diff --git a/notebooks/07_final_report.ipynb b/notebooks/07_final_report.ipynb
index d46b53d..d78fe45 100644
--- a/notebooks/07_final_report.ipynb
+++ b/notebooks/07_final_report.ipynb
@@ -158,9 +158,12 @@
     "f = summary.get('funsd', {})\n",
     "if f.get('available'):\n",
     "    h = f['headline']\n",
-    "    print(f\"\n",
-    "FUNSD headline ({f['primary']}): \"\n",
-    "          f\"P {h['precision']:.3f} / R {h['recall']:.3f} / F1 {h['f1']:.3f}\")"
+    "    headline = (\n",
+    "        f\"FUNSD headline ({f['primary']}): \"\n",
+    "        f\"P {h['precision']:.3f} / R {h['recall']:.3f} / F1 {h['f1']:.3f}\"\n",
+    "    )\n",
+    "    print()\n",
+    "    print(headline)"
    ]
   }
  ],
diff --git a/scripts/run_demo.py b/scripts/run_demo.py
index 2e58cab..a05bce5 100644
--- a/scripts/run_demo.py
+++ b/scripts/run_demo.py
@@ -214,6 +214,14 @@ def layout_view(page_id: str):
 # --- FUNSD + Overview + Limitations ---
 
 
+def gradio_allowed_paths() -> list[str]:
+    """Artifact paths Gradio may serve when outputs live outside the repo, e.g. Colab Drive."""
+    paths = [
+        config.LAYOUT_OUTPUT / "crops",
+    ]
+    return [str(p.resolve()) for p in paths if p.exists()]
+
+
 def funsd_view() -> str:
     d = _load_json(config.EVALUATION / "phase3_funsd_relations.json")
     if d is None:
@@ -319,7 +327,7 @@ def main() -> None:
         with gr.Tab("Limitations"):
             gr.Markdown(LIMITATIONS_MD)
 
-    demo.launch(share=config.IN_COLAB)
+    demo.launch(share=config.IN_COLAB, allowed_paths=gradio_allowed_paths())
 
 
 if __name__ == "__main__":