diff --git a/app/models/jasmine/document_chunk.rb b/app/models/jasmine/document_chunk.rb
index cbe0972..b997409 100644
--- a/app/models/jasmine/document_chunk.rb
+++ b/app/models/jasmine/document_chunk.rb
@@ -10,7 +10,7 @@ module Jasmine
     belongs_to :document, class_name: 'Jasmine::Document'
 
     # Enable neighbor vector search
-    neighbor_vector :embedding
+    has_neighbors :embedding
 
     validates :content, presence: true
     validate :validate_consistency
@@ -19,7 +19,7 @@ module Jasmine
 
     def validate_consistency
       return if document.nil? || collection.nil?
-      
+
       errors.add(:base, 'Document mismatch') if document.collection_id != collection_id
       errors.add(:base, 'Collection account mismatch') if collection.account_id != account_id
       errors.add(:base, 'Document account mismatch') if document.account_id != account_id
diff --git a/docker-stack.prod.yml b/docker-stack.prod.yml
new file mode 100644
index 0000000..6f27501
--- /dev/null
+++ b/docker-stack.prod.yml
@@ -0,0 +1,70 @@
+version: '3.8'
+
+services:
+  rails:
+    image: ghcr.io/${GITHUB_REPOSITORY_OWNER:-your-username}/chatwoot-develop:latest
+    environment:
+      - RAILS_ENV=production
+      - NODE_ENV=production
+      - REDIS_URL=redis://redis:6379
+      - POSTGRES_HOST=postgres
+      - POSTGRES_PORT=5432
+    env_file:
+      - .env
+    ports:
+      - '3000:3000'
+    deploy:
+      replicas: 1
+      restart_policy:
+        condition: on-failure
+    depends_on:
+      - postgres
+      - redis
+
+  sidekiq:
+    image: ghcr.io/${GITHUB_REPOSITORY_OWNER:-your-username}/chatwoot-develop:latest
+    command: bundle exec sidekiq -C config/sidekiq.yml
+    environment:
+      - RAILS_ENV=production
+      - NODE_ENV=production
+      - REDIS_URL=redis://redis:6379
+      - POSTGRES_HOST=postgres
+      - POSTGRES_PORT=5432
+    env_file:
+      - .env
+    deploy:
+      replicas: 1
+      restart_policy:
+        condition: on-failure
+    depends_on:
+      - postgres
+      - redis
+
+  postgres:
+    image: postgres:12
+    restart: always
+    environment:
+      - POSTGRES_DB=chatwoot_production
+      - POSTGRES_USER=postgres
+      - POSTGRES_PASSWORD=postgres
+    volumes:
+      - postgres_data:/var/lib/postgresql/data
+    deploy:
+      placement:
+        constraints:
+          - node.role == manager
+
+  redis:
+    image: redis:6.2-alpine
+    restart: always
+    volumes:
+      - redis_data:/data
+    deploy:
+      placement:
+        constraints:
+          - node.role == manager
+
+volumes:
+  postgres_data:
+  redis_data:
+  storage: