diff --git a/scientific-skills/timesfm-forecasting/examples/global-temperature/forecast_visualization.png b/scientific-skills/timesfm-forecasting/examples/global-temperature/forecast_visualization.png
index 27a623d..0124703 100644
Binary files a/scientific-skills/timesfm-forecasting/examples/global-temperature/forecast_visualization.png and b/scientific-skills/timesfm-forecasting/examples/global-temperature/forecast_visualization.png differ
diff --git a/scientific-skills/timesfm-forecasting/examples/global-temperature/visualize_forecast.py b/scientific-skills/timesfm-forecasting/examples/global-temperature/visualize_forecast.py
index 07f54bb..dd785c4 100644
--- a/scientific-skills/timesfm-forecasting/examples/global-temperature/visualize_forecast.py
+++ b/scientific-skills/timesfm-forecasting/examples/global-temperature/visualize_forecast.py
@@ -83,7 +83,7 @@ def main() -> None:
     ax.set_xlabel("Date", fontsize=12)
     ax.set_ylabel("Temperature Anomaly (°C)", fontsize=12)
     ax.set_title(
-        "TimesFM Forecast: Global Temperature Anomaly (2025)\nAbove 1951-1980 Baseline",
+        "TimesFM Zero-Shot Forecast Example\n36-month Temperature Anomaly → 12-month Forecast",
         fontsize=14,
         fontweight="bold",
     )