The Session Is the Surface
Begin with the agent’s working session: a concrete way to see why permissions and visibility need to follow the work as it moves between tools.
What makes greater delegation trustworthy?
Begin with the agent’s working session: a concrete way to see why permissions and visibility need to follow the work as it moves between tools.
From shared GPU clusters to agent permissions, the boundaries that make AI useful in production create an opportunity for security infrastructure companies.
ARC-AGI-3 raises a useful question for cybersecurity: what infrastructure lets an agent investigate unfamiliar environments and turn its findings into authorized, verifiable action?
NVIDIA's OpenShell confirms the session as the new security perimeter — but reveals two gaps that still need solving: shadow agents and chain visibility.