diff --git a/poetry.lock b/poetry.lock
index b7ccb55..db0f236 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -172,12 +172,13 @@ files = [
 
 [[package]]
 name = "anthropic"
-version = "0.28.0"
+version = "0.29.0"
 description = "The official Python library for the anthropic API"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "anthropic-0.28.0-py3-none-any.whl", hash = "sha256:2b620b21aee3d20c5d8005483c34df239d53ae895687113b26b8a36892a7e20f"},
+    {file = "anthropic-0.29.0-py3-none-any.whl", hash = "sha256:d16010715129c8bc3295b74fbf4da73cfb156618bf0abb2d007255983266b76a"},
+    {file = "anthropic-0.29.0.tar.gz", hash = "sha256:3eb558a232d83bdf7cdedb75663bf7ff7a8b50cc10acaa9ce6494ff295b8506a"},
 ]
 
 [package.dependencies]
@@ -415,17 +416,17 @@ Sphinx = ">=2.2,<8.0"
 
 [[package]]
 name = "autopep8"
-version = "2.1.2"
+version = "2.3.0"
 description = "A tool that automatically formats Python code to conform to the PEP 8 style guide"
 optional = false
 python-versions = ">=3.8"
 files = [
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-    {file = "autopep8-2.1.2.tar.gz", hash = "sha256:77b07146bf127aa88de78efc270d395a54ebb8284fdbe6542c4aeb8d969f4d9a"},
+    {file = "autopep8-2.3.0-py2.py3-none-any.whl", hash = "sha256:b716efa70cbafbf4a2c9c5ec1cabfa037a68f9e30b04c74ffa5864dd49b8f7d2"},
+    {file = "autopep8-2.3.0.tar.gz", hash = "sha256:5cfe45eb3bef8662f6a3c7e28b7c0310c7310d340074b7f0f28f9810b44b7ef4"},
 ]
 
 [package.dependencies]
-pycodestyle = ">=2.11.0"
+pycodestyle = ">=2.12.0"
 
 [[package]]
 name = "babel"
@@ -597,13 +598,13 @@ ujson = ["ujson (>=5.7.0)"]
 
 [[package]]
 name = "certifi"
-version = "2024.2.2"
+version = "2024.6.2"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
-    {file = "certifi-2024.2.2-py3-none-any.whl", hash = "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"},
-    {file = "certifi-2024.2.2.tar.gz", hash = "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f"},
+    {file = "certifi-2024.6.2-py3-none-any.whl", hash = "sha256:ddc6c8ce995e6987e7faf5e3f1b02b302836a0e5d98ece18392cb1a36c72ad56"},
+    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
 ]
 
 [[package]]
@@ -951,43 +952,43 @@ toml = ["tomli"]
 
 [[package]]
 name = "cryptography"
-version = "42.0.7"
+version = "42.0.8"
 description = "cryptography is a package which provides cryptographic recipes and primitives to Python developers."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "cryptography-42.0.8.tar.gz", hash = "sha256:8d09d05439ce7baa8e9e95b07ec5b6c886f548deb7e0f69ef25f64b3bce842f2"},
 ]
 
 [package.dependencies]
@@ -1005,18 +1006,21 @@ test-randomorder = ["pytest-randomly"]
 
 [[package]]
 name = "cssutils"
-version = "2.11.0"
+version = "2.11.1"
 description = "A CSS Cascading Style Sheets library for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "cssutils-2.11.0-py3-none-any.whl", hash = "sha256:220816dc6d413e81281bbd568c473a8ae28f73b1af008b1bacf3a7ebd21e0334"},
-    {file = "cssutils-2.11.0.tar.gz", hash = "sha256:cd24a30b9a848ca92d80f0d1b362139c0b69de31394d585dbf1b17a5dc4aa627"},
+    {file = "cssutils-2.11.1-py3-none-any.whl", hash = "sha256:a67bfdfdff4f3867fab43698ec4897c1a828eca5973f4073321b3bccaf1199b1"},
+    {file = "cssutils-2.11.1.tar.gz", hash = "sha256:0563a76513b6af6eebbe788c3bf3d01c920e46b3f90c8416738c5cfc773ff8e2"},
 ]
 
+[package.dependencies]
+more-itertools = "*"
+
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["cssselect", "importlib-resources", "jaraco.test (>=5.1)", "lxml", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["cssselect", "importlib-resources", "jaraco.test (>=5.1)", "lxml", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [[package]]
 name = "cycler"
@@ -1183,13 +1187,13 @@ tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipyth
 
 [[package]]
 name = "fastjsonschema"
-version = "2.19.1"
+version = "2.20.0"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
 files = [
-    {file = "fastjsonschema-2.19.1-py3-none-any.whl", hash = "sha256:3672b47bc94178c9f23dbb654bf47440155d4db9df5f7bc47643315f9c405cd0"},
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+    {file = "fastjsonschema-2.20.0-py3-none-any.whl", hash = "sha256:5875f0b0fa7a0043a91e93a9b8f793bcbbba9691e7fd83dca95c28ba26d21f0a"},
+    {file = "fastjsonschema-2.20.0.tar.gz", hash = "sha256:3d48fc5300ee96f5d116f10fe6f28d938e6008f59a6a025c2649475b87f76a23"},
 ]
 
 [package.extras]
@@ -1197,69 +1201,69 @@ devel = ["colorama", "json-spec", "jsonschema", "pylint", "pytest", "pytest-benc
 
