"""LangChain + Headroom Demo: Real-World Before/After Comparison.

This package demonstrates the impact of Headroom optimization on real-world
LangChain agent scenarios with large tool outputs.

Run the demo:
    python -m examples.langchain_demo.run_comparison
"""