# Simulation Stars, Real-World Flops: PhAIL Gives Robots Bad News

- slug: 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.

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