Give me your hardest problems

My favorite job is figuring out how to do whatever stumps everyone else. I’ve got a long list of satisfied customers and happy co-workers who can testify.

I’m not afraid to feel stupid, and I’m not afraid to fail. And as a result, I usually find approaches to problems that no one else considered.

If you want to know more, you can check out my Work History.

I know what I’m doing

I listen, pay attention, and understand the business and technology. And then I take initiative and responsibility, and I find the next steps towards real-world results.

I come from the world of startups, where I filled roles from backend to frontend, from pair programming to leading teams, and from product development to infrastructure, without missing a beat. And I come from freelancing, where I learned to think like a co-founder and a CTO, understanding every business problem and delivering complete solutions.

I’ve been there before

I’ve completed dozens of successful projects, and two of the startups I worked for were acquired for software that I designed.

At WeFind, I designed a data aggregation and information system, integrated with proprietary machine-learning processes and models. All of the credit goes to the founder for the product vision, and he was happy to report to me that through pivots and transitions, my system powered the product into the acquisition.

In my early days at GroupSense, I worked with two other engineers to conceptualize and design an OSINT analysis engine. I designed a plugin architecture for capturing upstream sources, and a series of intermediate artifacts to feed into enrichment queries and reports. The system held together over years of growth, became a core part of operations, and in the end, when Cognyte was looking for software to collect, analyze and enrich OSINT data, they got it by acquiring GroupSense.

I’m ready to work

Paratroop me into any problem area, and I’ll clear a path to the solution.

I can lead, follow, build, repair, research, write and hack. I have fun moving things forward, whether it’s debugging old code, writing new code, architecting systems, mentoring engineers or turning fuzzy concepts into working solutions.

I know how to keep myself busy, and I know how to make myself useful on day one.

What do you get?

You get a results-oriented team member who ships products, builds teams, and solves problems.

If you have a software application, a software team, a product idea, a bunch of features that need to be built, users that need to be listened to, documentation that needs to be written, legacy code that needs to be fixed or development processes that need to be brought up to production standards, then you probably would like to talk with me for a few minutes.

Why I love this work

My name is Tom. I’ve designed multiple products that have led to acquisitions. I’ve built and trained multiple teams that became profitable, self-sustaining business units.

Linux since 2003

In the early 2000s, I was building custom bot harnesses using pixel recognition and headless X window automation. I’ve been around the block a few times since then, and I’m happy to talk about any tech stack, methodology or platform you want to discuss.

Ready for AI long before ChatGPT

Long before I had ever heard of an LLM, I was obsessed with Z (The Ultimate Language) and a bunch of other stuff all related to something called formal methods, which gave me the tools to express the concepts that made my software work.

I spent years banging head against math books learning specification languages, and all of the studying paid off big time when coding agents replaced Vim.

When coding with AI, I can communicate faster and with more precision because I speak and read mathematical languages that were designed exactly for this purpose.

AI-first as Director of Product

In 2025, I started an AI-first product team, built agent-driven workflows to automate business processes, and as a result became an early adopter of OpenClaw and Pi.

We used formal methods to design and develop a business application platform, and then used that platform to iterate on several different product ideas, ultimately shipping a final product for iOS and web.

AI-first as a software construction expert

I am all-in on coding agents, and I have the knowledge and experience to get the most value out of them.

After decades obsessed with every topic related to software construction, I see bad decisions long before the point where most people would even notice a problem. After managing teams and completing large projects, I know how to aim for code quality even when I’m not the one writing the code.

I’m happy that people are vibe-coding. I like to vibe-code. But when I want to build something that will last, I’m happy that I know what I’m doing, and that I know how to keep agents doing the right thing through all kinds of tricky situations.

What would make us a good fit?

If you work in a business that does something genuinely useful and you actually care about solving the problems in your business, then I’d be interested in hearing from you.

If you can clearly articulate your business model, your market and your product vision, then I will be able to understand where value is created in your systems and I’ll look for ways to create more of it.

I have high standards, but I have no expectations about other people’s experiences or abilities. I’m happy to work with anyone if they show up with good attitude and effort.

If you’re working on something interesting, or your stuck on a problem a need outside perspective, I’d love to hear from you.

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