David Betancourt, Ph.D.

David Betancourt, Ph.D., is a computer scientist, engineer, and entrepreneur building frontier AI for the world's most complex markets. He is the Founder & CEO of Reinforce Market Labs, where he builds the control infrastructure for trustworthy, autonomous AI agents, and Founder & Head of AI of DB Macro Research, a private quantitative research and trading firm where he directs AI-driven, systematic strategies.

Previously, as an AI Scientist at Apple, Dr. Betancourt pioneered on-device, privacy-preserving AI for recommendation and advertising. Before Apple, he was Chief Scientist at Vorstella, a cloud observability startup, until it was acquired. Earlier in his career, he worked on reinforcement learning for cyberdefense and physics-informed machine learning for energy.

Dr. Betancourt holds a Ph.D. and an M.S. in computer science, and an M.S. and a B.S. (high honors) in engineering — all from Georgia Tech. The throughline across his work is reliable autonomous decision-making under uncertainty at scale: AI agents with incomplete information and real consequences. It is the problem he works on now — building autonomous systems, and the control infrastructure that governs them, reliable enough to trade real capital in live markets.

Ventures

Reinforce Market Labs

Reinforce Market Labs

AI infrastructure startup building the control layer that makes AI agents reliable in production for business-critical markets.

DB Macro Research

DB Macro Research

AI-First Quantitative Research and Trading Firm. We pair deep research in finance with artificial intelligence to trade systematically across multiple markets.

David Betancourt

Trajectory

  1. Reinforce Market Labs
    Company
    Reinforce Market Labs
    Role
    Founder & CEO
    Date
  2. DB Macro Research
    Company
    DB Macro Research
    Role
    Founder & Head of AI
    Date
  3. Apple
    Company
    Apple
    Role
    AI Scientist
    Date
  4. Vorstella (Acquired)
    Company
    Vorstella (Acquired)
    Role
    Chief Scientist
    Date
Full history

Education

  1. Georgia Institute of Technology

    Ph.D. Computer Science

    Georgia Institute of Technology
  2. Georgia Institute of Technology

    M.S. Computer Science

    Georgia Institute of Technology
  3. Georgia Institute of Technology
  4. Georgia Institute of Technology

    B.S. Engineering, High Honors

    Georgia Institute of Technology