In Sina Weibo's content ecosystem, voting is a high-frequency but low-engagement-depth function.

1 Defined the End-TO-End voting interaction flow
2 Identified KEY moments for AI intervention
3 Produced Interactionand Interface structure
4 Designed AI-assisted interaction logic