diff --git a/README.md b/README.md
index 135f11e..54ddaef 100644
--- a/README.md
+++ b/README.md
@@ -344,7 +344,7 @@ vector_db = VectorDatabaseService(
 # Add image vector
 point_id = vector_db.add_image_vector(
     image_id="img_123",
-    vector=[0.1, 0.2, ...],  # 512-dimensional vector
+    vector=[0.1, 0.2, ...],  # 1408-dimensional vector
     metadata={"filename": "image.jpg", "size": 1024}
 )
 
diff --git a/deployment/cleanup-images.sh b/deployment/cleanup-images.sh
deleted file mode 100644
index 5475721..0000000
--- a/deployment/cleanup-images.sh
+++ /dev/null
@@ -1,62 +0,0 @@
-#!/bin/bash
-set -e
-
-# Container Image Cleanup Script
-# This script cleans up container images from Google Container Registry
-# Images are not managed by Terraform, so this provides a manual cleanup option
-
-PROJECT_ID=$(gcloud config get-value project)
-IMAGE_NAME="sereact-api"
-
-if [ -z "$PROJECT_ID" ]; then
-    echo "ERROR: No Google Cloud project is set. Run 'gcloud config set project YOUR_PROJECT_ID'"
-    exit 1
-fi
-
-echo "Cleaning up container images for project: $PROJECT_ID"
-echo "Image repository: gcr.io/$PROJECT_ID/$IMAGE_NAME"
-echo ""
-
-# Check if repository exists
-if ! gcloud container images list-tags "gcr.io/$PROJECT_ID/$IMAGE_NAME" > /dev/null 2>&1; then
-    echo "No container images found for $IMAGE_NAME"
-    exit 0
-fi
-
-echo "Found container images. Listing current images:"
-gcloud container images list-tags "gcr.io/$PROJECT_ID/$IMAGE_NAME"
-echo ""
-
-read -p "Do you want to delete ALL images for $IMAGE_NAME? (yes/no): " confirm
-
-if [ "$confirm" != "yes" ]; then
-    echo "Cleanup cancelled."
-    exit 0
-fi
-
-echo "Deleting container images..."
-
-# Get all image digests and delete them
-DIGESTS=$(gcloud container images list-tags "gcr.io/$PROJECT_ID/$IMAGE_NAME" --format="get(digest)" --filter="tags:*" 2>/dev/null || true)
-UNTAGGED_DIGESTS=$(gcloud container images list-tags "gcr.io/$PROJECT_ID/$IMAGE_NAME" --format="get(digest)" --filter="-tags:*" 2>/dev/null || true)
-
-# Delete tagged images
-if [ ! -z "$DIGESTS" ]; then
-    echo "Deleting tagged images..."
-    for digest in $DIGESTS; do
-        gcloud container images delete "gcr.io/$PROJECT_ID/$IMAGE_NAME@$digest" --force-delete-tags --quiet || echo "Failed to delete $digest"
-    done
-fi
-
-# Delete untagged images
-if [ ! -z "$UNTAGGED_DIGESTS" ]; then
-    echo "Deleting untagged images..."
-    for digest in $UNTAGGED_DIGESTS; do
-        gcloud container images delete "gcr.io/$PROJECT_ID/$IMAGE_NAME@$digest" --quiet || echo "Failed to delete $digest"
-    done
-fi
-
-echo "Container image cleanup completed."
-echo ""
-echo "Note: The repository gcr.io/$PROJECT_ID/$IMAGE_NAME may still exist but should be empty."
-echo "You can verify with: gcloud container images list-tags gcr.io/$PROJECT_ID/$IMAGE_NAME" 
\ No newline at end of file
diff --git a/deployment/cloud-function/test_vertex_ai_embeddings.py b/deployment/cloud-function/test_vertex_ai_embeddings.py
deleted file mode 100644
index eef647e..0000000
--- a/deployment/cloud-function/test_vertex_ai_embeddings.py
+++ /dev/null
@@ -1,107 +0,0 @@
-#!/usr/bin/env python3
-"""
-Simple test script to verify Vertex AI multimodal embeddings work correctly.
-Run this script to test the embedding generation before deploying.
-"""
-
-import os
-import sys
-import logging
-from PIL import Image
-import io
-import numpy as np
-
-# Add the current directory to the path so we can import main
-sys.path.insert(0, os.path.dirname(os.path.abspath(__file__)))
-
-# Set up logging
-logging.basicConfig(level=logging.INFO)
-logger = logging.getLogger(__name__)
-
-def create_test_image():
-    """Create a simple test image"""
-    # Create a simple 100x100 RGB image with a red square
-    img = Image.new('RGB', (100, 100), color='white')
-    pixels = img.load()
-    
-    # Draw a red square in the center
-    for i in range(25, 75):
-        for j in range(25, 75):
-            pixels[i, j] = (255, 0, 0)  # Red
-    
-    # Convert to bytes
-    img_bytes = io.BytesIO()
-    img.save(img_bytes, format='PNG')
-    return img_bytes.getvalue()
-
-def test_vertex_ai_embeddings():
-    """Test Vertex AI embedding generation"""
-    try:
-        # Set required environment variables for testing
-        os.environ['GOOGLE_CLOUD_PROJECT'] = os.environ.get('GOOGLE_CLOUD_PROJECT', 'your-project-id')
-        os.environ['VERTEX_AI_LOCATION'] = os.environ.get('VERTEX_AI_LOCATION', 'us-central1')
-        
-        # Import the function we want to test
-        from main import generate_image_embeddings
-        
-        # Create test image
-        logger.info("Creating test image...")
-        test_image_data = create_test_image()
-        logger.info(f"Created test image with {len(test_image_data)} bytes")
-        
-        # Generate embeddings
-        logger.info("Generating embeddings using Vertex AI...")
-        embeddings = generate_image_embeddings(test_image_data)
-        
-        if embeddings is None:
-            logger.error("Failed to generate embeddings!")
-            return False
-        
-        # Verify embeddings
-        logger.info(f"Generated embeddings with shape: {embeddings.shape}")
-        logger.info(f"Embeddings dtype: {embeddings.dtype}")
-        logger.info(f"Embeddings range: [{embeddings.min():.4f}, {embeddings.max():.4f}]")
-        logger.info(f"Embeddings norm: {np.linalg.norm(embeddings):.4f}")
-        
-        # Basic validation
-        assert isinstance(embeddings, np.ndarray), "Embeddings should be numpy array"
-        assert embeddings.dtype == np.float32, "Embeddings should be float32"
-        assert len(embeddings.shape) == 1, "Embeddings should be 1D array"
-        assert embeddings.shape[0] == 1408, f"Expected 1408 dimensions, got {embeddings.shape[0]}"
-        
-        # Check if normalized (should be close to 1.0)
-        norm = np.linalg.norm(embeddings)
-        assert 0.9 <= norm <= 1.1, f"Embeddings should be normalized, norm is {norm}"
-        
-        logger.info("✅ All tests passed! Vertex AI embeddings are working correctly.")
-        return True
-        
-    except ImportError as e:
-        logger.error(f"Import error: {e}")
-        logger.error("Make sure you have installed the required dependencies:")
-        logger.error("pip install google-cloud-aiplatform")
-        return False
-    except Exception as e:
-        logger.error(f"Test failed with error: {e}")
-        return False
-
-if __name__ == "__main__":
-    logger.info("Testing Vertex AI multimodal embeddings...")
-    
-    # Check if required environment variables are set
-    project_id = os.environ.get('GOOGLE_CLOUD_PROJECT')
-    if not project_id:
-        logger.error("Please set GOOGLE_CLOUD_PROJECT environment variable")
-        logger.error("Example: export GOOGLE_CLOUD_PROJECT=your-project-id")
-        sys.exit(1)
-    
-    logger.info(f"Using project: {project_id}")
-    
-    success = test_vertex_ai_embeddings()
-    
-    if success:
-        logger.info("🎉 Test completed successfully!")
-        sys.exit(0)
-    else:
-        logger.error("❌ Test failed!")
-        sys.exit(1) 
\ No newline at end of file
diff --git a/deployment/fix-cloud-run-deployment.sh b/deployment/fix-cloud-run-deployment.sh
deleted file mode 100644
index 2d159c6..0000000
--- a/deployment/fix-cloud-run-deployment.sh
+++ /dev/null
@@ -1,135 +0,0 @@
-#!/bin/bash
-set -e
-
-# Configuration
-PROJECT_ID="gen-lang-client-0424120530"
-REGION="us-central1"
-SERVICE_NAME="sereact"
-
-echo "=== Cloud Run Deployment Fix Script ==="
-echo "Project: $PROJECT_ID"
-echo "Region: $REGION"
-echo "Service: $SERVICE_NAME"
-echo ""
-
-# Function to check if gcloud is authenticated
-check_auth() {
-    if ! gcloud auth list --filter=status:ACTIVE --format="value(account)" | grep -q .; then
-        echo "ERROR: No active gcloud authentication found."
