diff --git a/examples/hello-world-flask.md b/examples/hello-world-flask.md
index 76ed766f1..8b8900932 100644
--- a/examples/hello-world-flask.md
+++ b/examples/hello-world-flask.md
@@ -1,14 +1,14 @@
 
-# Aider chat started at 2023-05-12 15:39:30
+# Aider chat started at 2023-05-12 15:43:20
 
-_Aider doesn't work well with gpt-3.5-turbo. Use gpt-4 for best results._  
+_Aider doesn't work well with gpt-3.5-turbo, use gpt-4 for best results._  
 _Creating app.py_  
-_Loading app.py_  
+_Added app.py to the chat_  
 _Files not tracked in .git:_  
 _- app.py_  
 _Add them? yes_  
 _Added app.py to the git repo_  
-_Committed new files with message: Initial commit: Added new files to the git repo: app.py_  
+_1b1b7ec Added new files to the git repo: app.py_  
 
 ---
 #### >  make a flask app with a /hello endpoint that returns hello world  
@@ -18,7 +18,6 @@ Ok, here are the changes:
 ```python
 app.py
 <<<<<<< ORIGINAL
-
 =======
 from flask import Flask
 
@@ -30,8 +29,10 @@ def hello():
 >>>>>>> UPDATED
 ```
 
+This code creates a Flask app and adds a `/hello` endpoint that returns "Hello, World!" when accessed.
+
 _Applied edit to app.py_  
-_a6700bf aider: Added /hello endpoint that returns "Hello, World!" to app.py._  
+_1776fcc aider: Added a /hello endpoint that returns "Hello, World!" when accessed._  
 
 ---
 #### >  add an endpoint like /add/3/5 which returns the sum of the 2 numbers  
@@ -41,13 +42,6 @@ Ok, here are the changes:
 ```python
 app.py
 <<<<<<< ORIGINAL
-from flask import Flask
-
-app = Flask(__name__)
-
-@app.route('/hello')
-def hello():
-    return 'Hello, World!'
 =======
 from flask import Flask
 
@@ -63,8 +57,10 @@ def add(a, b):
 >>>>>>> UPDATED
 ```
 
+This code adds a `/add/<int:a>/<int:b>` endpoint that takes two integers as parameters and returns their sum when accessed.
+
 _Applied edit to app.py_  
-_1c7b865 aider: Added an endpoint to return the sum of two numbers._  
+_c6f1dc6 aider: Added an endpoint `/add/<int:a>/<int:b>` that takes two integers as parameters and returns their sum when accessed._  
 
 ---
 #### >  add /fibonacci/X  
@@ -74,17 +70,6 @@ Sure, here are the changes:
 ```python
 app.py
 <<<<<<< ORIGINAL
-from flask import Flask
-
-app = Flask(__name__)
-
-@app.route('/hello')
-def hello():
-    return 'Hello, World!'
-
-@app.route('/add/<int:a>/<int:b>')
-def add(a, b):
-    return str(a + b)
 =======
 from flask import Flask
 
@@ -114,8 +99,10 @@ def fibonacci(n):
 >>>>>>> UPDATED
 ```
 
+This code adds a `/fibonacci/<int:n>` endpoint that takes an integer `n` as parameter and returns the first `n` numbers of the Fibonacci sequence when accessed. If `n` is less than or equal to 0, it returns "Invalid input". If `n` is 1, it returns "0". If `n` is 2, it returns "0, 1".
+
 _Applied edit to app.py_  
-_fc5f0b7 aider: Added a fibonacci endpoint to the Flask app._  
+_c1ab2f0 aider: Added /fibonacci/<int:n> endpoint to return the first n numbers of the Fibonacci sequence._  
 
 ---
 #### >  remove the hello endpoint  
@@ -129,10 +116,6 @@ from flask import Flask
 
 app = Flask(__name__)
 
-@app.route('/hello')
-def hello():
-    return 'Hello, World!'
-
 @app.route('/add/<int:a>/<int:b>')
 def add(a, b):
     return str(a + b)
@@ -151,6 +134,7 @@ def fibonacci(n):
             fib.append(fib[i-1] + fib[i-2])
         return ', '.join(str(x) for x in fib)
 =======
+>>>>>>> UPDATED
 from flask import Flask
 
 app = Flask(__name__)
@@ -172,8 +156,9 @@ def fibonacci(n):
         for i in range(2, n):
             fib.append(fib[i-1] + fib[i-2])
         return ', '.join(str(x) for x in fib)
->>>>>>> UPDATED
 ```
 
+This code removes the `/hello` endpoint from the Flask app.
+
 _Applied edit to app.py_  
-_2718d22 aider: Removed the hello endpoint._  
+_6376aac aider: Removed the `/hello` endpoint from the Flask app._