A new mock-based framework lets QA and automation folks stress-test LLM outputs - no API calls, no surprise charges. It runs entirely local, using pytest fixtures, structured test flows, and JSON schema checks to keep things tight.
Test logic stays modular. Cross-validation’s baked in. And if you need to run full-stack? Just swap in local models like Phi-4-mini or Mistral-7B for integration testing.
