strategy-discovery

Automated strategy discovery guides an iterative loop from user requirements to validated output, screening pairs and running combined portfolio backtests to refine weak Freqtrade candidates. It applies scoring thresholds and failure feedback to generate profitable strategies.

Walk-forward validation enforces sequential checks on backtested Freqtrade strategies to ensure robustness. It applies readiness labels and versioned outputs so a candidate trading strategy can be promoted with evidence of consistent performance.

Initiate a strategy discovery session by specifying your preferred style, direction, risk profile, and analysis depth. The system captures these requirements to generate a structured strategy plan tailored for scalping, intraday, swing, or position trading.

Yes, pair screening evaluates multiple trading pairs during Freqtrade backtesting to identify optimal configurations. This multi-pair evaluation applies scoring thresholds to filter weak candidates and refine the strategy portfolio.

The best way is to use an automated discovery loop that applies walk-forward checks, assigns readiness labels, and generates versioned outputs. This ensures your Freqtrade strategy candidate has clear metrics and a final export-ready validation path.

Strategy candidates fail backtesting thresholds when they underperform during multi-pair evaluation or walk-forward validation. The discovery loop refines these weak candidates by applying failure feedback iteratively to improve overall scoring and readiness.