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Appendix examples show task-specific payload synthesis on all three benchmarks: combining partially relevant episodes into an ALFWorld clean-and-place procedure, converting unrelated product searches into WebShop search and attribute-selection advice, and distilling MMS cases into an ordered tau2-bench diagnostic that retains the policy requirement for explicit approval before a mutating call. · CiteArk