I. L5 Maritime Autonomy Will Precede Land Driving
L5 unmanned operations on water will be deployed and popularized earlier than land-based L5 autonomous driving.

L5 unmanned operations on water will be deployed and popularized earlier than land-based L5 autonomous driving.
Robots with canine-level IQ and EQ, capable of accepting Pavlovian-style training, are already on the horizon.
These robots will pioneer waste reuse. The recycling revolution will be a vital part of the 21st-century energy revolution.

Like for you, life has many aspects for me.
I am an engineer working on digital twins and intelligent maritime systems, a project coordinator navigating between simulation, control, and visualization, and a long-term builder at the intersection of technology, systems, and real-world application. I work with models, code, virtual environments, and people—often at the same time.
Through years of technical work and project responsibility, I've come to realize that beneath all complexity, life is about understanding systems: how things truly work, how uncertainty emerges, and how order can be built with clarity and patience.
Through this space, I share my ongoing exploration—of technology, work, and self-development—with those who value depth over noise, long-term growth over quick wins, and the possibility of building something meaningful while staying honest with oneself.
Contains a series of articles revolving around robots and AI.
Thoughts and feelings from work and life.
Contains my personal career path and skills.