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VMS‑K85 demonstrates that a can produce datasets of sufficient quality to replace the majority of real‑world data in training modern deep learning systems. By exposing 85 tunable parameters and supporting community‑driven KARINA extensions, VMS‑K85 offers a scalable, cost‑effective, and ethically aware solution for data‑hungry AI research.