diff --git a/.gitignore b/.gitignore
index c699206e..94d17e20 100755
--- a/.gitignore
+++ b/.gitignore
@@ -176,6 +176,9 @@ templates/*/*.png
 results/
 # logs/
 
+# Claude Code
+.claude/*
+
 # data folders under review_iclr_bench/
 review_iclr_bench/iclr_papers/
 review_iclr_bench/iclr_parsed_w_img/
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 00000000..4b9fc427
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,4203 @@
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+
+[[package]]
+name = "aiohappyeyeballs"
+version = "2.6.1"
+description = "Happy Eyeballs for asyncio"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
+]
+
+[[package]]
+name = "aiohttp"
+version = "3.13.1"
+description = "Async http client/server framework (asyncio)"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+    {file = "yarl-1.22.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:029866bde8d7b0878b9c160e72305bbf0a7342bcd20b9999381704ae03308dc8"},
+    {file = "yarl-1.22.0-cp39-cp39-win32.whl", hash = "sha256:4dcc74149ccc8bba31ce1944acee24813e93cfdee2acda3c172df844948ddf7b"},
+    {file = "yarl-1.22.0-cp39-cp39-win_amd64.whl", hash = "sha256:10619d9fdee46d20edc49d3479e2f8269d0779f1b031e6f7c2aa1c76be04b7ed"},
+    {file = "yarl-1.22.0-cp39-cp39-win_arm64.whl", hash = "sha256:dd7afd3f8b0bfb4e0d9fc3c31bfe8a4ec7debe124cfd90619305def3c8ca8cd2"},
+    {file = "yarl-1.22.0-py3-none-any.whl", hash = "sha256:1380560bdba02b6b6c90de54133c81c9f2a453dee9912fe58c1dcced1edb7cff"},
+    {file = "yarl-1.22.0.tar.gz", hash = "sha256:bebf8557577d4401ba8bd9ff33906f1376c877aa78d1fe216ad01b4d6745af71"},
+]
+
+[package.dependencies]
+idna = ">=2.0"
+multidict = ">=4.0"
+propcache = ">=0.2.1"
+
+[metadata]
+lock-version = "2.1"
+python-versions = "^3.11"
+content-hash = "b2b79691770d43f9af178914cf5d8797c04b168a75e125387220daf004bc85a9"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 00000000..2393dcf3
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,107 @@
+[tool.poetry]
+name = "ai-scientist"
+version = "0.1.0"
+description = "AI Scientist - Automated Scientific Research"
+authors = ["AI Scientist Team"]
+readme = "README.md"
+packages = [{include = "ai_scientist"}]
+
+[tool.poetry.dependencies]
+python = "^3.11"
+# LLM APIs
+anthropic = "*"
+backoff = "*"
+openai = "*"
+# Viz
+matplotlib = "*"
+pypdf = "*"
+pymupdf4llm = "*"
+seaborn = "*"
+# Common Requirements
+numpy = "*"
+transformers = "*"
+datasets = "*"
+tiktoken = "*"
+wandb = "*"
+tqdm = "*"
+rich = "*"
+humanize = "*"
+dataclasses-json = "*"
+funcy = "*"
+black = "*"
+genson = "*"
+shutup = "*"
+python-igraph = "*"
+coolname = "*"
+jsonschema = "*"
+omegaconf = "*"
+botocore = "*"
+boto3 = "*"
+
+[tool.poetry.group.dev.dependencies]
+pytest = "^8.0.0"
+pytest-cov = "^6.0.0"
+pytest-mock = "^3.14.0"
+
+[tool.poetry.scripts]
+test = "pytest:main"
+tests = "pytest:main"
+
+[tool.pytest.ini_options]
+testpaths = ["tests"]
+python_files = ["test_*.py", "*_test.py"]
+python_classes = ["Test*"]
+python_functions = ["test_*"]
+addopts = [
+    "-v",
+    "--strict-markers",
+    "--strict-config",
+    "--cov=ai_scientist",
+    "--cov-report=html",
+    "--cov-report=xml",
+    "--cov-report=term-missing",
+]
+markers = [
+    "unit: Unit tests that test individual components in isolation",
+    "integration: Integration tests that test multiple components together",
+    "slow: Tests that take a long time to run",
+]
+
