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Swarzkopf314/README.md

Hi there 👋

I'm Maciej Satkiewicz - AI researcher, founder, consultant, full-stack developer, mathematician, poet, and freestyle skater.

I combine problem-oriented thinking from business with deep foundational research. My current focus is on transparent AI, explainability, learning theory, adversarial robustness, and the path toward radically more efficient lifelong AI systems.

🔭 Currently

  • AI Research Lead at Cogita AI
  • President of 314 Foundation
  • Expanding my Semantic Pullbacks - serious alternatives to gradients for interpreting deep networks
  • Working on more effective and transparent information routing schemes for neural networks

🛠️ Background

Professionally, I have worked as a full-stack developer, data scientist, AI research engineer, and technical/scientific lead. I have built and deployed computer-vision, NLP, and recommendation systems, including 3D detection models for medical ultrasound, NLP tools for business workflows, and recommendation systems for production use.

I have experience across the full AI project lifecycle: research, prototyping, model implementation, production deployment, GPU infrastructure, Docker-based environments, and performance optimization.

Earlier, in mathematics, I solved an open problem in general topology during my bachelor’s work. I also taught academic exercises on adversarial robustness at the University of Warsaw.

🌍 Links

⚡ Motto

Simplify & Solve IT.

Let's build together!

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