It can fail because the physical system cannot reliably execute what the model decided. A recent article from the Association for Advancing Automation highlights an important point about reliable robot manipulation: better models are only part of the equation. Physical AI also needs: → Adaptability to real-world variation → Reliable execution of AI-generated actions → Physical feedback beyond vision and simulation → Flexible tooling that expands what the system can actually d