MASSTEC
A COSX.IO company
Briefing / 01

AI research lab / Quantitative trading

Collective
intelligence.

Models that learn to coordinate.

MASSTEC is an AI research lab working on collective intelligence: populations of specialized models, trained independently with reinforcement learning and evaluated against each other in multi-agent market simulation. We apply that research to quantitative trading. Every swarm passes offline evaluation and simulation before live inference, and live swarms are coordinated across the book, each kept distinct.

A lit tuft of pale filaments in The Field, with one filament standing apart
  1. 01

    Training

    Agents trained independently on narrow objectives, composed into swarms around a mandate.

  2. 02

    Offline

    Scored on held-out market data, excluded from training. Hypothetical.

  3. 03

    Simulation

    A multi-agent market that reacts to the swarm. Hypothetical; nothing at risk.

  4. 04

    Inference

    Swarms that pass both gates, coordinated across the book.