diff --git a/.gitignore b/.gitignore
index d489624..5d679a6 100644
--- a/.gitignore
+++ b/.gitignore
@@ -27,3 +27,55 @@ events.*
 *.pkl
 *.h5
 *.dat
+
+# Testing
+.pytest_cache/
+.coverage
+htmlcov/
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.tox/
+.nox/
+*.log
+
+# Claude
+.claude/*
+
+# Virtual environments
+venv/
+ENV/
+env/
+.venv/
+
+# Poetry
+dist/
+# Note: Don't ignore poetry.lock - it should be committed
+
+# Build artifacts
+build/
+develop-eggs/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# IDE
+.vscode/
+.idea/
+*.swp
+*.swo
+*~
+.project
+.pydevproject
+.settings/
+
+# OS
+.DS_Store
+.DS_Store?
+._*
+.Spotlight-V100
+.Trashes
+ehthumbs.db
+Thumbs.db
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..038055c
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,3582 @@
+# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+
+[[package]]
+name = "altair"
+version = "5.4.1"
+description = "Vega-Altair: A declarative statistical visualization library for Python."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version == \"3.8\""
+files = [
+    {file = "altair-5.4.1-py3-none-any.whl", hash = "sha256:0fb130b8297a569d08991fb6fe763582e7569f8a04643bbd9212436e3be04aef"},
+    {file = "altair-5.4.1.tar.gz", hash = "sha256:0ce8c2e66546cb327e5f2d7572ec0e7c6feece816203215613962f0ec1d76a82"},
+]
+
+[package.dependencies]
+jinja2 = "*"
+jsonschema = ">=3.0"
+narwhals = ">=1.5.2"
+packaging = "*"
+typing-extensions = {version = ">=4.10.0", markers = "python_version < \"3.13\""}
+
+[package.extras]
+all = ["altair-tiles (>=0.3.0)", "anywidget (>=0.9.0)", "numpy", "pandas (>=0.25.3)", "pyarrow (>=11)", "vega-datasets (>=0.9.0)", "vegafusion[embed] (>=1.6.6)", "vl-convert-python (>=1.6.0)"]
+dev = ["geopandas", "hatch", "ibis-framework[polars]", "ipython[kernel]", "mistune", "mypy", "pandas (>=0.25.3)", "pandas-stubs", "polars (>=0.20.3)", "pytest", "pytest-cov", "pytest-xdist[psutil] (>=3.5,<4.0)", "ruff (>=0.6.0)", "types-jsonschema", "types-setuptools"]
+doc = ["docutils", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme (>=0.14.1)", "scipy", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+
+[[package]]
+name = "altair"
+version = "5.5.0"
+description = "Vega-Altair: A declarative statistical visualization library for Python."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.9\""
+files = [
+    {file = "altair-5.5.0-py3-none-any.whl", hash = "sha256:91a310b926508d560fe0148d02a194f38b824122641ef528113d029fcd129f8c"},
+    {file = "altair-5.5.0.tar.gz", hash = "sha256:d960ebe6178c56de3855a68c47b516be38640b73fb3b5111c2a9ca90546dd73d"},
+]
+
+[package.dependencies]
+jinja2 = "*"
+jsonschema = ">=3.0"
+narwhals = ">=1.14.2"
+packaging = "*"
+typing-extensions = {version = ">=4.10.0", markers = "python_version < \"3.14\""}
+
+[package.extras]
+all = ["altair-tiles (>=0.3.0)", "anywidget (>=0.9.0)", "numpy", "pandas (>=1.1.3)", "pyarrow (>=11)", "vega-datasets (>=0.9.0)", "vegafusion[embed] (>=1.6.6)", "vl-convert-python (>=1.7.0)"]
+dev = ["duckdb (>=1.0)", "geopandas", "hatch (>=1.13.0)", "ipython[kernel]", "mistune", "mypy", "pandas (>=1.1.3)", "pandas-stubs", "polars (>=0.20.3)", "pyarrow-stubs", "pytest", "pytest-cov", "pytest-xdist[psutil] (>=3.5,<4.0)", "ruff (>=0.6.0)", "types-jsonschema", "types-setuptools"]
+doc = ["docutils", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme (>=0.14.1)", "scipy", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+save = ["vl-convert-python (>=1.7.0)"]
+
+[[package]]
+name = "attrs"
+version = "25.3.0"
+description = "Classes Without Boilerplate"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
+]
+
+[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 = "blinker"
+version = "1.8.2"
+description = "Fast, simple object-to-object and broadcast signaling"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version == \"3.8\""
+files = [
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+
+[[package]]
+name = "blinker"
+version = "1.9.0"
+description = "Fast, simple object-to-object and broadcast signaling"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.9\""
+files = [
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+    {file = "blinker-1.9.0.tar.gz", hash = "sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf"},
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+
