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These results favor paired audits of current outputs over judge-only release decisions or transported calibration, while a task-solvability prediction reverses sign across domains.
LIMBO, a deterministic sandbox of six services with realistic contracts and twelve fault modes injected at the service boundary and twelve fault modes injected at the service boundary, is introduced, proving that no verification-only policy is exactly-once under late commits without a bound on in-flight time.
Counterfactual tool evaluation must distinguish authority, historical support, and what a comparison actually estimates. We study these distinctions with eleven executable enterprise-inspired tools, exact-propensity logs, and real local Model Context Protocol transport. An initial 45-run synthetic study is retained, th...
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