+[tool.coverage.run]
+source = ["ai_scientist"]
+omit = [
+    "*/tests/*",
+    "*/test_*.py",
+    "*/__pycache__/*",
+    "*/venv/*",
+    "*/env/*",
+    "*/.venv/*",
+    "*/setup.py",
+]
+
+[tool.coverage.report]
+exclude_lines = [
+    "pragma: no cover",
+    "def __repr__",
+    "raise AssertionError",
+    "raise NotImplementedError",
+    "if __name__ == .__main__.:",
+    "if TYPE_CHECKING:",
+    "@abstractmethod",
+]
+precision = 2
+show_missing = true
+skip_covered = false
+# Target 80% coverage once tests are written
+# Uncomment the line below to enforce coverage threshold:
+# fail_under = 80
+
+[tool.coverage.html]
+directory = "htmlcov"
+
+[tool.coverage.xml]
+output = "coverage.xml"
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 00000000..fc057dda
--- /dev/null
+++ b/tests/__init__.py
@@ -0,0 +1 @@
+"""Test suite for AI Scientist project."""
diff --git a/tests/conftest.py b/tests/conftest.py
new file mode 100644
index 00000000..dc2fcd18
--- /dev/null
+++ b/tests/conftest.py
@@ -0,0 +1,152 @@
+"""Shared pytest fixtures for AI Scientist tests."""
+
+import os
+import tempfile
+from pathlib import Path
+from typing import Generator
+
+import pytest
+
+
+@pytest.fixture
+def temp_dir() -> Generator[Path, None, None]:
+    """Create a temporary directory for test files.
+
+    Yields:
+        Path: Path to the temporary directory
+
+    Example:
+        def test_file_creation(temp_dir):
+            test_file = temp_dir / "test.txt"
+            test_file.write_text("content")
+            assert test_file.exists()
+    """
+    with tempfile.TemporaryDirectory() as tmp_dir:
+        yield Path(tmp_dir)
+
+
+@pytest.fixture
+def temp_file(temp_dir: Path) -> Generator[Path, None, None]:
+    """Create a temporary file for testing.
+
+    Args:
+        temp_dir: Temporary directory fixture
+
+    Yields:
+        Path: Path to the temporary file
+
+    Example:
+        def test_file_reading(temp_file):
+            temp_file.write_text("test content")
+            assert temp_file.read_text() == "test content"
+    """
+    test_file = temp_dir / "test_file.txt"
+    test_file.touch()
+    yield test_file
+
+
+@pytest.fixture
+def mock_config() -> dict:
+    """Provide a mock configuration dictionary for testing.
+
+    Returns:
+        dict: Mock configuration with common test settings
+
+    Example:
+        def test_config_loading(mock_config):
+            assert "api_key" in mock_config
+            assert mock_config["timeout"] == 30
+    """
+    return {
+        "api_key": "test_api_key_123",
+        "timeout": 30,
+        "max_retries": 3,
+        "debug": True,
+    }
+
+
+@pytest.fixture
+def sample_data_dir(temp_dir: Path) -> Path:
+    """Create a sample data directory with test files.
+
+    Args:
+        temp_dir: Temporary directory fixture
+
+    Returns:
+        Path: Path to the sample data directory
+
+    Example:
+        def test_data_loading(sample_data_dir):
+            files = list(sample_data_dir.glob("*.txt"))
+            assert len(files) > 0
+    """
+    data_dir = temp_dir / "data"
+    data_dir.mkdir(parents=True, exist_ok=True)
+
+    # Create some sample files
+    (data_dir / "sample1.txt").write_text("Sample data 1")
+    (data_dir / "sample2.txt").write_text("Sample data 2")
+
+    return data_dir
+
+
+@pytest.fixture
+def mock_env_vars(monkeypatch) -> dict:
+    """Set up mock environment variables for testing.