-        echo "Please run: gcloud auth login"
-        exit 1
-    fi
-}
-
-# Function to clean up problematic revisions
-cleanup_revisions() {
-    echo "Step 1: Cleaning up problematic revisions..."
-    
-    # Get all revisions for the service
-    REVISIONS=$(gcloud run revisions list --service=$SERVICE_NAME --region=$REGION --project=$PROJECT_ID --format="value(metadata.name)" 2>/dev/null || echo "")
-    
-    if [ -z "$REVISIONS" ]; then
-        echo "No revisions found or service doesn't exist."
-        return 0
-    fi
-    
-    echo "Found revisions:"
-    echo "$REVISIONS"
-    echo ""
-    
-    # Delete old revisions (keep the latest one for now)
-    REVISION_COUNT=$(echo "$REVISIONS" | wc -l)
-    if [ $REVISION_COUNT -gt 1 ]; then
-        echo "Deleting old revisions to prevent conflicts..."
-        echo "$REVISIONS" | head -n -1 | while read revision; do
-            if [ ! -z "$revision" ]; then
-                echo "Deleting revision: $revision"
-                gcloud run revisions delete "$revision" --region=$REGION --project=$PROJECT_ID --quiet || echo "Failed to delete $revision (may be in use)"
-            fi
-        done
-    fi
-}
-
-# Function to force a new deployment
-force_redeploy() {
-    echo "Step 2: Forcing a new deployment with Terraform..."
-    
-    cd "$(dirname "$0")/terraform"
-    
-    # Taint the Cloud Run service to force recreation
-    echo "Tainting Cloud Run service to force recreation..."
-    terraform taint google_cloud_run_service.sereact || echo "Service not in state or already tainted"
-    
-    # Apply the configuration
-    echo "Applying Terraform configuration..."
-    terraform apply -auto-approve
-    
-    cd - > /dev/null
-}
-
-# Function to verify deployment
-verify_deployment() {
-    echo "Step 3: Verifying deployment..."
-    
-    # Wait a moment for the service to be ready
-    sleep 10
-    
-    # Check service status
-    SERVICE_URL=$(gcloud run services describe $SERVICE_NAME --region=$REGION --project=$PROJECT_ID --format="value(status.url)" 2>/dev/null || echo "")
-    
-    if [ ! -z "$SERVICE_URL" ]; then
-        echo "✅ Service deployed successfully!"
-        echo "Service URL: $SERVICE_URL"
-        
-        # Test the service
-        echo "Testing service health..."
-        if curl -s -o /dev/null -w "%{http_code}" "$SERVICE_URL/health" | grep -q "200"; then
-            echo "✅ Service is responding correctly!"
-        else
-            echo "⚠️  Service deployed but health check failed. Check logs:"
-            echo "gcloud logging read \"resource.type=cloud_run_revision AND resource.labels.service_name=$SERVICE_NAME\" --limit=10 --project=$PROJECT_ID"
-        fi
-    else
-        echo "❌ Service deployment failed."
-        exit 1
-    fi
-}
-
-# Main execution
-main() {
-    echo "Starting Cloud Run deployment fix..."
-    echo ""
-    
-    check_auth
-    cleanup_revisions
-    force_redeploy
-    verify_deployment
-    
-    echo ""
-    echo "=== Deployment Fix Complete ==="
-    echo "If you continue to have issues, try:"
-    echo "1. Building a new image: ./deployment/deploy.sh --deploy --build"
-    echo "2. Checking logs: gcloud logging read \"resource.type=cloud_run_revision AND resource.labels.service_name=$SERVICE_NAME\" --limit=10 --project=$PROJECT_ID"
-}
-
-# Help function
-show_help() {
-    echo "Usage: $0 [--help]"
-    echo ""
-    echo "This script fixes Cloud Run deployment issues by:"
-    echo "1. Cleaning up problematic revisions"
-    echo "2. Forcing a new deployment with Terraform"
-    echo "3. Verifying the deployment"
-    echo ""
-    echo "Options:"
-    echo "  --help    Show this help message"
-}
-
-# Parse arguments
-if [ "$1" = "--help" ]; then
-    show_help
-    exit 0
-fi
-
-# Run main function
-main 
\ No newline at end of file
diff --git a/deployment/terraform/scripts/install_qdrant.sh b/deployment/terraform/scripts/install_qdrant.sh
index dc94a02..b8fbc22 100644
--- a/deployment/terraform/scripts/install_qdrant.sh
+++ b/deployment/terraform/scripts/install_qdrant.sh
@@ -172,7 +172,7 @@ curl -X PUT "http://localhost:6333/collections/image_vectors" \
   -H "Content-Type: application/json" \
   -d '{
     "vectors": {
-      "size": 512,
+      "size": 1408,
       "distance": "Cosine"
     },
     "optimizers_config": {
diff --git a/deployment/terraform/terraform.tfstate b/deployment/terraform/terraform.tfstate
index fb755f2..e4f22d7 100644
--- a/deployment/terraform/terraform.tfstate
+++ b/deployment/terraform/terraform.tfstate
@@ -1,7 +1,7 @@
 {
   "version": 4,
   "terraform_version": "1.10.1",
-  "serial": 425,
+  "serial": 438,
   "lineage": "a183cd95-f987-8698-c6dd-84e933c394a5",
   "outputs": {
     "cloud_function_name": {
@@ -13,11 +13,11 @@
       "type": "string"
     },
     "cloud_run_qdrant_host": {
-      "value": "34.71.6.1",
+      "value": "35.193.174.125",
       "type": "string"
     },
     "cloud_run_qdrant_host_internal": {
-      "value": "10.128.0.6",
+      "value": "10.128.0.7",
       "type": "string"
     },
     "cloud_run_url": {
@@ -32,8 +32,8 @@
       "value": {
         "cloud_run_url": "https://sereact-p64zpdtkta-uc.a.run.app",
         "firestore_database": "sereact-imagedb",
-        "qdrant_endpoint": "http://34.71.6.1:6333",
-        "qdrant_host_ip": "34.71.6.1",
+        "qdrant_endpoint": "http://35.193.174.125:6333",
+        "qdrant_host_ip": "35.193.174.125",
         "static_ip_enabled": false,
         "storage_bucket": "sereact-images"
       },
@@ -62,11 +62,11 @@
       "type": "string"
     },
     "qdrant_grpc_endpoint": {
-      "value": "http://34.71.6.1:6334",
+      "value": "http://35.193.174.125:6334",
       "type": "string"
     },
     "qdrant_http_endpoint": {
-      "value": "http://34.71.6.1:6333",
+      "value": "http://35.193.174.125:6333",
       "type": "string"
     },
     "storage_bucket_name": {
@@ -74,11 +74,11 @@
       "type": "string"
     },
     "vector_db_vm_external_ip": {
-      "value": "34.71.6.1",
+      "value": "35.193.174.125",
       "type": "string"
     },
     "vector_db_vm_internal_ip": {
-      "value": "10.128.0.6",
+      "value": "10.128.0.7",
       "type": "string"
     },
     "vector_db_vm_name": {
@@ -98,16 +98,16 @@
           "attributes": {
             "exclude_symlink_directories": null,
             "excludes": null,
-            "id": "bfc4b3b9de401cd15676a09a067a8e4095b0bf4e",
-            "output_base64sha256": "cXx9sC1kIbTDG7BlKAtf3FUasHLZ/wZPzVoyBvt8p9Q=",
-            "output_base64sha512": "dcntRZ4Hz4dfBBj7YVsTzx+SEAqCXZCD8TAAh8cr5xa3uT2Lsmtf8zpxpyQEeMlsCNaF8dUohGQ7BD9LJYigPw==",
+            "id": "88ee03db0f4c7023c0c620449e167ad27074fdd0",
+            "output_base64sha256": "0p558sP6ikbyrfmva7zGOYklnR/4VRPD1zcl8HZcv8A=",
+            "output_base64sha512": "mal2zoxqjg5lZYruPmffQdDqY9FJONPc5Wnu41NP07LOj/tC+sJAAeQ7tmU0mq8h6SfQE6wwxFeYJuEO1y2xLg==",
             "output_file_mode": null,
-            "output_md5": "46efa1aee5386e2f244b597289c7c4ba",
+            "output_md5": "58a2b7fe53bb2c8c921405cc965d635c",
             "output_path": "./function-source.zip",
-            "output_sha": "bfc4b3b9de401cd15676a09a067a8e4095b0bf4e",
-            "output_sha256": "717c7db02d6421b4c31bb065280b5fdc551ab072d9ff064fcd5a3206fb7ca7d4",
-            "output_sha512": "75c9ed459e07cf875f0418fb615b13cf1f92100a825d9083f1300087c72be716b7b93d8bb26b5ff33a71a7240478c96c08d685f1d52884643b043f4b2588a03f",
-            "output_size": 6734,
+            "output_sha": "88ee03db0f4c7023c0c620449e167ad27074fdd0",
+            "output_sha256": "d29e79f2c3fa8a46f2adf9af6bbcc63989259d1ff85513c3d73725f0765cbfc0",
+            "output_sha512": "99a976ce8c6a8e0e65658aee3e67df41d0ea63d14938d3dce569eee3534fd3b2ce8ffb42fac24001e43bb665349aaf21e927d013ac30c4579826e10ed72db12e",
+            "output_size": 69765973,
             "source": [],
             "source_content": null,
             "source_content_filename": null,
@@ -172,7 +172,7 @@
                 "effective_annotations": {
