At my core, I see the world through an engineer’s lens, which means that whether I’m tinkering with an AI project or thinking through a personal finance puzzle, I’m always looking for solutions that actually make sense—ones that are grounded in clear reasoning instead of just hoping for the best.

During the day, I get to dive into machine learning as both an engineer and a researcher at Google, where I spend my time exploring how physical systems and machine learning can work together in practical ways. My journey took me through a Ph.D. in Engineering at the University of Alberta, and along the way, I’ve had the chance to publish a bunch of research papers and build machine learning pipelines that actually help solve real business problems—usually with tools like Python, C++, and Apache Spark.

Even when I’m not at work, I find myself applying that same engineering mindset to the rest of my life, which is why I started this blog (and my Medium page, and eventually a book) as a way to share my experiments in building two things that I think really matter: smarter software and a path to financial freedom.

If you want to follow my writing in real-time or just say hello, you can find my latest deep dives on Medium and my professional updates on LinkedIn.

My Book (coming soon)

A lot of financial advice seems to come down to hope—we hope the market will go up, we hope we’ll save enough, and we hope retirement will work out. But as someone who thinks like an engineer, I’ve learned that hope isn’t really a strategy you can count on.

The Wealth Kernel, which is the book I’m working on right now, isn’t just another list of stock tips; instead, I think of it as a kind of debugging guide for your financial life. By borrowing ideas from control theory and data science, I try to look at personal wealth as a system you can actually tune and improve, and my goal is to help you spot the real bottlenecks, cut out the delays that slow down compounding, and fix the little bugs in your financial habits that can keep even high earners from building real wealth.