diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..c8e388b
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,203 @@
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# Poetry
+# Note: We intentionally do NOT ignore poetry.lock
+# poetry.lock should be committed to ensure reproducible builds
+dist/
+
+# PyInstaller
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+.python-version
+
+# pipenv
+Pipfile.lock
+
+# PEP 582
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# VS Code
+.vscode/
+*.code-workspace
+
+# PyCharm
+.idea/
+
+# macOS
+.DS_Store
+.AppleDouble
+.LSOverride
+
+# Windows
+Thumbs.db
+Thumbs.db:encryptable
+ehthumbs.db
+ehthumbs_vista.db
+*.stackdump
+[Dd]esktop.ini
+
+# Linux
+*~
+.directory
+.Trash-*
+.nfs*
+
+# Claude settings
+.claude/*
+
+# Project specific
+*.log
+logs/
+Logs/
+temp/
+tmp/
+cache/
+
+# Model files (usually large)
+*.pt
+*.pth
+*.onnx
+*.pb
+*.h5
+*.pkl
+*.joblib
+*.safetensors
+model/
+models/
+
+# Audio files (for TTS output)
+*.wav
+*.mp3
+*.flac
+*.ogg
+output_audio/
+
+# Video files
+*.mp4
+*.avi
+*.mov
+*.mkv
+
+# API keys and secrets
+api_keys.json
+secrets.json
+*.key
+*.pem
\ No newline at end of file
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new file mode 100644
index 0000000..e69de29
diff --git a/TTS/__init__.py b/TTS/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/poetry.lock b/poetry.lock
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index 0000000..036eb62
--- /dev/null
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+description = "HTTP library with thread-safe connection pooling, file post, and more."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.9\""
+files = [
+    {file = "urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc"},
+    {file = "urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760"},
+]
+
+[package.extras]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+h2 = ["h2 (>=4,<5)"]
+socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
+zstd = ["zstandard (>=0.18.0)"]
+
+[[package]]
+name = "uvicorn"
+version = "0.27.1"
+description = "The lightning-fast ASGI server."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "uvicorn-0.27.1-py3-none-any.whl", hash = "sha256:5c89da2f3895767472a35556e539fd59f7edbe9b1e9c0e1c99eebeadc61838e4"},
+    {file = "uvicorn-0.27.1.tar.gz", hash = "sha256:3d9a267296243532db80c83a959a3400502165ade2c1338dea4e67915fd4745a"},
+]
+
+[package.dependencies]
+click = ">=7.0"
+h11 = ">=0.8"
+typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+
+[metadata]
+lock-version = "2.1"
+python-versions = "^3.8"
+content-hash = "1c27e24d933e557c9b480dfccfd02f22476eeb7177147aa87c05ca17454b21cd"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..9960ee2
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,92 @@
+[tool.poetry]
+name = "filmagent"
+version = "0.1.0"
+description = "AI-powered film creation system using multi-agent collaboration"
+authors = ["Your Name <you@example.com>"]
+readme = "README.md"
+packages = [
+    { include = "FilmAgent" },
+    { include = "TTS" }
+]
+
+[tool.poetry.dependencies]
+python = "^3.8"
+python-Levenshtein = "^0.25.0"
+openai = "^1.0.0"
+requests = "^2.31.0"
+tqdm = "^4.66.0"
+fastapi = "^0.109.0"
+uvicorn = "^0.27.0"
+torch = "^2.1.0"
+soundfile = "^0.12.0"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^8.0.0"
+pytest-cov = "^4.1.0"
+pytest-mock = "^3.12.0"
+
+[tool.poetry.scripts]
+test = "pytest:main"
+tests = "pytest:main"
+
+[tool.pytest.ini_options]
+minversion = "8.0"
+addopts = [
+    "-ra",
+    "--strict-markers",
+    "--strict-config",
+    "--cov=FilmAgent",
+    "--cov=TTS",
+    "--cov-branch",
+    "--cov-report=term-missing:skip-covered",
+    "--cov-report=html:htmlcov",
+    "--cov-report=xml:coverage.xml",
+    "--cov-fail-under=80",
+]
+testpaths = ["tests"]
+python_files = ["test_*.py", "*_test.py"]
+python_classes = ["Test*"]
+python_functions = ["test_*"]
+markers = [
+    "unit: marks tests as unit tests (fast, isolated)",
+    "integration: marks tests as integration tests (may require external resources)",
+    "slow: marks tests as slow (deselect with '-m \"not slow\"')",
+]
+
+[tool.coverage.run]
+source = ["FilmAgent", "TTS"]
+branch = true
+omit = [
+    "*/tests/*",
+    "*/test_*.py",
+    "*/__pycache__/*",
+    "*/venv/*",
+    "*/.venv/*",
+    "*/site-packages/*",
+]
+
+[tool.coverage.report]
+precision = 2
+show_missing = true
+skip_covered = false
+fail_under = 80
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "def __str__",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if __name__ == .__main__.:",
+    "if TYPE_CHECKING:",
+    "if typing.TYPE_CHECKING:",
+]
+
+[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..9442c3c
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,277 @@
+"""
+Shared pytest fixtures and configuration for the FilmAgent test suite.
