diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
new file mode 100644
index 0000000..17b774b
--- /dev/null
+++ b/.pre-commit-config.yaml
@@ -0,0 +1,26 @@
+# 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/astral-sh/ruff-pre-commit
+  rev: v0.11.7
+  hooks:
+    # Run the linter.
+    - id: ruff
+      types_or: [ python, pyi ]
+
+    # Run the formatter.
+    - id: ruff-format
+      types_or: [ python, pyi ]
+repos:
+  - repo: https://github.com/astral-sh/uv-pre-commit
+    # uv version.
+    rev: 0.6.17
+    hooks:
+      - id: uv-lock
\ No newline at end of file
diff --git a/.python-version b/.python-version
new file mode 100644
index 0000000..e4fba21
--- /dev/null
+++ b/.python-version
@@ -0,0 +1 @@
+3.12
diff --git a/main.py b/main.py
new file mode 100644
index 0000000..1b129f5
--- /dev/null
+++ b/main.py
@@ -0,0 +1,8 @@
+import torch
+def main():
+    print(torch.__version__)
+    print("Hello from attention-from-scratch!")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..8ee343d
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,32 @@
+[project]
+name = "attention-from-scratch"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.12"
+dependencies = [
+    "ipykernel>=6.29.5",
+    "jupyter>=1.1.1",
+    "notebook>=7.4.1",
+    "numpy>=2.2.5",
+    "torch>=2.6.0",
+]
+
+
+[tool.uv.sources]
+torch = [
+  { index = "pytorch-cu124", marker = "sys_platform == 'linux'" },
+]
+torchvision = [
+  { index = "pytorch-cu124", marker = "sys_platform == 'linux'" },
+]
+
+[[tool.uv.index]]
+name = "pytorch-cu124"
+url = "https://download.pytorch.org/whl/cu124"
+explicit = true
+
+[dependency-groups]
+dev = [
+    "pre-commit>=4.2.0",
+]
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..4b5f409
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,1785 @@
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