diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index e531d7e..baac8c4 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -1,21 +1,44 @@
 FROM python:3.11-slim AS base
 LABEL maintainer="emilcode-dev"
 
+# Poetry environment
+# https://python-poetry.org/docs/configuration/#using-environment-variables
+ENV POETRY_VERSION=2.2.1 \
+    POETRY_HOME="/opt/poetry" \
+    # do not ask any interactive question
+    POETRY_NO_INTERACTION=1 \
+    POETRY_VIRTUALENVS_CREATE=false
+
+ENV PATH="$POETRY_HOME/bin:$PATH"
+
 # Additional dev tooling (e.g. Git, etc.)
 RUN apt-get update && apt-get install -y --no-install-recommends \
-        git \
-        tree \
+        curl \
         ffmpeg \
         && rm -rf /var/lib/apt/lists/*
 
+# install poetry - respects $POETRY_VERSION & $POETRY_HOME
+RUN curl -sSL https://install.python-poetry.org | python3 -
+
 # Set working directory
 WORKDIR /workspace
 
-# Install Python dependencies
-RUN pip install --upgrade pip
+# Copy only dependency-related files first (for better build caching)
+COPY ./poetry.lock ./pyproject.toml ./
+
+# Install only runtime dependencies (without dev dependencies)
+RUN poetry install --only main --no-root
+
+
+# ---- Development image ----
+FROM base AS dev
+
+RUN apt-get update && apt-get install -y --no-install-recommends \
+        git \
+        tree
 
-# Install requirements
-COPY requirements.txt .
-RUN pip install --no-cache-dir -r requirements.txt
+# Install all dependencies (including dev/test/docs)
+RUN poetry install --no-root
 
-# CMD ["python", "main.py"]
\ No newline at end of file
+# Default entrypoint — start bash
+ENTRYPOINT ["/bin/bash"]
\ No newline at end of file
diff --git a/.devcontainer/devcontainer.json b/.devcontainer/devcontainer.json
index f64d6ea..0a5dfbe 100644
--- a/.devcontainer/devcontainer.json
+++ b/.devcontainer/devcontainer.json
@@ -2,13 +2,14 @@
     "name": "nightingale",
     "build": {
         "dockerfile": "Dockerfile",
-        "context": ".."
+        "context": "..",
+        "target": "dev"
     },
     "customizations": {
         "vscode": {
             "extensions": [
                 "ms-python.python",
-                "ms-toolsai.jupyter",
+                "ms-toolsai.jupyter@2025.7.0",
                 "ms-toolsai.jupyter-keymap",
                 "ms-toolsai.jupyter-renderers",
                 "ms-toolsai.datawrangler",
@@ -23,6 +24,6 @@
                 }
         }
     },
-    "postCreateCommand": "echo 'nightingale dev container is ready!'"
+    "postCreateCommand": "poetry install && echo 'nightingale dev container is ready!'"
 }
 
