Control plane
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SAM Command Center
Python-backed sports analytics control plane
Historic prediction counts, accuracy totals, and browser-generated game states are withheld during migration. Only auditable Python evidence can enable publication.
Data freshness
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Model health
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Release gate
Prediction delivery: disabled
Model Release Gates
Candidate models do not publish on reputation alone. They must pass point-in-time data, forward validation, calibration, and risk checks.
Regularized logistic baseline
Mandatory benchmark for every release
Histogram gradient boosting
Nonlinear challenger, tested against the baseline
Neural MLP
Challenger only; promoted only with enough out-of-sample evidence