Research
Evidence before narrative.
We test whether market reasoning survives controlled history, fresh live observation and simulated execution.
01
Historical environments
Point-in-time states are reconstructed so future information cannot leak into the Student.
02
Governed transfer
Capabilities are tested across changing dates, regimes and conditions instead of being accepted from a single successful episode.
03
Live-market observation
The same reasoning architecture is exposed to information that is genuinely arriving in real time.
04
Simulated execution
Trade intent is reconciled against an execution layer without enabling real-money trading.
Research discipline
Success is not a license to learn.
A lesson or capability must demonstrate measurable improvement, survive counterexamples and avoid adverse transfer before it can become durable knowledge.