Everything on Industrial Automation

Reinforcement learning and LLMs can reduce refinery commissioning timelines from years to months by optimizing dynamic processing circuits.

Impact: Dramatically lowers capital expenditure and operational latency, allowing smaller teams to execute complex heavy industry projects efficiently.

— from Scaling Heavy Industry: Ocean Robotics, Critical Minerals, and Nuclear Microreactors · a16z Podcast· Aug 05, 2026