 [[package]]
 name = "filelock"
-version = "3.14.0"
+version = "3.15.3"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
 files = [
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 typing = ["typing-extensions (>=4.8)"]
 
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 python-versions = ">=3.8"
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 ]
 
 [package.extras]
@@ -1456,13 +1460,13 @@ grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
 [[package]]
 name = "google-api-python-client"
-version = "2.132.0"
+version = "2.134.0"
 description = "Google API Client Library for Python"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -1788,13 +1792,13 @@ socks = ["socksio (==1.*)"]
 
 [[package]]
 name = "huggingface-hub"
-version = "0.23.3"
+version = "0.23.4"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
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 [package.dependencies]
@@ -1858,22 +1862,22 @@ files = [
 
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 [package.dependencies]
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 perf = ["ipython"]
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 [[package]]
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@@ -1921,13 +1925,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
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+version = "8.25.0"
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 kernel = ["ipykernel"]
 matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
@@ -2029,72 +2033,72 @@ i18n = ["Babel (>=2.7)"]
 
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 ]
 
 [[package]]
@@ -2121,20 +2125,20 @@ files = [
 
 [[package]]
 name = "jsonargparse"
-version = "4.29.0"
+version = "4.30.0"
 description = "Implement minimal boilerplate CLIs derived from type hints and parse from command line, config files and environment variables."
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "jsonargparse-4.30.0-py3-none-any.whl", hash = "sha256:1856c76c32bc1c94d323916ec75bb3cec49bbc2072a4e2fe9fe9ba6a7ec2343f"},
+    {file = "jsonargparse-4.30.0.tar.gz", hash = "sha256:de3502c5852546c57b9d3dac6fd2a28fe312bc70df3ea877d2435944eebeea46"},
 ]
 
 [package.dependencies]
 PyYAML = ">=3.13"
 
 [package.extras]
-all = ["jsonargparse[argcomplete]", "jsonargparse[fsspec]", "jsonargparse[jsonnet]", "jsonargparse[jsonschema]", "jsonargparse[omegaconf]", "jsonargparse[reconplogger]", "jsonargparse[ruyaml]", "jsonargparse[signatures]", "jsonargparse[typing-extensions]", "jsonargparse[urls]"]
+all = ["jsonargparse[fsspec]", "jsonargparse[jsonnet]", "jsonargparse[jsonschema]", "jsonargparse[omegaconf]", "jsonargparse[reconplogger]", "jsonargparse[ruyaml]", "jsonargparse[signatures]", "jsonargparse[typing-extensions]", "jsonargparse[urls]"]
 argcomplete = ["argcomplete (>=2.0.0)", "argcomplete (>=3.3.0)"]
 coverage = ["jsonargparse[test-no-urls]", "pytest-cov (>=4.0.0)"]
 dev = ["build (>=0.10.0)", "jsonargparse[coverage]", "jsonargparse[doc]", "jsonargparse[mypy]", "jsonargparse[test]", "pre-commit (>=2.19.0)", "tox (>=3.25.0)"]
@@ -2146,8 +2150,9 @@ maintainer = ["bump2version (>=0.5.11)", "twine (>=4.0.2)"]
 omegaconf = ["omegaconf (>=2.1.1)"]
 reconplogger = ["reconplogger (>=4.4.0)"]
 ruyaml = ["ruyaml (>=0.20.0)"]
+shtab = ["shtab (>=1.7.1)"]
 signatures = ["docstring-parser (>=0.15)", "jsonargparse[typing-extensions]", "typeshed-client (>=2.1.0)"]
-test = ["attrs (>=22.2.0)", "jsonargparse[test-no-urls]", "pydantic (>=2.3.0)", "responses (>=0.12.0)", "types-PyYAML (>=6.0.11)", "types-requests (>=2.28.9)"]
+test = ["attrs (>=22.2.0)", "jsonargparse[argcomplete]", "jsonargparse[shtab]", "jsonargparse[test-no-urls]", "pydantic (>=2.3.0)", "responses (>=0.12.0)", "types-PyYAML (>=6.0.11)", "types-requests (>=2.28.9)"]
 test-no-urls = ["pytest (>=6.2.5)", "pytest-subtests (>=0.8.0)"]
 typing-extensions = ["typing-extensions (>=3.10.0.0)"]
 urls = ["requests (>=2.18.4)"]
@@ -2168,13 +2173,13 @@ jsonpointer = ">=1.9"
 
 [[package]]
 name = "jsonpointer"
-version = "2.4"
+version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+python-versions = ">=3.7"
 files = [
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-    {file = "jsonpointer-2.4.tar.gz", hash = "sha256:585cee82b70211fa9e6043b7bb89db6e1aa49524340dde8ad6b63206ea689d88"},
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+    {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
 ]
 
 [[package]]
@@ -2411,13 +2416,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.14.0"
+version = "2.14.1"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -2442,7 +2447,7 @@ traitlets = ">=5.6.0"
 websocket-client = ">=1.7"
 
 [package.extras]
-docs = ["ipykernel", "jinja2", "jupyter-client", "jupyter-server", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
+docs = ["ipykernel", "jinja2", "jupyter-client", "myst-parser", "nbformat", "prometheus-client", "pydata-sphinx-theme", "send2trash", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-openapi (>=0.8.0)", "sphinxcontrib-spelling", "sphinxemoji", "tornado", "typing-extensions"]
 test = ["flaky", "ipykernel", "pre-commit", "pytest (>=7.0,<9)", "pytest-console-scripts", "pytest-jupyter[server] (>=0.7)", "pytest-timeout", "requests"]
 
