Venkatesh Saligrama

Model-assisted CBRN planning shows promise, but significant uplift is limited to the radiological domain, challenging assumptions about AI's broad applicability in high-stakes scenarios.

Transformers performing in-context classification aren't black boxes: they're running an identifiable, emergent update rule inside the softmax, revealing a geometry-driven algorithm.