Generate
Agents turn research context and market observations into testable investment hypotheses.
Company
A Frontier Investing Lab.
Grace Investment Machine builds agentic intelligence to solve markets.
Visionary Machine, Shared Prosperity.
GIM builds self-learning agent systems that generate investment hypotheses, validate them against market evidence, and improve through continuous research feedback.
Research, systems, and markets.
We bring together experience across quantitative investing, frontier AI research, and large-scale systems engineering.
Team backgrounds span Millennium and other leading global investment firms; frontier AI organizations including DeepMind, Meta, and Microsoft; and Harvard University, the University of Oxford, Tsinghua University, Peking University, the University of Hong Kong, and other leading universities.
The research system
From hypothesis to evidence to evolution.
Validate
Each hypothesis becomes code and is evaluated against data, robustness tests, and market evidence.
Evolve
Successful and failed experiments become research memory, guiding the next cycle of discovery.