diff --git a/action_files/readme_com/modify_markdown.py b/action_files/readme_com/modify_markdown.py
index 7ef5a40b..c79b656d 100644
--- a/action_files/readme_com/modify_markdown.py
+++ b/action_files/readme_com/modify_markdown.py
@@ -50,11 +50,17 @@ def modify_markdown(
         categories = {category["slug"]:category["id"] for category in response.json()}
         if Path(file_path).name == 'CHANGELOG.md':  
             category_slug = 'getting-started'
+            slug = category_slug + '-' + slug
         else:
-            if Path(file_path).parents[1].name == "docs":
-                category_slug = Path(file_path).parents[0].name
+            parent = Path(file_path).parents[0].name
+            grandparent = Path(file_path).parents[1].name
+            if grandparent == "docs":
+                category_slug = parent
+                slug = category_slug + '-' + slug
             else:
-                category_slug = Path(file_path).parents[1].name
+                category_slug = grandparent
+                subcategory = parent
+                slug = category_slug + '-' + subcategory + '-' + slug
         category = categories[category_slug]
     except:
         pass
diff --git a/nbs/docs/capabilities/anomaly-detection/00_anomaly_detection.ipynb b/nbs/docs/capabilities/anomaly-detection/00_anomaly_detection.ipynb
new file mode 100644
index 00000000..0d38f860
--- /dev/null
+++ b/nbs/docs/capabilities/anomaly-detection/00_anomaly_detection.ipynb
@@ -0,0 +1,29 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "6de758ee-a0d2-4b3f-acff-eed419dd17c5",
+   "metadata": {},
+   "source": [
+    "# Anomaly detection"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5d267032-535b-4b7b-b7d3-d2db8f673af6",
+   "metadata": {},
+   "source": [
+    "This section shows the capabilities TimeGPT offers for anomaly detection."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "python3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/nbs/docs/capabilities/anomaly_detection/01_quickstart.ipynb b/nbs/docs/capabilities/anomaly-detection/01_quickstart.ipynb
similarity index 100%
rename from nbs/docs/capabilities/anomaly_detection/01_quickstart.ipynb
rename to nbs/docs/capabilities/anomaly-detection/01_quickstart.ipynb
diff --git a/nbs/docs/capabilities/anomaly_detection/02_confidence_levels.ipynb b/nbs/docs/capabilities/anomaly-detection/02_confidence_levels.ipynb
similarity index 100%
rename from nbs/docs/capabilities/anomaly_detection/02_confidence_levels.ipynb
rename to nbs/docs/capabilities/anomaly-detection/02_confidence_levels.ipynb
diff --git a/nbs/docs/capabilities/anomaly_detection/03_anomaly_detection_date_features.ipynb b/nbs/docs/capabilities/anomaly-detection/03_anomaly_detection_date_features.ipynb
similarity index 100%
rename from nbs/docs/capabilities/anomaly_detection/03_anomaly_detection_date_features.ipynb
rename to nbs/docs/capabilities/anomaly-detection/03_anomaly_detection_date_features.ipynb
diff --git a/nbs/docs/capabilities/anomaly_detection/04_anomaly_exogenous.ipynb b/nbs/docs/capabilities/anomaly-detection/04_anomaly_exogenous.ipynb
similarity index 100%
rename from nbs/docs/capabilities/anomaly_detection/04_anomaly_exogenous.ipynb
rename to nbs/docs/capabilities/anomaly-detection/04_anomaly_exogenous.ipynb
diff --git a/nbs/docs/capabilities/forecast/00_forecast.ipynb b/nbs/docs/capabilities/forecast/00_forecast.ipynb
new file mode 100644
index 00000000..8997e88a
--- /dev/null
+++ b/nbs/docs/capabilities/forecast/00_forecast.ipynb
@@ -0,0 +1,29 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "6de758ee-a0d2-4b3f-acff-eed419dd17c5",
+   "metadata": {},
+   "source": [
+    "# Forecast"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5d267032-535b-4b7b-b7d3-d2db8f673af6",
+   "metadata": {},
+   "source": [
+    "This section shows the capabilities TimeGPT offers for forecasting."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "python3",
+   "language": "python",
+   "name": "python3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}