Update

app/Helpers/FirstParty/AI/CloudflareAI.php

@@ -2,6 +2,7 @@
 
 namespace App\Helpers\FirstParty\AI;
 
+use App\Models\KeywordEmbedding;
 use Exception;
 use Illuminate\Support\Facades\Http;
 use Pgvector\Laravel\Vector;
@@ -16,10 +17,18 @@ public static function getVectorEmbeddingBgeSmall($embedding_query)
             throw new Exception('Empty embedding query.');
         }
 
+        $keyword_embedding = KeywordEmbedding::where('keyword', $embedding_query)->first();
+
+        if (! is_null($keyword_embedding)) {
+            return $keyword_embedding->embedding;
+        }
+
         $maxRetries = 3;
         $currentAttempt = 0;
 
-        while ($currentAttempt < $maxRetries) {
+        $embedding = null;
+
+        while ($currentAttempt < $maxRetries && $embedding === null) {
             try {
                 // Use the new API endpoint
                 $response = Http::withHeaders([])->withOptions(['verify' => (app()->environment() == 'local') ? false : true])->timeout(800)
@@ -37,7 +46,17 @@ public static function getVectorEmbeddingBgeSmall($embedding_query)
                 $embedding_response = json_decode($response->body(), true);
 
                 try {
-                    return new Vector($embedding_response['response']['data'][0]);
+                    $embedding = new Vector($embedding_response['response']['data'][0]);
+
+                    // dump($embedding);
+                    // dump($embedding_query);
+
+                    KeywordEmbedding::create([
+                        'keyword' => $embedding_query,
+                        'embedding' => $embedding
+                    ]);
+
+                    break;
                 } catch (Exception $e) {
                     throw new Exception('Embedding response failed, null response');
                 }