X 将 For You 信息流的两个环节改为偏向用户停留时长和读完的帖子。Musk 称新排序模型能更好地预测可能停留时长，检索模型则以读完率为训练目标，主要决定未关注账号的帖子能否进入候选。日活跃用户秒数从 8 月中旬约 410B 增至 10 月中旬约 500B。
X has changed 2 stages of its For You feed to favor time spent and posts people finish.
- Musk said the new ranking model “predicts probable time spent much better”
- Dwell time was already among the ranker’s predicted actions before this update, which means the new model sharpens an existing objective.
- The second change acts earlier, at retrieval, which turns you and each post into vectors and pulls the nearest ones from accounts you don’t follow. Posts from accounts you follow arrive through a separate system, so this retrieval model mainly decides which posts from accounts you don’t follow make the shortlist.
- Musk said this step is now trained on read-through, so it learns to pick posts that people tend to read to the end. A post that people usually abandon halfway is therefore less likely to make the shortlist.
- daily user active seconds is seeing quite a massive growth, 2026 climbs from roughly 410B a day in mid-August to about 500B by mid-October,
Two important changes to timeline recommendations: - New AI/SI ranking model that predicts probable time spent much better - Retrieval model trained to surface posts people read all the way through User active seconds is growing exponentially and hitting all-time highs almost every day:在 X 查看被引用的帖子
来源：Rohan Paul · x.com