Can professional judgment scale by becoming cheaper rather than slower and larger? Using legal and financial benchmarks, this note examines how low-cost decision models expand coverage and route difficult cases to long reasoning.
Understanding the agent training loop through Reward, State, and Credit: Reward sets the direction of learning, State sets where training happens, and Credit decides which actions the outcome is attributed to.