Why is Winston Battery developing LERA?

Because safety in high-consequence systems has never been only a software problem, and never only an AI problem.

In energy systems, batteries, industrial operations, storage systems, and infrastructure, execution failure carries real, costly, and often irreversible consequences.
These sectors have long faced a different standard: not “optimize after failure,” but “prevent failure before it occurs.”

LERA was proposed by Linda Liu, Co-founder of Winston Battery, from the standpoint of high-safety energy systems. This is not a departure from Winston Battery’s core work.
On the contrary, LERA emerges precisely because high-consequence systems in the physical world are among the first to force serious attention to a fundamental issue: AGI safety must ultimately be realized through execution control.