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SPRII, a training principle that uses relations between interactions as weak supervision for persistent context while retaining the learner's native objective, is introduced.
TwinCheck is introduced, an inference-time verification policy that considers replacement only when the trace satisfies an evidence condition tied to a trace-local failure hypothesis, and recast execution-boundary repair as a constrained comparison, making the counterfactual action itself the object of verification.
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