                   "run.googleapis.com/ingress": "all",
                   "run.googleapis.com/ingress-status": "all",
-                  "run.googleapis.com/operation-id": "7a9a82f0-4bc9-4fe6-af40-ddee543c0536",
+                  "run.googleapis.com/operation-id": "0f195b05-99ac-4d28-b5fe-2d3dea289124",
                   "run.googleapis.com/urls": "[\"https://sereact-761163285547.us-central1.run.app\",\"https://sereact-p64zpdtkta-uc.a.run.app\"]",
                   "serving.knative.dev/creator": "johnpccd3@gmail.com",
                   "serving.knative.dev/lastModifier": "johnpccd3@gmail.com"
@@ -182,14 +182,14 @@
                   "goog-terraform-provisioned": "true"
                 },
                 "generation": 1,
-                "labels": null,
+                "labels": {},
                 "namespace": "gen-lang-client-0424120530",
-                "resource_version": "AAY18uNZfE8",
+                "resource_version": "AAY189oNgAQ",
                 "self_link": "/apis/serving.knative.dev/v1/namespaces/761163285547/services/sereact",
                 "terraform_labels": {
                   "goog-terraform-provisioned": "true"
                 },
-                "uid": "dfae23a0-4b71-40aa-baa8-64f5b842501a"
+                "uid": "20e61eb3-6217-40e8-8ae5-45111d31bbda"
               }
             ],
             "name": "sereact",
@@ -216,14 +216,14 @@
                     "type": "RoutesReady"
                   }
                 ],
-                "latest_created_revision_name": "sereact-00001-58h",
-                "latest_ready_revision_name": "sereact-00001-58h",
+                "latest_created_revision_name": "sereact-00001-2lz",
+                "latest_ready_revision_name": "sereact-00001-2lz",
                 "observed_generation": 1,
                 "traffic": [
                   {
                     "latest_revision": true,
                     "percent": 100,
-                    "revision_name": "sereact-00001-58h",
+                    "revision_name": "sereact-00001-2lz",
                     "tag": "",
                     "url": ""
                   }
@@ -256,8 +256,8 @@
                     "container_concurrency": 80,
                     "containers": [
                       {
-                        "args": null,
-                        "command": null,
+                        "args": [],
+                        "command": [],
                         "env": [
                           {
                             "name": "API_KEY_SECRET",
@@ -291,7 +291,7 @@
                           },
                           {
                             "name": "QDRANT_HOST",
-                            "value": "34.71.6.1",
+                            "value": "35.193.174.125",
                             "value_from": []
                           },
                           {
@@ -337,7 +337,7 @@
                               "cpu": "1",
                               "memory": "1Gi"
                             },
-                            "requests": null
+                            "requests": {}
                           }
                         ],
                         "startup_probe": [
@@ -359,7 +359,7 @@
                         "working_dir": ""
                       }
                     ],
-                    "node_selector": null,
+                    "node_selector": {},
                     "service_account_name": "761163285547-compute@developer.gserviceaccount.com",
                     "serving_state": "",
                     "timeout_seconds": 300,
@@ -440,7 +440,7 @@
           "schema_version": 0,
           "attributes": {
             "condition": [],
-            "etag": "BwY18uO4z7A=",
+            "etag": "BwY189qg+AA=",
             "id": "v1/projects/gen-lang-client-0424120530/locations/us-central1/services/sereact/roles/run.invoker/allUsers",
             "location": "us-central1",
             "member": "allUsers",
@@ -474,7 +474,7 @@
                 "automatic_update_policy": [
                   {}
                 ],
-                "build": "projects/761163285547/locations/us-central1/builds/47fecac1-7233-42af-ad0e-2a5a9c66e282",
+                "build": "projects/761163285547/locations/us-central1/builds/aab08c74-df86-4cd7-9176-4ff267cab3e6",
                 "docker_repository": "projects/gen-lang-client-0424120530/locations/us-central1/repositories/gcf-artifacts",
                 "entry_point": "process_image_embedding",
                 "environment_variables": {},
@@ -487,8 +487,8 @@
                     "storage_source": [
                       {
                         "bucket": "gen-lang-client-0424120530-cloud-function-source",
-                        "generation": 1748123369545880,
-                        "object": "function-source-46efa1aee5386e2f244b597289c7c4ba.zip"
+                        "generation": 1748171376287077,
+                        "object": "function-source-58a2b7fe53bb2c8c921405cc965d635c.zip"
                       }
                     ]
                   }
@@ -508,13 +508,13 @@
                 "pubsub_topic": "projects/gen-lang-client-0424120530/topics/image-processing-topic",
                 "retry_policy": "RETRY_POLICY_RETRY",
                 "service_account_email": "761163285547-compute@developer.gserviceaccount.com",
-                "trigger": "projects/gen-lang-client-0424120530/locations/us-central1/triggers/process-image-embedding-422683",
+                "trigger": "projects/gen-lang-client-0424120530/locations/us-central1/triggers/process-image-embedding-013009",
                 "trigger_region": "us-central1"
               }
             ],
             "id": "projects/gen-lang-client-0424120530/locations/us-central1/functions/process-image-embedding",
             "kms_key_name": "",
-            "labels": {},
+            "labels": null,
             "location": "us-central1",
             "name": "process-image-embedding",
             "project": "gen-lang-client-0424120530",
@@ -534,7 +534,7 @@
                   "PROJECT_ID": "gen-lang-client-0424120530",
                   "QDRANT_API_KEY": "",
                   "QDRANT_COLLECTION": "image_vectors",
-                  "QDRANT_HOST": "34.71.6.1",
+                  "QDRANT_HOST": "35.193.174.125",
                   "QDRANT_HTTPS": "false",
                   "QDRANT_PORT": "6333",
                   "VERTEX_AI_LOCATION": "us-central1"
@@ -559,7 +559,7 @@
               "goog-terraform-provisioned": "true"
             },
             "timeouts": null,
-            "update_time": "2025-05-25T09:26:49.473142736Z",
+            "update_time": "2025-05-25T11:13:04.212724797Z",
             "url": "https://us-central1-gen-lang-client-0424120530.cloudfunctions.net/process-image-embedding"
           },
           "sensitive_attributes": [
@@ -711,7 +711,7 @@
             "can_ip_forward": false,
             "confidential_instance_config": [],
             "cpu_platform": "Intel Broadwell",
-            "creation_timestamp": "2025-05-24T14:09:30.477-07:00",
+            "creation_timestamp": "2025-05-25T03:58:31.230-07:00",
             "current_status": "RUNNING",
             "deletion_protection": false,
             "description": "",
@@ -724,21 +724,21 @@
             "hostname": "",
             "id": "projects/gen-lang-client-0424120530/zones/us-central1-a/instances/sereact-vector-db",
             "instance_encryption_key": [],
-            "instance_id": "1246596410843827045",
+            "instance_id": "3665939918038714681",
             "key_revocation_action_type": "",
             "label_fingerprint": "vezUS-42LLM=",
             "labels": {},
             "machine_type": "e2-standard-2",
             "metadata": {},
-            "metadata_fingerprint": "cE8FbgySELs=",
