Audit✓ Mathematical
◆ The PatternTracing every prediction back to its training data and code
Lineage tracking records the full provenance chain: which data → which features → which code → which model → which prediction. When a model misbehaves, you can trace backwards to find the root cause. Regulatory compliance (GDPR, finance) often requires this.
// Interactive — lineage graph
Pattern bridge: Lineage tracking is the ML equivalent of backpropagation for accountability — tracing effects back to causes. In markets, performance attribution traces returns back to specific decisions.