 [[package]]
@@ -2466,13 +2471,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.2.1"
+version = "4.2.2"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.2.1-py3-none-any.whl", hash = "sha256:6ac6e3827b3c890e6e549800e8a4f4aaea6a69321e2240007902aa7a0c56a8e4"},
-    {file = "jupyterlab-4.2.1.tar.gz", hash = "sha256:a10fb71085a6900820c62d43324005046402ffc8f0fde696103e37238a839507"},
+    {file = "jupyterlab-4.2.2-py3-none-any.whl", hash = "sha256:59ee9b839f43308c3dfd55d72d1f1a299ed42a7f91f2d1afe9c12a783f9e525f"},
+    {file = "jupyterlab-4.2.2.tar.gz", hash = "sha256:a534b6a25719a92a40d514fb133a9fe8f0d9981b0bbce5d8a5fcaa33344a3038"},
 ]
 
 [package.dependencies]
@@ -2486,6 +2491,7 @@ jupyter-server = ">=2.4.0,<3"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
+setuptools = ">=40.1.0"
 tornado = ">=6.2.0"
 traitlets = "*"
 
@@ -2673,21 +2679,21 @@ files = [
 
 [[package]]
 name = "langchain"
-version = "0.2.3"
+version = "0.2.5"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
-    {file = "langchain-0.2.3-py3-none-any.whl", hash = "sha256:5dc33cd9c8008693d328b7cb698df69073acecc89ad9c2a95f243b3314f8d834"},
-    {file = "langchain-0.2.3.tar.gz", hash = "sha256:81962cc72cce6515f7bd71e01542727870789bf8b666c6913d85559080c1a201"},
+    {file = "langchain-0.2.5-py3-none-any.whl", hash = "sha256:9aded9a65348254e1c93dcdaacffe4d1b6a5e7f74ef80c160c88ff78ad299228"},
+    {file = "langchain-0.2.5.tar.gz", hash = "sha256:ffdbf4fcea46a10d461bcbda2402220fcfd72a0c70e9f4161ae0510067b9b3bd"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
-langchain-core = ">=0.2.0,<0.3.0"
+langchain-core = ">=0.2.7,<0.3.0"
 langchain-text-splitters = ">=0.2.0,<0.3.0"
 langsmith = ">=0.1.17,<0.2.0"
-numpy = ">=1,<2"
+numpy = {version = ">=1,<2", markers = "python_version < \"3.12\""}
 pydantic = ">=1,<3"
 PyYAML = ">=5.3"
 requests = ">=2,<3"
@@ -2712,22 +2718,22 @@ langchain-core = ">=0.2.2rc1,<0.3"
 
 [[package]]
 name = "langchain-core"
-version = "0.2.5"
+version = "0.2.9"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.8.1"
 files = [
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-packaging = ">=23.2,<24.0"
-pydantic = ">=1,<3"
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+packaging = ">=23.2,<25"
+pydantic = {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""}
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-tenacity = ">=8.1.0,<9.0.0"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-google-genai"
@@ -2782,13 +2788,13 @@ extended-testing = ["beautifulsoup4 (>=4.12.3,<5.0.0)", "lxml (>=4.9.3,<6.0)"]
 
 [[package]]
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-version = "0.1.75"
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+optional = false
+python-versions = ">=3.8"
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 [package.dependencies]
@@ -3723,13 +3740,13 @@ files = [
 
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 [package.dependencies]
@@ -3746,57 +3763,57 @@ datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 
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 [[package]]
@@ -3826,13 +3843,13 @@ files = [
 
 [[package]]
 name = "packaging"
-version = "23.2"
+version = "24.1"
 description = "Core utilities for Python packages"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -4160,13 +4177,13 @@ twisted = ["twisted"]
 
 [[package]]
 name = "prompt-toolkit"
-version = "3.0.45"
+version = "3.0.47"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.7.0"
 files = [
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 [package.dependencies]
@@ -4174,20 +4191,20 @@ wcwidth = "*"
 
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-version = "1.23.0"
+version = "1.24.0"
 description = "Beautiful, Pythonic protocol buffers."
 optional = false
-python-versions = ">=3.6"
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 [package.dependencies]
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 [package.extras]
-testing = ["google-api-core[grpc] (>=1.31.5)"]
+testing = ["google-api-core (>=1.31.5)"]
 
 [[package]]
 name = "protobuf"
@@ -4211,27 +4228,28 @@ files = [
 
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 optional = false
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 files = [
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 ]
 
 [package.extras]
@@ -4323,13 +4341,13 @@ pybtex = ">=0.16"
 
 [[package]]
 name = "pycodestyle"
-version = "2.11.1"
+version = "2.12.0"
 description = "Python style guide checker"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -4345,18 +4363,18 @@ files = [
 
 [[package]]
 name = "pydantic"
-version = "2.7.2"
+version = "2.7.4"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
 annotated-types = ">=0.4.0"
-pydantic-core = "2.18.3"
+pydantic-core = "2.18.4"
 typing-extensions = ">=4.6.1"
 