+"""
+import json
+import os
+import tempfile
+from pathlib import Path
+from typing import Dict, Any, List
+from unittest.mock import Mock, MagicMock
+
+import pytest
+
+
+@pytest.fixture
+def temp_dir():
+    """Create a temporary directory for test files."""
+    with tempfile.TemporaryDirectory() as tmp_dir:
+        yield Path(tmp_dir)
+
+
+@pytest.fixture
+def mock_config():
+    """Provide a mock configuration dictionary."""
+    return {
+        "topic": "Test Film Topic",
+        "character_limit": 4,
+        "scene_limit": 3,
+        "stage1_verify_limit": 3,
+        "stage2_verify_limit": 3,
+        "stage3_verify_limit": 4,
+        "model": "gpt-4",
+        "api_key": "test-api-key"
+    }
+
+
+@pytest.fixture
+def sample_character_profiles():
+    """Provide sample character profiles for testing."""
+    return [
+        {
+            "name": "Alice",
+            "gender": "female",
+            "age": 28,
+            "personality": "outgoing and creative",
+            "background": "artist and designer"
+        },
+        {
+            "name": "Bob",
+            "gender": "male", 
+            "age": 32,
+            "personality": "analytical and reserved",
+            "background": "software engineer"
+        }
+    ]
+
+
+@pytest.fixture
+def sample_scene():
+    """Provide a sample scene structure for testing."""
+    return {
+        "scene_information": {
+            "who": ["Alice", "Bob"],
+            "where": "Office",
+            "what": "Discussing a new project"
+        },
+        "dialogues": [
+            {
+                "speaker": "Alice",
+                "content": "I have an idea for our next project.",
+                "actions": [
+                    {
+                        "character": "Alice",
+                        "action": "Standing Talking",
+                        "state": "standing"
+                    }
+                ]
+            },
+            {
+                "speaker": "Bob",
+                "content": "That sounds interesting, tell me more.",
+                "actions": [
+                    {
+                        "character": "Bob",
+                        "action": "Sitting Listening",
+                        "state": "sitting"
+                    }
+                ]
+            }
+        ],
+        "initial position": [
+            {"character": "Alice", "position": "Position 1"},
+            {"character": "Bob", "position": "Position 2"}
+        ]
+    }
+
+
+@pytest.fixture
+def sample_location_data():
+    """Provide sample location position data."""
+    return [
+        {
+            "id": "1",
+            "description": "Near the window",
+            "sittable": False,
+            "fixed_angle": False
+        },
+        {
+            "id": "2", 
+            "description": "Office chair by desk",
+            "sittable": True,
+            "fixed_angle": False
+        },
+        {
+            "id": "3",
+            "description": "Corner sofa",
+            "sittable": True,
+            "fixed_angle": True
+        }
+    ]
+
+
+@pytest.fixture
+def mock_llm_response():
+    """Mock LLM response generator."""
