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This system moves away from simple "black-box" models by implementing a Multi-Agent ML Pipeline. Instead of a single monolithic script, the system uses specialized agents for Ingestion, Feature Engineering, Modeling, Prediction, and Validation. This ensures each stage of the ML lifecycle is observable, testable, and independently scalable.