Ilya Novikov
Technical Lead @Capital Group
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WORK HISTORY
Technical Lead @Capital Group
Irvine, CA, US
Helping build specialized hybrid solutions to advance our quantitative analysis department research and modeling capabilities. Our primary focus is creating a productive environment that balances the need for rapid prototyping with the principles of strong data governance. By integrating AI agentic workflow-based solutions, we accelerate our own development lifecycle and provide analysts with intelligent tools, enabling them to innovate efficiently within a secure framework.
EDUCATION
Immanuel Kant Baltic Federal University
Postgraduate Study, Teacher Education
Immanuel Kant Baltic Federal University
Master's degree, Radio physics
ABOUT ILYA NOVIKOV
My professional focus is on architecting hybrid multi-agent workflows that strategically balance powerful, cloud-based LLM agents with efficient, client-side SLMs to achieve maximum efficiency at a lower cost. This architecture is grounded in a security-first approach, with cloud agents powered by a advanced RAG systems that use knowledge graphs and vector databases for high-fidelity context. Concurrently, utilizing WASM to deploy SLMs for client-side model inference, enabling immediate responsiveness and enhanced user privacy without relying totally on cloud solutions.
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