Fix merge conflicts for prod push #645

site/developer/model-testing/testing-overview.qmd

@@ -51,6 +51,9 @@ listing:
     contents: 
     - ../../notebooks/code_samples/custom_tests/implement_custom_tests.ipynb
     - ../../notebooks/code_samples/custom_tests/integrate_external_test_providers.ipynb
+    - path: /notebooks/how_to/add_context_to_llm_descriptions.ipynb
+      title: "Add context to LLM-generated test descriptions"
+      description: "Learn how to add custom use case and test-specific context to your LLM-generated test descriptions."
 ---
 
 {{< var vm.product >}} provides many built-in tests and test suites, which help you produce documentation during stages of the model development lifecycle where you need to validate that your work satisfies MRM (model risk management) requirements.

site/faq/faq-testing.qmd

@@ -38,6 +38,11 @@ Yes, {{< var vm.product >}} allows tests to be manipulated at several levels:
 - You can change the thresholds and parameters for default tests already available in the {{< var vm.developer >}} — for instance, changing the threshold parameter for the class imbalance flag.[^5]
 - You can also connect your own custom tests with the {{< var validmind.developer >}}. These custom tests are configurable and are able to run programmatically, just like the rest of the {{< var vm.developer >}}.[^6]
 
+::: {.callout}
+In addition to custom tests, you can also add use case and test-specific context for any test to enhance the LLM-generated test descriptions using the {{< var validmind.developer >}}.[^7]
+
+:::
+
 {{< include _faq-explainability.qmd >}}
 
 {{< include _faq-synthetic-datasets.qmd >}}
@@ -62,4 +67,6 @@ Yes, {{< var vm.product >}} allows tests to be manipulated at several levels:
 
 [^5]: [`ClassImbalance()`](/validmind/validmind/tests/data_validation/ClassImbalance.html#ClassImbalance)
 
-[^6]: [Can I use my own tests?](/developer/model-testing/testing-overview.qmd#can-i-use-my-own-tests)
+[^6]: [Can I use my own tests?](/developer/model-testing/testing-overview.qmd#can-i-use-my-own-tests)
+
+[^7]: [Add context to LLM-generated test descriptions](/notebooks/how_to/add_context_to_llm_descriptions.ipynb)

site/guide/model-documentation/work-with-content-blocks.qmd

@@ -83,6 +83,11 @@ While editing a simple text block, you can insert math equations using the formu
 
 ### Generate Text with AI <sup>[beta]{.smallcaps}</sup>
 
+::: {.callout title="Have you logged your tests?"}
+Generating content drafts for your model documentation works best after you've logged tests and test descriptions for your model's tests with the {{< var validmind.developer >}},[^8] as existing test descriptions provide more context for the large language model (LLM) to draw upon.
+
+:::
+
 While editing a simple text block, you can have {{< var vm.product >}} assist you with generating content drafts:
 
 1. Click **{{< fa diamond >}} <sup>[beta]{.smallcaps}</sup> (Generate Text with AI)** in the toolbar while editing a content block.
@@ -92,19 +97,18 @@ While editing a simple text block, you can have {{< var vm.product >}} assist yo
 3. Review the draft composed by the {{< var vm.product >}} AI Content Builder for accuracy and relevance, then:
 
    - Click **{{< fa download >}} Accept Text** to insert the draft into your content block.
-   - Click **{{< fa rotate >}} Try Again** to regenerate a different draft.
+   - Click **{{< fa rotate >}} Try Again** to regenerate a different draft.g
    - Click **Cancel** to discard the draft and return to your documentation section. 
 
 4. After you insert the AI-generated draft, click on the text box to make the necessary edits and adjustments to your copy:
 
    - Ensure that content is in compliance with the quality guidelines outlined by your organization. 
-   - Use the content editing toolbar[^8] just as you would with any other text block.
+   - Use the content editing toolbar[^9] just as you would with any other text block.
 
 ![Generating content with AI within a simple text block](generate-with-ai.gif){width=90% fig-alt="An animation that showcases the Generate with AI feature within a simple text block" .screenshot}
 
-::: {.callout}
-When generating content drafts with AI, accepted versions and edits are retained in your {{< fa wifi >}} Model Activity[^9] just like other updates to your documentation, reports, or plans. 
-:::
+When generating content drafts with AI, accepted versions and edits are retained in your {{< fa wifi >}} Model Activity[^10] just like other updates to your documentation, reports, or plans. 
+
 
 ## Remove content blocks
 
@@ -114,7 +118,7 @@ Test-driven or metric over time blocks can be re-added later on but **text block
 
 1. In the left sidebar, click **{{< fa cubes >}} Inventory**.
 
-2. Select a model or find your model by applying a filter or searching for it.[^10]
+2. Select a model or find your model by applying a filter or searching for it.[^11]
 
 3. In the left sidebar that appears for your model, click **{{< fa book-open >}} Documentation**, **{{< fa shield >}} Validation Report**, or **{{< fa desktop >}} Ongoing Monitoring**.
 
@@ -159,8 +163,10 @@ Test-driven or metric over time blocks can be re-added later on but **text block
 
 [^7]: [Collaborate with others](/guide/model-documentation/collaborate-with-others.qmd)
 
-[^8]: [Content editing toolbar](#content-editing-toolbar)
+[^8]: [Run tests and test suites](/developer/model-testing/testing-overview.qmd)
+
+[^9]: [Content editing toolbar](#content-editing-toolbar)
 
-[^9]: [View model activity](/guide/model-inventory/view-model-activity.qmd)
+[^10]: [View model activity](/guide/model-inventory/view-model-activity.qmd)
 
-[^10]: [Working with the model inventory](/guide/model-inventory/working-with-model-inventory.qmd#search-filter-and-sort-models)
+[^11]: [Working with the model inventory](/guide/model-inventory/working-with-model-inventory.qmd#search-filter-and-sort-models)