diff --git a/workshops/scipy2026/index.ipynb b/workshops/scipy2026/index.ipynb
index 94b31e09..71162af8 100644
--- a/workshops/scipy2026/index.ipynb
+++ b/workshops/scipy2026/index.ipynb
@@ -46,17 +46,13 @@
     "| Topic | Time | Notebook Links | \n",
     "| :- | - | - | \n",
     "| Introduction and Setup | 1:30 (10 min) | | \n",
-    "| The Xarray Data Model | 1:40 (50 min) | [Data structures Part 1](../../intermediate/datastructures-intermediate.ipynb)|\n",
-    "|||[Data structures Part 2](../../fundamentals/01_data_structures.md)| \n",
-    "|||[Datatrees and Hierarchical data](../../fundamentals/01_datatree_hierarchical_data.ipynb)|\n",
-    "| *10 minute Break* \n",
-    "| Xarray backends | 2:40 (60 min) | [Add link Intro to backends](../../advanced/backends/intro-backends.ipynb)|\n",
-    "|||Working with Xarray's backends ([Zarr stores in the cloud](../../intermediate/hierarchical_zarr_store.ipynb), [Rioxarray](../../advanced/backends/rasterio_backend.ipynb) )|\n",
-    "||| (TODO add link) Creating custom backends |\n",
+    "| The Xarray Data Model | 1:40 (50 min) | [Data structures Part 1](../../intermediate/datastructures-intermediate.ipynb) <br> [Data structures Part 2](../../fundamentals/01_data_structures.md) <br> [Datatrees and Hierarchical data](../../fundamentals/01_datatree_hierarchical_data.ipynb)|\n",
     "| *10 minute Break* \n",
+    "| Xarray backends | 2:40 (60 min) | [Intro to backends](../../advanced/backends/intro-backends.ipynb) <br> [Zarr stores in the cloud](../../intermediate/hierarchical_zarr_store.ipynb) <br> [Rioxarray](../../advanced/backends/rasterio_backend.ipynb) <br> [Creating custom backends](../../advanced/backends/create_custom_backend.ipynb) |\n",
+    "| *10 minute Break* |\n",
     "| Data cataloguing | 3:50 (40 min) | [Data cataloging](../../intermediate/cataloging.ipynb) |\n",
     "| *10 minute Break* \n",
-    "| Flexible indices | 4:40 (50 min) | TODO: Add links |"
+    "| Flexible indices | 4:40 (50 min) | Why an index |"
    ]
   },
   {