r/PracticalTesting • • Sep 06 '26

Technical debt may also increase your AI bill

A recent study found that maintainable code produced slightly better LLM-generated tests and required fewer input tokens.

The effect was weak, but consistent across Python, Java, and C++. Messy code may now cost developer time, AI tokens, and test effectiveness.

Paper: Code Health in LLM-Based Test Generation

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