Include test results (accuracy on random pairs)
The second tactic involves active engagement on Reddit, Quora, and similar community forums. This strategy works for a less obvious reason than you might expect. It's not primarily about direct traffic from forum posts, though that can be valuable. It's about creating authentic mentions and discussions of your content across platforms that AI models frequently encounter during training and web searches.
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另一个现实背景是：今日头条的体量早已不再增长。在短视频的长期分流下，纯资讯类产品的上限越来越清晰。与其在一个天花板已经出现的产品上继续加码，不如把长内容放进抖音，用更大的流量池重新分配注意力。
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它将"你 + 一个 Agent"的对话模式，升级为 "你 → 你的主 Agent → MCO → 多个 Agent 并行执行" 的层级指挥模式。你只跟一个 Agent 对话，但背后有整支军团在为你冲锋。