Alibaba Introduces Qwen-Drive 1.0 to Unify In-Cabin Interaction and Driving Control

Alibaba's research team has introduced Qwen-Drive 1.0, a unified model designed to handle environmental perception, conversational driving assistance, and trajectory planning within a single architecture. The research highlights that 3D spatial awareness does not naturally emerge from standard vision-language pretraining and requires dedicated spatial grounding. While the model can articulate driving decisions, keeping explanations strictly aligned with real-time maneuvers remains a key friction point.