Advanced experiments

These four workflows expose FraudTwin capabilities that are easy to miss in the core learning path. Each combines related APIs into a complete analysis; the old numeric routes remain compatibility redirects in published builds.

Workflow	Offline	Main artifact
Calibration and counterfactual fraud experiments	Yes	calibration profile and intervention manifest
Campaign dynamics and graph investigation	Yes	lineage and as-of evidence report
External predictions, temporal backtesting, and feature shift	Yes	evaluation, t-SNE, and drift report
Scale benchmarking, reconciliation, and experiment packaging	Yes	benchmark, invariant, and experiment bundle

Tutorials

• Calibration and counterfactual fraud experiments

• Campaign dynamics and observable/oracle graph investigation

• External predictions, temporal backtesting, and feature shift

• Scale benchmarking, payment reconciliation, and experiment packaging