diff --git a/.gitignore b/.gitignore
index addcbe3..5f480f4 100644
--- a/.gitignore
+++ b/.gitignore
@@ -12,3 +12,27 @@ password.encrypt
 session.token
 device.json
 qq.txt
+
+# Testing related
+.pytest_cache/
+.coverage
+htmlcov/
+coverage.xml
+
+# Claude settings
+.claude/*
+
+# Build artifacts
+build/
+dist/
+*.egg-info/
+
+# Virtual environments
+venv/
+env/
+.env
+
+# IDE files
+.idea/
+*.swp
+*.swo
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 0000000..2aff7d5
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,2134 @@
+# This file is automatically @generated by Poetry 2.1.4 and should not be changed by hand.
+
+[[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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+    {file = "blinker-1.8.2.tar.gz", hash = "sha256:8f77b09d3bf7c795e969e9486f39c2c5e9c39d4ee07424be2bc594ece9642d83"},
+]
+
+[[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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+]
+
+[[package]]
+name = "certifi"
+version = "2025.8.3"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
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+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.4.3"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
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+
+[[package]]
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+python-versions = ">=3.8"
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+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
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+
+[[package]]
+name = "urllib3"
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "werkzeug"
+version = "3.0.6"
+description = "The comprehensive WSGI web application library."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version == \"3.8\""
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+
+[package.extras]
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+
+[[package]]
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.9\""
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+[package.extras]
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+
+[[package]]
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+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"},
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+]
+
+[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\""
+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 = "e287dbfb177564f35a2e660897ad450a15cc0e99ddc87c5bd11aa68716d45aad"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..a0ddf57
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,85 @@
+[tool.poetry]
+name = "eloise"
+version = "0.1.0"
+description = "A Python project with RWKV model support"
+authors = ["Your Name <your.email@example.com>"]
+readme = "README.md"
+packages = [{include = "model"}]
+
+[tool.poetry.dependencies]
+python = "^3.8"
+torch = "^2.0.0"
+flask = "^2.0.0"
+requests = "^2.25.0"
+langid = "^1.1.6"
+translate = "^3.6.1"
+imgkit = "^1.2.2"
+markdown = "^3.3.0"
+pygments = "^2.9.0"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^7.4.0"
+pytest-cov = "^4.1.0"
+pytest-mock = "^3.11.1"
+
+[tool.poetry.scripts]
+test = "pytest:main"
+tests = "pytest:main"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+python_files = ["test_*.py", "*_test.py"]
+python_classes = ["Test*"]
+python_functions = ["test_*"]
+addopts = [
+    "--strict-markers",
+    "--strict-config",
+    "--verbose",
+    "--cov=model",
+    "--cov=.",
+    "--cov-report=term-missing",
+    "--cov-report=html:htmlcov",
+    "--cov-report=xml:coverage.xml",
+    "--cov-fail-under=80"
+]
+markers = [
+    "unit: marks tests as unit tests",
+    "integration: marks tests as integration tests", 
+    "slow: marks tests as slow (may skip in CI)"
+]
+
+[tool.coverage.run]
+source = [".", "model"]
+omit = [
+    "tests/*",
+    "*/tests/*",
+    "*/__pycache__/*",
+    "*/venv/*",
+    "*/env/*",
+    "setup.py",
+    "conftest.py"
+]
+
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "if self.debug:",
+    "if settings.DEBUG",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if 0:",
+    "if __name__ == .__main__.:"
+]
+precision = 2
+show_missing = true
+
+[tool.coverage.html]
+directory = "htmlcov"
+
+[tool.coverage.xml]
+output = "coverage.xml"
\ 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..33614a2
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,118 @@
+"""
+Shared pytest fixtures for the test suite.
+"""
+import os
+import tempfile
+import pytest
+from unittest.mock import MagicMock, patch
+from pathlib import Path
+
+
+@pytest.fixture
+def temp_dir():
+    """Create a temporary directory for test files."""
+    with tempfile.TemporaryDirectory() as tmpdir:
+        yield Path(tmpdir)
+
+
+@pytest.fixture
+def temp_file():
+    """Create a temporary file for testing."""
+    with tempfile.NamedTemporaryFile(mode='w+', delete=False) as tmp:
+        yield tmp.name
+    # Cleanup
+    if os.path.exists(tmp.name):
+        os.unlink(tmp.name)
+
+
+@pytest.fixture
+def mock_config():
+    """Mock configuration for testing."""
+    return {
+        "model": {
+            "path": "/mock/model/path",
+            "device": "cpu",
+            "precision": "fp32"
+        },
+        "server": {
+            "host": "127.0.0.1",
+            "port": 5000,
+            "debug": False
+        }
+    }
+
+
+@pytest.fixture
+def mock_torch_device():
+    """Mock torch device for testing without GPU requirements."""
+    with patch('torch.cuda.is_available', return_value=False):
+        with patch('torch.device', return_value=MagicMock()) as mock_device:
+            yield mock_device
+
+
+@pytest.fixture
+def mock_model():
+    """Mock RWKV model for testing."""
