diff --git a/README.md b/README.md
index eaded5c..4b35f7c 100644
--- a/README.md
+++ b/README.md
@@ -2,28 +2,42 @@
 
 This repository contains JAX example code for loading and running the Grok-1 open-weights model.
 
-Make sure to download the checkpoint and place `ckpt-0` directory in `checkpoint`.
-Then, run
+Make sure to download the checkpoint and place `ckpt-0` directory in `checkpoints` before run the project.
 
-```shell
-pip install -r requirements.txt
-python run.py
-```
+## 1. Downloading the weights
 
-to test the code.
-
-The script loads the checkpoint and samples from the model on a test input.
-
-Due to the large size of the model (314B parameters), a machine with enough GPU memory is required to test the model with the example code.
-The implementation of the MoE layer in this repository is not efficient. The implementation was chosen to avoid the need for custom kernels to validate the correctness of the model.
-
-# Downloading the weights
-
-You can download the weights using a torrent client and this magnet link:
+You can download the weights using a torrent client in the following magnet link:
 ```
 magnet:?xt=urn:btih:5f96d43576e3d386c9ba65b883210a393b68210e&tr=https%3A%2F%2Facademictorrents.com%2Fannounce.php&tr=udp%3A%2F%2Ftracker.coppersurfer.tk%3A6969&tr=udp%3A%2F%2Ftracker.opentrackr.org%3A1337%2Fannounce
 ```
 
+## 2. Installation
+
+1. Install the project dependencies
+
+```bash
+pip install -r requirements.txt
+```
+
+2. Run the project
+
+```bash
+python run.py
+```
+
+The script loads the checkpoint and samples from the model on a test input.
+
+Due to the large size of the model (314B/Billion parameters), a machine with enough GPU memory is required to test the model with the example code.
+
+The implementation of the MoE layer in this repository is not efficient. The implementation was chosen to avoid the need for custom kernels to validate the correctness of the model.
+
+## 3. Requirements
+
+Make sure to attend the following requirements before run the project:
+
+ - Needs either either a TPU or GPU (NVIDIA/AMD supported only)
+ - They have to be 8 devices (in the context of TPUs (Tensor Processing Units) or GPUs (Graphics Processing Units), they are typically talking about having access to a total of 8 individual processing units)
+
 # License
 
 The code and associated Grok-1 weights in this release are licensed under the