diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..6e6abe9
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,13 @@
+[build-system]
+requires = ["setuptools", "wheel"]
+build-backend = "setuptools.build_meta"
+
+[project]
+name = "fancy_rl"
+version = "0.1.0"
+dependencies = [
+    "gymnasium",
+    "pyyaml",
+    "torch",
+    "torchrl"
+]
diff --git a/setup.py b/setup.py
deleted file mode 100644
index 0dfab7a..0000000
--- a/setup.py
+++ /dev/null
@@ -1,19 +0,0 @@
-
-from setuptools import setup, find_packages
-
-setup(
-    name="fancy_rl",
-    version="0.1",
-    packages=find_packages(),
-    install_requires=[
-        "torch",
-        "torchrl",
-        "gymnasium",
-        "pyyaml",
-    ],
-    entry_points={
-        "console_scripts": [
-            "fancy_rl=fancy_rl.example:main",
-        ],
-    },
-)