+    def _mock_response(response_type="default"):
+        responses = {
+            "default": {"status": "success", "content": "Test response"},
+            "character_profiles": [
+                {"name": "TestChar1", "gender": "male", "age": 30},
+                {"name": "TestChar2", "gender": "female", "age": 25}
+            ],
+            "scenes": [
+                {
+                    "sub-topic": "Introduction",
+                    "selected-characters": ["TestChar1", "TestChar2"],
+                    "selected-location": "Office",
+                    "story-plot": "Characters meet for the first time",
+                    "dialogue-goal": "Establish relationship"
+                }
+            ],
+            "dialogues": [
+                {
+                    "speaker": "TestChar1",
+                    "content": "Hello, nice to meet you.",
+                    "actions": []
+                }
+            ]
+        }
+        return responses.get(response_type, responses["default"])
+    return _mock_response
+
+
+@pytest.fixture
+def mock_file_system(temp_dir):
+    """Set up a mock file system structure for testing."""
+    # Create directory structure
+    locations_dir = temp_dir / "Locations"
+    locations_dir.mkdir()
+    
+    # Create sample location directories
+    for location in ["Office", "Meeting room", "Reception Room"]:
+        loc_dir = locations_dir / location
+        loc_dir.mkdir()
+        position_file = loc_dir / "position.json"
+        position_file.write_text(json.dumps([
+            {"id": "1", "description": f"Position 1 in {location}", "sittable": False, "fixed_angle": False},
+            {"id": "2", "description": f"Position 2 in {location}", "sittable": True, "fixed_angle": False}
+        ]))
+    
+    # Create actions and shots files
+    actions_file = locations_dir / "actions.json"
+    actions_file.write_text(json.dumps({
+        "Standing Talking": "Character stands and talks",
+        "Sitting Listening": "Character sits and listens",
+        "Walking": "Character walks"
+    }))
+    
+    shots_file = locations_dir / "shots.json"
+    shots_file.write_text(json.dumps({
+        "Close-up": "Close shot of character",
+        "Long Shot": "Wide shot of scene",
+        "Pan Shot": "Camera pans across scene"
+    }))
+    
+    # Create Prompt directory
+    prompt_dir = temp_dir / "Prompt"
+    prompt_dir.mkdir()
+    
+    # Create Script directory
+    script_dir = temp_dir / "Script"
+    script_dir.mkdir()
+    
+    return temp_dir
+
+
+@pytest.fixture
+def mock_openai_client():
+    """Mock OpenAI client for testing LLM calls."""
+    mock_client = MagicMock()
+    mock_response = MagicMock()
+    mock_response.choices = [MagicMock(message=MagicMock(content='{"test": "response"}'))]
+    mock_client.chat.completions.create.return_value = mock_response
+    return mock_client
+
+
+@pytest.fixture(autouse=True)
+def setup_environment(monkeypatch):
+    """Set up environment variables for testing."""
+    monkeypatch.setenv("OPENAI_API_KEY", "test-api-key")
+    monkeypatch.setenv("ANTHROPIC_API_KEY", "test-api-key")
+    
+
+@pytest.fixture
+def capture_logs(caplog):
+    """Fixture to capture log messages during tests."""
+    with caplog.at_level("DEBUG"):
+        yield caplog
+
+
+@pytest.fixture
+def mock_external_apis(monkeypatch):
+    """Mock all external API calls."""
+    # Mock requests
+    mock_requests = MagicMock()
+    mock_requests.post.return_value.json.return_value = {"status": "success"}
+    mock_requests.get.return_value.json.return_value = {"data": "test"}
+    monkeypatch.setattr("requests.post", mock_requests.post)
+    monkeypatch.setattr("requests.get", mock_requests.get)
+    
+    return mock_requests
+
+
+@pytest.fixture
+def reset_singleton():
+    """Reset singleton instances between tests."""
+    # This would be used to reset any singleton patterns in your code
+    yield
+    # Cleanup code here if needed
+
+
+# Markers for different test types
+def pytest_configure(config):
+    """Configure pytest with custom markers."""
