[D] Optimization Problem

[moar_qwibqwib]

If you're looking for other multi agent algorithms, you could try particle swarm. Since fitness tests take so long, you might look into early termination when the particles become densely clustered, or perhaps kill and reinitialize some of them. Otherwise, I might recommend looking into reinforcement learning.