-            "metadata_startup_script": "#!/bin/bash\n\n# Qdrant Vector Database Installation Script\n# This script installs and configures Qdrant on Ubuntu 22.04\n\nset -e\n\n# Update system packages\napt-get update\napt-get upgrade -y\n\n# Install required packages\napt-get install -y curl wget gnupg2 software-properties-common apt-transport-https ca-certificates\n\n# Install Docker\ncurl -fsSL https://download.docker.com/linux/ubuntu/gpg | gpg --dearmor -o /usr/share/keyrings/docker-archive-keyring.gpg\necho \"deb [arch=amd64 signed-by=/usr/share/keyrings/docker-archive-keyring.gpg] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable\" | tee /etc/apt/sources.list.d/docker.list \u003e /dev/null\napt-get update\napt-get install -y docker-ce docker-ce-cli containerd.io\n\n# Start and enable Docker\nsystemctl start docker\nsystemctl enable docker\n\n# Create qdrant user and directories\nuseradd -r -s /bin/false qdrant || true\nmkdir -p /opt/qdrant/storage\nmkdir -p /opt/qdrant/config\nchown -R qdrant:qdrant /opt/qdrant\n\n# Create Qdrant configuration file\ncat \u003e /opt/qdrant/config/config.yaml \u003c\u003c EOF\nservice:\n  host: 0.0.0.0\n  http_port: 6333\n  grpc_port: 6334\n  enable_cors: true\n\nstorage:\n  storage_path: /qdrant/storage\n  snapshots_path: /qdrant/snapshots\n  on_disk_payload: true\n\ncluster:\n  enabled: false\n\ntelemetry:\n  disabled: true\n\nlog_level: INFO\nEOF\n\n# Create API key configuration if provided\nif [ -n \"\" ] \u0026\u0026 [ \"\" != \"\" ]; then\ncat \u003e\u003e /opt/qdrant/config/config.yaml \u003c\u003c EOF\n\nservice:\n  api_key: \"\"\nEOF\nfi\n\n# Create systemd service for Qdrant\ncat \u003e /etc/systemd/system/qdrant.service \u003c\u003c EOF\n[Unit]\nDescription=Qdrant Vector Database\nAfter=docker.service\nRequires=docker.service\n\n[Service]\nType=simple\nUser=root\nExecStartPre=-/usr/bin/docker stop qdrant\nExecStartPre=-/usr/bin/docker rm qdrant\nExecStart=/usr/bin/docker run --name qdrant \\\n  -p 6333:6333 \\\n  -p 6334:6334 \\\n  -v /opt/qdrant/storage:/qdrant/storage:z \\\n  -v /opt/qdrant/config/config.yaml:/qdrant/config/production.yaml:z \\\n  qdrant/qdrant:latest\nExecStop=/usr/bin/docker stop qdrant\nRestart=always\nRestartSec=10\n\n[Install]\nWantedBy=multi-user.target\nEOF\n\n# Pull Qdrant Docker image\ndocker pull qdrant/qdrant:latest\n\n# Enable and start Qdrant service\nsystemctl daemon-reload\nsystemctl enable qdrant\nsystemctl start qdrant\n\n# Install monitoring tools\napt-get install -y htop iotop nethogs\n\n# Create a simple health check script\ncat \u003e /opt/qdrant/health_check.sh \u003c\u003c 'EOF'\n#!/bin/bash\nresponse=$(curl -s -o /dev/null -w \"%{http_code}\" http://localhost:6333/health)\nif [ \"$response\" = \"200\" ]; then\n    echo \"Qdrant is healthy\"\n    exit 0\nelse\n    echo \"Qdrant is not responding properly (HTTP $response)\"\n    exit 1\nfi\nEOF\n\nchmod +x /opt/qdrant/health_check.sh\n\n# Set up log rotation for Docker logs\ncat \u003e /etc/logrotate.d/docker \u003c\u003c EOF\n/var/lib/docker/containers/*/*.log {\n    rotate 7\n    daily\n    compress\n    size=1M\n    missingok\n    delaycompress\n    copytruncate\n}\nEOF\n\n# Configure firewall (ufw)\nufw --force enable\nufw allow ssh\nufw allow 6333/tcp  # Qdrant HTTP API\nufw allow 6334/tcp  # Qdrant gRPC API\n\n# Create a simple backup script\ncat \u003e /opt/qdrant/backup.sh \u003c\u003c 'EOF'\n#!/bin/bash\nBACKUP_DIR=\"/opt/qdrant/backups\"\nDATE=$(date +%Y%m%d_%H%M%S)\nmkdir -p $BACKUP_DIR\n\n# Create snapshot via API\ncurl -X POST \"http://localhost:6333/snapshots\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"snapshot_name\": \"backup_'$DATE'\"}'\n\n# Copy storage directory\ntar -czf $BACKUP_DIR/qdrant_storage_$DATE.tar.gz -C /opt/qdrant storage/\n\n# Keep only last 7 backups\nfind $BACKUP_DIR -name \"*.tar.gz\" -mtime +7 -delete\n\necho \"Backup completed: $DATE\"\nEOF\n\nchmod +x /opt/qdrant/backup.sh\n\n# Set up daily backup cron job\necho \"0 2 * * * root /opt/qdrant/backup.sh \u003e\u003e /var/log/qdrant_backup.log 2\u003e\u00261\" \u003e\u003e /etc/crontab\n\n# Wait for Qdrant to be ready\necho \"Waiting for Qdrant to start...\"\nfor i in {1..30}; do\n    if curl -s http://localhost:6333/health \u003e /dev/null; then\n        echo \"Qdrant is ready!\"\n        break\n    fi\n    echo \"Waiting... ($i/30)\"\n    sleep 10\ndone\n\n# Create a default collection for image vectors\ncurl -X PUT \"http://localhost:6333/collections/image_vectors\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"vectors\": {\n      \"size\": 512,\n      \"distance\": \"Cosine\"\n    },\n    \"optimizers_config\": {\n      \"default_segment_number\": 2\n    },\n    \"replication_factor\": 1\n  }'\n\necho \"Qdrant installation and configuration completed!\"\necho \"Qdrant is accessible at:\"\necho \"  HTTP API: http://$(curl -s ifconfig.me):6333\"\necho \"  gRPC API: http://$(curl -s ifconfig.me):6334\"\necho \"Health check: /opt/qdrant/health_check.sh\"\necho \"Backup script: /opt/qdrant/backup.sh\" ",
+            "metadata_fingerprint": "nyOcq7EkvZA=",
+            "metadata_startup_script": "#!/bin/bash\n\n# Qdrant Vector Database Installation Script\n# This script installs and configures Qdrant on Ubuntu 22.04\n\nset -e\n\n# Update system packages\napt-get update\napt-get upgrade -y\n\n# Install required packages\napt-get install -y curl wget gnupg2 software-properties-common apt-transport-https ca-certificates\n\n# Install Docker\ncurl -fsSL https://download.docker.com/linux/ubuntu/gpg | gpg --dearmor -o /usr/share/keyrings/docker-archive-keyring.gpg\necho \"deb [arch=amd64 signed-by=/usr/share/keyrings/docker-archive-keyring.gpg] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable\" | tee /etc/apt/sources.list.d/docker.list \u003e /dev/null\napt-get update\napt-get install -y docker-ce docker-ce-cli containerd.io\n\n# Start and enable Docker\nsystemctl start docker\nsystemctl enable docker\n\n# Create qdrant user and directories\nuseradd -r -s /bin/false qdrant || true\nmkdir -p /opt/qdrant/storage\nmkdir -p /opt/qdrant/config\nchown -R qdrant:qdrant /opt/qdrant\n\n# Create Qdrant configuration file\ncat \u003e /opt/qdrant/config/config.yaml \u003c\u003c EOF\nservice:\n  host: 0.0.0.0\n  http_port: 6333\n  grpc_port: 6334\n  enable_cors: true\n\nstorage:\n  storage_path: /qdrant/storage\n  snapshots_path: /qdrant/snapshots\n  on_disk_payload: true\n\ncluster:\n  enabled: false\n\ntelemetry:\n  disabled: true\n\nlog_level: INFO\nEOF\n\n# Create API key configuration if provided\nif [ -n \"\" ] \u0026\u0026 [ \"\" != \"\" ]; then\ncat \u003e\u003e /opt/qdrant/config/config.yaml \u003c\u003c EOF\n\nservice:\n  api_key: \"\"\nEOF\nfi\n\n# Create systemd service for Qdrant\ncat \u003e /etc/systemd/system/qdrant.service \u003c\u003c EOF\n[Unit]\nDescription=Qdrant Vector Database\nAfter=docker.service\nRequires=docker.service\n\n[Service]\nType=simple\nUser=root\nExecStartPre=-/usr/bin/docker stop qdrant\nExecStartPre=-/usr/bin/docker rm qdrant\nExecStart=/usr/bin/docker run --name qdrant \\\n  -p 6333:6333 \\\n  -p 6334:6334 \\\n  -v /opt/qdrant/storage:/qdrant/storage:z \\\n  -v /opt/qdrant/config/config.yaml:/qdrant/config/production.yaml:z \\\n  qdrant/qdrant:latest\nExecStop=/usr/bin/docker stop qdrant\nRestart=always\nRestartSec=10\n\n[Install]\nWantedBy=multi-user.target\nEOF\n\n# Pull Qdrant Docker image\ndocker pull qdrant/qdrant:latest\n\n# Enable and start Qdrant service\nsystemctl daemon-reload\nsystemctl enable qdrant\nsystemctl start qdrant\n\n# Install monitoring tools\napt-get install -y htop iotop nethogs\n\n# Create a simple health check script\ncat \u003e /opt/qdrant/health_check.sh \u003c\u003c 'EOF'\n#!/bin/bash\nresponse=$(curl -s -o /dev/null -w \"%{http_code}\" http://localhost:6333/health)\nif [ \"$response\" = \"200\" ]; then\n    echo \"Qdrant is healthy\"\n    exit 0\nelse\n    echo \"Qdrant is not responding properly (HTTP $response)\"\n    exit 1\nfi\nEOF\n\nchmod +x /opt/qdrant/health_check.sh\n\n# Set up log rotation for Docker logs\ncat \u003e /etc/logrotate.d/docker \u003c\u003c EOF\n/var/lib/docker/containers/*/*.log {\n    rotate 7\n    daily\n    compress\n    size=1M\n    missingok\n    delaycompress\n    copytruncate\n}\nEOF\n\n# Configure firewall (ufw)\nufw --force enable\nufw allow ssh\nufw allow 6333/tcp  # Qdrant HTTP API\nufw allow 6334/tcp  # Qdrant gRPC API\n\n# Create a simple backup script\ncat \u003e /opt/qdrant/backup.sh \u003c\u003c 'EOF'\n#!