+[[package]]
+name = "cachetools"
+version = "5.5.2"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version == \"3.8\""
+files = [
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+[[package]]
+name = "cachetools"
+version = "6.1.0"
+description = "Extensible memoizing collections and decorators"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.9\""
+files = [
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+[[package]]
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+version = "2025.6.15"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+optional = false
+python-versions = ">=3.7"
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+
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+
+[[package]]
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.9\" and platform_system != \"Darwin\""
+files = [
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+]
+
+[package.extras]
+watchmedo = ["PyYAML (>=3.10)"]
+
+[[package]]
+name = "zipp"
+version = "3.20.2"
+description = "Backport of pathlib-compatible object wrapper for zip files"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version == \"3.8\""
+files = [
+    {file = "zipp-3.20.2-py3-none-any.whl", hash = "sha256:a817ac80d6cf4b23bf7f2828b7cabf326f15a001bea8b1f9b49631780ba28350"},
+    {file = "zipp-3.20.2.tar.gz", hash = "sha256:bc9eb26f4506fda01b81bcde0ca78103b6e62f991b381fec825435c836edbc29"},
+]
+
+[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", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+type = ["pytest-mypy"]
+
+[[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"]
+markers = "python_version >= \"3.9\" and python_version < \"3.11\""
+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 = "^3.8"
+content-hash = "a8b051d10a276fadc869d206185617c9fc25d0be4bec1f2f0e6c18a754e49d11"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..906a24d
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,91 @@
+[tool.poetry]
+name = "sefa"
+version = "0.1.0"
+description = "Closed-Form Factorization of Latent Semantics in GANs"
+authors = ["SeFa Contributors"]
+readme = "README.md"
+packages = [{include = "models"}]
+
+[tool.poetry.dependencies]
+python = "^3.8"
+torch = ">=1.6.0"
+numpy = ">=1.18.0"
+streamlit = ">=0.70.0"
+tqdm = ">=4.50.0"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.4.0"
+pytest-cov = "^4.1.0"
+pytest-mock = "^3.11.0"
+
+[tool.poetry.scripts]
+test = "pytest:main"
+tests = "pytest:main"
+
+[tool.pytest.ini_options]
+minversion = "7.0"
+testpaths = ["tests"]
+python_files = ["test_*.py", "*_test.py"]
+python_classes = ["Test*"]
+python_functions = ["test_*"]
+addopts = [
+    "-ra",
+    "--strict-markers",
+    "--cov=sefa",
+    "--cov=utils",
+    "--cov=interface",
+    "--cov-branch",
+    "--cov-report=term-missing:skip-covered",
+    "--cov-report=html:htmlcov",
+    "--cov-report=xml:coverage.xml",
+    "--cov-fail-under=0",
+    "--tb=short",
+    "-v"
+]
+markers = [
+    "unit: Unit tests",
+    "integration: Integration tests",
+    "slow: Slow tests that take significant time"
+]
+filterwarnings = [
+    "error",
+    "ignore::UserWarning",
+    "ignore::DeprecationWarning"
+]
+
+[tool.coverage.run]
+source = ["sefa", "utils", "interface"]
+branch = true
+omit = [
+    "*/tests/*",
+    "*/__init__.py",
+    "*/setup.py",
+    "*/SessionState.py"
+]
+
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "def __str__",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if __name__ == .__main__.:",
+    "if TYPE_CHECKING:",
+    "class .*\\bProtocol\\):",
+    "@(abc\\.)?abstractmethod"
+]
+precision = 2
+show_missing = true
+skip_covered = false
+fail_under = 80
+
+[tool.coverage.html]
+directory = "htmlcov"
+
+[tool.coverage.xml]
+output = "coverage.xml"
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"
\ No newline at end of file
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 0000000..d3eb440
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,133 @@
+"""Shared pytest fixtures and configuration for all tests."""
+import os
+import tempfile
+import shutil
+from pathlib import Path
+from typing import Generator, Dict, Any
+import pytest
+import torch
+import numpy as np
+
+
+@pytest.fixture
+def temp_dir() -> Generator[Path, None, None]:
+    """Create a temporary directory for test files."""
