diff --git a/README.md b/README.md
index b0b169564..edf2dd054 100644
--- a/README.md
+++ b/README.md
@@ -8,12 +8,25 @@ The tool chain apis that are covered --
 - synthetic data generation
 
 
+## Running FP8
+
+You need `fbgemm-gpu` package which requires torch >= 2.4.0 (currently only in nightly, but releasing shortly...). 
+
+```bash
+ENV=fp8_env
+conda create -n $ENV python=3.10
+conda activate $ENV
+
+pip3 install -r fp8_requirements.txt
+```
+
+
 ### Generate OpenAPI specs 
 
 Set up virtual environment 
 
 ```
-python3.9 -m venv ~/.venv/toolchain/ 
+python3 -m venv ~/.venv/toolchain/ 
 source ~/.venv/toolchain/bin/activate
 
 with-proxy pip3 install -r requirements.txt