You can’t test prompts like code - and it’s breaking real systems

Testing LLM prompts differs significantly from traditional software testing, leading to critical issues in production. Unlike deterministic code with clear feedback loops, LLM outputs are non-deterministic, making simple assertions ineffective and causing problems when small prompt changes or model updates silently break systems.