+    temp_path = tempfile.mkdtemp()
+    yield Path(temp_path)
+    shutil.rmtree(temp_path)
+
+
+@pytest.fixture
+def mock_model_config() -> Dict[str, Any]:
+    """Provide a mock model configuration for testing."""
+    return {
+        'model_name': 'test_model',
+        'resolution': 256,
+        'latent_dim': 512,
+        'num_layers': 8,
+        'device': 'cpu'
+    }
+
+
+@pytest.fixture
+def sample_latent_codes() -> torch.Tensor:
+    """Generate sample latent codes for testing."""
+    batch_size = 4
+    latent_dim = 512
+    return torch.randn(batch_size, latent_dim)
+
+
+@pytest.fixture
+def sample_numpy_array() -> np.ndarray:
+    """Generate a sample numpy array for testing."""
+    return np.random.randn(10, 512).astype(np.float32)
+
+
+@pytest.fixture
+def mock_generator_output() -> torch.Tensor:
+    """Mock output from a generator model."""
+    batch_size = 4
+    channels = 3
+    height = width = 256
+    return torch.randn(batch_size, channels, height, width)
+
+
+@pytest.fixture
+def device() -> torch.device:
+    """Get the appropriate device for testing (CPU by default)."""
+    return torch.device('cpu')
+
+
+@pytest.fixture
+def test_data_dir(tmp_path: Path) -> Path:
+    """Create a temporary data directory with test files."""
+    data_dir = tmp_path / "test_data"
+    data_dir.mkdir()
+    
+    # Create some sample files
+    (data_dir / "latents.npy").touch()
+    (data_dir / "config.json").touch()
+    
+    return data_dir
+
+
+@pytest.fixture(autouse=True)
+def reset_torch_seed():
+    """Reset random seeds before each test for reproducibility."""
+    torch.manual_seed(42)
+    np.random.seed(42)
+    if torch.cuda.is_available():
+        torch.cuda.manual_seed_all(42)
+
+
+@pytest.fixture
+def mock_streamlit_session():
+    """Mock Streamlit session state for interface testing."""
+    class MockSessionState:
+        def __init__(self):
+            self.model = None
+            self.latent_codes = None
+            self.boundaries = {}
+            self.current_step = 0
+    
+    return MockSessionState()
+
+
+@pytest.fixture(scope="session")
+def test_models_dir() -> Path:
+    """Get the models directory path."""
+    return Path(__file__).parent.parent / "models"
+
+
+@pytest.fixture
+def cleanup_cuda():
+    """Cleanup CUDA memory after tests."""
+    yield
+    if torch.cuda.is_available():
+        torch.cuda.empty_cache()
+
+
+def pytest_configure(config):
+    """Configure pytest with custom settings."""
+    # Add custom markers
+    config.addinivalue_line(
+        "markers", "gpu: mark test to run only when GPU is available"
+    )
+    config.addinivalue_line(
+        "markers", "requires_model: mark test that requires pre-trained model"
+    )
+
+
+def pytest_collection_modifyitems(config, items):
+    """Modify test collection to handle special cases."""
+    for item in items:
+        # Skip GPU tests if no GPU available
+        if "gpu" in item.keywords and not torch.cuda.is_available():
+            skip_gpu = pytest.mark.skip(reason="GPU not available")
+            item.add_marker(skip_gpu)
+
+
+@pytest.fixture
+def capture_stdout(capsys):
+    """Capture stdout for testing print statements."""
+    yield capsys
\ No newline at end of file
diff --git a/tests/integration/__init__.py b/tests/integration/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/tests/test_setup_validation.py b/tests/test_setup_validation.py
new file mode 100644
index 0000000..c9dcc28
--- /dev/null
+++ b/tests/test_setup_validation.py
@@ -0,0 +1,149 @@
+"""Validation tests to ensure the testing infrastructure is properly configured."""
+import sys
+from pathlib import Path
+import pytest
+import torch
+import numpy as np
+
+
+class TestSetupValidation:
+    """Validate that the testing infrastructure is properly set up."""
+    
+    def test_pytest_is_installed(self):
+        """Verify pytest is installed and importable."""
+        assert pytest.__version__
+    
+    def test_project_root_in_path(self):
+        """Verify the project root is in Python path."""
+        project_root = Path(__file__).parent.parent
+        assert str(project_root) in sys.path or str(project_root.absolute()) in sys.path
+    
+    def test_models_package_importable(self):
+        """Verify the models package can be imported."""
+        try:
+            import models
+            assert models.__name__ == 'models'
+        except ImportError:
+            pytest.fail("Cannot import models package")
+    
+    def test_required_dependencies_available(self):
+        """Verify all required dependencies are available."""
