# AWS's Ozgur Tohumcu: What often determines the pace of Physical AI's scaled deployment is not the technology itself

- Source: 钛媒体
- Published: 2026-10-22T12:06:00.000Z
- RoboHot: https://robohot.news/en/items/mwnd081pipayeh3tcl76dvor1
- Original: https://www.tmtpost.com/8177096.html

## Summary

Ozgur Tohumcu, AWS Global General Manager for Automotive and Manufacturing, said the bottleneck to scaling Physical AI is usually not technology but the data foundation, agent guardrails, and organizational tolerance for failure, and that many automakers' AI projects remain stuck at the proof-of-concept stage.