 [package.extras]
@@ -4364,90 +4382,90 @@ email = ["email-validator (>=2.0.0)"]
 
 [[package]]
 name = "pydantic-core"
-version = "2.18.3"
+version = "2.18.4"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
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 [[package]]
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 [[package]]
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 [[package]]
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 [package.dependencies]
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 [[package]]
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-version = "4.12.0"
+version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "typing_extensions-4.12.0-py3-none-any.whl", hash = "sha256:b349c66bea9016ac22978d800cfff206d5f9816951f12a7d0ec5578b0a819594"},
-    {file = "typing_extensions-4.12.0.tar.gz", hash = "sha256:8cbcdc8606ebcb0d95453ad7dc5065e6237b6aa230a31e81d0f440c30fed5fd8"},
+    {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
+    {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
 ]
 
 [[package]]
@@ -6622,13 +6640,13 @@ six = "*"
 
 [[package]]
 name = "urllib3"
-version = "2.2.1"
+version = "2.2.2"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "urllib3-2.2.1-py3-none-any.whl", hash = "sha256:450b20ec296a467077128bff42b73080516e71b56ff59a60a02bef2232c4fa9d"},
-    {file = "urllib3-2.2.1.tar.gz", hash = "sha256:d0570876c61ab9e520d776c38acbbb5b05a776d3f9ff98a5c8fd5162a444cf19"},
+    {file = "urllib3-2.2.2-py3-none-any.whl", hash = "sha256:a448b2f64d686155468037e1ace9f2d2199776e17f0a46610480d311f73e3472"},
+    {file = "urllib3-2.2.2.tar.gz", hash = "sha256:dd505485549a7a552833da5e6063639d0d177c04f23bc3864e41e5dc5f612168"},
 ]
 
 [package.dependencies]
@@ -6673,18 +6691,18 @@ files = [
 
 [[package]]
 name = "webcolors"
-version = "1.13"
+version = "24.6.0"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "webcolors-1.13-py3-none-any.whl", hash = "sha256:29bc7e8752c0a1bd4a1f03c14d6e6a72e93d82193738fa860cbff59d0fcc11bf"},
-    {file = "webcolors-1.13.tar.gz", hash = "sha256:c225b674c83fa923be93d235330ce0300373d02885cef23238813b0d5668304a"},
+    {file = "webcolors-24.6.0-py3-none-any.whl", hash = "sha256:8cf5bc7e28defd1d48b9e83d5fc30741328305a8195c29a8e668fa45586568a1"},
+    {file = "webcolors-24.6.0.tar.gz", hash = "sha256:1d160d1de46b3e81e58d0a280d0c78b467dc80f47294b91b1ad8029d2cedb55b"},
 ]
 
 [package.extras]
 docs = ["furo", "sphinx", "sphinx-copybutton", "sphinx-inline-tabs", "sphinx-notfound-page", "sphinxext-opengraph"]
-tests = ["pytest", "pytest-cov"]
+tests = ["coverage[toml]"]
 
 [[package]]
 name = "webdriver-manager"
@@ -6873,20 +6891,20 @@ multidict = ">=4.0"
 
 [[package]]
 name = "zipp"
-version = "3.19.0"
+version = "3.19.2"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "zipp-3.19.0-py3-none-any.whl", hash = "sha256:96dc6ad62f1441bcaccef23b274ec471518daf4fbbc580341204936a5a3dddec"},
-    {file = "zipp-3.19.0.tar.gz", hash = "sha256:952df858fb3164426c976d9338d3961e8e8b3758e2e059e0f754b8c4262625ee"},
+    {file = "zipp-3.19.2-py3-none-any.whl", hash = "sha256:f091755f667055f2d02b32c53771a7a6c8b47e1fdbc4b72a8b9072b3eef8015c"},
+    {file = "zipp-3.19.2.tar.gz", hash = "sha256:bf1dcf6450f873a13e952a29504887c89e6de7506209e5b1bcc3460135d4de19"},
 ]
 
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
+doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy", "pytest-ruff (>=0.2.1)"]
 
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.11, <3.12"
-content-hash = "231d85219795b88ac100f75f042a3e20fbb1d9be5c3790ba826fbd748c6b5148"
+content-hash = "db09d9335e89f9f8d85ed2ea9bce8b67e805955afe80ac0669f6e50572443d52"
diff --git a/pyproject.toml b/pyproject.toml
index c9f2323..7b0ce2c 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -39,6 +39,7 @@ tqdm = "^4.66.4"
 transit-python2 = "^0.8.321"
 types-markdown = "^3.6.0.20240316"
 webdriver-manager = "^4.0.1"
+cssutils = "^2.11.1"
 requests-cache = "^1.2.1"
 
 [tool.poetry.group.dev]
diff --git a/src/penai/svg.py b/src/penai/svg.py
index bcac79b..f8f491a 100644
--- a/src/penai/svg.py
+++ b/src/penai/svg.py
@@ -14,6 +14,7 @@
 from selenium.webdriver.remote.webdriver import WebDriver
 from tqdm import tqdm
 
+from penai import utils
 from penai.registries.web_drivers import RegisteredWebDriver, get_web_driver_for_html
 from penai.types import PathLike, RecursiveStrDict
 from penai.utils.dict import apply_func_to_nested_keys
@@ -305,6 +306,33 @@ def _el_is_group(el: Element) -> bool:
     return el.tag == el.get_namespaced_key("g")
 
