Siqi Chen

A self-triggered push system that autonomously optimizes notification timing and frequency has led to measurable increases in user engagement and significant reductions in operational costs.

MagicSelector achieves unprecedented tool retrieval accuracy by translating vague user instructions into precise subtasks, outperforming state-of-the-art methods.