/bin/bash\nBACKUP_DIR=\"/opt/qdrant/backups\"\nDATE=$(date +%Y%m%d_%H%M%S)\nmkdir -p $BACKUP_DIR\n\n# Create snapshot via API\ncurl -X POST \"http://localhost:6333/snapshots\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"snapshot_name\": \"backup_'$DATE'\"}'\n\n# Copy storage directory\ntar -czf $BACKUP_DIR/qdrant_storage_$DATE.tar.gz -C /opt/qdrant storage/\n\n# Keep only last 7 backups\nfind $BACKUP_DIR -name \"*.tar.gz\" -mtime +7 -delete\n\necho \"Backup completed: $DATE\"\nEOF\n\nchmod +x /opt/qdrant/backup.sh\n\n# Set up daily backup cron job\necho \"0 2 * * * root /opt/qdrant/backup.sh \u003e\u003e /var/log/qdrant_backup.log 2\u003e\u00261\" \u003e\u003e /etc/crontab\n\n# Wait for Qdrant to be ready\necho \"Waiting for Qdrant to start...\"\nfor i in {1..30}; do\n    if curl -s http://localhost:6333/health \u003e /dev/null; then\n        echo \"Qdrant is ready!\"\n        break\n    fi\n    echo \"Waiting... ($i/30)\"\n    sleep 10\ndone\n\n# Create a default collection for image vectors\ncurl -X PUT \"http://localhost:6333/collections/image_vectors\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"vectors\": {\n      \"size\": 1408,\n      \"distance\": \"Cosine\"\n    },\n    \"optimizers_config\": {\n      \"default_segment_number\": 2\n    },\n    \"replication_factor\": 1\n  }'\n\necho \"Qdrant installation and configuration completed!\"\necho \"Qdrant is accessible at:\"\necho \"  HTTP API: http://$(curl -s ifconfig.me):6333\"\necho \"  gRPC API: http://$(curl -s ifconfig.me):6334\"\necho \"Health check: /opt/qdrant/health_check.sh\"\necho \"Backup script: /opt/qdrant/backup.sh\" ",
             "min_cpu_platform": "",
             "name": "sereact-vector-db",
             "network_interface": [
               {
                 "access_config": [
                   {
-                    "nat_ip": "34.71.6.1",
+                    "nat_ip": "35.193.174.125",
                     "network_tier": "PREMIUM",
                     "public_ptr_domain_name": ""
                   }
@@ -751,7 +751,7 @@
                 "name": "nic0",
                 "network": "https://www.googleapis.com/compute/v1/projects/gen-lang-client-0424120530/global/networks/default",
                 "network_attachment": "",
-                "network_ip": "10.128.0.6",
+                "network_ip": "10.128.0.7",
                 "nic_type": "",
                 "queue_count": 0,
                 "stack_type": "IPV4_ONLY",
@@ -812,18 +812,7 @@
             [
               {
                 "type": "get_attr",
-                "value": "boot_disk"
-              },
-              {
-                "type": "index",
-                "value": {
-                  "value": 0,
-                  "type": "number"
-                }
-              },
-              {
-                "type": "get_attr",
-                "value": "disk_encryption_key_raw"
+                "value": "metadata_startup_script"
               }
             ],
             [
@@ -846,7 +835,18 @@
             [
               {
                 "type": "get_attr",
-                "value": "metadata_startup_script"
+                "value": "boot_disk"
+              },
+              {
+                "type": "index",
+                "value": {
+                  "value": 0,
+                  "type": "number"
+                }
+              },
+              {
+                "type": "get_attr",
+                "value": "disk_encryption_key_raw"
               }
             ]
           ],
@@ -875,8 +875,8 @@
             "database_edition": "STANDARD",
             "delete_protection_state": "DELETE_PROTECTION_DISABLED",
             "deletion_policy": "ABANDON",
-            "earliest_version_time": "2025-05-25T08:59:14.308781Z",
-            "etag": "IMCn9pGuvo0DMKrW4vCEvY0D",
+            "earliest_version_time": "2025-05-25T10:09:32.175339Z",
+            "etag": "IMC5lO29vo0DMKrW4vCEvY0D",
             "id": "projects/gen-lang-client-0424120530/databases/sereact-imagedb",
             "key_prefix": "",
             "location_id": "us-central1",
@@ -1514,21 +1514,21 @@
             "content_encoding": "",
             "content_language": "",
             "content_type": "application/zip",
-            "crc32c": "kTROsA==",
+            "crc32c": "eCjQFg==",
             "customer_encryption": [],
-            "detect_md5hash": "Ru+hruU4bi8kS1lyicfEug==",
+            "detect_md5hash": "WKK3/lO7LIySFAXMll1jXA==",
             "event_based_hold": false,
-            "generation": 1748126317190781,
-            "id": "gen-lang-client-0424120530-cloud-function-source-function-source-46efa1aee5386e2f244b597289c7c4ba.zip",
+            "generation": 1748170673167525,
+            "id": "gen-lang-client-0424120530-cloud-function-source-function-source-58a2b7fe53bb2c8c921405cc965d635c.zip",
             "kms_key_name": "",
-            "md5hash": "Ru+hruU4bi8kS1lyicfEug==",
-            "md5hexhash": "46efa1aee5386e2f244b597289c7c4ba",
-            "media_link": "https://storage.googleapis.com/download/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-46efa1aee5386e2f244b597289c7c4ba.zip?generation=1748126317190781\u0026alt=media",
+            "md5hash": "WKK3/lO7LIySFAXMll1jXA==",
+            "md5hexhash": "58a2b7fe53bb2c8c921405cc965d635c",
+            "media_link": "https://storage.googleapis.com/download/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-58a2b7fe53bb2c8c921405cc965d635c.zip?generation=1748170673167525\u0026alt=media",
             "metadata": {},
-            "name": "function-source-46efa1aee5386e2f244b597289c7c4ba.zip",
-            "output_name": "function-source-46efa1aee5386e2f244b597289c7c4ba.zip",
+            "name": "function-source-58a2b7fe53bb2c8c921405cc965d635c.zip",
+            "output_name": "function-source-58a2b7fe53bb2c8c921405cc965d635c.zip",
             "retention": [],
-            "self_link": "https://www.googleapis.com/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-46efa1aee5386e2f244b597289c7c4ba.zip",
+            "self_link": "https://www.googleapis.com/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-58a2b7fe53bb2c8c921405cc965d635c.zip",
             "source": "./function-source.zip",
             "storage_class": "STANDARD",
             "temporary_hold": false,
diff --git a/deployment/terraform/terraform.tfstate.backup b/deployment/terraform/terraform.tfstate.backup
index 8e9163a..de5103c 100644
--- a/deployment/terraform/terraform.tfstate.backup
+++ b/deployment/terraform/terraform.tfstate.backup
@@ -1,7 +1,7 @@
 {
   "version": 4,
   "terraform_version": "1.10.1",
-  "serial": 422,
+  "serial": 436,
   "lineage": "a183cd95-f987-8698-c6dd-84e933c394a5",
   "outputs": {
     "cloud_function_name": {
@@ -13,11 +13,11 @@
       "type": "string"
     },
     "cloud_run_qdrant_host": {
-      "value": "34.71.6.1",
+      "value": "35.193.174.125",
       "type": "string"
     },
     "cloud_run_qdrant_host_internal": {
-      "value": "10.128.0.6",
+      "value": "10.128.0.7",
       "type": "string"
     },
     "cloud_run_url": {
@@ -32,8 +32,8 @@
       "value": {
         "cloud_run_url": "https://sereact-p64zpdtkta-uc.a.run.app",
         "firestore_database": "sereact-imagedb",
-        "qdrant_endpoint": "http://34.71.6.1:6333",
-        "qdrant_host_ip": "34.71.6.1",
+        "qdrant_endpoint": "http://35.193.174.125:6333",
+        "qdrant_host_ip": "35.193.174.125",
         "static_ip_enabled": false,
         "storage_bucket": "sereact-images"
       },
@@ -62,11 +62,11 @@
       "type": "string"
     },
     "qdrant_grpc_endpoint": {
-      "value": "http://34.71.6.1:6334",
+      "value": "http://35.193.174.125:6334",
       "type": "string"
     },
     "qdrant_http_endpoint": {
-      "value": "http://34.71.6.1:6333",
+      "value": "http://35.193.174.125:6333",
       "type": "string"
     },
     "storage_bucket_name": {
