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DeepSeek Drops 'Manifold-Constrained Hyper-Connections' Paper on New Year's Day, Signaling a Fundamental Transformer Architecture Advance

DeepSeek's first paper of 2026 proposes a stability-constrained improvement to residual stream architecture that multiple researchers are calling one of the most important engineering results in recent memory. The Chinese lab isn't waiting for Western frontier labs to set the pace.