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Thomas Thelliez Field Notes

Physical AI, Robotics
and Product Engineering

Field-tested notes on robotics safety, ROS 2, embedded AI, AI agents, SaaS architecture and the practical systems that connect software to real-world outcomes.

Physical AI Robotics Safety SaaS Engineering

Designing Eval Gates for Enterprise AI Workflows

How to Govern Shadow AI Without Killing Useful Adoption

How to Decide Which Business Processes Should Become AI Workflows

Building Audit Logs for Enterprise AI Agents

Policy-as-Code for Enterprise AI Agents

The CIO Target Operating Model for Enterprise AI Transformation

AI Ownership Model: Who Owns Prompts, Models, Data, Tools, and Decisions?

Data Classification for Enterprise AI Assistants

AI Incident Response: What Changes When the System Is Probabilistic

Designing a Safe Tool Registry for Enterprise AI Agents

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Robotics safety, Physical AI, local AI on edge devices, software architecture, AI agents, product engineering and SEO-led SaaS growth.

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© 2026 Thomas THELLIEZ
Technical blog about Physical AI, robotics, cyber-physical systems, AI agents, SaaS architecture and product engineering.
LinkedIn: https://www.linkedin.com/in/thelliezthomas/
Website: https://thomasthelliez.com