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Residual streams are dominated by transient feature proposals that adjacent layers immediately cancel out, upending the foundational assumption that transformer representations accumulate monotonically.
Automating circuit tracing reveals the inner workings of LLMs, even pinpointing the components behind jailbreaks like harmful advice generation in Llama 3.1.