Update README.md

README.md

@@ -541,7 +541,7 @@ assistant -> Addressing the User by Name
 the screen should be cleaned. -> Clearing the Screen or Starting Anew
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-Notice how it work nicely for most of the queries exept for 'Where are we?'. This is because the guidebook is not exhaustive and the guide for this intent does not contain a similiar intent example. This could easily be fixed by adding more intent examples for this aciton in the guidebook.
+Notice how it work nicely for most of the queries exept for 'Where are we?'. This is because the guidebook is not exhaustive and the guide for this intent does not contain a similiar intent example. This could easily be fixed by adding more intent examples for this action in the guidebook.
 
 Our AGIRetriver will return the guide for the most similar intent example relative to the user query.