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Both real-model answers satisfy the frozen controller, SSA identity, path-witness and machine-evidence oracle. Code Mode reduces cumulative input while increasing uncached input and runtime costs in this sample; preserve the complete mixed result and native-work confounds. Co-authored-by: gensokyo-dev <342580529+gensokyo-dev@users.noreply.github.com> Co-authored-by: Kaoru0822 <208281322+kaoru0822-kitauji@users.noreply.github.com>