Before any investment approach is considered for client implementation, it must pass a multi-phase testing protocol:

• Algorithmic Modelling: Establishing clear, programmatic entry and exit rules.
• Back-Testing & Paper Trading: Historical testing followed by live forward-testing to compare simulated results against real-time market data.
• Stress Testing: Scenario analysis under diverse market shocks and liquidity environments.
• Multi-Factor Screening: Quantitative review across key metrics, including risk-adjusted returns (Sharpe ratio), historical drawdowns, benchmark correlations, estimated slippage, and strategy scalability.

This multi-month incubation process ensures only strategies meeting defined risk and operational criteria are made available on our platform.