X 调整 For You 推荐两阶段以偏向停留时长与读完率

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,