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Safin-1 introduces a foundation model family with memory-native state evolution for intrinsic safety capabilities, using the MARCH architecture for selective memory retrieval and persistent state adaptation.
Safin-1 presents a memory-routing architecture that embeds safety as an internal, evolving state in foundation models, enabling adaptive safety improvements without external constraints.
LayerRecall improves long-video consistency in diffusion models by selectively routing historical memory to specific layers, supervised by cross-horizon prediction matching.