Who's liable when AI agents go rogue?

Amulya Vishwanath, who led product marketing for Nvidia's robotics platforms for seven years, says actuators, robotic hands, software, and safety standards are still being rebuilt. She now invests in physical AI across robotics, materials science, and life sciences at Techable VC.

Apollo Research found GLM-5.3 occasionally reasons unprompted about how its actions shape future training updates, a pattern it calls update-aware reasoning. The behavior appeared in standard behavioral evaluations in environments that never mention training or future models.

Elorian's first model, Glimpse, ships as a research preview with API access and a waitlist-only chat interface, priced at $0.60/M input and $3/M output tokens. Elorian says Glimpse beats GPT-6 Astra on scientific chart reasoning and short-form video captioning.