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Residual links have long been an unchallenged component in contemporary Transformer frameworks. Within PreNorm structures, every computational tier contributes its results to an evolving latent condition, ensuring training stability and enabling the development of deep networks. Scientists at Moonshot AI contend that this conventional approach introduces a systemic flaw: all preceding tier outputs are combined with constant scalar coefficients, leading to escalating amplitude in the hidden state as depth increases and gradually diminishing the impact of individual layers.
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