diff --git a/unsloth.yaml b/unsloth.yaml
index 46017f3..a55df63 100644
--- a/unsloth.yaml
+++ b/unsloth.yaml
@@ -3,13 +3,23 @@ services:
     image: unsloth/unsloth-rocm   # pin a tag or digest once it works
     container_name: unsloth-train
     restart: unless-stopped
+    #The container runs as root by default. `--user <uid>:<gid>` is supported and keeps files on your mounts owned by you.
     ipc: host
+    #deploy:
+    #  resources:
+    #    reservations:
+    #      devices:
+    #        - driver: nvidia
+    #          count: all
+    #          device_ids: ["0"]  #Explicit list of GPU identifiers (index "0", "1" or hardware UUID "GPU-xxx").
+    #          capabilities: [gpu]
     devices:
       - /dev/kfd:/dev/kfd
+      #- /dev/dri:/dev/dri
       - /dev/dri/renderD128:/dev/dri/renderD128
     group_add:
-      - "44"    # getent group video | cut -d: -f3
-      - "992"   # getent group render | cut -d: -f3
+      - 44   # getent group video | cut -d: -f3
+      - 992  # getent group render | cut -d: -f3
     ulimits:
         memlock: -1
         stack: 67108864
@@ -18,10 +28,16 @@ services:
         - 8777:8888
     environment:
         - JUPYTER_PASSWORD=${JUPYTER_PWD}
+        - UNSLOTH_STUDIO_PASSWORD=${UNSLOTH_STUDIO_PASSWORD:-}
+        - HF_TOKEN=${HF_TOKEN:-} # hugging face token
+        - WANDB_API_KEY=${WANDB_API_KEY:-} # weights and biases key
+        - UNSLOTH_ALLOW_CPU=${UNSLOTH_ALLOW_CPU:-0}
     volumes:
-        - /mnt/docker/server/unsloth:/workspace/host
-        - unsloth-cache:/workspace/.cache/huggingface
-        - unsloth-studio:/opt/unsloth-studio
+    #The container working directory is `/workspace`. Mount `/data` for unified persistence across container recreations 
+        - /mnt/docker/server/unsloth/host:/workspace/host  # project directory
+        - /mnt/docker/server/unsloth/notebooks:/workspace/unsloth-notebooks # synced notebooks
+        - unsloth-cache:/workspace/.cache/huggingface  # Model Downloads
+        - unsloth-data:/data #Unified persistence root: models, fine-tune outputs, exports, and auth db
         
     labels:
       - homepage.group=Development
@@ -38,5 +54,5 @@ networks:
 
 volumes:
   unsloth-cache:
-  unsloth-studio:
+  unsloth-data: