diff --git a/.local/share/pytorch_pod/python-apps/embed-multimodal-7b.py b/.local/share/pytorch_pod/python-apps/embed-multimodal-7b.py
old mode 100644
new mode 100755
diff --git a/bin/create_pod_pytorch.sh b/bin/create_pod_pytorch.sh
index b3c57a3..a5ab44f 100755
--- a/bin/create_pod_pytorch.sh
+++ b/bin/create_pod_pytorch.sh
@@ -22,7 +22,9 @@ AI_MODELS_DIR="$BIND_DIR/ai-models"
 PYTHON_APPS_DIR="$BIND_DIR/python-apps"
 USER_SYSTEMD_DIR="$HOME/.config/systemd/user"
 CONTAINERFILE="$BIND_DIR/containerfile"
-PY_APP="$PYTHON_APPS_DIR/colnomic-embed-multimodal-7b.py"
+PY_APP="$PYTHON_APPS_DIR/embed-multimodal-7b.py"
+
+echo "$PY_APP"
 
 # Prepare directories
 mkdir -p "$AI_MODELS_DIR" "$PYTHON_APPS_DIR" "$USER_SYSTEMD_DIR"
@@ -102,7 +104,7 @@ podman run -d --name "$CTR_NAME" --pod "$POD_NAME" \
   -v "$AI_MODELS_DIR":/models \
   -v "$PYTHON_APPS_DIR":/python-apps \
   "$CUSTOM_IMAGE" \
-  python "$PY_APP"
+  python /python-apps/embed-multimodal-7b.py
 
 # Wait for API readiness (/health)
 HEALTH_URL="http://$HOST_LOCAL_IP:$PYTORCH_HOST_PORT/health"
@@ -171,7 +173,7 @@ if ! printf '%s' "$HEALTH_JSON" | grep -q '"status":"ok"'; then
 fi
 
 # Python API /embed
-EMBED_URL="http://$HOST_LOCAL_IP:$PYTORCH_HOST_PORT/embed"
+EMBED_URL="http://$HOST_LOCAL_IP:$PYTORCH_HOST_PORT/embed-texts"
 EMBED_JSON="$(curl -fsS -X POST "$EMBED_URL" \
   -H "Content-Type: application/json" \
   -d '{"texts":["hello world from colnomic"]}')"