Very happy to follow Mike on his talk at @jugch on #PUnit to mitigate those flaky tests (esp. in the context of LLMs) #java #community #ai #testing #resilience #llm
If you cannot test it reliably, you cannot scale it responsibly. 💥
Non-deterministic behaviour challenges classical #SoftwareTesting assumptions.
Same input does not always mean same output — especially in #LLM-based systems.
Tomorrow in Basel, Mike Mannion speaks at @jugch about using #PUnit to extend #JUnit with statistical testing approaches.
📍 03 March | 18:15 | Markthalle Basel
https://www.jug.ch/html/events/2026/testing-with-punit.html
See you there.

