Agents That Ask: Bridging the Knowledge Gap for Smarter Automation

New research explores how equipping mobile agents with a curiosity-driven approach to knowledge retrieval can significantly improve their ability to perform complex tasks and overcome functional limitations.
![Yunque DeepResearch establishes a framework for understanding system evolution not as simple degradation, but as a continuous negotiation between entropy and emergent properties, where the lifespan of a system is determined by its capacity to adapt-a process intrinsically linked to the information it processes and the resources it expends, as formalized in [latex] \Delta S = \in t \frac{\delta Q}{T} [/latex].](https://arxiv.org/html/2601.19578v1/x1.png)