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..528812b
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,4996 @@
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+
+[[package]]
+name = "absl-py"
+version = "2.3.1"
+description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
+optional = false
+python-versions = ">=3.8"
+groups = ["main", "dev"]
+files = [
+    {file = "absl_py-2.3.1-py3-none-any.whl", hash = "sha256:eeecf07f0c2a93ace0772c92e596ace6d3d3996c042b2128459aaae2a76de11d"},
+    {file = "absl_py-2.3.1.tar.gz", hash = "sha256:a97820526f7fbfd2ec1bce83f3f25e3a14840dac0d8e02a0b71cd75db3f77fc9"},
+]
+
+[[package]]
+name = "alabaster"
+version = "1.0.0"
+description = "A light, configurable Sphinx theme"
+optional = false
+python-versions = ">=3.10"
+groups = ["doc"]
+files = [
+    {file = "alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b"},
+    {file = "alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e"},
+]
+
+[[package]]
+name = "alembic"
+version = "1.16.5"
+description = "A database migration tool for SQLAlchemy."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "alembic-1.16.5-py3-none-any.whl", hash = "sha256:e845dfe090c5ffa7b92593ae6687c5cb1a101e91fa53868497dbd79847f9dbe3"},
+    {file = "alembic-1.16.5.tar.gz", hash = "sha256:a88bb7f6e513bd4301ecf4c7f2206fe93f9913f9b48dac3b78babde2d6fe765e"},
+]
+
+[package.dependencies]
+Mako = "*"
+SQLAlchemy = ">=1.4.0"
+typing-extensions = ">=4.12"
+
+[package.extras]
+tz = ["tzdata"]
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+]
+
+[[package]]
+name = "anyio"
+version = "4.11.0"
+description = "High-level concurrency and networking framework on top of asyncio or Trio"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "anyio-4.11.0-py3-none-any.whl", hash = "sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc"},
+    {file = "anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4"},
+]
+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
+
+[package.extras]
+trio = ["trio (>=0.31.0)"]
+
+[[package]]
+name = "appnope"
+version = "0.1.4"
+description = "Disable App Nap on macOS >= 10.9"
+optional = false
+python-versions = ">=3.6"
+groups = ["dev"]
+markers = "platform_system == \"Darwin\""
+files = [
+    {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
+    {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
+]
+
+[[package]]
+name = "asttokens"
+version = "3.0.0"
+description = "Annotate AST trees with source code positions"
+optional = false
+python-versions = ">=3.8"
+groups = ["dev"]
+files = [
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+    {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
+]
+
+[package.extras]
+astroid = ["astroid (>=2,<4)"]
+test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
+
+[[package]]
+name = "astunparse"
+version = "1.6.3"
+description = "An AST unparser for Python"
+optional = false
+python-versions = "*"
+groups = ["main", "dev"]
+files = [
+    {file = "astunparse-1.6.3-py2.py3-none-any.whl", hash = "sha256:c2652417f2c8b5bb325c885ae329bdf3f86424075c4fd1a128674bc6fba4b8e8"},
+    {file = "astunparse-1.6.3.tar.gz", hash = "sha256:5ad93a8456f0d084c3456d059fd9a92cce667963232cbf763eac3bc5b7940872"},
+]
+
+[package.dependencies]
+six = ">=1.6.1,<2.0"
+wheel = ">=0.23.0,<1.0"
+
+[[package]]
+name = "attrs"
+version = "25.3.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+
+[package.extras]
+benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
+tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
+
+[[package]]
+name = "authlib"
+version = "1.6.5"
+description = "The ultimate Python library in building OAuth and OpenID Connect servers and clients."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+
+[[package]]
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+optional = false
+python-versions = ">=3.8"
+groups = ["doc"]
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+    {file = "wrapt-1.17.3-cp39-cp39-win_arm64.whl", hash = "sha256:24c2ed34dc222ed754247a2702b1e1e89fdbaa4016f324b4b8f1a802d4ffe87f"},
+    {file = "wrapt-1.17.3-py3-none-any.whl", hash = "sha256:7171ae35d2c33d326ac19dd8facb1e82e5fd04ef8c6c0e394d7af55a55051c22"},
+    {file = "wrapt-1.17.3.tar.gz", hash = "sha256:f66eb08feaa410fe4eebd17f2a2c8e2e46d3476e9f8c783daa8e09e0faa666d0"},
+]
+
+[[package]]
+name = "zipp"
+version = "3.23.0"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "zipp-3.23.0-py3-none-any.whl", hash = "sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e"},
+    {file = "zipp-3.23.0.tar.gz", hash = "sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166"},
+]
+
+[package.extras]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+cover = ["pytest-cov"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+enabler = ["pytest-enabler (>=2.2)"]
+test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
+[metadata]
+lock-version = "2.1"
+python-versions = ">=3.11,<3.12"
+content-hash = "b8b46fccc84c0edcdc29ad91e40d48cab7577d5b7ef0f45fea8b46b2d37d5662"
diff --git a/pyproject.toml b/pyproject.toml
index 4074d48..a32a9e8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,7 +1,3 @@
-[build-system]
-requires = ["setuptools>=42", "wheel"]
-build-backend = "setuptools.build_meta"
-
 [project]
 name = "nightingale"
 version = "0.1.0"
@@ -11,11 +7,44 @@ authors = [
     { name= "David Pellhammer"}
 ]
 readme = "README.md"
-requires-python = ">=3.8"
-dependencies = []
+license-files = [ "LICENSE" ]
+requires-python = ">=3.11,<3.12"
+dependencies = [
+    "tensorflow (==2.20.0)",
+    "tensorflow-hub (==0.16.1)",
+    "fastapi (==0.116.2)",
+    "mlflow (==3.4.0)",
+    "uvicorn (==0.37.0)",
+    "python-multipart (==0.0.20)"
+]
 
-[tool.setuptools.packages.find]
-where = ["src"]
+[dependency-groups]
+doc = [
+    "sphinx (==8.2.3)",
+    "sphinx-rtd-theme (==3.0.2)"
+]
+dev = [
+    "numpy (==2.3.3)",
+    "scikit-learn (==1.7.2)",
+    "matplotlib (==3.10.6)",
+    "seaborn (==0.13.2)",
+    "ipykernel (==6.30.1)",
+    "ipywidgets (==8.1.7)",
+    "tensorflow (==2.20.0)",
+    "tensorflow-io (==0.37.1)",
+    "tensorflow-hub (==0.16.1)",
+    "pydub (==0.25.1)"
+]
+test = [
+        "pytest (==8.4.2)"
+]
+
+[project.urls]
+repository = "https://github.com/emilcode-dev/nightingale"
+
+[build-system]
+requires = ["poetry-core>=2.0.0,<3.0.0"]
+build-backend = "poetry.core.masonry.api"
 
 [tool.pytest.ini_options]
 minversion = "8.0"
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index 7edb867..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,19 +0,0 @@
-numpy==2.3.3
-scipy==1.16.2
-scikit-learn==1.7.2
-matplotlib==3.10.6
-seaborn==0.13.2
-ipykernel==6.30.1
-ipywidgets==8.1.7
-tensorflow==2.20.0
-tensorflow-io==0.37.1
-tensorflow-hub==0.16.1
-tflite-runtime==2.14.0
-pydub==0.25.1
-mlflow==3.4.0
-fastapi==0.116.2
-uvicorn==0.35.0
-python-multipart==0.0.20
-sphinx==8.2.3
-sphinx-rtd-theme==3.0.2
-pytest==8.4.2
\ No newline at end of file
diff --git a/requirements_prod.txt b/requirements_prod.txt
deleted file mode 100644
index 0c62357..0000000
--- a/requirements_prod.txt
+++ /dev/null
@@ -1,6 +0,0 @@
-tensorflow==2.20.0
-tensorflow-hub==0.16.1
-fastapi==0.116.2
-uvicorn==0.35.0
-python-multipart==0.0.20
-mlflow==3.4.0
\ No newline at end of file