+    config.addinivalue_line(
+        "markers", "unit: mark test as a unit test"
+    )
+    config.addinivalue_line(
+        "markers", "integration: mark test as an integration test"
+    )
+    config.addinivalue_line(
+        "markers", "slow: mark test as slow running"
+    )
+
+
+# Test data fixtures
+@pytest.fixture
+def sample_prompt_template():
+    """Sample prompt template for testing."""
+    return """
+    You are a {role} working on a film about {topic}.
+    Please {action} based on the following information:
+    {details}
+    """
+
+
+@pytest.fixture
+def sample_tts_config():
+    """Sample TTS configuration for testing."""
+    return {
+        "model_path": "/path/to/model",
+        "speaker_embeddings": {
+            "male": ["seed_11_restored_emb.pt"],
+            "female": ["seed_492_restored_emb.pt"]
+        },
+        "sample_rate": 24000,
+        "temperature": 0.3
+    }
\ 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_infrastructure.py b/tests/test_infrastructure.py
new file mode 100644
index 0000000..2c625ab
--- /dev/null
+++ b/tests/test_infrastructure.py
@@ -0,0 +1,195 @@
+"""
+Validation tests to verify the testing infrastructure is properly set up.
+"""
+import json
+import os
+from pathlib import Path
+
+import pytest
+
+
+class TestInfrastructureSetup:
+    """Test class to validate the testing infrastructure."""
+    
+    @pytest.mark.unit
+    def test_pytest_is_working(self):
+        """Basic test to ensure pytest is running."""
+        assert True
+        
+    @pytest.mark.unit
+    def test_fixtures_are_available(self, temp_dir, mock_config):
+        """Test that fixtures from conftest.py are accessible."""
+        assert temp_dir.exists()
+        assert isinstance(mock_config, dict)
+        assert "topic" in mock_config
+        
+    @pytest.mark.unit
+    def test_temp_dir_fixture(self, temp_dir):
+        """Test the temporary directory fixture."""
+        # Create a test file
+        test_file = temp_dir / "test.txt"
+        test_file.write_text("Hello, World!")
+        
+        # Verify it exists and has correct content
+        assert test_file.exists()
+        assert test_file.read_text() == "Hello, World!"
+        
+    @pytest.mark.unit
+    def test_mock_config_fixture(self, mock_config):
+        """Test the mock configuration fixture."""
+        assert mock_config["topic"] == "Test Film Topic"
+        assert mock_config["character_limit"] == 4
+        assert mock_config["scene_limit"] == 3
+        assert "model" in mock_config
+        
+    @pytest.mark.unit
+    def test_sample_character_profiles(self, sample_character_profiles):
+        """Test the character profiles fixture."""
+        assert len(sample_character_profiles) == 2
+        assert sample_character_profiles[0]["name"] == "Alice"
+        assert sample_character_profiles[1]["name"] == "Bob"
+        
+    @pytest.mark.unit
+    def test_sample_scene_structure(self, sample_scene):
+        """Test the sample scene fixture."""
+        assert "scene_information" in sample_scene
+        assert "dialogues" in sample_scene
+        assert "initial position" in sample_scene
+        assert len(sample_scene["dialogues"]) == 2
+        
+    @pytest.mark.unit
+    def test_mock_llm_response(self, mock_llm_response):
+        """Test the mock LLM response fixture."""
+        default_response = mock_llm_response("default")
+        assert default_response["status"] == "success"
+        
+        character_response = mock_llm_response("character_profiles")
+        assert isinstance(character_response, list)
+        assert len(character_response) == 2
+        
+    @pytest.mark.integration
+    def test_mock_file_system(self, mock_file_system):
+        """Test the mock file system fixture."""
+        locations_dir = mock_file_system / "Locations"
+        assert locations_dir.exists()
+        
+        # Check that location directories exist
+        office_dir = locations_dir / "Office"
+        assert office_dir.exists()
+        
+        # Check position.json exists
+        position_file = office_dir / "position.json"
+        assert position_file.exists()
+        
+        # Verify JSON content
+        positions = json.loads(position_file.read_text())
+        assert isinstance(positions, list)
+        assert len(positions) > 0
+        
+    @pytest.mark.unit
+    def test_environment_setup(self):
+        """Test that environment variables are set."""
