Opt-in adapters that let existing evaluation tooling emit and verify PRML manifests without changing how teams work: an adapter for the UK AI Safety Institute's Inspect framework (listed in its official extensions catalogue), an MLflow run-context plugin, a Giskard integration, and a GitHub Marketplace action that fails a build when a locked criterion has moved.

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