Logical Intelligence has developed what’s known as an energy-based reasoning model (EBM). Whereas LLMs effectively predict the most likely next word in a sequence, EBMs absorb a set of parameters—say, the rules to sudoku—and complete a task within those confines. This method is supposed to eliminate mistakes and require far less compute, because there’s less trial and error.