Safin-1 is a foundation-model family that embeds safety as an intrinsic capability through Memory-Anchor Routing across Context History (MARCH). The system maintains structured memory states and retrieves relevant information via content-conditioned routing, enabling test-time adaptation of persistent safety-related behavior. The authors evaluate a Safety State interface across general capability, long-context understanding, and retrieval performance.