+        assert os.environ.get("OPENAI_API_KEY") == "test-api-key"
+        assert os.environ.get("ANTHROPIC_API_KEY") == "test-api-key"
+        
+    @pytest.mark.unit
+    def test_markers_are_defined(self, request):
+        """Test that custom markers are properly defined."""
+        markers = [marker.name for marker in request.node.iter_markers()]
+        assert "unit" in markers
+        
+    @pytest.mark.slow
+    @pytest.mark.unit
+    def test_slow_marker(self):
+        """Test that slow marker can be applied."""
+        # This test would be skipped with pytest -m "not slow"
+        import time
+        time.sleep(0.1)  # Simulate slow operation
+        assert True
+        
+    @pytest.mark.unit
+    def test_coverage_is_enabled(self):
+        """Test that coverage reporting is configured."""
+        # This test verifies coverage is working by being included in coverage
+        def dummy_function():
+            return "covered"
+        
+        assert dummy_function() == "covered"
+        
+    @pytest.mark.unit
+    def test_sample_location_data(self, sample_location_data):
+        """Test the location data fixture."""
+        assert len(sample_location_data) == 3
+        assert sample_location_data[0]["description"] == "Near the window"
+        assert sample_location_data[1]["sittable"] is True
+        
+    @pytest.mark.unit
+    def test_mock_openai_client(self, mock_openai_client):
+        """Test the mock OpenAI client fixture."""
+        response = mock_openai_client.chat.completions.create(
+            model="gpt-4",
+            messages=[{"role": "user", "content": "test"}]
+        )
+        assert response.choices[0].message.content == '{"test": "response"}'
+        
+    @pytest.mark.unit
+    def test_capture_logs_fixture(self, capture_logs):
+        """Test the log capture fixture."""
+        import logging
+        logger = logging.getLogger(__name__)
+        logger.debug("Test debug message")
+        logger.info("Test info message")
+        
+        assert "Test debug message" in capture_logs.text
+        assert "Test info message" in capture_logs.text
+        
+    @pytest.mark.integration
+    def test_mock_external_apis(self, mock_external_apis):
+        """Test the external API mocking fixture."""
+        # Test POST request
+        post_response = mock_external_apis.post("http://test.com", json={"data": "test"})
+        assert post_response.json()["status"] == "success"
+        
+        # Test GET request
+        get_response = mock_external_apis.get("http://test.com")
+        assert get_response.json()["data"] == "test"
+        
+    @pytest.mark.unit
+    def test_sample_prompt_template(self, sample_prompt_template):
+        """Test the prompt template fixture."""
+        assert "{role}" in sample_prompt_template
+        assert "{topic}" in sample_prompt_template
+        assert "{action}" in sample_prompt_template
+        
+    @pytest.mark.unit
+    def test_sample_tts_config(self, sample_tts_config):
+        """Test the TTS configuration fixture."""
+        assert "model_path" in sample_tts_config
+        assert "speaker_embeddings" in sample_tts_config
+        assert sample_tts_config["sample_rate"] == 24000
+
+
+class TestPytestConfiguration:
+    """Test pytest configuration options."""
+    
+    @pytest.mark.unit
+    def test_pytest_ini_options_loaded(self, pytestconfig):
+        """Test that pytest.ini options from pyproject.toml are loaded."""
+        # Check if coverage options are set
+        assert "--cov=" in " ".join(pytestconfig.invocation_params.args)
+        
+    @pytest.mark.unit
+    def test_test_discovery_patterns(self):
+        """Verify test discovery patterns work."""
+        # This test file should be discovered
+        assert __file__.endswith("test_infrastructure.py")
+
+
+def test_standalone_function():
+    """Test that standalone test functions are discovered."""
+    assert True
+
+
+if __name__ == "__main__":
+    # Allow running this file directly for debugging
+    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