diff --git a/README.md b/README.md
index e6ee0fd3..b45756b8 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # Automata: The Future is Self-Written
 
-![Banner](./automata_banner.png)
+![Banner](https://github.com/emrgnt-cmplxty/Automata/assets/68796651/61fe3c33-9b7a-4c1b-9726-a77140476b83)
 
 [![codecov](https://codecov.io/github/emrgnt-cmplxty/Automata/branch/main/graph/badge.svg?token=ZNE7RDUJQD)](https://codecov.io/github/emrgnt-cmplxty/Automata)
 [![Documentation Status](https://readthedocs.org/projects/automata/badge/?version=latest)](https://automata.readthedocs.io/en/latest/?badge=latest)
@@ -14,8 +14,6 @@ This project is inspired by the theory that code is essentially a form of memory
 
 ---
 
-## 🧠 [Read the Docs](https://automata.readthedocs.io/en/latest/)
-
 ## Demo
 
 https://github.com/emrgnt-cmplxty/Automata/assets/68796651/2e1ceb8c-ac93-432b-af42-c383ea7607d7
@@ -30,6 +28,8 @@ https://github.com/emrgnt-cmplxty/Automata/assets/68796651/2e1ceb8c-ac93-432b-af
 
 ## Installation and Usage
 
+### 🧠 [Stuck? Try the Docs](https://automata.readthedocs.io/en/latest/)
+
 ### Initial Setup
 
 Follow these steps to setup the Automata environment
@@ -94,7 +94,7 @@ Automata works by combining Large Language Models, such as GPT-4, with a vector
 
 Automata employs downstream tooling to execute advanced coding tasks, continually building its expertise and autonomy. This self-coding approach mirrors an autonomous craftsman's work, where tools and techniques are consistently refined based on feedback and accumulated experience.
 
-### Example - Running your own agent
+### Example - Building your own agent
 
 Sometimes the best way to understand a complicated system is to start by understanding a basic example. The following example illustrates how to run your own Automata agent. The agent will be initialized with a trivial instruction, and will then attempt to write code to fulfill the instruction. The agent will then return the result of its attempt.