An eval is just a test that returns a value

📰 Dev.to · Renaud Cepre

Learn how apte, an async-first test framework for Python, enables unit tests and LLM evals to run in the same environment, streamlining testing and evaluation processes

intermediate Published 25 Jun 2026
Action Steps
  1. Install apte using pip
  2. Write unit tests for your Python code
  3. Create LLM evals to test AI model performance
  4. Run tests and evals in the same environment using apte
  5. Configure apte to handle async tests and evals
  6. Test and refine your code and AI models using apte's unified framework
Who Needs to Know This

Developers and AI engineers on a team benefit from apte as it allows them to write and run unit tests and LLM evals in a unified manner, improving overall testing efficiency

Key Insight

💡 apte allows developers to run unit tests and LLM evals in the same environment, simplifying testing and evaluation workflows

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🚀 apte: async-first test framework for Python unifies unit tests & LLM evals!

Key Takeaways

Learn how apte, an async-first test framework for Python, enables unit tests and LLM evals to run in the same environment, streamlining testing and evaluation processes

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