diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..b3757c2
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,20 @@
+# See https://pre-commit.com for more information
+# See https://pre-commit.com/hooks.html for more hooks
+repos:
+-   repo: https://github.com/pre-commit/pre-commit-hooks
+    rev: v3.2.0
+    hooks:
+    -   id: trailing-whitespace
+    -   id: end-of-file-fixer
+    -   id: check-yaml
+    -   id: check-added-large-files
+
+-   repo: https://github.com/omnilib/ufmt
+    rev: v2.1.0
+    hooks:
+      - id: ufmt
+        additional_dependencies:
+          - black == 23.3.0
+          - usort == 1.0.6
+          - ufmt == 2.1.0
+          - libcst == 1.0.1
diff --git a/README.md b/README.md
index 3b8f066..24e61fc 100644
--- a/README.md
+++ b/README.md
@@ -14,6 +14,13 @@ git clone https://github.com/drisspg/transformer_nuggets.git
 pip install -e .
 ```
 
+#### Dev Tool Chain
+``` Shell
+pip install -e ".[dev]"
+```
+pre-commit is used to make sure that I don't forget to format stuff, I am going to see if I like this or not. This
+should be installed when installing the dev tools.
+
 ## Project Structure
 
 - **benchmarks**: Contains scripts and data related to benchmarking the transformer components.
@@ -21,11 +28,14 @@ pip install -e .
   - `flash.py`: Benchmarking script for Flash.
   - `llama.py`: Benchmarking script for Llama.
   - `qlora.py`: Benchmarking script for Qlora.
+  - `fp8_sat_cast.py`: Benchmarks for comparing FP8 saturated casting kernel to eager and compile code.
 
 - **transformer_nuggets**: The main directory containing all transformer components/modules.
   - **flash**: Components related to the FlashAttention.
   - **quant**: Implementation of NF4 Tensor and QLora in pure Pytorch
   - **sdpa**: Prototype for updated SDPA interface in Pytorch.
+  - **fp8**: Components related interacting with PyTorch FP8 tensors.
+  - **llama**: Contains a model def for llama2 models as well as a pretraining script.
   - **utils**: General utility functions and scripts.
     - `benchmark.py`: Benchmark-related utility functions.
     - `tracing.py`: Tracing utilities for transformers.
@@ -34,3 +44,4 @@ pip install -e .
   - `test_flash.py`: Tests for Flash.
   - `test_qlora.py`: Tests for Qlora.
   - `test_sdpa.py`: Tests for SDPA.
+  - `test_fp8.py`: Tests for FP8.
diff --git a/pyproject.toml b/pyproject.toml
index ad28a12..3885ef9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -30,6 +30,7 @@ dev = [
     "usort==1.0.6",
     "ufmt==2.1.0",
     "libcst==1.0.1",
+    "pre-commit-3.6.0",
     "bumpver",
     "pip-tools",
     "pytest"