BEOMSU CHANG
Industrial AI · Digital Twin · Simulation · Smart Manufacturing
I explore how AI, simulation, and digital twins can turn complex manufacturing systems into better decisions — while sharing lessons from industry, academia, entrepreneurship, and technical leadership.
AREAS I EXPLORE
Areas I Explore
Industrial AI
Applying AI and data science to complex manufacturing and operational systems.
Digital Twin & Simulation
Using simulation and digital twins to understand and improve real-world systems.
Smart Manufacturing
Exploring automation, decision intelligence, and manufacturing transformation.
Technical Leadership
Exploring leadership, communication, and organizational impact.
FEATURED INSIGHTS
Featured Insights
Digital Twin
Digital Twin Is Not a 3D Model
Why digital twins are about behavior, data, and decisions rather than just visual geometry.
Simulation
Why Simulation Still Matters in the Age of AI
How simulation complements machine learning when data is limited, messy, or hard to collect.
Industrial AI
From Prediction to Decision: How Industrial AI Creates Value
A look at how models move from forecasts to decisions that change operations and outcomes.
Industrial AI
Why Industrial AI Pilots Fail After Successful Demos
Common gaps between promising proofs of concept and deployed, scaled industrial systems.
BACKGROUND
A Career Across Industry, Academia, and Entrepreneurship
Industrial Engineering PhD
→ Semiconductor Industry
→ University Professor
→ AI Startup Founder
→ Principal Data Scientist
→ Technical Leadership
Each transition taught me something different about how technology gets built, adopted, and scaled. I share both the successes and the failures — because the lessons from both are usually more useful than the polished version.
FROM THE BLOG
Latest Articles
Industrial AI
Career & Leadership
Building & Business
Singapore Life
Dad & Family
Article title placeholder
Short description or excerpt will appear here when articles are published.
Article title placeholder
Short description or excerpt will appear here when articles are published.
Article title placeholder
Short description or excerpt will appear here when articles are published.
Also writing on: Singapore Life · Dad & Family
BEYOND TECHNOLOGY
I also write about building a life in Singapore, raising two daughters abroad, career transitions, side projects, and the lessons that come from balancing ambition with family.
Factory Intelligence Notes
Occasional notes on Industrial AI, Digital Twin, Simulation, technical leadership, and the ideas I’m exploring along the way.
Email address
Beomsu Chang 