Edge case failures in production expose untested input variations

Prompts produce unexpected outputs or fail to handle specific input variations in production that testing environments missed

Use LLM monitoring tools to capture edge cases and failure patterns. Document recurring issues systematically. Create targeted approaches to address documented failure patterns. Build regression tests for identified edge cases to prevent recurrence