Category Archives: Digital Twin

AI Won’t Need to Become Evil to Become Dangerous: What the AI Doomsday Debate Means for EHS

Artificial intelligence is rapidly moving from a tool that provides information to systems that can make decisions, take action, and interact with other agents. For EHS professionals, that shift should raise a familiar question: are capability and autonomy expanding faster than the controls designed to manage them? This article examines the AI “doomsday” debate through an EHS lens, connecting emerging AI risks to Management of Change, SIF prevention, human factors, inherited risk, and defense in depth. Continue reading →

Posted in AI, Artificial Intelligence, Design for Safety, Digital Twin, Innovation, Technical Skills | Tagged , , , , , , , , , , , | Leave a comment

Harnessing the Process Digital Twin: Building Live Operating Models for Foresight, Control, and Safer Work

Most organizations are still managing safety and operational risk by looking in the rearview mirror. A Process Digital Twin gives leaders a way to see risk forming early enough to act.

In our new article, “Harnessing the Process Digital Twin: Building Live Operating Models for Foresight, Control, and Safer Work,” Emmanuel Winful, CSP, MPH, MS and I explore how digital twins can move from concept to practical operational control.

Emmanuel was a great collaborator on this work and brought strong technical depth to the discussion.

The article covers where to start, what data matters, how to avoid false confidence, and why validation, MOC, cybersecurity, and governance cannot be afterthoughts.

The future of safety will not be built on better dashboards alone. Continue reading →

Posted in AI, Artificial Intelligence, Digital Twin, Innovation, Machine Learning, Uncategorized | Tagged , , , , , , , , , | Leave a comment

The Game Changer in EHS Training: Blended Pathways That Build Capability in High-Risk Industrial Operations

EHS training, safety training, lockout tagout, LOTO training, hazardous energy control, industrial safety, blended learning, competency based training, safety leadership, verified capability Continue reading →

Posted in AI, Artificial Intelligence, Digital Twin, EHS Management, Innovation, Leading at Scale, Modernized Trianin, psychological-safety | Tagged , , , , , , , , , , | Leave a comment