diff --git a/examples/README.md b/examples/README.md
index 45707480e..f0124cdc7 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -6,13 +6,13 @@ to generate and edit code with GPT-4.
 Some things to note in the transcripts:
 
   - **The user's chat messages are bold**, showing the requests and directions they are giving in the conversation.
-  - The respponses from GPT-4 are in a plain font, and often include colorized code blocks that specify edits to the code.
+  - Responses from GPT-4 are in a plain font, and often include colorized code blocks that specify edits to the code.
   - _Output from the aider tool is shown in italics_. You will see that it is:
-      - Adding certain source files to the chat (with user permission)
+      - Adding certain source files to the chat (sometimes at the suggestion of GPT-4, always with user permission).
       - Applying the edits proposed by GPT-4 to the source files.
       - Committing those changes to git with a senisble commit message.
 
-Here is a varity of example coding chat sessions,
+There are a varity of example coding chat sessions,
 accomplishing both greenfield generation of new code as well as simple and complex edits to larger codebases:
 
 * [Hello World Flask App](hello-world-flask.md): This example demonstrates how to create a simple Flask app with various endpoints, such as adding two numbers and calculating the Fibonacci sequence.