 
+def _el_has_visible_content(el: Element) -> bool:
+    children = el.getchildren()
+
+    # Note: Not sure if this is really true
+    # A <g> might have a class set that will set some fill / bg color and thus make it visible
+    if not children:
+        return False
+
+    if len(children) == 1 and children[0].tag == el.get_namespaced_key(
+        "path",
+    ):
+        css_parser = utils.get_css_parser()
+
+        path = children[0]
+        path_style = css_parser.parseStyle(path.get("style", ""))
+
+        if path_style.getPropertyValue("opacity") == "0":
+            return False
+
+        if not path.getchildren() and (
+            path.get("fill") == "none" or path_style.getPropertyValue("fill") in ["none"]
+        ):
+            return False
+
+    return True
+
+
 _PenpotShapeDictEntry = dict["PenpotShapeElement", "_PenpotShapeDictEntry"]
 
 
@@ -575,6 +603,22 @@ def is_container_type(self) -> bool:
     def is_primitive_type(self) -> bool:
         return self._shape_type.value.category == PenpotShapeTypeCategory.PRIMITIVE
 
+    def check_for_visible_content(self) -> bool:
+        if self.type == PenpotShapeType.GROUP:
+            return any(child.check_for_visible_content() for child in self.child_shapes)
+
+        inner_groups = self.get_inner_g_elements()
+
+        if not inner_groups:
+            return False
+
+        assert len(inner_groups), (
+            f"Found no inner <g>-elements (i.e. content elements) for shape with id {self.shape_id} while expecting at least one such element. "
+            f"Tree: {etree.tostring(self.get_containing_g_element(), pretty_print=True)}"
+        )
+
+        return any(_el_has_visible_content(group) for group in inner_groups)
+
     def get_parent_shape(self) -> Self | None:
         g_containing_par_shape_candidate = self.get_containing_g_element().getparent()
         while g_containing_par_shape_candidate is not None:
@@ -598,6 +642,12 @@ def get_containing_g_element(self) -> BetterElement:
         """
         return self.getparent()
 
+    def get_inner_g_elements(self) -> list[BetterElement]:
+        return self.get_containing_g_element().xpath(
+            "default:g[not(starts-with(@id, 'shape-'))]",
+            empty_namespace_name="svg",
+        )
+
     def is_leave(self) -> bool:
         return not self.get_direct_children_shapes()
 
@@ -672,20 +722,20 @@ def __init__(
         style_supplier: BaseStyleSupplier | None = None,
     ):
         super().__init__(dom)
+        (
+            self._shape_elements,
+            self._depth_to_shape_el,
+            self._shape_el_to_depth,
+        ) = find_all_penpot_shapes(self.dom, style_supplier=style_supplier)
 
-        shape_els, depth_to_shape_el, shape_el_to_depth = find_all_penpot_shapes(
-            dom,
-            style_supplier,
-        )
-        self._depth_to_shape_el = depth_to_shape_el
-        self._shape_el_to_depth = shape_el_to_depth
-        if depth_to_shape_el:
-            self._max_shape_depth = max(depth_to_shape_el.keys())
-        else:
-            self._max_shape_depth = 0
+        self._style_supplier = style_supplier
 
-        self.style_supplier = style_supplier
-        self.penpot_shape_elements = shape_els
+    def _reset_state(self) -> None:
+        (
+            self._shape_elements,
+            self._depth_to_shape_el,
+            self._shape_el_to_depth,
+        ) = find_all_penpot_shapes(self.dom)
 
     @overload
     def _get_shapes_by_attr(
@@ -740,9 +790,16 @@ def get_shape_by_name(
     def get_shape_by_id(self, shape_id: str) -> PenpotShapeElement:
         return self._get_shapes_by_attr("shape_id", shape_id, should_be_unique=True)
 
+    @property
+    def penpot_shape_elements(self) -> list[PenpotShapeElement]:
+        return self._shape_elements
+
     @property
     def max_shape_depth(self) -> int:
-        return self._max_shape_depth
+        if self._depth_to_shape_el:
+            return max(self._depth_to_shape_el.keys())
+        else:
+            return 0
 
     def get_shape_elements_at_depth(self, depth: int) -> list[PenpotShapeElement]:
         return self._depth_to_shape_el.get(depth, [])
@@ -751,6 +808,52 @@ def pprint_hierarchy(self, horizontal: bool = True) -> None:
         for shape in self.get_shape_elements_at_depth(0):
             shape.pprint_hierarchy(horizontal=horizontal)
 
