Fix typo

developers/academy/js/starter_text_data/104_text_rag/20_single_prompt.mdx

@@ -8,7 +8,7 @@ import TabItem from '@theme/TabItem';
 import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
 import TSCode from '!!raw-loader!../_snippets/104_rag.ts';
 
-A 'single prompt' generation wil perform RAG queries on each retrieved object. This is useful when you want to transform each object separately, with the same prompt.
+A 'single prompt' generation will perform RAG queries on each retrieved object. This is useful when you want to transform each object separately, with the same prompt.
 
 ### <i class="fa-solid fa-code"></i> Code
 

developers/academy/js/starter_text_data/104_text_rag/30_grouped_task.mdx

@@ -8,7 +8,7 @@ import TabItem from '@theme/TabItem';
 import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
 import TSCode from '!!raw-loader!../_snippets/104_rag.ts';
 
-A 'grouped task' generation wil perform RAG queries on the set of retrieved objects. This is useful when you want to transform the set of objects as a whole, with one prompt.
+A 'grouped task' generation will perform RAG queries on the set of retrieved objects. This is useful when you want to transform the set of objects as a whole, with one prompt.
 
 ### <i class="fa-solid fa-code"></i> Code
 

developers/academy/py/starter_custom_vectors/104_object_rag/20_single_prompt.mdx

@@ -8,7 +8,7 @@ import TabItem from '@theme/TabItem';
 import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
 import PyCode from '!!raw-loader!../_snippets/104_rag.py';
 
-A 'single prompt' generation wil perform RAG queries on each retrieved object. This is useful when you want to transform each object separately, with the same prompt.
+A 'single prompt' generation will perform RAG queries on each retrieved object. This is useful when you want to transform each object separately, with the same prompt.
 
 ### <i class="fa-solid fa-code"></i> Code
 

developers/academy/py/starter_custom_vectors/104_object_rag/30_grouped_task.mdx

@@ -8,7 +8,7 @@ import TabItem from '@theme/TabItem';
 import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
 import PyCode from '!!raw-loader!../_snippets/104_rag.py';
 
-A 'grouped task' generation wil perform RAG queries on the set of retrieved objects. This is useful when you want to transform the set of objects as a whole, with one prompt.
+A 'grouped task' generation will perform RAG queries on the set of retrieved objects. This is useful when you want to transform the set of objects as a whole, with one prompt.
 
 ### <i class="fa-solid fa-code"></i> Code
 

developers/academy/py/starter_multimodal_data/104_mm_rag/20_single_prompt.mdx

@@ -8,7 +8,7 @@ import TabItem from '@theme/TabItem';
 import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
 import PyCode from '!!raw-loader!../_snippets/104_rag.py';
 
-A 'single prompt' generation wil perform RAG queries on each retrieved object. This is useful when you want to transform each object separately, with the same prompt.
+A 'single prompt' generation will perform RAG queries on each retrieved object. This is useful when you want to transform each object separately, with the same prompt.
 
 ### <i class="fa-solid fa-code"></i> Code
 

developers/academy/py/starter_multimodal_data/104_mm_rag/30_grouped_task.mdx

@@ -8,7 +8,7 @@ import TabItem from '@theme/TabItem';
 import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
 import PyCode from '!!raw-loader!../_snippets/104_rag.py';
 
-A 'grouped task' generation wil perform RAG queries on the set of retrieved objects. This is useful when you want to transform the set of objects as a whole, with one prompt.
+A 'grouped task' generation will perform RAG queries on the set of retrieved objects. This is useful when you want to transform the set of objects as a whole, with one prompt.
 
 ### <i class="fa-solid fa-code"></i> Code
 

developers/academy/py/starter_text_data/104_text_rag/20_single_prompt.mdx

@@ -8,7 +8,7 @@ import TabItem from '@theme/TabItem';
 import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
 import PyCode from '!!raw-loader!../_snippets/104_rag.py';
 
-A 'single prompt' generation wil perform RAG queries on each retrieved object. This is useful when you want to transform each object separately, with the same prompt.
+A 'single prompt' generation will perform RAG queries on each retrieved object. This is useful when you want to transform each object separately, with the same prompt.
 
 ### <i class="fa-solid fa-code"></i> Code
 

developers/academy/py/starter_text_data/104_text_rag/30_grouped_task.mdx

@@ -8,7 +8,7 @@ import TabItem from '@theme/TabItem';
 import FilteredTextBlock from '@site/src/components/Documentation/FilteredTextBlock';
 import PyCode from '!!raw-loader!../_snippets/104_rag.py';
 
-A 'grouped task' generation wil perform RAG queries on the set of retrieved objects. This is useful when you want to transform the set of objects as a whole, with one prompt.
+A 'grouped task' generation will perform RAG queries on the set of retrieved objects. This is useful when you want to transform the set of objects as a whole, with one prompt.
 
 ### <i class="fa-solid fa-code"></i> Code