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Immutable predictions: a schema for grading model output you can't quietly rewrite

Every model evaluation I've ever seen has the same hole in it: the predictions are stored in a table someone can edit. Not maliciously, usually. Someone reruns a pipeline, a backfill overwrites yesterday's rows, a "fix" recomputes an output with the model that was retrained this morning, and sudden…

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  1. 2026-11-09 01:36 · DEV Community — Machine Learning
    Immutable predictions: a schema for grading model output you can't quietly rewrite

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