An independent practice — not an agency, not a contractor platform. One person, embedded in your problem, building the solution.
Relative Dynamics is a solo independent practice. The person who scopes your project is the person who builds it.
No account manager handing off to a developer you've never met. No markup on subcontracted work.
No agency overhead baked into your invoice.
Every engagement is scoped directly, built directly, and delivered directly.
The depth estimate lands before any money changes hands.
The person who signs the agreement is the person who ships the solution.
The background is industrial and operational — over eight years embedded in the kind of environment
where a single misclassified record costs real money and nobody has time for elegant theory.
The problems were messy, the data was worse, and the solutions had to work on Monday morning regardless.
That's where the instinct for classification systems came from.
Not from a bootcamp. From a few hundred thousand work orders
that needed to mean something, and a realization that the right architecture could make them.
The first custom tool was built entirely outside work hours, at no cost to the employer —
a six-layer weighted classification engine processing tens of thousands of maintenance
records in under sixty seconds.
The kind of thing you build when you've decided the existing solution isn't good enough
and you'd rather fix it than complain about it.
No permission asked. No budget allocated. Just shipped.
The automation background runs alongside — PLC programming, robotics systems, controls logic. Not as a specialist, but as someone who needed to understand how machines make decisions before they could design tools that help humans make better ones.
The current parallel project is a large-scale software system built solo from the ground up — 190+ interconnected modules, full version control pipeline, custom developer tooling, validated schema architecture. Proof that the architectural thinking scales beyond the industrial context it came from.
The ceiling here is hard to locate from the outside. That's intentional. The right clients figure it out when they see the work.
This is not a staffing arrangement.
Relative Dynamics does not place contractors. It does not resell services.
It does not add a layer between you and the person doing the work.
Small businesses in the Tristate region consistently overpay for generic solutions that don't fit their actual problem.
This practice exists to fix that — not as charity, but as a structural advantage.
Lean operation means the work is priced against what it actually costs to build,
not what the market will bear when there are six people between you and the answer.
If you have a problem that doesn't fit a template, that's the right starting point. Bring it as-is. The practice is built for problems that move — and the first conversation is always free.
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