+    mock_model = MagicMock()
+    mock_model.forward.return_value = MagicMock()
+    mock_model.eval = MagicMock()
+    return mock_model
+
+
+@pytest.fixture
+def mock_tokenizer():
+    """Mock tokenizer for testing."""
+    mock_tokenizer = MagicMock()
+    mock_tokenizer.encode.return_value = [1, 2, 3, 4, 5]
+    mock_tokenizer.decode.return_value = "test output"
+    return mock_tokenizer
+
+
+@pytest.fixture
+def sample_text():
+    """Sample text for testing text processing functions."""
+    return "This is a sample text for testing purposes."
+
+
+@pytest.fixture
+def mock_flask_app():
+    """Mock Flask application for testing."""
+    with patch('flask.Flask') as mock_app:
+        app_instance = MagicMock()
+        mock_app.return_value = app_instance
+        yield app_instance
+
+
+@pytest.fixture
+def mock_requests():
+    """Mock requests library for HTTP testing."""
+    with patch('requests.get') as mock_get, \
+         patch('requests.post') as mock_post:
+        
+        # Setup default responses
+        mock_response = MagicMock()
+        mock_response.status_code = 200
+        mock_response.json.return_value = {"status": "success"}
+        mock_response.text = "mock response"
+        
+        mock_get.return_value = mock_response
+        mock_post.return_value = mock_response
+        
+        yield {"get": mock_get, "post": mock_post, "response": mock_response}
+
+
+@pytest.fixture(autouse=True)
+def reset_environment():
+    """Reset environment variables after each test."""
+    original_env = dict(os.environ)
+    yield
+    # Restore original environment
+    os.environ.clear()
+    os.environ.update(original_env)
+
+
+@pytest.fixture
+def capture_logs(caplog):
+    """Capture logs during test execution."""
+    with caplog.at_level("DEBUG"):
+        yield caplog
\ 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..d58ce29
--- /dev/null
+++ b/tests/test_setup_validation.py
@@ -0,0 +1,100 @@
+"""
+Validation tests to verify the testing infrastructure setup works correctly.
+"""
+import pytest
+import os
+import sys
+from pathlib import Path
+
+
+class TestSetupValidation:
+    """Test class to validate the testing infrastructure setup."""
+    
+    def test_pytest_is_working(self):
+        """Test that pytest is working correctly."""
+        assert True, "pytest is working"
+    
+    def test_fixtures_are_available(self, temp_dir, mock_config):
+        """Test that shared fixtures are available."""
+        # Test temp_dir fixture
+        assert isinstance(temp_dir, Path)
+        assert temp_dir.exists()
+        assert temp_dir.is_dir()
+        
+        # Test mock_config fixture
+        assert isinstance(mock_config, dict)
+        assert "model" in mock_config
+        assert "server" in mock_config
+    
+    def test_project_structure(self):
+        """Test that the project has the expected structure."""
+        project_root = Path(__file__).parent.parent
+        
+        # Check main project files
+        assert (project_root / "pyproject.toml").exists()
+        assert (project_root / "requirements.txt").exists()
+        assert (project_root / "README.md").exists()
+        
+        # Check model directory
+        assert (project_root / "model").exists()
+        assert (project_root / "model").is_dir()
+        
+        # Check test structure
+        assert (project_root / "tests").exists()
+        assert (project_root / "tests" / "__init__.py").exists()
+        assert (project_root / "tests" / "conftest.py").exists()
+        assert (project_root / "tests" / "unit").exists()
+        assert (project_root / "tests" / "integration").exists()
+    
+    def test_python_path(self):
+        """Test that Python can import project modules."""
+        project_root = str(Path(__file__).parent.parent)
+        if project_root not in sys.path:
+            sys.path.insert(0, project_root)
+        
+        # Test that we can import from model directory
+        try:
+            import model
+            assert hasattr(model, '__path__') or hasattr(model, '__file__')
+        except ImportError:
+            pytest.skip("Model module not available for import")
+    
+    @pytest.mark.unit
+    def test_unit_marker(self):
+        """Test that custom markers are working."""
+        assert True, "Unit marker is working"
+    
+    @pytest.mark.integration
+    def test_integration_marker(self):
+        """Test that custom markers are working."""
+        assert True, "Integration marker is working"
+    
+    def test_mock_functionality(self, mock_requests):
+        """Test that mocking functionality works."""
+        # Test mock requests fixture
+        response = mock_requests["get"]("http://example.com")
+        assert response.status_code == 200
+        assert response.json()["status"] == "success"
+    
+    def test_environment_isolation(self):
+        """Test that environment variables are properly isolated."""
+        # Set a test environment variable
+        os.environ["TEST_VAR"] = "test_value"
+        assert os.environ.get("TEST_VAR") == "test_value"
+        # The reset_environment fixture should clean this up after the test
+
+
+@pytest.mark.slow
+class TestPerformanceValidation:
+    """Performance-related validation tests marked as slow."""
+    
+    def test_slow_operation(self):
+        """A test marked as slow to validate marker functionality."""
+        import time
+        time.sleep(0.1)  # Simulate slow operation
+        assert True, "Slow test completed"
+
+
+def test_module_level_function():
+    """Test that module-level test functions are discovered."""
+    assert True, "Module-level function test works"
\ 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