+    def _remove_shape_from_tree(self, shape_id: str) -> None:
+        shape = self.get_shape_by_id(shape_id)
+
+        container_g = shape.get_containing_g_element()
+        container_g.getparent().remove(container_g)
+
+    def remove_shape(self, shape_id: str) -> None:
+        self._remove_shape_from_tree(shape_id)
+        self._reset_state()
+
+        try:
+            self.get_shape_by_id(shape_id)
+        except KeyError:
+            return
+
+        raise AssertionError(f"Shape with id {shape_id} was not removed correctly.")
+
+    def remove_elements_with_no_visible_content(self) -> None:
+        # Sort the shapes by descending depth in the shape hierarchy, so that we start with the deepest shapes.
+        # Otherwise we may delete a parent shape before its children, thus decouple the children from the tree
+        # which will lead to weird behavior (i.e. lxml will assign arbitrary namespace names) and errors.
+        # We could, of course, also detect these relationships and only remove invisible parents,
+        # but just sorting the shapes is easier and should be fine for now.
+        shapes = sorted(
+            self.penpot_shape_elements,
+            key=lambda shape: shape.depth_in_shapes,
+            reverse=True,
+        )
+
+        removed_ids = []
+
+        for shape in shapes:
+            if not shape.check_for_visible_content():
+                self._remove_shape_from_tree(shape.shape_id)
+                removed_ids.append(shape.shape_id)
+
+        self._reset_state()
+
+        for shape_id in removed_ids:
+            try:
+                self.get_shape_by_id(shape_id)
+            except KeyError:
+                continue
+
+            raise AssertionError(f"Shape with id {shape_id} was not removed correctly.")
+
     def retrieve_and_set_view_boxes_for_shape_elements(
         self,
         web_driver: WebDriver | RegisteredWebDriver,
diff --git a/src/penai/utils/__init__.py b/src/penai/utils/__init__.py
index 0711ba7..2a8f3de 100644
--- a/src/penai/utils/__init__.py
+++ b/src/penai/utils/__init__.py
@@ -1,9 +1,11 @@
 import json
+import logging
 from functools import cache
 from pathlib import Path
 
 import requests
 import requests_cache
+from cssutils import CSSParser
 
 from penai.types import PathLike
 
@@ -14,6 +16,12 @@ def read_json(path: PathLike) -> dict:
 
 
 @cache
-def get_cached_requests_session(cache_name: str) -> requests.Session:
+def get_css_parser() -> CSSParser:
+    """Get a CSS parser with the default settings."""
+    return CSSParser(loglevel=logging.CRITICAL)
+
+
+@cache
+def get_cached_requests_session(cache_name: str = "cache") -> requests.Session:
     """Get a requests session with a cache."""
     return requests_cache.CachedSession(cache_name)
diff --git a/src/penai/utils/svg.py b/src/penai/utils/svg.py
index a1bd924..58181b9 100644
--- a/src/penai/utils/svg.py
+++ b/src/penai/utils/svg.py
@@ -76,6 +76,8 @@ def temp_file_for_content(
     # The code below is essentially equivalent to `with open()...write`
     with NamedTemporaryFile(prefix="penai_", suffix=extension, mode=mode, delete=False) as file:
         file.write(content)
+        file.flush()
+
         path = Path(file.name)
     yield path
 
diff --git a/src/penai/xml.py b/src/penai/xml.py
index 7c3ebed..e3eed28 100644
--- a/src/penai/xml.py
+++ b/src/penai/xml.py
@@ -61,10 +61,13 @@ def xpath(
 class BetterElement(CustomElement):
     """Simplifies handling of namespaces in ElementTree."""
 
-    @cached_property
+    @property
     def query_compatible_nsmap(self) -> dict[str, str]:
         nsmap = dict(self.nsmap)
-        nsmap[""] = nsmap.pop(None)
+
+        if None in nsmap:
+            nsmap["default"] = nsmap.pop(None)
+
         return nsmap
 
     @override
@@ -82,12 +85,11 @@ def xpath(
         namespaces: dict[str, str] | None = None,
         **kwargs: dict[str, Any],
     ) -> list[Self]:
-        namespaces = namespaces or self.query_compatible_nsmap
-
-        # xpath() does not support empty namespaces (applies to both None and empty string)
-        namespaces.pop("", None)
-
-        return super().xpath(path, namespaces=namespaces, **kwargs)
+        return super().xpath(
+            path,
+            namespaces=namespaces or self.query_compatible_nsmap,
+            **kwargs,
+        )
 
     @overload
     def get_namespaced_key(self, key: str) -> str:
diff --git a/test/penai/conftest.py b/test/penai/conftest.py
index 7f24bda..0b0235d 100644
--- a/test/penai/conftest.py
+++ b/test/penai/conftest.py
@@ -1,7 +1,7 @@
-from collections.abc import Generator
+from collections.abc import Generator, Iterable
 from datetime import datetime
 from pathlib import Path
-from typing import Any, Iterable
+from typing import Any
 
 import pytest
 from pytest import FixtureRequest, MonkeyPatch
@@ -9,7 +9,7 @@
 
 from penai.config import top_level_directory
 from penai.registries.projects import SavedPenpotProject
-from penai.render import BaseSVGRenderer, WebDriverSVGRenderer
+from penai.render import BaseSVGRenderer, ResvgRenderer, WebDriverSVGRenderer
 from penai.types import PathLike
 from penai.utils.web_drivers import create_chrome_web_driver
 
@@ -66,11 +66,17 @@ def chrome_svg_renderer(chrom_web_driver: WebDriver) -> Iterable[BaseSVGRenderer
     return WebDriverSVGRenderer(chrom_web_driver)
 