+        required_modules = {
+            'torch': torch,
+            'numpy': np,
+            'pytest': pytest,
+        }
+        
+        for module_name, module in required_modules.items():
+            assert module is not None, f"{module_name} is not available"
+    
+    @pytest.mark.unit
+    def test_unit_marker_works(self):
+        """Verify custom pytest markers work correctly."""
+        assert True
+    
+    @pytest.mark.integration
+    def test_integration_marker_works(self):
+        """Verify integration marker works."""
+        assert True
+    
+    @pytest.mark.slow
+    def test_slow_marker_works(self):
+        """Verify slow marker works."""
+        assert True
+    
+    def test_temp_dir_fixture(self, temp_dir):
+        """Verify temp_dir fixture works correctly."""
+        assert temp_dir.exists()
+        assert temp_dir.is_dir()
+        
+        # Create a test file
+        test_file = temp_dir / "test.txt"
+        test_file.write_text("test content")
+        assert test_file.exists()
+    
+    def test_mock_model_config_fixture(self, mock_model_config):
+        """Verify mock_model_config fixture provides expected structure."""
+        assert isinstance(mock_model_config, dict)
+        assert 'model_name' in mock_model_config
+        assert 'resolution' in mock_model_config
+        assert 'latent_dim' in mock_model_config
+        assert mock_model_config['device'] == 'cpu'
+    
+    def test_sample_latent_codes_fixture(self, sample_latent_codes):
+        """Verify sample_latent_codes fixture provides correct tensor."""
+        assert isinstance(sample_latent_codes, torch.Tensor)
+        assert sample_latent_codes.shape == (4, 512)
+        assert sample_latent_codes.dtype == torch.float32
+    
+    def test_numpy_array_fixture(self, sample_numpy_array):
+        """Verify sample_numpy_array fixture works."""
+        assert isinstance(sample_numpy_array, np.ndarray)
+        assert sample_numpy_array.shape == (10, 512)
+        assert sample_numpy_array.dtype == np.float32
+    
+    def test_device_fixture(self, device):
+        """Verify device fixture returns CPU device."""
+        assert isinstance(device, torch.device)
+        assert device.type == 'cpu'
+    
+    def test_coverage_configured(self):
+        """Verify coverage is properly configured."""
+        # This test will pass if coverage is running
+        assert True
+    
+    def test_conftest_fixtures_available(self, mock_streamlit_session):
+        """Verify conftest fixtures are available."""
+        assert hasattr(mock_streamlit_session, 'model')
+        assert hasattr(mock_streamlit_session, 'latent_codes')
+        assert hasattr(mock_streamlit_session, 'boundaries')
+    
+    def test_capture_stdout_fixture(self, capture_stdout):
+        """Verify stdout capture fixture works."""
+        print("Test output")
+        captured = capture_stdout.readouterr()
+        assert "Test output" in captured.out
+
+
+class TestDirectoryStructure:
+    """Validate the test directory structure."""
+    
+    def test_tests_directory_exists(self):
+        """Verify tests directory exists."""
+        tests_dir = Path(__file__).parent
+        assert tests_dir.name == 'tests'
+        assert tests_dir.exists()
+    
+    def test_unit_directory_exists(self):
+        """Verify unit tests directory exists."""
+        unit_dir = Path(__file__).parent / 'unit'
+        assert unit_dir.exists()
+        assert unit_dir.is_dir()
+    
+    def test_integration_directory_exists(self):
+        """Verify integration tests directory exists."""
+        integration_dir = Path(__file__).parent / 'integration'
+        assert integration_dir.exists()
+        assert integration_dir.is_dir()
+    
+    def test_conftest_exists(self):
+        """Verify conftest.py exists."""
+        conftest_path = Path(__file__).parent / 'conftest.py'
+        assert conftest_path.exists()
+        assert conftest_path.is_file()
+    
+    def test_init_files_exist(self):
+        """Verify __init__.py files exist in test directories."""
+        test_dirs = [
+            Path(__file__).parent,
+            Path(__file__).parent / 'unit',
+            Path(__file__).parent / 'integration',
+        ]
+        
+        for test_dir in test_dirs:
+            init_file = test_dir / '__init__.py'
+            assert init_file.exists(), f"__init__.py missing in {test_dir}"
+
+
+if __name__ == "__main__":
+    pytest.main([__file__, "-v"])
\ No newline at end of file
diff --git a/tests/unit/__init__.py b/tests/unit/__init__.py
new file mode 100644
index 0000000..e69de29