diff --git a/10_integrations/multion_news_agent.py b/10_integrations/multion_news_agent.py
index 2e54aa005..7d6f85c63 100644
--- a/10_integrations/multion_news_agent.py
+++ b/10_integrations/multion_news_agent.py
@@ -1,20 +1,19 @@
 # ---
 # lambda-test: false
 # ---
-# # Twitter News Agent
+# # MultiOn: Twitter News Agent
 
-# In this example, we use Modal to deploy a cron job that periodically checks for cool AI news everyday and tweets it on Twitter using the MultiOn Agent API.
+# In this example, we use Modal to deploy a cron job that periodically checks for AI news everyday and tweets it on Twitter using the MultiOn Agent API.
 
 # ## Import and define the stub
 #
 # Let's start off with imports, and defining a Modal stub.
 
 import os
-from datetime import datetime, timedelta
 
 import modal
 
-stub = modal.Stub("ai-news-tweet-agent")
+stub = modal.Stub("multion-news-tweet-agent")
 
 # ## Searching for AI News
 #
@@ -24,16 +23,21 @@
 
 multion_image = modal.Image.debian_slim().pip_install("multion")
 
-# We can now define our main entrypoint, that uses [MultiOn](https://www.multion.ai/) to scrape AI news everyday and post it on our twitter account. We specify a [schedule](/docs/guide/cron) in the function decorator, which  
+# We can now define our main entrypoint, that uses [MultiOn](https://www.multion.ai/) to scrape AI news everyday and post it on our twitter account. We specify a [schedule](/docs/guide/cron) in the function decorator, which
 # means that our function will run automatically at the given interval.
 
-# ## Setup MultiOn
-# MultiOn is a next-gen Web Action Agent that can take actions on behalf of the user. You can watch it in action here: [Youtube demo](https://www.youtube.com/watch?v=Rm67ry6bogw)
+# ## Set up MultiOn
+#
+# [MultiOn](https://multion.ai/) is a next-gen Web Action Agent that can take actions on behalf of the user. You can watch it in action here: [Youtube demo](https://www.youtube.com/watch?v=Rm67ry6bogw).
+#
 # The MultiOn API enables building the next level of web automation & custom AI agents capable of performing complex actions on the internet with just a few lines of code.
-
+#
 # To get started, first create an account with [MultiOn](https://app.www.multion.ai/), install the [MultiOn chrome extension](https://chrome.google.com/webstore/detail/ddmjhdbknfidiopmbaceghhhbgbpenmm) and login to your Twitter account in your browser.
 
-@stub.function(image=multion_image, secret=modal.Secret.from_name("MULTION_API_KEY"))
+
+@stub.function(
+    image=multion_image, secret=modal.Secret.from_name("MULTION_API_KEY")
+)
 def news_tweet_agent():
     # Import MultiOn
     import multion
@@ -57,20 +61,19 @@ def news_tweet_agent():
 
 # ## Test running
 #
-# We can now test run our scheduled function as follows: `modal run news_tweet.py::stub.news_tweet_agent`
+# We can now test run our scheduled function as follows: `modal run multion_news_agent.py.py::stub.news_tweet_agent`
 
 # ## Defining the schedule and deploying
 #
-# Let's define a function that will be called by Modal every day
+# Let's define a function that will be called by Modal every day.
 
 
-# runs at 9 am (UTC) every day
 @stub.function(schedule=modal.Cron("0 9 * * *"))
 def run_daily():
     news_tweet_agent.remote()
 
 
-# In order to deploy this as a persistent cron job, you can run `modal deploy news_tweet.py`,
+# In order to deploy this as a persistent cron job, you can run `modal deploy multion_news_agent.py`.
 
 # Once the job is deployed, visit the [apps page](/apps) page to see
 # its execution history, logs and other stats.