About from the Desk of Thomas Ott
Most career advice assumes the system still works.
It doesn’t.
I’ve spent over twenty years building real things such as roads, software, and teams, long before AI became a marketing slogan. I’m an AI advisor inside a large organization, a hands-on machine learning practitioner, and a licensed professional engineer.
I’ve designed infrastructure, shipped software, trained models, sat in boardrooms, and sat across the table in layoffs.
I’ve had to reinvent myself more than once.
I learned to bridge engineering, business, and strategy because I didn’t have the luxury of staying in one lane. When systems shift, you adapt—or you lose leverage.
This newsletter is for people who build real things and are done pretending the hype is harmless.
Yes, I work with AI every day.
Yes, I hold advanced degrees.
But what matters is this: I understand how messy it gets between technical skill and business reality, because I’ve lived in that gap and navigated my way through it.
What This Is Really About
This is a place for thinking clearly when everything feels loud and unstable.
I write about:
AI and machine learning without marketing theater
Technology tradeoffs, costs, and unintended consequences
Career resilience, reinvention, and optionality
Engineering judgment in a world obsessed with speed
Infrastructure, climate, and systems that actually matter
Free posts explore the problem space.
Paid posts show how I make decisions inside it.
Who This Is For
You’ll get value here if you are:
A mid-career engineer, technologist, or analyst
Technically strong but questioning your long-term leverage
Navigating leadership, reinvention, or disruption
Curious, skeptical, and allergic to hype
If you want shortcuts, this won’t help.
If you want clarity under uncertainty, it will.
Why Become a Paid Subscriber
Paid subscribers get access to:
My decision frameworks and mental models
How I evaluate jobs, risk, and tradeoffs
Playbooks for rebuilding leverage after disruption
Writing I don’t publish publicly
Free readers get perspective.
Paid readers get the compass.
Join the Room
This isn’t about followers.
It’s a room for people who want to think clearly about work, technology, and what comes next, and who value signal over noise.
If that sounds like you, subscribe.
(Also: dogs do, in fact, love me.)

