Update README.md

README.md

@@ -44,7 +44,7 @@ Audit Assistant is an AI-powered tool for exploring and understanding Uganda's a
     -   Model Source: Local Instance
 
 3. Model Training Data:
-All the models mentioned above are being consumed, without any fine-tuning or trianing being performed by the developer team fo audit assistant tool. And hence there os no training data had been sued by the development team of Audit Assistant tool.
+All the models mentioned above are being consumed without any fine-tuning or training being performed by the developer team of Audit Assistant tool. And hence there is no training data which had been used by the development team of Audit Assistant tool.
 
 
 4. Knowledge Base (Retrieval Component)
@@ -68,7 +68,7 @@ All the models mentioned above are being consumed, without any fine-tuning or tr
     -	Feedback mechanism available (via https://huggingface.co/spaces/GIZ/audit_assistant/discussions/new).
 
 7. Monitoring, Feedback, and Incident Reporting
-    -	User can provide feedback via UI by giving (Thumbs-up or down to AI-Generated answer). alternatively for more detailed feedback please use https://huggingface.co/spaces/GIZ/audit_assistant/discussions/new to report any issue.
+    -	User can provide feedback via UI by giving (Thumbs-up or down to AI-Generated answer). Alternatively for more detailed feedback please use https://huggingface.co/spaces/GIZ/audit_assistant/discussions/new to report any issue.
     -	Technical development is carried out by the GIZ Data Service Center.
     -	No automated bias detection – but low risk due to content restrictions.