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Verification API

Verification helpers evaluate learned policy profiles after training. They estimate satisfaction probabilities, unilateral deviation incentives, and AlphaRank summaries from rollouts.

Confidence Helpers

Satisfaction

Summarize per-seed satisfaction runs.

Interval endpoints are averaged only descriptively; certification is decided per seed profile and aggregated as counts under certification. Runs without stored thresholds (legacy reports) use probability_thresholds or the default P_{>=0.5}.

NashConv

AlphaRank