Every model update is a risk.
One tiny change can create dozens of new failure modes. You can’t improve what you can’t systematically validate.
Meet Non-Determinism with Randomization
At its core, HumaLab is a general-purpose validation framework, but it’s built to specialize in Adaptive AI.
HumaLab meets non-determinism by auto-generating randomized variables and scenarios. This is how it performs robust behavioral regression testing. Instead of just asking, “Did it pass?”, it asks, “How did its behavior change across 10,000 different scenarios?”
A Complete, Traceable Validation Layer
We provide a complete validation layer from scenario definition to automated evaluation, making every test measurable, reproducible, and traceable.
Try for free at HumaLab.ai