We study the construction of SPX–VIX (multi\textendash product) option surfaces that are simultaneously free of static arbitrage and dynamically chain\textendash consistent across maturities. Our method unifies \emph{constructive} PCA–Smolyak approximation and a \emph{chain\textendash consistent} diffusion model with a tri\textendash marginal, martingale\textendash constrained entropic OT (c\textendash EMOT) bridge on a single yardstick . We provide \emph{computable certificates} with explicit constant dependence: a strong\textendash convexity lower bound controlled by the whitened kernel Gram’s , the entropic strength , and a martingale\textendash moment radius; solver correctness via and geometric decay ; and a -Lipschitz metric projection guaranteeing Dupire/Greeks stability. Finally, we report an end\textendash to\textendash end \emph{log\textendash additive} risk bound and a \emph{Gate\textendash V2} decision protocol that uses tolerance bands (from \textendash mixing concentration) and tail\textendash robust summaries, under which all tests \emph{pass}: for example , , empirical Lipschitz , and Dupire nonincrease certificate .

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