@@ -74,11 +74,11 @@
       "type": "string"
     },
     "vector_db_vm_external_ip": {
-      "value": "34.71.6.1",
+      "value": "35.193.174.125",
       "type": "string"
     },
     "vector_db_vm_internal_ip": {
-      "value": "10.128.0.6",
+      "value": "10.128.0.7",
       "type": "string"
     },
     "vector_db_vm_name": {
@@ -98,16 +98,16 @@
           "attributes": {
             "exclude_symlink_directories": null,
             "excludes": null,
-            "id": "bfc4b3b9de401cd15676a09a067a8e4095b0bf4e",
-            "output_base64sha256": "cXx9sC1kIbTDG7BlKAtf3FUasHLZ/wZPzVoyBvt8p9Q=",
-            "output_base64sha512": "dcntRZ4Hz4dfBBj7YVsTzx+SEAqCXZCD8TAAh8cr5xa3uT2Lsmtf8zpxpyQEeMlsCNaF8dUohGQ7BD9LJYigPw==",
+            "id": "88ee03db0f4c7023c0c620449e167ad27074fdd0",
+            "output_base64sha256": "0p558sP6ikbyrfmva7zGOYklnR/4VRPD1zcl8HZcv8A=",
+            "output_base64sha512": "mal2zoxqjg5lZYruPmffQdDqY9FJONPc5Wnu41NP07LOj/tC+sJAAeQ7tmU0mq8h6SfQE6wwxFeYJuEO1y2xLg==",
             "output_file_mode": null,
-            "output_md5": "46efa1aee5386e2f244b597289c7c4ba",
+            "output_md5": "58a2b7fe53bb2c8c921405cc965d635c",
             "output_path": "./function-source.zip",
-            "output_sha": "bfc4b3b9de401cd15676a09a067a8e4095b0bf4e",
-            "output_sha256": "717c7db02d6421b4c31bb065280b5fdc551ab072d9ff064fcd5a3206fb7ca7d4",
-            "output_sha512": "75c9ed459e07cf875f0418fb615b13cf1f92100a825d9083f1300087c72be716b7b93d8bb26b5ff33a71a7240478c96c08d685f1d52884643b043f4b2588a03f",
-            "output_size": 6734,
+            "output_sha": "88ee03db0f4c7023c0c620449e167ad27074fdd0",
+            "output_sha256": "d29e79f2c3fa8a46f2adf9af6bbcc63989259d1ff85513c3d73725f0765cbfc0",
+            "output_sha512": "99a976ce8c6a8e0e65658aee3e67df41d0ea63d14938d3dce569eee3534fd3b2ce8ffb42fac24001e43bb665349aaf21e927d013ac30c4579826e10ed72db12e",
+            "output_size": 69765973,
             "source": [],
             "source_content": null,
             "source_content_filename": null,
@@ -172,7 +172,7 @@
                 "effective_annotations": {
                   "run.googleapis.com/ingress": "all",
                   "run.googleapis.com/ingress-status": "all",
-                  "run.googleapis.com/operation-id": "23c7f059-a4af-4cc2-95a4-f0fe54d0d7e6",
+                  "run.googleapis.com/operation-id": "0f195b05-99ac-4d28-b5fe-2d3dea289124",
                   "run.googleapis.com/urls": "[\"https://sereact-761163285547.us-central1.run.app\",\"https://sereact-p64zpdtkta-uc.a.run.app\"]",
                   "serving.knative.dev/creator": "johnpccd3@gmail.com",
                   "serving.knative.dev/lastModifier": "johnpccd3@gmail.com"
@@ -181,15 +181,15 @@
                   "cloud.googleapis.com/location": "us-central1",
                   "goog-terraform-provisioned": "true"
                 },
-                "generation": 2,
-                "labels": {},
+                "generation": 1,
+                "labels": null,
                 "namespace": "gen-lang-client-0424120530",
-                "resource_version": "AAY18rUlZh4",
+                "resource_version": "AAY189oNgAQ",
                 "self_link": "/apis/serving.knative.dev/v1/namespaces/761163285547/services/sereact",
                 "terraform_labels": {
                   "goog-terraform-provisioned": "true"
                 },
-                "uid": "d5532269-ab10-4b77-b90f-698306bf0919"
+                "uid": "20e61eb3-6217-40e8-8ae5-45111d31bbda"
               }
             ],
             "name": "sereact",
@@ -216,14 +216,14 @@
                     "type": "RoutesReady"
                   }
                 ],
-                "latest_created_revision_name": "sereact-00002-q2g",
-                "latest_ready_revision_name": "sereact-00002-q2g",
-                "observed_generation": 2,
+                "latest_created_revision_name": "sereact-00001-2lz",
+                "latest_ready_revision_name": "sereact-00001-2lz",
+                "observed_generation": 1,
                 "traffic": [
                   {
                     "latest_revision": true,
                     "percent": 100,
-                    "revision_name": "sereact-00002-q2g",
+                    "revision_name": "sereact-00001-2lz",
                     "tag": "",
                     "url": ""
                   }
@@ -256,8 +256,8 @@
                     "container_concurrency": 80,
                     "containers": [
                       {
-                        "args": [],
-                        "command": [],
+                        "args": null,
+                        "command": null,
                         "env": [
                           {
                             "name": "API_KEY_SECRET",
@@ -291,7 +291,7 @@
                           },
                           {
                             "name": "QDRANT_HOST",
-                            "value": "34.71.6.1",
+                            "value": "35.193.174.125",
                             "value_from": []
                           },
                           {
@@ -337,7 +337,7 @@
                               "cpu": "1",
                               "memory": "1Gi"
                             },
-                            "requests": {}
+                            "requests": null
                           }
                         ],
                         "startup_probe": [
@@ -359,7 +359,7 @@
                         "working_dir": ""
                       }
                     ],
-                    "node_selector": {},
+                    "node_selector": null,
                     "service_account_name": "761163285547-compute@developer.gserviceaccount.com",
                     "serving_state": "",
                     "timeout_seconds": 300,
@@ -440,7 +440,7 @@
           "schema_version": 0,
           "attributes": {
             "condition": [],
-            "etag": "BwY16UdHJ00=",
+            "etag": "BwY189qg+AA=",
             "id": "v1/projects/gen-lang-client-0424120530/locations/us-central1/services/sereact/roles/run.invoker/allUsers",
             "location": "us-central1",
             "member": "allUsers",
@@ -474,7 +474,7 @@
                 "automatic_update_policy": [
                   {}
                 ],
-                "build": "projects/761163285547/locations/us-central1/builds/47fecac1-7233-42af-ad0e-2a5a9c66e282",
+                "build": "projects/761163285547/locations/us-central1/builds/c627da1f-c247-4d17-8ea8-5c03b518b1aa",
                 "docker_repository": "projects/gen-lang-client-0424120530/locations/us-central1/repositories/gcf-artifacts",
                 "entry_point": "process_image_embedding",
                 "environment_variables": {},
@@ -488,7 +488,7 @@
                       {
                         "bucket": "gen-lang-client-0424120530-cloud-function-source",
                         "generation": 1748123369545880,
-                        "object": "function-source-46efa1aee5386e2f244b597289c7c4ba.zip"
+                        "object": "function-source-58a2b7fe53bb2c8c921405cc965d635c.zip"
                       }
                     ]
                   }
@@ -534,7 +534,7 @@
                   "PROJECT_ID": "gen-lang-client-0424120530",
                   "QDRANT_API_KEY": "",
                   "QDRANT_COLLECTION": "image_vectors",
-                  "QDRANT_HOST": "34.71.6.1",
+                  "QDRANT_HOST": "35.193.174.125",
                   "QDRANT_HTTPS": "false",
                   "QDRANT_PORT": "6333",
                   "VERTEX_AI_LOCATION": "us-central1"
@@ -554,12 +554,12 @@
                 "vpc_connector_egress_settings": ""
               }
             ],
-            "state": "ACTIVE",
+            "state": "DEPLOYING",
             "terraform_labels": {
               "goog-terraform-provisioned": "true"
             },
             "timeouts": null,
-            "update_time": "2025-05-25T09:26:49.473142736Z",
