A conventional application can often be tested against a clear expectation: provide input A, perform action B, and expect output C.  LLM-powered applications are harder.  Ask the same question twice and the wording may change. Add one irrelevant paragraph to the context and the answer may change again. A response can be fluent but factually … Continue reading Testing LLM-Powered Applications: Key Risks and Best Practices