Physical AI

Physical AI is when the model leaves the office and acts in the field. The systems can see, plan, and move. Humans still steer.

I wrote about that in The Physical AI Era Has Arrived and The biggest question about AI is what humans will do next.

If you want to put Physical AI to work on cost, ops, or a live farm system, start a conversation.

Collaborators

Independent consultancy. Official delivery partners only. Intros go through me; delivery is theirs.

  • USM Systems — channel partner for AI, IoT, and staff augmentation.
  • AI Overlords — AI agents, ML, and custom software.
  • TenisiTech — managed IT and CIO-advisory MSP.

References only

Public resources. Not affiliations. Not endorsements. None of the links below are official ties to me or my collaborators.

By industry

Agriculture

AgIR — USDA / NC State photos repo. Not a public GitHub dump.

Start here

NVIDIA Cosmos 3 — world models for Physical AI

Cosmos NIM — packaged inference. Needs an NGC API key.

Metropolis VSS — video search and summarization

Isaac Sim — robot sim and synthetic data

Google AI Edge Gallery — on-device models

ROS — Friday news

NVIDIA Inception — startup program