 const handleKeydown = (event) => {
     if (event.key === "Enter" && searchValue.value.trim()) {
-        addTag(searchValue.value.trim());
+        addTag(searchValue.value.trim().toLowerCase());
         event.preventDefault();
     }
 };
 
-const filterSuggestions = (event) => {
-    let query = event.query.toLowerCase();
-    suggestions.value = allSuggestions.value.filter((item) =>
-        item.toLowerCase().includes(query)
-    );
+const filterSuggestions = () => {
+    let query = searchValue.value.trim().toLowerCase();
 
-    if (suggestions.value.length == 0) {
-        emptySearchMessage.value = searchValue.value;
-    }
+    axios
+        .get(route("tags.search", { query }))
+        .then((response) => {
+            const tags = response.data.tags;
+
+            tagResult.value = tags.map((tagJson) => tagJson.tag);
+
+            tagCount.value = Object.fromEntries(
+                tags.map((tagJson) => [tagJson.tag, tagJson.count])
+            );
+        })
+        .catch(() => {
+            console.warn("Cannot query server for tags");
+            tagResult.value = [];
+            tagCount.value = {};
+        });
 };
 </script>
 
@@ -67,21 +74,29 @@ const filterSuggestions = (event) => {
         <!-- Search bar to add tags -->
         <AutoComplete
             v-model="searchValue"
-            :suggestions="suggestions"
+            :suggestions="tagResult"
             :empty-search-message="emptySearchMessage"
             @complete="filterSuggestions"
             @item-select="handleSelect"
             @keydown="handleKeydown"
             placeholder="Type to add tags"
+            completeOnFocus
         >
-            <template #option="headerProps">
-                {{ headerProps.option }} -
-                <span class="py-0.5 px-1 rounded-lg bg-gray-100">32</span>
+            <template #option="slotProps">
+                <div class="flex items-center justify-between w-full">
+                    <span>{{ slotProps.option }}</span>
+                    <span
+                        v-if="tagCount[slotProps.option] !== undefined"
+                        class="py-0.5 px-1 rounded-lg bg-gray-100 text-sm text-gray-700"
+                    >
+                        {{ tagCount[slotProps.option] }}
+                    </span>
+                </div>
             </template>
         </AutoComplete>
         <!-- List of tags -->
         <div class="mt-2">
-            <Tag v-for="tag in tags" :key="tag" class="mr-2 mb-2">
+            <Tag v-for="tag in selectedTags" :key="tag" class="mr-2 mb-2">
                 <button @click="() => removeTag(tag)" class="mr-1">
                     <Icon icon="mdi:remove-bold" />
                 </button>
diff --git a/resources/js/Components/Resources/Reviews/CreateResourceReview.vue b/resources/js/Components/Resources/Reviews/CreateResourceReview.vue
index f95b3136..f6cd6bc8 100644
--- a/resources/js/Components/Resources/Reviews/CreateResourceReview.vue
+++ b/resources/js/Components/Resources/Reviews/CreateResourceReview.vue
@@ -35,20 +35,18 @@ const form = useForm({
 
 const resolver = ref(yupResolver(resourceReviewFields));
 
-const submitReview = () => {
-    resourceReviewFields
-        .validate(form.data, { abortEarly: false })
-        .then(() => {
-            form.post(
-                route("reviews.store", {
-                    computerScienceResource: props.resourceId,
-                }),
-                { preserveScroll: true }
-            );
-        })
-        .catch((err) => {
-            console.error("Validation errors:", err);
-        });
+const submitReview = (event) => {
+    if (!event.valid) {
+        console.error("Validation errors");
+        return;
+    }
+
+    form.post(
+        route("reviews.store", {
+            computerScienceResource: props.resourceId,
+        }),
+        { preserveScroll: true }
+    );
 };
 </script>
 
diff --git a/resources/js/Pages/Resources/Form/TagsFields.vue b/resources/js/Pages/Resources/Form/TagsFields.vue
index b17762fb..38d2caf4 100644
--- a/resources/js/Pages/Resources/Form/TagsFields.vue
+++ b/resources/js/Pages/Resources/Form/TagsFields.vue
@@ -32,7 +32,7 @@ watch(
     </h2>
     <TagSelector
         :initial="formData.programming_language_tags ?? []"
-        @changed="(tags) => (formData.programming_language_tags = tags)"
+        v-model="formData.programming_language_tags"
     ></TagSelector>
 
