Observe
Understand how the work is actually performed.
I design practical AI systems that organize information, reduce repetitive work, and improve operational decision-making.
Practical automation concepts designed around real operational friction, structured inputs, and human review.
Automation works when it reflects the real process, makes assumptions visible, and keeps people in control.
Understand how the work is actually performed.
Convert scattered information into reliable data.
Connect scripts, APIs, AI models, and business tools.
Add checks, human review, failure handling, and traceability.
Measure results and refine the workflow.
Across estimating, quantity surveying, engineering, and automation, the work is the same at its core: structure information, detect risk, and support better decisions.
University of British Columbia
Southeast Asia
Canada
Current
Explore my professional background and connect with me on LinkedIn.
Connect on LinkedIn LinkedIn URL placeholder — add the profile URL to activate this external link.