Algorithm Development Lifecycle (ADL) vs Overfitting

The Algorithm Development Lifecycle (ADL) is a five-phase quality gate framework — Design, Code, Backtest, Paper Trade, Live Deploy — that every algorithmic strategy must complete before real capital is committed.

Overfitting is a backtesting failure mode where a strategy's parameters are tuned so specifically to historical data that the strategy captures past noise rather than genuine tradeable edge.