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External research partner

Georgii Kilinkarov

Reinforcement learning · Financial AI · Quantitative finance

Georgii Kilinkarov

Georgii is AGWI’s external research partner at Stratwise, where he leads research in trading and machine learning. His work brings together reinforcement learning, statistical market models, and production AI systems.

Research interests

  • Reinforcement learning
  • Financial AI
  • Quantitative finance
  • Market regimes

Selected experience

  • Head of Research, Trading and Machine Learning at Stratwise, directing work from research design through live strategy development.
  • Researches adaptive trading systems, volatility forecasting, market regimes, and martingale-constrained reinforcement learning.
  • Led a multi-agent task-management platform integrating language models, voice transcription, and service-based infrastructure.
  • Led an industrial computer-vision pipeline at MR.DOORS, translating engineering drawings into CNC machine instructions.
RESEARCH RECORD

Selected & shared
work.

2025Accepted workshop poster

Optimal Stopping via Martingale Rainbow Deep Q-Learning: Risk-Sensitive Financial Decision-Making

G. Verbii, G. Kilinkarov, M. Sokolovskii, D. Goryunov, V. Yafarov

ICAIF 2025 AI Meets Quantitative Finance Workshop

Workshop ↗
2025Accepted workshop poster

Self-Organizing Maps for Spatiotemporal Analysis of SSVI Vol. Surface Regimes

G. Verbii, M. Sokolovskii, G. Kilinkarov, D. Goryunov, V. Yafarov

ICAIF 2025 AI Meets Quantitative Finance Workshop

Workshop ↗

Research projects

OPEN TO COLLABORATORS

A better question
is a beginning. ↗