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首先是电池端的竞争格局正在被改写。能量密度提升、快充性能强化、低温衰减改善，使过去“三元锂主打性能、磷酸铁锂主打成本”的分工逻辑逐渐松动。原本依靠差异化定位获得空间的企业，赛道正在变窄。
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The toolkit provides a complete pipeline: from probing a model's hidden states to locate refusal directions, through multiple extraction strategies (PCA, mean-difference, sparse autoencoder decomposition, and whitened SVD), to the actual intervention — zeroing out or steering away from those directions at inference time. Every step is observable. You can visualize where refusal lives across layers, measure how entangled it is with general capabilities, and quantify the tradeoff between compliance and coherence before committing to any modification.
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In prison, Friedmann studied civil-law casebooks, and in 1995 he sued the commissioner of the Tennessee Department of Correction in federal court, claiming that the department had violated his free speech by suppressing his correspondence with prisoner newspapers at other facilities. He investigated C.C.A. while he was in its prison in Clifton, obtaining documents and calling executives at the company’s Nashville headquarters. He eventually sued the warden and several company employees for “a continuous pattern of retaliation” for exercising his “First Amendment rights.” Friedmann was learning, as he told me, that “it’s just how the legal game is played, like chess.”，详情可参考PDF资料
Russell Brandom