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    IExperimentTrainer backed by the TrainingEngine. For each iteration it resolves the pipeline (via an injected IPipelineResolver), trains it through the engine (producing an immutable Draft MJ: ML Models + its MJ: ML Training Runs leaf linked to the iteration via experimentSessionIterationId), and extracts the normalized holdout Score for the plan's SuccessMetric to drive the leaderboard.

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