[README]

README.md

@@ -17,7 +17,7 @@ Swarms is a modular framework that enables reliable and useful multi-agent colla
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 ## Installation
-`pip3 install --upgrade swarms`
+`pip3 install -U swarms`
 
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@@ -1043,10 +1043,13 @@ Help us accelerate our backlog by supporting us financially! Note, we're an open
 <a href="https://polar.sh/kyegomez"><img src="https://polar.sh/embed/fund-our-backlog.svg?org=kyegomez" /></a>
 
 ## Swarm Newsletter 🤖 🤖 🤖 📧 
-Sign up to the Swarm newsletter to receieve updates on the latest Autonomous agent research papers, step by step guides on creating multi-agent app, and much more Swarmie goodiness 😊 
+Sign up to the Swarm newsletter to receive  updates on the latest Autonomous agent research papers, step by step guides on creating multi-agent app, and much more Swarmie goodiness 😊
+
 
 [CLICK HERE TO SIGNUP](https://docs.google.com/forms/d/e/1FAIpQLSfqxI2ktPR9jkcIwzvHL0VY6tEIuVPd-P2fOWKnd6skT9j1EQ/viewform?usp=sf_link)
 
 # License
 Apache License
 
+
+