diff --git a/content/notes/The machine learning industry is too focused on general task performance.md b/content/notes/The machine learning industry is too focused on general task performance.md
index 6b00d111d..8965fa308 100644
--- a/content/notes/The machine learning industry is too focused on general task performance.md	
+++ b/content/notes/The machine learning industry is too focused on general task performance.md	
@@ -4,4 +4,4 @@ However, general capability doesn't necessarily translate to completing tasks as
 
 Take summarization. It’s a popular machine learning task at which models have become quite proficient, at least from a benchmark perspective. However, when models summarize for users with a pulse, they fall short. The reason is simple: the models don’t know this individual. The key takeaways for a specific user differ dramatically from the takeaways _any possible_ internet user _would probably_ note.
 
-So a shift in focus toward user-specific task performance would provide a much more dynamic & realistic approach. Catering to individual needs & paving she way for more personalized & effective ML applications.
+So a shift in focus toward user-specific task performance would provide a much more dynamic & realistic approach. Catering to individual needs & paving the way for more personalized & effective ML applications.