validmind · juanmleng · May 2, 2025 · Apr 23, 2025 · Apr 23, 2025 · Apr 29, 2025
diff --git a/.github/workflows/release_notes_check.yaml b/.github/workflows/release_notes_check.yaml
@@ -6,7 +6,7 @@ on:
 
 permissions:
   contents: read
-  pull-requests: read
+  pull-requests: write
 
 jobs:
   ci_check:

diff --git a/notebooks/how_to/add_context_to_llm_descriptions.ipynb b/notebooks/how_to/add_context_to_llm_descriptions.ipynb
diff --git a/notebooks/tutorials/model_development/2-start_development_process.ipynb b/notebooks/tutorials/model_development/2-start_development_process.ipynb
@@ -688,8 +688,9 @@
     "    <img src= \"add-content-block.gif\" alt=\"Screenshot showing insert block button in model documentation\" style=\"border: 2px solid #083E44; border-radius: 8px; border-right-width: 2px; border-bottom-width: 3px;\">\n",
     "    <br><br>\n",
     "\n",
-    "5. Click **+** and then select **Test-Driven Block**:\n",
+    "5. Click **+** and then select **Test-Driven Block** under FROM LIBRARY:\n",
     "\n",
+    "    - Click on **VM Library** under TEST-DRIVEN in the left sidebar.\n",
     "    - In the search bar, type in `HighPearsonCorrelation`.\n",
     "    - Select `HighPearsonCorrelation:balanced_raw_dataset` as the test.\n",
     "\n",

diff --git a/notebooks/tutorials/model_development/3-integrate_custom_tests.ipynb b/notebooks/tutorials/model_development/3-integrate_custom_tests.ipynb
@@ -913,10 +913,10 @@
     "    <img src= \"add-content-block.gif\" alt=\"Screenshot showing insert block button in model documentation\" style=\"border: 2px solid #083E44; border-radius: 8px; border-right-width: 2px; border-bottom-width: 3px;\">\n",
     "    <br><br>\n",
     "\n",
-    "5. Click **+** and then select **Test-Driven Block**:\n",
+    "5. Click **+** and then select **Test-Driven Block** under FROM LIBRARY:\n",
     "\n",
-    "    - In the search bar, type in `ConfusionMatrix`.\n",
-    "    - Select the custom `ConfusionMatrix` tests you logged above:\n",
+    "    - Click on **Custom** under TEST-DRIVEN in the left sidebar.\n",
+    "    - Select the two custom `ConfusionMatrix` tests you logged above:\n",
     "\n",
     "    <img src= \"selecting-confusion-matrix-test.png\" alt=\"Screenshot showing the ConfusionMatrix tests selected\" style=\"border: 2px solid #083E44; border-radius: 8px; border-right-width: 2px; border-bottom-width: 3px;\">\n",
     "    <br><br>\n",

diff --git a/notebooks/tutorials/model_development/add-content-block.gif b/notebooks/tutorials/model_development/add-content-block.gif
diff --git a/notebooks/tutorials/model_development/selecting-confusion-matrix-test.png b/notebooks/tutorials/model_development/selecting-confusion-matrix-test.png
diff --git a/notebooks/tutorials/model_development/selecting-high-pearson-correlation-test.png b/notebooks/tutorials/model_development/selecting-high-pearson-correlation-test.png
diff --git a/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb b/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb
@@ -8,7 +8,7 @@
     "\n",
     "Learn how to use ValidMind for your end-to-end model validation process with our series of four introductory notebooks. In this third notebook, develop a potential challenger model and then pass your model and its predictions to ValidMind.\n",
     "\n",
-    "A *challenger model* is an alternate model that attempt to outperform the champion model, ensuring that the best performing fit-for-purpose model is always considered for deployment. Challenger models also help avoid over-reliance on a single model, and allow testing of new features, algorithms, or data sources without disrupting the production lifecycle."
+    "A *challenger model* is an alternate model that attempts to outperform the champion model, ensuring that the best performing fit-for-purpose model is always considered for deployment. Challenger models also help avoid over-reliance on a single model, and allow testing of new features, algorithms, or data sources without disrupting the production lifecycle."
    ]
   },
   {
-Original file line number
+Diff line change
@@ Expand Up / @@ -8,7 +8,7 @@ @@
         "\n",
         "Learn how to use ValidMind for your end-to-end model validation process with our series of four introductory notebooks. In this third notebook, develop a potential challenger model and then pass your model and its predictions to ValidMind.\n",
         "\n",
-        "A *challenger model* is an alternate model that attempt to outperform the champion model, ensuring that the best performing fit-for-purpose model is always considered for deployment. Challenger models also help avoid over-reliance on a single model, and allow testing of new features, algorithms, or data sources without disrupting the production lifecycle."
+        "A *challenger model* is an alternate model that attempts to outperform the champion model, ensuring that the best performing fit-for-purpose model is always considered for deployment. Challenger models also help avoid over-reliance on a single model, and allow testing of new features, algorithms, or data sources without disrupting the production lifecycle."
        ]
       },
       {
@@ Expand Down @@