Making AI and Complex Mathematics Intuitive
When I was a mathematics researcher studying inverse problems at the Institute of Computational Mathematics, I noticed something troubling: brilliant ideas often remained trapped in technical papers that few could understand.
This observation shaped my professional journey - from solving complex mathematical puzzles in acoustics and geophysics, to architecting knowledge systems for AI characters at Inworld AI, to creating AP Lab Academy through AP Lab as a platform where advanced technical concepts become intuitive through visualization.
Today, I lead knowledge and memory system development for AI agents used by companies like Ubisoft, Sony, and Microsoft. My work focuses on making AI systems that respond intelligently and in real-time to user interactions - reducing response times from 600ms to 200ms while improving quality by 15%.
But technology alone isn't enough. Through AP Lab Academy, I'm committed to making these advanced concepts accessible to everyone through visual, intuitive learning approaches that bridge the gap between theory and understanding.
Technical Expertise
AI & Machine Learning
- →LLMs, RAG systems, and knowledge management
- →Fine-tuning and optimization of language models
- →Agent systems with memory and knowledge integration
- →Real-time AI response systems for interactive applications
Mathematical Foundations
- →Inverse and ill-posed problems
- →Computational mathematics and optimization
- →Algorithm design and implementation
- →Mathematical modeling across disciplines
Educational Journey
Novosibirsk State University (NSU)
2019-2021Master's in Applied Mathematics and Computer Sciences
Thesis: "Comparative analysis of numerical methods for regularization of a three-dimensional solution continuation problem for a parabolic equation"
Novosibirsk State University (NSU)
2015-2019Bachelor's in Mechanics and Mathematical Modeling
Thesis: "Comparative analysis of numerical methods for determining the parameters of chemical reactions"
Computer Science Center (JetBrains, YandexDataSchool, NSU)
2020-2022Data Science
Specialized training in machine learning, deep learning, algorithms, and NLP
Professional Services
Technical Consulting
Expert guidance on LLMs, RAG systems, and AI agent development for your specific use cases.
Discuss your project →Workshops & Training
Customized training sessions for teams looking to understand and implement AI technologies.
Book a workshop →Custom Solutions
Development of specialized AI tools and visualization systems for your technical needs.
Explore possibilities →What Others Say
"Aleksei has a unique ability to translate complex AI concepts into practical applications that solve real business problems. His expertise was invaluable to our project."
"The visualization approach in AP Lab Academy helped our team understand RAG systems in ways that technical papers couldn't. Aleksei's teaching style bridges the gap between theory and application."
Beyond Technology
I believe that cross-disciplinary thinking enhances creativity and problem-solving. My interests outside of technology help me maintain perspective and bring fresh ideas to my work.
Thai Boxing
Snowboarding
Piano
Medicine
Let's Connect
I'm always open to discussing new projects, technologies, or opportunities to share knowledge. Whether you're interested in consulting, workshops, or just want to chat about AI and mathematics, feel free to reach out. For professional services and custom AI solutions, visit AP Lab.