diff --git a/README.md b/README.md
index f501a07..46aa03b 100644
--- a/README.md
+++ b/README.md
@@ -4,21 +4,27 @@ This repository contains JAX example code for loading and running the Grok-1 ope
 
 Make sure to download the checkpoint and place the `ckpt-0` directory in `checkpoints` - see [Downloading the weights](#downloading-the-weights)
 
-Then, run
+## 1. Installation
 
-```shell
+1. Install the project dependencies
+
+```bash
 pip install -r requirements.txt
+```
+
+2. Run the project
+
+```bash
 python run.py
 ```
 
-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.
+Due to the large size of the model (314 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.
 
-# Model Specifications
+## 2. Model Specifications
 
 Grok-1 is currently designed with the following specifications:
 
@@ -33,8 +39,9 @@ Grok-1 is currently designed with the following specifications:
   - Rotary embeddings (RoPE)
   - Supports activation sharding and 8-bit quantization
 - **Maximum Sequence Length (context):** 8,192 tokens
+- **TPU/GPU:** NVIDIA/AMD supported only
 
-# Downloading the weights
+## 3. Downloading the weights
 
 You can download the weights using a torrent client and this magnet link:
 
diff --git a/requirements.txt b/requirements.txt
index a612687..09e9e15 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,4 @@
-dm_haiku==0.0.12
+dm-haiku==0.0.12
 jax[cuda12-pip]==0.4.25 -f https://storage.googleapis.com/jax-releases/jax_cuda_releases.html
 numpy==1.26.4
 sentencepiece==0.2.0