Progress

Findings and milestones on the way to a live, autonomous trading system.


April 2026

The system is live.

After the early predictability thesis was killed in validation, the system moved to a hedged strategy that adapts as each market resolves. It now runs live on Interactive Brokers and Polymarket, around the clock on AWS, monitored through a real-time dashboard with tiered alarms.

01Live trading system

Running

Hedged, adaptive strategy deployed on real capital, fully autonomous, with full per-trade logging for ongoing analysis.

02BTC prediction research

Shipped

Calibrated gradient-boosted models on years of high-frequency data. 17 candidate edges discovered and all 17 killed under honest out-of-sample testing — the finding that reshaped the strategy.

03Production trading service

Active

Nautilus-powered execution, a dedicated inference sidecar, durable settlement, and S3/Athena analytics — built to run unattended and scale without a rewrite.

04Knowledge base

Active

Every research finding, decision, and killed hypothesis pair-written with AI and captured in a structured, AI-queryable knowledge base.