#Generalization

Grounding VLMs: VAORA's Leap in Physical AI

VAORA, a novel reward design, tackles VLM hallucination and reasoning-action misalignment in physical tasks, significantly improving generalization through visual context and outcome alignment.

Unified Embodied AI with Qwen-VLA

Qwen-VLA emerges as a unified embodied foundation model, breaking down task silos and demonstrating remarkable generalization across diverse robots and environments.

Action Efficiency: The New Frontier for AI Intelligence

Why So Many AI Projects Fail and What You Can Do To Improve the Chances of Success