diff --git a/docker-compose-swarm.yaml b/docker-compose-swarm.yaml
deleted file mode 100644
index 846d279..0000000
--- a/docker-compose-swarm.yaml
+++ /dev/null
@@ -1,134 +0,0 @@
-version: '3.7'
-
-services:
-  traefik:
-    image: "traefik:v2.5"
-    command:
-      - "--api.insecure=true"
-      - "--providers.docker=true"
-      - "--entrypoints.web.address=:80"
-    ports:
-      - "80:80"
-      - "8080:8080"  # Traefik dashboard
-    networks:
-      - int_network
-    volumes:
-      - "/var/run/docker.sock:/var/run/docker.sock:ro"
-
-  ai:
-    image: "formartha/ai1899:latest"
-    labels:
-      - "traefik.enable=true"
-      - "traefik.http.routers.ai.rule=PathPrefix(`/ai-agent`)"
-      - "traefik.http.services.ai.loadbalancer.server.port=5555"
-    networks:
-      - int_network
-    depends_on:
-      - qdrant-container
-      - redis
-    volumes:
-      - model-volume:/lm-model-home
-    environment:
-      - FLASK_PORT=5555
-      - SENTENCE_TRANSFORMERS_HOME=/lm-model-home
-      - LM_MODEL=${LM_MODEL}
-      - QDRANT=qdrant-container
-      - QDRANTPORT=6333
-      - REDDIS_CELERY=redis://redis:6379/0
-    deploy:
-      placement:
-        constraints: []
-      replicas: 1
-      resources:
-        limits:
-          cpus: "1" # Recommended: 4 CPUs
-          memory: 1GB # Recommended: 4GB RAM
-    command: python3 server.py
-
-  celery-worker:
-    image: "formartha/ai1899:latest"  # Use the same image as ai service, assuming it has Celery installed
-    networks:
-      - int_network
-    depends_on:
-      - ai
-    volumes:
-      - model-volume:/lm-model-home
-    environment:
-      - SENTENCE_TRANSFORMERS_HOME=/lm-model-home
-      - LM_MODEL=${LM_MODEL}
-      - QDRANT=qdrant-container
-      - QDRANTPORT=6333
-      - REDDIS_CELERY=redis://redis:6379/0
-    deploy:
-      placement:
-        constraints: []
-      replicas: 1
-      resources:
-        limits:
-          cpus: "0.5" # Recommended: 4 CPUs
-          memory: 500M # Recommended: 4GB RAM
-    command: celery --app=tasks worker --loglevel=INFO --pool=solo
-
-  qdrant-container:
-    image: "ghcr.io/qdrant/qdrant/qdrant:v1.7.4"
-    labels:
-      - "traefik.enable=true"
-      - "traefik.http.routers.qdrant.rule=PathPrefix(`/qdrant`)"
-      - "traefik.http.services.qdrant.loadbalancer.server.port=6333"
-    networks:
-      - int_network
-    deploy:
-      placement:
-        constraints: []
-      replicas: 1
-      resources:
-        limits:
-          cpus: "0.5" # Recommended: 2 CPUs
-          memory: 500M # Recommended: 2GB RAM
-
-  redis:
-    hostname: "redis"
-    image: "redis:7.2.4-alpine"
-    networks:
-      - int_network
-    deploy:
-      placement:
-        constraints: []
-      replicas: 1
-      resources:
-        limits:
-          cpus: "0.5" # Recommended: 4 CPUs
-          memory: 500M # Recommended: 4GB RAM
-
-  redis-commander:
-    image: "rediscommander/redis-commander:latest"
-    labels:
-      - "traefik.enable=true"
-      - "traefik.http.routers.redis.rule=PathPrefix(`/redis`)"
-    environment:
-      - REDIS_HOSTS=local:redis:6379
-    ports:
-      - "8081:8081"
-    networks:
-      - int_network
-    deploy:
-      placement:
-        constraints: []
-      replicas: 1
-      resources:
-        limits:
-          cpus: "0.5" # Recommended: 4 CPUs
-          memory: 500M # Recommended: 4GB RAM
-
-networks:
-  int_network:
-    driver: overlay
-    attachable: true
-
-volumes:
-  model-volume:
-    driver: local
-    driver_opts:
-      type: none
-      device: ${DEVICE} # /path/to/your/model
-      o: bind
diff --git a/docker-compose.yaml b/docker-compose.yaml
index 3a34cad..4d16fa1 100644
--- a/docker-compose.yaml
+++ b/docker-compose.yaml
@@ -2,8 +2,6 @@ version: '3'
 services:
   ai:
     image: "formartha/ai1899:latest"
-    ports:
-      - "5555:5555"
     networks:
       - int_network
     depends_on:
@@ -29,7 +27,7 @@ services:
     image: "ghcr.io/qdrant/qdrant/qdrant:v1.7.4"
     networks:
       - int_network
-    ports:
+    ports: # remove after https://github.com/qdrant/qdrant-web-ui/issues/94 is solved
       - "6333:6333"
     deploy:
       resources:
@@ -40,8 +38,6 @@ services:
   redis:
     hostname: "redis"
     image: "redis:7.2.4-alpine"
-    ports:
-      - "6379:6379"
     networks:
       - int_network
     deploy:
@@ -54,8 +50,6 @@ services:
     image: "rediscommander/redis-commander:latest"
     environment:
       - REDIS_HOSTS=local:redis:6379
-    ports:
-      - "8081:8081"
     networks:
       - int_network
     deploy:
@@ -85,6 +79,24 @@ services:
           memory: 500M # Recommended: 4GB RAM
     command: celery --app=tasks worker --loglevel=INFO --pool=solo
 
+  nginx:
+    image: nginx:latest
+    volumes:
+      - ./nginx.conf:/etc/nginx/nginx.conf
+    ports:
+      - "80:80"
+    networks:
+      - int_network
+    depends_on:
+      - ai
+      - qdrant-container
+      - redis
+    deploy:
+      resources:
+        limits:
+          cpus: "0.5" # Recommended: 1 CPUs
+          memory: 500M # Recommended: 4GB RAM
+
 networks:
   int_network:
     driver: bridge
diff --git a/nginx.conf b/nginx.conf
new file mode 100644
index 0000000..52db918
--- /dev/null
+++ b/nginx.conf
@@ -0,0 +1,24 @@
+events {}
+
+http {
+    server {
+        listen 80;
+
+        location /ai/ {
+            proxy_pass http://ai:5555/;
+        }
+
+        # There is a known issue with qdrant behind reverse proxy, pending for solution: https://github.com/qdrant/qdrant-web-ui/issues/94
+        #location /qdrant/ {
+        #    proxy_pass http://qdrant-container:6333/dashboard/;
+        #}
+
+        location /redis-commander/ {
+            proxy_pass http://redis-commander:8081/;
+        }
+
+        location / {
+            return 404;
+        }
+    }
+}