About Algostream Consulting

Algostream is the professional home of Dr. Alex Ushveridze — a physicist-turned-AI consultant working at the intersection of intelligence, automation, and learning systems.

Why This Work Matters

I believe that many of the most effective AI solutions are not found in black-box models — but in carefully designed systems that reflect how intelligence emerges in nature, physics, and human behavior.

Whether modeling donor/patient matches, automating decision flows, or building agent-based tutors, I aim to bring structure and clarity to systems that need both flexibility and trust.

What Makes My Approach Unique

• Physics of Intelligence: Applying concepts like invariants and open systems to AI architectures.
• Minimal-AI Thinking: Using only the complexity needed — no more.
• Mathematics-Informed Design: From control theory to neural computation, every model has an interpretable foundation.

Recent Work

Current and past clients include Excelsior University, Be The Match, Thrivent Financial, Bio-Key International, and others. You can see details on the Clients page.

For demos, concept essays, and code — visit the Demos and Essays sections.

A Personal Note

I originally trained in theoretical physics, with work on quasi-exact solvability and the foundations of quantum mechanics. I later transitioned into AI/ML, where I’ve spent over two decades building systems that learn, predict, and adapt.

My goal is not just to implement models — but to rethink how intelligence itself is structured.

Contact

You can reach me here — or follow me on LinkedIn to keep up with new ideas and publications.