Paradigm-Fit Bench: Four-Paradigm MARL Comparison Harness

An evaluation harness that trains a representative algorithm from each of the four canonical multi-agent RL paradigms on the customer's own task simulator and reports which paradigm wins — performance, communication overhead, and scalability as agent count grows. Side-observation bandit run-allocation keeps the simulation budget small.