Methods
Live–backtest parity: the same system, run twice
Most strategies die leaving the lab. Our live trading and backtests are the same system — with identical, auditable results.
Articles
Papers, methods, and product notes from Sophon-3. Each item is an article you can read on this site.
Product
Four Sophon-3 agents are now trading live
Apex, Core, Pillar, and Surge were selected and locked before deployment. They have traded founder capital since April 2026, with every decision recorded as it happens.
Research
Sophon-3: AI that keeps learning
Explore Finforge’s research into continually learning models for screening markets, forecasting returns and constructing portfolios.