I design systems, not just software.

I'm a full-stack developer and AI automation consultant focused on helping companies reduce complexity, eliminate manual work, and build systems that actually scale.

My work sits at the intersection of software engineering, automation, and business thinking.
Not theory. Not demos. Real systems used by real teams.

My background

I've spent over a decade building and maintaining production systems for companies operating entirely online.

Working in long-term environments taught me something critical early on:
software only creates value when it fits the business reality behind it.

Over the years, my focus naturally shifted:

from building features

to designing workflows

to optimizing systems end-to-end

That shift is what led me into automation and applied AI.

How I approach AI & automation

I don't treat AI as a product.

I treat it as an amplifier inside a system.

That means:

No blind automation

No replacing processes that aren't understood

No hype-driven implementations

Every system starts with:

1

Understanding how work actually happens

2

Identifying leverage points

3

Designing automation around existing constraints

4

Building something maintainable and reliable

The goal is simple: make teams more effective without increasing complexity.

What makes my work different

Most solutions fail not because of bad technology, but because of:

over-engineering

poor integration

lack of ownership

ignoring how teams really work

My background as a builder helps me avoid that.

I think in terms of:

systems, not tools

long-term maintenance, not quick wins

business outcomes, not technical novelty

Building in public

Alongside client work, I actively document:

  • automation experiments
  • architectural decisions
  • real-world AI use cases
  • what works — and what doesn't

This keeps my thinking sharp and my approach grounded in reality.

Content lives primarily on YouTube, with written breakdowns as an extension.

Who I work best with

I work best with:

companies that value clarity over speed

teams willing to invest in proper systems

founders who want leverage, not shortcuts

If you're looking for generic automation or quick hacks, I'm probably not the right fit.

Let's talk

If you're exploring AI automation and want a clear, honest perspective, feel free to reach out.