diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..65f8551
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,464 @@
+# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand.
+
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+dev = ["attrs[docs,tests]", "pre-commit"]
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+]
+
+[[package]]
+name = "six"
+version = "1.16.0"
+description = "Python 2 and 3 compatibility utilities"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "six-1.16.0-py2.py3-none-any.whl", hash = "sha256:8abb2f1d86890a2dfb989f9a77cfcfd3e47c2a354b01111771326f8aa26e0254"},
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+]
+
+[[package]]
+name = "toml"
+version = "0.10.2"
+description = "Python Library for Tom's Obvious, Minimal Language"
+optional = false
+python-versions = ">=2.6, !=3.0.*, !=3.1.*, !=3.2.*"
+files = [
+    {file = "toml-0.10.2-py2.py3-none-any.whl", hash = "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b"},
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+]
+
+[[package]]
+name = "urllib3"
+version = "2.0.7"
+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "urllib3-2.0.7-py3-none-any.whl", hash = "sha256:fdb6d215c776278489906c2f8916e6e7d4f5a9b602ccbcfdf7f016fc8da0596e"},
+    {file = "urllib3-2.0.7.tar.gz", hash = "sha256:c97dfde1f7bd43a71c8d2a58e369e9b2bf692d1334ea9f9cae55add7d0dd0f84"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
+secure = ["certifi", "cryptography (>=1.9)", "idna (>=2.0.0)", "pyopenssl (>=17.1.0)", "urllib3-secure-extra"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.10"
+content-hash = "2c926756cd83c55051ba31b3fa8d1d4bce514ca649bd937c522d444ac06bc1e5"
diff --git a/pyproject.toml b/pyproject.toml
index 7e4389f..0b17fd2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,13 @@
+[build-system]
+requires = ["poetry-core>=1.0.0", "poetry-dynamic-versioning>=1.0.0,<2.0.0"]
+build-backend = "poetry_dynamic_versioning.backend"
+
+[tool.poetry-dynamic-versioning]
+enable = true
+
 [tool.poetry]
 name = "BraTS-Toolkit"
-version = "1.0.7" # TODO: make version dynamic?
+version = "0.0.0" # will be overwritten by poetry-dynamic-versioning but needs to be set
 description = "BraTS Toolkit is a holistic approach to brain tumor segmentation allowing to build modular pipeliens for preprocessing, segmentation and fusion of segmentations."
 license = "AGPL-3.0"