Teaching Machines, Learning Humans: A New Alignment for Education
As artificial intelligence enters the classroom, a collaborative approach-where AI adapts to educational values and learners develop critical engagement skills-is essential for building trustworthy learning environments.





![The MAction-SocialNav framework recasts socially aware navigation as a sequential dialogue, where a model-prompted by scene observations and a multi-turn conversational policy [latex]SMCPS_{\mathrm{MCP}}[/latex]-iteratively perceives, predicts, and ultimately ranks executable actions to chart a course through complex environments.](https://arxiv.org/html/2512.21722v1/x2.png)