 
-@pytest.fixture(params=[
-    SavedPenpotProject.AVATAAARS,
-    SavedPenpotProject.BLACK_AND_WHITE_MOBILE_TEMPLATES,
-    SavedPenpotProject.MATERIAL_DESIGN_3,
-])
+@pytest.fixture(scope="session")
+def resvg_renderer() -> Iterable[BaseSVGRenderer]:
+    return ResvgRenderer()
+
+
+@pytest.fixture(
+    params=[
+        SavedPenpotProject.AVATAAARS,
+        SavedPenpotProject.BLACK_AND_WHITE_MOBILE_TEMPLATES,
+        SavedPenpotProject.MATERIAL_DESIGN_3,
+    ],
+)
 def example_project(request: FixtureRequest) -> SavedPenpotProject:
     return request.param
-
diff --git a/test/penai/test_registries.py b/test/penai/test_registries.py
index eb9a0be..b69bdf6 100644
--- a/test/penai/test_registries.py
+++ b/test/penai/test_registries.py
@@ -2,7 +2,6 @@
 
 
 class TestPenpotProjectRegistry:
-
     @staticmethod
     def test_can_be_loaded(example_project: SavedPenpotProject) -> None:
         loaded_project = example_project.load(pull=True)
diff --git a/test/penai/test_renderers.py b/test/penai/test_renderers.py
index 922e7b8..0fc10b6 100644
--- a/test/penai/test_renderers.py
+++ b/test/penai/test_renderers.py
@@ -67,7 +67,9 @@ def test_rendering(
             )
 
     def test_size_inference(
-        self, renderer: BaseSVGRenderer, example_svg_path: Path,
+        self,
+        renderer: BaseSVGRenderer,
+        example_svg_path: Path,
     ) -> None:
         img = renderer.render_svg_file(example_svg_path)
 
@@ -76,7 +78,9 @@ def test_size_inference(
         assert img.size == (view_box.width, view_box.height)
 
     def test_explicit_size_specification(
-        self, renderer: BaseSVGRenderer, example_svg_path: Path,
+        self,
+        renderer: BaseSVGRenderer,
+        example_svg_path: Path,
     ) -> None:
         orig_aspect_ratio = SVG.from_file(example_svg_path).get_view_box().aspect_ratio
 
@@ -85,10 +89,12 @@ def test_explicit_size_specification(
 
         img = renderer.render_svg_file(example_svg_path, width=100)
         assert img.size[0] == 100
-        assert img.size[0] >= img.size[1] if orig_aspect_ratio > 1 else img.size[0] <= img.size[1], \
-            f"Original aspect ratio: {orig_aspect_ratio}, new size: {img.size}"
+        assert (
+            img.size[0] >= img.size[1] if orig_aspect_ratio > 1 else img.size[0] <= img.size[1]
+        ), f"Original aspect ratio: {orig_aspect_ratio}, new size: {img.size}"
 
         img = renderer.render_svg_file(example_svg_path, height=100)
         assert img.size[1] == 100
-        assert img.size[0] >= img.size[1] if orig_aspect_ratio > 1 else img.size[0] <= img.size[1], \
-            f"Original aspect ratio: {orig_aspect_ratio}, new size: {img.size}"
+        assert (
+            img.size[0] >= img.size[1] if orig_aspect_ratio > 1 else img.size[0] <= img.size[1]
+        ), f"Original aspect ratio: {orig_aspect_ratio}, new size: {img.size}"
diff --git a/test/penai/test_svg.py b/test/penai/test_svg.py
index 7623943..92c26a0 100644
--- a/test/penai/test_svg.py
+++ b/test/penai/test_svg.py
@@ -1,8 +1,15 @@
-from copy import copy, deepcopy
+import random
+from collections.abc import Callable, Iterable
+from pathlib import Path
 
+import matplotlib.pyplot as plt
+import numpy as np
 import pytest
 from selenium.webdriver.remote.webdriver import WebDriver
 
+from penai.models import PenpotFile, PenpotPage, PenpotProject
+from penai.registries.projects import SavedPenpotProject
+from penai.render import BaseSVGRenderer
 from penai.svg import PenpotPageSVG, PenpotShapeElement
 
 
@@ -17,16 +24,15 @@ def penpot_shape_el(penpot_page_svg: PenpotPageSVG) -> PenpotShapeElement:
 
 
 class TestPenpotPage:
-    @staticmethod
-    def test_shapes_loaded(penpot_page_svg: PenpotPageSVG) -> None:
+    RENDER_WIDTH = 1024
+
+    def test_shapes_loaded(self, penpot_page_svg: PenpotPageSVG) -> None:
         assert penpot_page_svg.max_shape_depth > 1
 
-    @staticmethod
-    def test_printing_no_exception(penpot_page_svg: PenpotPageSVG) -> None:
+    def test_printing_no_exception(self, penpot_page_svg: PenpotPageSVG) -> None:
         penpot_page_svg.pprint_hierarchy()
 
-    @staticmethod
-    def test_parent_child_shapes_basics(penpot_page_svg: PenpotPageSVG) -> None:
+    def test_parent_child_shapes_basics(self, penpot_page_svg: PenpotPageSVG) -> None:
         root_shape_els = penpot_page_svg.get_shape_elements_at_depth(0)
         leaves_subset = penpot_page_svg.get_shape_elements_at_depth(
             penpot_page_svg.max_shape_depth,
@@ -41,8 +47,8 @@ def test_parent_child_shapes_basics(penpot_page_svg: PenpotPageSVG) -> None:
             assert leaf.get_parent_shape() is not None
             assert leaf in leaf.get_parent_shape().get_all_children_shapes()
 
-    @staticmethod
     def test_penpot_page_svg_bbox_derivation(
+        self,
         penpot_page_svg: PenpotPageSVG,
         chrom_web_driver: WebDriver,
     ) -> None:
@@ -59,8 +65,8 @@ def test_penpot_page_svg_bbox_derivation(
             assert bbox.height >= 0
 
