# Simulation Stars, Real-World Flops: PhAIL Gives Robots Bad News - Date: 2026-03-31 - Category: Robotics PhAIL puts robot arms through real warehouse tasks — bin-picking at speed, measuring failures — and the models so far are slower and more fragile than human operators. The field is still early, says its own founder. ---