diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..09c904b
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,11 @@
+.venv
+.git
+.github
+.gitignore
+.mypy_cache
+.ruff_cache
+build
+neo.egg-info
+compose.yaml
+Dockerfile
+.dockerignore
diff --git a/Dockerfile b/Dockerfile
index 5c83d97..303dfa8 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,37 +1,23 @@
-FROM python:3.10-slim
-
-ENV PYTHONFAULTHANDLER=1 \
-    PYTHONUNBUFFERED=1 \
-    PYTHONHASHSEED=random \
-    PIP_NO_CACHE_DIR=off \
-    PIP_DISABLE_PIP_VERSION_CHECK=on \
-    PIP_DEFAULT_TIMEOUT=100 \
-    POETRY_VERSION=1.8.3 \
-    POETRY_NO_INTERACTION=1 \
-    POETRY_VIRTUALENVS_CREATE=0 \
-    POETRY_CACHE_DIR=/tmp/poetry_cache
-
-# System deps:
-RUN pip install "poetry==$POETRY_VERSION"
+FROM ghcr.io/astral-sh/uv:python3.13-bookworm-slim
 
 # Set working directory:
-WORKDIR /code
+WORKDIR /app
 
-# Copy only requirements to cache them in docker layer
-COPY poetry.lock pyproject.toml README.md /code/
+# Install dependencies
+RUN --mount=type=cache,target=/root/.cache/uv \
+    --mount=type=bind,source=uv.lock,target=uv.lock \
+    --mount=type=bind,source=pyproject.toml,target=pyproject.toml \
+    uv sync --all-extras --frozen --no-install-project --no-dev
 
-# Install dependencies:
-RUN poetry install --no-root --without dev
+# Copy the project into the image
+ADD . /app
 
-# Copy the source code:
-COPY src/pop pop
-
-# Install project:
-RUN poetry install --without dev
+# Sync the project
+RUN --mount=type=cache,target=/root/.cache/uv \
+    uv sync --all-extras --frozen --no-dev
 
 # Exposing port:
 EXPOSE 8000
 
 # Running command:
-CMD ["poetry", "run", "pop"]
-
+CMD ["uv", "run", "pop"]
diff --git a/poetry.lock b/poetry.lock
deleted file mode 100644
index 80e45e5..0000000
--- a/poetry.lock
+++ /dev/null
@@ -1,2043 +0,0 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
-
-[[package]]
-name = "aiohappyeyeballs"
-version = "2.4.3"
-description = "Happy Eyeballs for asyncio"
-optional = false
-python-versions = ">=3.8"
-files = [
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-    {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
-]
-
-[[package]]
-name = "aiohttp"
-version = "3.10.10"
-description = "Async http client/server framework (asyncio)"
-optional = false
-python-versions = ">=3.8"
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-
-[package.dependencies]
-idna = ">=2.0"
-multidict = ">=4.0"
-propcache = ">=0.2.0"
-
-[[package]]
-name = "zipp"
-version = "3.20.2"
-description = "Backport of pathlib-compatible object wrapper for zip files"
-optional = false
-python-versions = ">=3.8"
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-
-[package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
-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", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
-type = ["pytest-mypy"]
-
-[metadata]
-lock-version = "2.0"
-python-versions = "^3.10"
-content-hash = "3c72ee7def4111c6119db77b0b1cd22fbf69c1fd539ebb293c481c7f09ba6fc6"
diff --git a/pyproject.toml b/pyproject.toml
index 3d8cbee..13a6118 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,32 +1,35 @@
-[tool.poetry]
+[project]
 name = "pop"
 version = "0.2.0"
 description = "REST API taking a plugin output as request and providing an explanation of it thanks to LLMs"
-authors = ["Grégory Leventoux <gleventoux@centreon.com>", "Denis Roussel <droussel@centreon.com>"]
-maintainers = ["Denis Roussel <droussel@centreon.com>"]
+authors = [
+    { name = "Grégory Leventoux", email = "gleventoux@centreon.com" },
+    { name = "Denis Roussel", email = "droussel@centreon.com" },
+]
+requires-python = "~=3.10"
 readme = "README.md"
 license = "AGPL-3.0"
+maintainers = [{ name = "Denis Roussel", email = "droussel@centreon.com" }]
+dependencies = [
+    "fastapi>=0.115.0,<0.116",
+    "litellm>=1.51.0,<2",
+    "ollama>=0.3.0,<0.4",
+    "openai>=1.35.0,<2",
+    "pydantic>=2.8.0,<3",
+    "pyyaml>=6.0.0,<7",
+    "uvicorn>=0.32.0,<0.33",
+]
 
-[tool.poetry.dependencies]
-python      = "^3.10"
-fastapi     = "^0.115.0"
-litellm     = "^1.51.0"
-ollama      = "^0.3.0"
-openai      = "^1.35.0"
-pydantic    = "^2.8.0"
-pyyaml      = "^6.0.0"
-uvicorn     = "^0.32.0"
+[project.scripts]
+pop = "pop:main"
 
-[tool.poetry.group.dev.dependencies]
-poethepoet = "^0.29.0"
+[dependency-groups]
+dev = ["poethepoet>=0.29.0,<0.30"]
 
-[tool.poetry.scripts]
-pop = "pop:main"
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
 
 [tool.poe.tasks]
 build = "bash ./scripts/build.sh"
 push = {shell = "bash ./scripts/push.sh", deps = ["build"]}
-
-[build-system]
-requires = ["poetry-core"]
-build-backend = "poetry.core.masonry.api"
diff --git a/uv.lock b/uv.lock
new file mode 100644
index 0000000..5b168fa
--- /dev/null
+++ b/uv.lock
@@ -0,0 +1,1498 @@
+version = 1
+revision = 1
+requires-python = ">=3.10, <4"
+
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+    { name = "aiosignal" },
+    { name = "async-timeout", marker = "python_full_version < '3.11'" },
+    { name = "attrs" },
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