How to Solve Time-Varying Confounding & Mediator Bias in Longitudinal ML Pipelines

Introduction Real-world enterprise environments are not single-step games. Once an initial action is taken, the ecosystem doesn’t remain passive—downstream telemetry evolves dynamically, and mid-game