diff --git a/contents/ai/socratiq.qmd b/contents/ai/socratiq.qmd
index 0ea8fcec..0da1438b 100644
--- a/contents/ai/socratiq.qmd
+++ b/contents/ai/socratiq.qmd
@@ -96,7 +96,7 @@ You can access SocratiQ at any time using a keyboard shortcut shown in @fig-main
 
 ![The main SocratiQ interface, showing the key components of your AI learning assistant.](images/png/interface.png){#fig-main-interface}
 
-## Personalizing Your Learning
+## Personalize Your Learning
 
 Before diving into your studies, take a moment to configure SocratiQ for your academic level. This initial setup ensures that all interactions, from quiz questions to explanations, are tailored to your background knowledge. @fig-settings-panel shows where you can adjust these preferences.
 
@@ -171,7 +171,7 @@ As you continue to engage with the material and complete quizzes, you'll earn va
 
 If you'd like a record of your progress you can generate a PDF report. It will show your progress, average performance and all the questions you've attempted. The PDF is a generated with a unique hash and can be uniquely validated. 
 
-![You can click the Download Progress Report button to view your report. You can verify that your PDF has been created by SocratiQ by clicking the verify button and uploading your generate PDF. ](images/png/download_report.png){#fig-download-report}
+![You can click the Download Report button to view your report. You can verify that your PDF has been created by SocratiQ by clicking the verify button and uploading your generated PDF. ](images/png/download_report.png){#fig-download-report}
 
 ## Button Overview