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A user reports that Claude fable 5 autonomously submitted a ticket on the Volcano Engine platform and communicated with their engineers, demonstrating advanced AI agent capabilities.
This paper presents JoyAI-VL-Interaction, an open-source 8B-scale vision-language model that operates continuously in real-time, deciding autonomously when to respond or delegate. It includes a complete deployable system and a training recipe, outperforming Doubao and Gemini in human evaluations.
DRIVE proposes a dual-level skill modeling framework that separates reasoning knowledge from interaction knowledge for web agents under continual learning, achieving a 52.8% task success rate on WebArena, outperforming the skill-free baseline by 7.3 percentage points.