The Forgotten Layer of Physical AI Is Maintenance

The phygital economy is often framed as an intelligence problem: better models, sharper perception, faster autonomy. By mid-2026, it looks increasingly like an upkeep problem, where calibration, patching, parts, labour and liability determine whether physical AI remains useful outside the laboratory.