+
+    Args:
+        monkeypatch: Pytest's monkeypatch fixture
+
+    Returns:
+        dict: Dictionary of set environment variables
+
+    Example:
+        def test_env_usage(mock_env_vars):
+            assert os.getenv("TEST_API_KEY") == "test_key"
+    """
+    env_vars = {
+        "TEST_API_KEY": "test_key",
+        "TEST_DEBUG": "true",
+        "TEST_ENVIRONMENT": "testing",
+    }
+
+    for key, value in env_vars.items():
+        monkeypatch.setenv(key, value)
+
+    return env_vars
+
+
+@pytest.fixture
+def capture_logs(caplog):
+    """Capture log messages during tests.
+
+    Args:
+        caplog: Pytest's caplog fixture
+
+    Yields:
+        LogCaptureFixture: The caplog fixture for log assertions
+
+    Example:
+        def test_logging(capture_logs):
+            logger.info("Test message")
+            assert "Test message" in capture_logs.text
+    """
+    yield caplog
+
+
+@pytest.fixture(autouse=True)
+def reset_environment():
+    """Reset environment state before each test.
+
+    This fixture runs automatically before each test to ensure
+    a clean state. Add any cleanup logic here.
+
+    Yields:
+        None: Yields control to the test, then performs cleanup
+    """
+    # Setup: Add any pre-test setup here
+
+    yield
+
+    # Teardown: Add any post-test cleanup here
+    pass
diff --git a/tests/integration/__init__.py b/tests/integration/__init__.py
new file mode 100644
index 00000000..a69d5d9f
--- /dev/null
+++ b/tests/integration/__init__.py
@@ -0,0 +1 @@
+"""Integration tests for AI Scientist project."""
diff --git a/tests/test_infrastructure.py b/tests/test_infrastructure.py
new file mode 100644
index 00000000..caa46db3
--- /dev/null
+++ b/tests/test_infrastructure.py
@@ -0,0 +1,133 @@
+"""Validation tests to verify testing infrastructure is set up correctly."""
+
+import sys
+from pathlib import Path
+
+import pytest
+
+
+class TestInfrastructure:
+    """Tests to validate the testing infrastructure setup."""
+
+    def test_python_version(self):
+        """Verify Python version meets requirements."""
+        assert sys.version_info >= (3, 11), "Python 3.11 or higher is required"
+
+    def test_pytest_working(self):
+        """Verify pytest is working correctly."""
+        assert True, "Basic pytest assertion works"
+
+    @pytest.mark.unit
+    def test_unit_marker(self):
+        """Verify unit test marker is configured."""
+        # This test validates that the 'unit' marker is properly configured
+        assert True
+
+    @pytest.mark.integration
+    def test_integration_marker(self):
+        """Verify integration test marker is configured."""
+        # This test validates that the 'integration' marker is properly configured
+        assert True
+
+    @pytest.mark.slow
+    def test_slow_marker(self):
+        """Verify slow test marker is configured."""
+        # This test validates that the 'slow' marker is properly configured
+        assert True
+
+    def test_project_structure(self):
+        """Verify the project directory structure exists."""
+        project_root = Path(__file__).parent.parent
+        ai_scientist_dir = project_root / "ai_scientist"
+
+        assert project_root.exists(), "Project root should exist"
+        assert ai_scientist_dir.exists(), "ai_scientist package should exist"
+
+    def test_test_directories_exist(self):
+        """Verify test directories are properly created."""
