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Assessing AI performance with Evaluation-Driven Development

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Assessing AI performance with Evaluation-Driven Development

Test-Driven Development (TDD) is the standard for ensuring the quality of software. But TDD lacks the nuance needed for AI model development. A binary pass/fail framework doesn’t capture the nuances of model behavior, performance, and accuracy. AI models need an updated testing framework for assessment.

Red Hat Senior Principal Product Manager William Caban introduces Evaluation-Driven Development (EDD): a systematic framework for updating AI engineering processes. He makes the case for evolving the TDD approach, and shows how to set up an EDD process that will set a foundation for building an AI system you can trust.

Pinpoint where you should focus your AI efforts with Red Hat at https://redhat.com/ai

Date: February 17, 2026