diff --git a/podman/workspace/cli_integration.py b/podman/workspace/cli_integration.py
new file mode 100644
index 0000000..6f0be64
--- /dev/null
+++ b/podman/workspace/cli_integration.py
@@ -0,0 +1,8 @@
+# CLI-Jupyter Integration Helper
+import subprocess
+import os
+def sync_project(project_path):
+    """Sync project using CLI"""
+    cmd = ["../cli/zig-out/bin/ml", "sync", project_path, "--queue"]
+    result = subprocess.run(cmd, capture_output=True, text=True)
+    return result.returncode == 0
diff --git a/podman/workspace/mlflow.db b/podman/workspace/mlflow.db
new file mode 100644
index 0000000..ce18f33
Binary files /dev/null and b/podman/workspace/mlflow.db differ