Validating AI models and agents with property-based testing

Testing deterministic systems is relatively straightforward. Create an assertion that the system should pass, and automate validating it against a series of input-to-output data patterns. When new test patterns are needed, use observability sources to extract them from actual usage data or to create synthetic test data .