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You can now get illustrative visual references from surveillance systems in sensitive environments without exposing raw images, thanks to a novel privacy-preserving perception framework.
Forget training multiple models – Ruyi2's "Familial Model" achieves 2-3x speedup over its predecessor while matching Qwen3 performance, proving that parameter sharing can unlock a "Train Once, Deploy Many" paradigm.
