Testing AI systems? The old rules no longer apply.

Non-deterministic systems cannot be assessed using deterministic methods. “Pass/Fail” is too narrow.

At #SwissTestingDay, Mike Mannion reflected on key themes:

➡️ probabilities over binary results
➡️ system behaviour over isolated outputs
➡️ testing as a strategic discipline

He also points to approaches like #PUnit for evaluating such systems.

Conference insights: https://dev.karakun.com/2026/04/02/Swiss-Testing-Day.html

#AITesting #SoftwareEngineering #QualityEngineering