+            "update_time": "2025-05-25T11:06:59.358560449Z",
             "url": "https://us-central1-gen-lang-client-0424120530.cloudfunctions.net/process-image-embedding"
           },
           "sensitive_attributes": [
@@ -603,6 +603,13 @@
         }
       ]
     },
+    {
+      "mode": "managed",
+      "type": "google_compute_address",
+      "name": "vector_db_static_ip",
+      "provider": "provider[\"registry.terraform.io/hashicorp/google\"]",
+      "instances": []
+    },
     {
       "mode": "managed",
       "type": "google_compute_firewall",
@@ -711,7 +718,7 @@
             "can_ip_forward": false,
             "confidential_instance_config": [],
             "cpu_platform": "Intel Broadwell",
-            "creation_timestamp": "2025-05-24T14:09:30.477-07:00",
+            "creation_timestamp": "2025-05-25T03:58:31.230-07:00",
             "current_status": "RUNNING",
             "deletion_protection": false,
             "description": "",
@@ -724,21 +731,21 @@
             "hostname": "",
             "id": "projects/gen-lang-client-0424120530/zones/us-central1-a/instances/sereact-vector-db",
             "instance_encryption_key": [],
-            "instance_id": "1246596410843827045",
+            "instance_id": "3665939918038714681",
             "key_revocation_action_type": "",
             "label_fingerprint": "vezUS-42LLM=",
             "labels": {},
             "machine_type": "e2-standard-2",
             "metadata": {},
-            "metadata_fingerprint": "cE8FbgySELs=",
-            "metadata_startup_script": "#!/bin/bash\n\n# Qdrant Vector Database Installation Script\n# This script installs and configures Qdrant on Ubuntu 22.04\n\nset -e\n\n# Update system packages\napt-get update\napt-get upgrade -y\n\n# Install required packages\napt-get install -y curl wget gnupg2 software-properties-common apt-transport-https ca-certificates\n\n# Install Docker\ncurl -fsSL https://download.docker.com/linux/ubuntu/gpg | gpg --dearmor -o /usr/share/keyrings/docker-archive-keyring.gpg\necho \"deb [arch=amd64 signed-by=/usr/share/keyrings/docker-archive-keyring.gpg] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable\" | tee /etc/apt/sources.list.d/docker.list \u003e /dev/null\napt-get update\napt-get install -y docker-ce docker-ce-cli containerd.io\n\n# Start and enable Docker\nsystemctl start docker\nsystemctl enable docker\n\n# Create qdrant user and directories\nuseradd -r -s /bin/false qdrant || true\nmkdir -p /opt/qdrant/storage\nmkdir -p /opt/qdrant/config\nchown -R qdrant:qdrant /opt/qdrant\n\n# Create Qdrant configuration file\ncat \u003e /opt/qdrant/config/config.yaml \u003c\u003c EOF\nservice:\n  host: 0.0.0.0\n  http_port: 6333\n  grpc_port: 6334\n  enable_cors: true\n\nstorage:\n  storage_path: /qdrant/storage\n  snapshots_path: /qdrant/snapshots\n  on_disk_payload: true\n\ncluster:\n  enabled: false\n\ntelemetry:\n  disabled: true\n\nlog_level: INFO\nEOF\n\n# Create API key configuration if provided\nif [ -n \"\" ] \u0026\u0026 [ \"\" != \"\" ]; then\ncat \u003e\u003e /opt/qdrant/config/config.yaml \u003c\u003c EOF\n\nservice:\n  api_key: \"\"\nEOF\nfi\n\n# Create systemd service for Qdrant\ncat \u003e /etc/systemd/system/qdrant.service \u003c\u003c EOF\n[Unit]\nDescription=Qdrant Vector Database\nAfter=docker.service\nRequires=docker.service\n\n[Service]\nType=simple\nUser=root\nExecStartPre=-/usr/bin/docker stop qdrant\nExecStartPre=-/usr/bin/docker rm qdrant\nExecStart=/usr/bin/docker run --name qdrant \\\n  -p 6333:6333 \\\n  -p 6334:6334 \\\n  -v /opt/qdrant/storage:/qdrant/storage:z \\\n  -v /opt/qdrant/config/config.yaml:/qdrant/config/production.yaml:z \\\n  qdrant/qdrant:latest\nExecStop=/usr/bin/docker stop qdrant\nRestart=always\nRestartSec=10\n\n[Install]\nWantedBy=multi-user.target\nEOF\n\n# Pull Qdrant Docker image\ndocker pull qdrant/qdrant:latest\n\n# Enable and start Qdrant service\nsystemctl daemon-reload\nsystemctl enable qdrant\nsystemctl start qdrant\n\n# Install monitoring tools\napt-get install -y htop iotop nethogs\n\n# Create a simple health check script\ncat \u003e /opt/qdrant/health_check.sh \u003c\u003c 'EOF'\n#!/bin/bash\nresponse=$(curl -s -o /dev/null -w \"%{http_code}\" http://localhost:6333/health)\nif [ \"$response\" = \"200\" ]; then\n    echo \"Qdrant is healthy\"\n    exit 0\nelse\n    echo \"Qdrant is not responding properly (HTTP $response)\"\n    exit 1\nfi\nEOF\n\nchmod +x /opt/qdrant/health_check.sh\n\n# Set up log rotation for Docker logs\ncat \u003e /etc/logrotate.d/docker \u003c\u003c EOF\n/var/lib/docker/containers/*/*.log {\n    rotate 7\n    daily\n    compress\n    size=1M\n    missingok\n    delaycompress\n    copytruncate\n}\nEOF\n\n# Configure firewall (ufw)\nufw --force enable\nufw allow ssh\nufw allow 6333/tcp  # Qdrant HTTP API\nufw allow 6334/tcp  # Qdrant gRPC API\n\n# Create a simple backup script\ncat \u003e /opt/qdrant/backup.sh \u003c\u003c 'EOF'\n#!/bin/bash\nBACKUP_DIR=\"/opt/qdrant/backups\"\nDATE=$(date +%Y%m%d_%H%M%S)\nmkdir -p $BACKUP_DIR\n\n# Create snapshot via API\ncurl -X POST \"http://localhost:6333/snapshots\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"snapshot_name\": \"backup_'$DATE'\"}'\n\n# Copy storage directory\ntar -czf $BACKUP_DIR/qdrant_storage_$DATE.tar.gz -C /opt/qdrant storage/\n\n# Keep only last 7 backups\nfind $BACKUP_DIR -name \"*.tar.gz\" -mtime +7 -delete\n\necho \"Backup completed: $DATE\"\nEOF\n\nchmod +x /opt/qdrant/backup.sh\n\n# Set up daily backup cron job\necho \"0 2 * * * root /opt/qdrant/backup.sh \u003e\u003e /var/log/qdrant_backup.log 2\u003e\u00261\" \u003e\u003e /etc/crontab\n\n# Wait for Qdrant to be ready\necho \"Waiting for Qdrant to start...\"\nfor i in {1..30}; do\n    if curl -s http://localhost:6333/health \u003e /dev/null; then\n        echo \"Qdrant is ready!\"\n        break\n    fi\n    echo \"Waiting... ($i/30)\"\n    sleep 10\ndone\n\n# Create a default collection for image vectors\ncurl -X PUT \"http://localhost:6333/collections/image_vectors\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"vectors\": {\n      \"size\": 512,\n      \"distance\": \"Cosine\"\n    },\n    \"optimizers_config\": {\n      \"default_segment_number\": 2\n    },\n    \"replication_factor\": 1\n  }'\n\necho \"Qdrant installation and configuration completed!\"\necho \"Qdrant is accessible at:\"\necho \"  HTTP API: http://$(curl -s ifconfig.me):6333\"\necho \"  gRPC API: http://$(curl -s ifconfig.me):6334\"\necho \"Health check: /opt/qdrant/health_check.sh\"\necho \"Backup script: /opt/qdrant/backup.sh\" ",
+            "metadata_fingerprint": "nyOcq7EkvZA=",
+            "metadata_startup_script": "#!/bin/bash\n\n# Qdrant Vector Database Installation Script\n# This script installs and configures Qdrant on Ubuntu 22.04\n\nset -e\n\n# Update system packages\napt-get update\napt-get upgrade -y\n\n# Install required packages\napt-get install -y curl wget gnupg2 software-properties-common apt-transport-https ca-certificates\n\n# Install Docker\ncurl -fsSL https://download.docker.com/linux/ubuntu/gpg | gpg --dearmor -o /usr/share/keyrings/docker-archive-keyring.gpg\necho \"deb [arch=amd64 signed-by=/usr/share/keyrings/docker-archive-keyring.gpg] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable\" | tee /etc/apt/sources.list.d/docker.list \u003e /dev/null\napt-get update\napt-get install -y docker-ce docker-ce-cli containerd.io\n\n# Start and enable Docker\nsystemctl start docker\nsystemctl enable docker\n\n# Create qdrant user and directories\nuseradd -r -s /bin/false qdrant || true\nmkdir -p /opt/qdrant/storage\nmkdir -p /opt/qdrant/config\nchown -R qdrant:qdrant /opt/qdrant\n\n# Create Qdrant configuration file\ncat \u003e /opt/qdrant/config/config.yaml \u003c\u003c EOF\nservice:\n  host: 0.0.0.0\n  http_port: 6333\n  grpc_port: 6334\n  enable_cors: true\n\nstorage:\n  storage_path: /qdrant/storage\n  snapshots_path: /qdrant/snapshots\n  on_disk_payload: true\n\ncluster:\n  enabled: false\n\ntelemetry:\n  disabled: true\n\nlog_level: INFO\nEOF\n\n# Create API key configuration if provided\nif [ -n \"\" ] \u0026\u0026 [ \"\" != \"\" ]; then\ncat \u003e\u003e /opt/qdrant/config/config.yaml \u003c\u003c EOF\n\nservice:\n  api_key: \"\"\nEOF\nfi\n\n# Create systemd service for Qdrant\ncat \u003e /etc/systemd/system/qdrant.service \u003c\u003c EOF\n[Unit]\nDescription=Qdrant Vector Database\nAfter=docker.service\nRequires=docker.service\n\n[Service]\nType=simple\nUser=root\nExecStartPre=-/usr/bin/docker stop qdrant\nExecStartPre=-/usr/bin/docker rm qdrant\nExecStart=/usr/bin/docker run --name qdrant \\\n  -p 6333:6333 \\\n  -p 6334:6334 \\\n  -v /opt/qdrant/storage:/qdrant/storage:z \\\n  -v /opt/qdrant/config/config.yaml:/qdrant/config/production.yaml:z \\\n  qdrant/qdrant:latest\nExecStop=/usr/bin/docker stop qdrant\nRestart=always\nRestartSec=10\n\n[Install]\nWantedBy=multi-user.target\nEOF\n\n# Pull Qdrant Docker image\ndocker pull qdrant/qdrant:latest\n\n# Enable and start Qdrant service\nsystemctl daemon-reload\nsystemctl enable qdrant\nsystemctl start qdrant\n\n# Install monitoring tools\napt-get install -y htop iotop nethogs\n\n# Create a simple health check script\ncat \u003e /opt/qdrant/health_check.sh \u003c\u003c 'EOF'\n#!