Fast-WAM: Do World Action Models Need Test-time Future Imagination? Empirically, Fast-WAM achieves competitive results with state-of-the-art methods both on simulation benchmarks (LIBERO and RoboTwin) and real-world tasks, without embodied pretraining It runs in real time with 190ms latency, over 4 × faster than existing imagine-then-execute WAMs