Trading-Risk Disclaimer

Limitations of trading software, backtesting, paper trading and educational examples on this portfolio.

No performance guarantees

Trading involves risk, including loss of capital. Backtest results do not guarantee future trading performance. No software service, strategy description or course on this site guarantees profits.

Simulation and execution limitations

Historical and paper-trading results depend on data and modeling assumptions. Fees, slippage, funding, liquidity, latency and market conditions can cause live outcomes to differ. API outages, stale data and software defects can also affect execution.

Development and education

Content describes software development and learning, not personalized investment advice. Review a system’s assumptions, test it independently and understand its operational limits before using it with a live account. Sample screens and demo data are not verified performance records.