This is exactly the message we need more people to hear.
What’s missing from most conversations is this: Frontier liability will cause massive legal bottlenecks soon, regulations are nowhere near ready (not even in the EU with the AI Act).
Law firms and courts will need technical safety experts.
Not just to inform regulation, but to provide expert opinions when opaque model behaviors cause harm downstream, often in ways that weren’t detectable during testing.
The legal world will be forced to allocate responsibility in the face of emergent, stochastic failure modes. Without technical guidance, there are no safeguards to enforce, and no one to translate model failures into legal reasoning.
This is exactly the message we need more people to hear.
What’s missing from most conversations is this: Frontier liability will cause massive legal bottlenecks soon, regulations are nowhere near ready (not even in the EU with the AI Act).
Law firms and courts will need technical safety experts.
Not just to inform regulation, but to provide expert opinions when opaque model behaviors cause harm downstream, often in ways that weren’t detectable during testing.
The legal world will be forced to allocate responsibility in the face of emergent, stochastic failure modes. Without technical guidance, there are no safeguards to enforce, and no one to translate model failures into legal reasoning.