     <!-- Tag Selector for Other tags -->
@@ -41,7 +41,7 @@ watch(
     </h2>
     <TagSelector
         :initial="formData.general_tags ?? []"
-        @changed="(tags) => (formData.general_tags = tags)"
+        v-model="formData.general_tags"
     ></TagSelector>
 
     <!-- Prev/Next Button -->
diff --git a/resources/js/Pages/Resources/Form/TopicsFields.vue b/resources/js/Pages/Resources/Form/TopicsFields.vue
index eac6d705..48254b4f 100644
--- a/resources/js/Pages/Resources/Form/TopicsFields.vue
+++ b/resources/js/Pages/Resources/Form/TopicsFields.vue
@@ -1,7 +1,6 @@
 <script setup>
 import { ref, defineProps, defineEmits, watch } from "vue";
 import TagSelector from "@/Components/Form/TagSelector.vue";
-import Message from "primevue/message";
 import Button from "primevue/button";
 import { yupResolver } from "@primevue/forms/resolvers/yup";
 import { resourceMandatoryTags } from "@/Helpers/validation";
@@ -19,6 +18,7 @@ const emit = defineEmits(["change", "next", "back"]);
 
 // Reactive reference for form data
 const formData = ref({ ...props.form });
+const errors = ref([]);
 
 const schema = resourceMandatoryTags;
 // PrimeVue Resolver
@@ -43,8 +43,9 @@ const validateAndNext = async () => {
         })
         .catch((error) => {
             console.error("Validation failed:", error.errors);
+            errors.value = error.errors;
         });
-        console.log(formData);
+    console.log(formData);
 };
 </script>
 
@@ -57,14 +58,15 @@ const validateAndNext = async () => {
         :initialValues="formData"
         class="flex flex-col gap-4 w-full"
     >
-        <FormField v-slot="$field" name="topic_tags" class="flex flex-col gap-1">
+        <div class="flex flex-col gap-1">
             <!-- Tag Selector for topics -->
             <TagSelector
                 :initial="formData.topic_tags ?? []"
-                @changed="(tags) => (formData.topic_tags = tags)"
+                v-model="formData.topic_tags"
             ></TagSelector>
-            <PrimeVueFormError v-if="$field?.invalid" :errors="$field.errors" />
-        </FormField>
+
+            <PrimeVueFormError :errors="errors" />
+        </div>
 
         <!-- Prev/Next Button -->
         <div class="flex pt-6 justify-between">
diff --git a/routes/web.php b/routes/web.php
index d457da88..8893c428 100644
--- a/routes/web.php
+++ b/routes/web.php
@@ -6,7 +6,9 @@
 use App\Http\Controllers\ComputerScienceResourceController;
 use App\Http\Controllers\ResourceEditsController;
 use App\Http\Controllers\ResourceReviewController;
+use App\Http\Controllers\TagFrequencyController;
 use App\Http\Controllers\UpvoteController;
+use App\Models\TagFrequency;
 use Inertia\Inertia;
 
 // Public
@@ -74,6 +76,10 @@
     Route::get('/comments/show/{type}/{id}/{index}/{paginationLimit?}', 'show')->name('comments.show');
 });
 
+Route::controller(TagFrequencyController::class)->group(function () {
+    Route::get('/tags/search/{query?}', 'search')->name('tags.search');
+});
+
 // Resource Edits
 Route::controller(ResourceEditsController::class)->group(function () {
     Route::get('/resource/edit/{resourceEdits}', 'show')->name('resource_edits.show');
diff --git a/tests/Unit/ResourceEditsServiceTest.php b/tests/Unit/ResourceEditsServiceTest.php
index d3963679..1c69bc3d 100644
--- a/tests/Unit/ResourceEditsServiceTest.php
+++ b/tests/Unit/ResourceEditsServiceTest.php
@@ -17,19 +17,19 @@ protected function setUp(): void
     }
 
     /**
-     * Zero votes on a resource, so 1 approval is enough to merge
+     * Zero votes on a resource, 3 approval is minimum to merge
      */
     public function test_zero_votes_on_edit(): void
     {
-        $this->assertEquals($this->service->requiredVotes(0), 1);
+        $this->assertEquals($this->service->requiredVotes(0), 3);
     }
 
     /**
-     * 1 vote on a resource, so 1 approval is enough to merge
+     * 1 vote on a resource, 3 approvals is minimum to merge
      */
     public function test_one_vote_on_edit(): void
     {
-        $this->assertEquals($this->service->requiredVotes(1), 1);
+        $this->assertEquals($this->service->requiredVotes(1), 3);
     }