diff --git a/.github/workflows/checks.yml b/.github/workflows/checks.yml
index e3a4293..dfcfb6d 100644
--- a/.github/workflows/checks.yml
+++ b/.github/workflows/checks.yml
@@ -5,6 +5,9 @@ on:
   pull_request:
     branches:
       - main
+  push:
+    branches:
+      - main
 
 permissions:
   contents: read
@@ -29,8 +32,9 @@ jobs:
         with:
           python-version: 3.12
         
-      - name: install dev tools
-        run: pip install -v --no-cache -r requirements.dev.txt
+      - name: install ruff
+        run: |
+          pip install ruff
       
       - name: run ruff
         run: |
@@ -52,11 +56,14 @@ jobs:
         
       - name: install dependencies
         run: |
-          pip install -v --no-cache -r requirements.dev.txt
-          pip install -v --no-cache -r requirements.txt
+          pip install poetry
+          poetry config virtualenvs.in-project true
+          poetry install
 
       - name: run mypy
-        run: mypy .
+        run: |
+          source .venv/bin/activate
+          mypy .
   
   tests:
     runs-on: ubuntu-latest
@@ -71,10 +78,13 @@ jobs:
         with:
           python-version: 3.12
         
-      - name: install dev tools
+      - name: install dependencies
         run: |
-          pip install -v --no-cache -r requirements.dev.txt
-          pip install -v --no-cache -r requirements.txt
+          pip install poetry
+          poetry config virtualenvs.in-project true
+          poetry install
 
       - name: run pytest
-        run: pytest
\ No newline at end of file
+        run: |
+          source .venv/bin/activate
+          pytest
\ No newline at end of file
diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index 021999c..1d6dfef 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -41,8 +41,8 @@ jobs:
 
       - name: build distributions
         run: |
-          python -m pip install build
-          python -m build
+          python -m pip install poetry
+          poetry build
 
       - name: upload distributions
         uses: actions/upload-artifact@v4
diff --git a/.mypy.ini b/.mypy.ini
deleted file mode 100644
index e132aa5..0000000
--- a/.mypy.ini
+++ /dev/null
@@ -1,2 +0,0 @@
-[mypy]
-disable_error_code = import-untyped
\ No newline at end of file
diff --git a/README.md b/README.md
index 390a0a1..b906d6b 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,16 @@
-# Post-it
+# :bookmark_tabs: Post-It
 
-A flexible Python data tagging framework for pre-training of AI models.
+[![checks](https://github.com/brennenho/post-it/actions/workflows/checks.yml/badge.svg)](https://github.com/brennenho/post-it/actions/workflows/checks.yml)
+
+A flexible data tagging framework for processing and filtering pretraining corpora for AI models.
+
+## Installation
+
+Install from PyPi with `pip install postit`.
+
+## Contributing
+
+- Clone this repo
+- Install [Poetry](https://python-poetry.org/docs/)
+- Activate Poetry: `poetry shell`
+- Install dependencies: `poetry install`
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..cec0fda
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1461 @@
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.3.5"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "aiohappyeyeballs-2.3.5.tar.gz", hash = "sha256:6fa48b9f1317254f122a07a131a86b71ca6946ca989ce6326fff54a99a920105"},
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.10.2"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.8"
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+
+[package.dependencies]
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+    {file = "yarl-1.9.4.tar.gz", hash = "sha256:566db86717cf8080b99b58b083b773a908ae40f06681e87e589a976faf8246bf"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.12"
+content-hash = "56de881f7b83d7e313d1156982aede6421351da78b0217d65a9866256f3c65f2"
diff --git a/poetry.toml b/poetry.toml
new file mode 100644
index 0000000..ab1033b
--- /dev/null
+++ b/poetry.toml
@@ -0,0 +1,2 @@
+[virtualenvs]
+in-project = true
diff --git a/pyproject.toml b/pyproject.toml
index 5e5dd8f..3232e65 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,27 +1,32 @@
-[build-system]
-requires = ["setuptools"]
-build-backend = "setuptools.build_meta"
-
-
-[project]
+[tool.poetry]
 name = "postit"
-version = "0.0.1"
-description = "A flexible Python data tagging framework for pre-training of AI models."
+version = "0.0.2"
+description = "A flexible data tagging framework for processing and filtering pretraining corpora for AI models."
+authors = ["Brennen Ho <post-it@brennen.dev>"]
 readme = "README.md"
-authors = [
-  { name="Brennen Ho", email="post-it@brennen.dev" },
-]
 
-[project.urls]
-Homepage = "https://github.com/brennenho/post-it"
-Issues = "https://github.com/brennenho/post-it/issues"
+[tool.poetry.dependencies]
+python = "^3.12"
+gcsfs = "^2024.6.1"
+rich = "^13.7.1"
+mmh3 = "^4.1.0"
+bitarray = "^2.9.2"
 
-[tool.setuptools.dynamic]
-dependencies = { file = ["requirements.txt"] }
+[tool.poetry.group.dev.dependencies]
+pytest = "^8.3.2"
+ruff = "^0.5.7"
+mypy = "^1.11.1"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
 
 [tool.ruff.lint]
 extend-select = ["I"]
 
 [tool.ruff.lint.isort]
 lines-between-types = 1
-no-sections = true
\ No newline at end of file
+no-sections = true
+
+[tool.mypy]
+disable_error_code = ["import-untyped"]
\ No newline at end of file
diff --git a/requirements.dev.txt b/requirements.dev.txt
deleted file mode 100644
index 96fe429..0000000
--- a/requirements.dev.txt
+++ /dev/null
@@ -1,5 +0,0 @@
-build
-pytest
-ruff
-twine
-mypy
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 13c7bbb..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,4 +0,0 @@
-gcsfs==2024.6.1
-rich==13.7.1
-mmh3
-bitarray