     # a small integration test
-    @staticmethod
     def test_individual_vs_page_based_viewbox(
+        self,
         penpot_page_svg: PenpotPageSVG,
         penpot_shape_el: PenpotShapeElement,
         chrom_web_driver: WebDriver,
@@ -73,7 +79,10 @@ def test_individual_vs_page_based_viewbox(
         original_shape_bbox = penpot_shape_el.get_default_view_box(chrom_web_driver)
 
         # computing viewbox for all shapes in the page
-        penpot_page_svg.retrieve_and_set_view_boxes_for_shape_elements(chrom_web_driver, show_progress=False)
+        penpot_page_svg.retrieve_and_set_view_boxes_for_shape_elements(
+            chrom_web_driver,
+            show_progress=False,
+        )
         shape_from_page = penpot_page_svg.get_shape_by_id(penpot_shape_el.shape_id)
 
         # shape elements should be equal
@@ -82,3 +91,117 @@ def test_individual_vs_page_based_viewbox(
         assert penpot_shape_el.get_default_view_box() == original_shape_bbox
 
         assert penpot_shape_el.to_svg().get_view_box() == original_shape_bbox
+
+    def _gen_page_diffs(
+        self,
+        project: PenpotProject,
+        renderer: BaseSVGRenderer,
+        hook: Callable[[PenpotFile, PenpotPage], bool | None],
+    ) -> Iterable[tuple[np.ndarray, np.ndarray]]:
+        for file in project.files.values():
+            for page in file.pages.values():
+                img_before = renderer.render_svg(page.svg, width=self.RENDER_WIDTH)
+
+                if hook(file, page) is False:
+                    continue
+
+                img_after = renderer.render_svg(page.svg, width=self.RENDER_WIDTH)
+
+                img_before_arr = np.array(img_before) / 255.0
+                img_after_arr = np.array(img_after) / 255.0
+
+                yield img_before_arr, img_after_arr
+
+    def _save_diff_fig(self, img_before: np.ndarray, img_after: np.ndarray, save_path: Path) -> None:
+        fig, (before_ax, after_ax, diff_ax) = plt.subplots(1, 3, figsize=(40, 10))
+
+        before_ax.imshow(img_before)
+        before_ax.set_title("Before")
+
+        after_ax.imshow(img_after)
+        after_ax.set_title("After")
+
+        diff = abs(img_before - img_after)
+
+        diff_ax.imshow(diff)
+        diff_ax.set_title("Diff")
+
+        fig.savefig(save_path, bbox_inches="tight", dpi=400)
+
+    def test_removing_shapes_without_content(
+        self,
+        example_project: SavedPenpotProject,
+        resvg_renderer: BaseSVGRenderer,  # We specifically use the resvg renderer as the Chrome renderer might be non-deterministic
+        log_dir: Path,
+    ) -> None:
+        renderer = resvg_renderer
+
+        def hook(file: PenpotFile, page: PenpotPage) -> None:
+            shapes_before = list(page.svg.penpot_shape_elements)
+
+            page.svg.remove_elements_with_no_visible_content()
+
+            shapes_after = list(page.svg.penpot_shape_elements)
+
+            assert len(shapes_before) >= len(shapes_after)
+
+        # TODO: this adds a relatively large overhead to the tests.
+        # We should consider reducing the number of files or pages we test on.
+        for img_before, img_after in self._gen_page_diffs(
+            example_project.load(),
+            renderer,
+            hook,
+        ):
+            if not np.allclose(img_before, img_after, atol=0.02):
+                self._save_diff_fig(
+                    img_before,
+                    img_after,
+                    save_path := (
+                        log_dir / f"removing_shapes_without_content_{example_project.name}.png"
+                    ),
+                )
+
+                diff = abs(img_before - img_after)
+
+                raise AssertionError(
+                    f"Images do not match. Max diff of {np.max(diff)} between the two versions. Saved to file://{save_path} for visual inspection.",
+                )
+
+    def test_removal_of_visible_elements_test(
+        self,
+        example_project: SavedPenpotProject,
+        resvg_renderer: BaseSVGRenderer,  # We specifically use the resvg renderer as the Chrome renderer might be non-deterministic
+        log_dir: Path,
+    ) -> None:
+        renderer = resvg_renderer
+
+        def hook(file: PenpotFile, page: PenpotPage) -> bool | None:
+            try:
+                # Choose a random visible top-level shape to remove
+                top_level_shapes = page.svg.get_shape_elements_at_depth(0)
+                visible_shape = random.choice(
+                    [shape for shape in top_level_shapes if shape.check_for_visible_content()],
+                )
+            except IndexError:
+                return False
+
+            page.svg.remove_shape(visible_shape.shape_id)
+            return None
+
+        for img_before, img_after in self._gen_page_diffs(
+            example_project.load(),
+            renderer,
+            hook,
+        ):
+            if np.allclose(img_before, img_after, atol=0.02):
+                self._save_diff_fig(
+                    img_before,
+                    img_after,
+                    save_path := log_dir / f"removing_visible_element_{example_project.name}.png",
+                )
+
+                diff = abs(img_before - img_after)
+
+                raise AssertionError(
+                    f"Images do match while they shouldn't. Max diff of {np.max(diff)} between the two versions. Saved to file://{save_path} for visual inspection.",
+                )