Testing LLM Prompts: The Next Frontier

Testing LLM Prompts: The Next Frontier

Automated testing for prompt engineering quality assurance

PromptPex introduces a novel framework for automatically testing LLM prompts as software artifacts, ensuring robustness before deployment.

  • Generates test cases by identifying different input variations and edge cases
  • Evaluates prompt performance across multiple dimensions including accuracy, robustness, and security
  • Detects regressions when prompts are modified, similar to traditional software testing
  • Helps developers build more secure and reliable LLM-powered applications

This research bridges the gap between traditional software testing and AI prompt engineering, providing essential security guardrails for organizations deploying LLMs in production environments.

PromptPex: Automatic Test Generation for Language Model Prompts

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