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// 倒序遍历2*len-1次：模拟数组循环（核心！易错点1）
Self-attention is required. The model must contain at least one self-attention layer. This is the defining feature of a transformer — without it, you have an MLP or RNN, not a transformer.
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Distribution and promotion strategies must extend beyond traditional channels to build the multi-platform presence that signals authority to AI models. This means systematically sharing your expertise across relevant communities, contributing to discussions on forums and social media, publishing on platforms like Medium or LinkedIn in addition to your own site, and building genuine relationships within your niche rather than just broadcasting content.，更多细节参见51吃瓜