/bin/bash\nresponse=$(curl -s -o /dev/null -w \"%{http_code}\" http://localhost:6333/health)\nif [ \"$response\" = \"200\" ]; then\n    echo \"Qdrant is healthy\"\n    exit 0\nelse\n    echo \"Qdrant is not responding properly (HTTP $response)\"\n    exit 1\nfi\nEOF\n\nchmod +x /opt/qdrant/health_check.sh\n\n# Set up log rotation for Docker logs\ncat \u003e /etc/logrotate.d/docker \u003c\u003c EOF\n/var/lib/docker/containers/*/*.log {\n    rotate 7\n    daily\n    compress\n    size=1M\n    missingok\n    delaycompress\n    copytruncate\n}\nEOF\n\n# Configure firewall (ufw)\nufw --force enable\nufw allow ssh\nufw allow 6333/tcp  # Qdrant HTTP API\nufw allow 6334/tcp  # Qdrant gRPC API\n\n# Create a simple backup script\ncat \u003e /opt/qdrant/backup.sh \u003c\u003c 'EOF'\n#!/bin/bash\nBACKUP_DIR=\"/opt/qdrant/backups\"\nDATE=$(date +%Y%m%d_%H%M%S)\nmkdir -p $BACKUP_DIR\n\n# Create snapshot via API\ncurl -X POST \"http://localhost:6333/snapshots\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"snapshot_name\": \"backup_'$DATE'\"}'\n\n# Copy storage directory\ntar -czf $BACKUP_DIR/qdrant_storage_$DATE.tar.gz -C /opt/qdrant storage/\n\n# Keep only last 7 backups\nfind $BACKUP_DIR -name \"*.tar.gz\" -mtime +7 -delete\n\necho \"Backup completed: $DATE\"\nEOF\n\nchmod +x /opt/qdrant/backup.sh\n\n# Set up daily backup cron job\necho \"0 2 * * * root /opt/qdrant/backup.sh \u003e\u003e /var/log/qdrant_backup.log 2\u003e\u00261\" \u003e\u003e /etc/crontab\n\n# Wait for Qdrant to be ready\necho \"Waiting for Qdrant to start...\"\nfor i in {1..30}; do\n    if curl -s http://localhost:6333/health \u003e /dev/null; then\n        echo \"Qdrant is ready!\"\n        break\n    fi\n    echo \"Waiting... ($i/30)\"\n    sleep 10\ndone\n\n# Create a default collection for image vectors\ncurl -X PUT \"http://localhost:6333/collections/image_vectors\" \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\n    \"vectors\": {\n      \"size\": 1408,\n      \"distance\": \"Cosine\"\n    },\n    \"optimizers_config\": {\n      \"default_segment_number\": 2\n    },\n    \"replication_factor\": 1\n  }'\n\necho \"Qdrant installation and configuration completed!\"\necho \"Qdrant is accessible at:\"\necho \"  HTTP API: http://$(curl -s ifconfig.me):6333\"\necho \"  gRPC API: http://$(curl -s ifconfig.me):6334\"\necho \"Health check: /opt/qdrant/health_check.sh\"\necho \"Backup script: /opt/qdrant/backup.sh\" ",
             "min_cpu_platform": "",
             "name": "sereact-vector-db",
             "network_interface": [
               {
                 "access_config": [
                   {
-                    "nat_ip": "34.71.6.1",
+                    "nat_ip": "35.193.174.125",
                     "network_tier": "PREMIUM",
                     "public_ptr_domain_name": ""
                   }
@@ -751,7 +758,7 @@
                 "name": "nic0",
                 "network": "https://www.googleapis.com/compute/v1/projects/gen-lang-client-0424120530/global/networks/default",
                 "network_attachment": "",
-                "network_ip": "10.128.0.6",
+                "network_ip": "10.128.0.7",
                 "nic_type": "",
                 "queue_count": 0,
                 "stack_type": "IPV4_ONLY",
@@ -875,8 +882,8 @@
             "database_edition": "STANDARD",
             "delete_protection_state": "DELETE_PROTECTION_DISABLED",
             "deletion_policy": "ABANDON",
-            "earliest_version_time": "2025-05-25T08:56:42.972923Z",
-            "etag": "IMzA4cmtvo0DMKrW4vCEvY0D",
+            "earliest_version_time": "2025-05-25T10:07:57.305684Z",
+            "etag": "IIOH9r+9vo0DMKrW4vCEvY0D",
             "id": "projects/gen-lang-client-0424120530/databases/sereact-imagedb",
             "key_prefix": "",
             "location_id": "us-central1",
@@ -1514,21 +1521,21 @@
             "content_encoding": "",
             "content_language": "",
             "content_type": "application/zip",
-            "crc32c": "kTROsA==",
+            "crc32c": "eCjQFg==",
             "customer_encryption": [],
-            "detect_md5hash": "Ru+hruU4bi8kS1lyicfEug==",
+            "detect_md5hash": "WKK3/lO7LIySFAXMll1jXA==",
             "event_based_hold": false,
-            "generation": 1748126317190781,
-            "id": "gen-lang-client-0424120530-cloud-function-source-function-source-46efa1aee5386e2f244b597289c7c4ba.zip",
+            "generation": 1748170673167525,
+            "id": "gen-lang-client-0424120530-cloud-function-source-function-source-58a2b7fe53bb2c8c921405cc965d635c.zip",
             "kms_key_name": "",
-            "md5hash": "Ru+hruU4bi8kS1lyicfEug==",
-            "md5hexhash": "46efa1aee5386e2f244b597289c7c4ba",
-            "media_link": "https://storage.googleapis.com/download/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-46efa1aee5386e2f244b597289c7c4ba.zip?generation=1748126317190781\u0026alt=media",
+            "md5hash": "WKK3/lO7LIySFAXMll1jXA==",
+            "md5hexhash": "58a2b7fe53bb2c8c921405cc965d635c",
+            "media_link": "https://storage.googleapis.com/download/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-58a2b7fe53bb2c8c921405cc965d635c.zip?generation=1748170673167525\u0026alt=media",
             "metadata": {},
-            "name": "function-source-46efa1aee5386e2f244b597289c7c4ba.zip",
-            "output_name": "function-source-46efa1aee5386e2f244b597289c7c4ba.zip",
+            "name": "function-source-58a2b7fe53bb2c8c921405cc965d635c.zip",
+            "output_name": "function-source-58a2b7fe53bb2c8c921405cc965d635c.zip",
             "retention": [],
-            "self_link": "https://www.googleapis.com/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-46efa1aee5386e2f244b597289c7c4ba.zip",
+            "self_link": "https://www.googleapis.com/storage/v1/b/gen-lang-client-0424120530-cloud-function-source/o/function-source-58a2b7fe53bb2c8c921405cc965d635c.zip",
             "source": "./function-source.zip",
             "storage_class": "STANDARD",
             "temporary_hold": false,
diff --git a/requirements.txt b/requirements.txt
index 15372a5..23a9e1e 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -7,6 +7,7 @@ google-cloud-storage==2.12.0
 google-cloud-vision==3.4.5
 google-cloud-firestore==2.11.1
 google-cloud-pubsub==2.18.4
+google-cloud-aiplatform==1.38.0
 python-multipart==0.0.6
 python-jose==3.3.0
 passlib==1.7.4
diff --git a/scripts/push.sh b/scripts/push.sh
deleted file mode 100644
index dc102b0..0000000
--- a/scripts/push.sh
+++ /dev/null
@@ -1,14 +0,0 @@
-#!/bin/bash
-set -e
-
-# Source the build environment to reuse variables
-source "$(dirname "$0")/build.sh"
-
-# Push the Docker image to the registry
-echo "Pushing image: ${FULL_IMAGE_NAME} to registry..."
-docker push "${FULL_IMAGE_NAME}"
-echo "Image pushed successfully"
-
-echo ""
-echo "Image pushed to: ${FULL_IMAGE_NAME}"
-echo ""
\ No newline at end of file