+        tests_dir = Path(__file__).parent
+        unit_dir = tests_dir / "unit"
+        integration_dir = tests_dir / "integration"
+
+        assert tests_dir.exists(), "tests directory should exist"
+        assert unit_dir.exists(), "tests/unit directory should exist"
+        assert integration_dir.exists(), "tests/integration directory should exist"
+
+    def test_conftest_exists(self):
+        """Verify conftest.py exists for shared fixtures."""
+        conftest_path = Path(__file__).parent / "conftest.py"
+        assert conftest_path.exists(), "conftest.py should exist"
+
+
+class TestFixtures:
+    """Tests to validate shared fixtures work correctly."""
+
+    def test_temp_dir_fixture(self, temp_dir):
+        """Verify temp_dir fixture creates a usable directory."""
+        assert temp_dir.exists(), "Temporary directory should exist"
+        assert temp_dir.is_dir(), "temp_dir should be a directory"
+
+        # Test writing to temp directory
+        test_file = temp_dir / "test.txt"
+        test_file.write_text("test content")
+        assert test_file.exists(), "Should be able to create files in temp_dir"
+        assert test_file.read_text() == "test content"
+
+    def test_temp_file_fixture(self, temp_file):
+        """Verify temp_file fixture creates a usable file."""
+        assert temp_file.exists(), "Temporary file should exist"
+        assert temp_file.is_file(), "temp_file should be a file"
+
+        # Test writing and reading
+        temp_file.write_text("test data")
+        assert temp_file.read_text() == "test data"
+
+    def test_mock_config_fixture(self, mock_config):
+        """Verify mock_config fixture provides expected structure."""
+        assert isinstance(mock_config, dict), "mock_config should be a dictionary"
+        assert "api_key" in mock_config, "mock_config should contain api_key"
+        assert "timeout" in mock_config, "mock_config should contain timeout"
+        assert "max_retries" in mock_config, "mock_config should contain max_retries"
+        assert mock_config["debug"] is True, "mock_config debug should be True"
+
+    def test_sample_data_dir_fixture(self, sample_data_dir):
+        """Verify sample_data_dir fixture creates test data."""
+        assert sample_data_dir.exists(), "Sample data directory should exist"
+        assert sample_data_dir.is_dir(), "sample_data_dir should be a directory"
+
+        files = list(sample_data_dir.glob("*.txt"))
+        assert len(files) > 0, "sample_data_dir should contain test files"
+
+    def test_mock_env_vars_fixture(self, mock_env_vars):
+        """Verify mock_env_vars fixture sets environment variables."""
+        import os
+
+        assert isinstance(mock_env_vars, dict), "mock_env_vars should be a dictionary"
+        assert os.getenv("TEST_API_KEY") == "test_key", "Environment variable should be set"
+        assert os.getenv("TEST_DEBUG") == "true"
+        assert os.getenv("TEST_ENVIRONMENT") == "testing"
+
+
+class TestMocking:
+    """Tests to validate pytest-mock is working."""
+
+    def test_mocker_fixture_available(self, mocker):
+        """Verify pytest-mock's mocker fixture is available."""
+        # Create a simple mock
+        mock_func = mocker.Mock(return_value=42)
+        result = mock_func()
+
+        assert result == 42, "Mock should return the configured value"
+        mock_func.assert_called_once()
+
+    def test_patch_functionality(self, mocker):
+        """Verify mocker.patch works correctly."""
+        # Patch a built-in function
+        mock_open = mocker.patch("builtins.open", mocker.mock_open(read_data="mocked data"))
+
+        # Use the patched function
+        with open("dummy_file.txt") as f:
+            content = f.read()
+
+        assert content == "mocked data", "Patched function should return mocked data"
+        mock_open.assert_called_once_with("dummy_file.txt")
diff --git a/tests/unit/__init__.py b/tests/unit/__init__.py
new file mode 100644
index 00000000..fe53763b
--- /dev/null
+++ b/tests/unit/__init__.py
@@ -0,0 +1 @@
+"""Unit tests for AI Scientist project."""