# Forward References

## 2025
- [Escaping Python's Type Resolution Hell: How pydantic-graph Solved the Forward Reference Nightmare](/p/escaping-python-type-resolution-hell/llms.txt)
- [When Python's Top-to-Bottom Execution Bites Back: A Deep Dive into Forward Reference Mysteries](/p/python-forward-reference-execution-order-debugging/llms.txt)