diff --git a/apps/timesfm-forecast/README.md b/apps/timesfm-forecast/README.md
index d70169d..cc41901 100755
--- a/apps/timesfm-forecast/README.md
+++ b/apps/timesfm-forecast/README.md
@@ -130,19 +130,19 @@ A quick visual tour of the Streamlit app — settings, upload, forecasting, prev
 
 - **App Home + Settings Sidebar**
 Shows the TimesFM configuration, frequency settings, batch size and horizon range.
-/examples/Screenshot%202026-03-26%20173759.png
+![App home](examples/ui-1-home.png)
 
 - **CSV Upload Modal**
 Preview of the uploaded dataset before running the forecast.
-/examples/Screenshot%202026-03-26%20173857.png
+![Upload modal](examples/ui-2-upload.png)
 
 - **Forecast Preview (Long Format)**
 First rows of the generated forecast output (key, date, step, forecast).
-/examples/Screenshot%202026-03-26%20173909.png
+![Forecast preview](examples/ui-3-forecast-preview.png)
 
 - **Single-Key Visualization**
 Historical series + forecast plotted for a chosen key.
-/examples/Screenshot%202026-03-26%20174600.png
+![Visualization](examples/ui-4-visualization.png)
 
 ---