RESEARCH TEAMS
Discover, don't apply.
First principles over borrowed knowledge.
RESEARCH
We build knowledge from the ground up to create autonomous systems that adapt, endure, and improve.
Order Fow, Iquidity dynamics, price formation mechanics.
Understanding how mackats actually work at the tick level
Market Microstructure
Metacognitive architectures, prediction error streams, curiosity-driven exploration. How machines learn to learn.
Learning Systems
Separating correlation from causation. Climbing the causal ladder to understand interventional effects.
Causal Inference
Regime detection, self-healing protocols, adversarial robustness. Ensuring autonomous systems remain safe.
Safety & Alignment
PUBLICATIONS
Regime-Indexed Recall: Beyond Time-Based Decay
Experiment 2 Analysis: 12 Survivors from 888 Strategies
The Reducibility Detector: When to Stop Learning
Knowledge vs Experience in Autonomous Trading
Self-Healing Architectures for Market Machines
Hub-and-Spoke Convergence Under Regime Change
Causal Ledger: Tracking Interventional Claims
Experiment 1 Post-Mortem: Why 990 Strategies Failed
2026-03-15
2026-03-01
2026-02-28
2026-02-20
2026-02-15
2026-02-10
2026-02-05
2026-01-28
Learning Systems
Market Microstructure
Causal Inference
Learning Systems
Safety & Alignment
Market Microstructure
Causal Inference
Safety & Alignment
