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Task Success Isn't Enough: Connecting Physical AI Safety Research to Engineering Practice

Akshay Chalana
Akshay Chalana • 11/10/2026 • 6 min read

Perspectives

What ASIMOV, SafeVLA-Bench, and RoboHarm reveal about physical AI safety—and how to connect their findings to system requirements, protective measures, and evidence that survives change.

#physical-ai#robotics#safety#evaluation#safety-evidence

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