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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Guibo Luo

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#artificial intelligence Open access Sep 2026

AgentFactory: Towards Automated Agentic System Design and Optimization

AgentFactory is presented, a framework that jointly optimizes both foundation models and workflow structures in agentic systems while considering multiple objectives including performance, cost, and efficiency, and establishes AgentFactory as a promising approach for developing more capable and efficient agentic system...

En-Ci Zhang, Hao-Fen Wang, Yue-Sheng Zhu et al. · 0 citations
Preprint Aug 2026

COMET: Contrastive Motion-Enhanced Temporal Reasoning for Video Multimodal Large Language Models

COMET is a temporally grounded framework that systematically strengthens video MLLMs through explicit temporal representation, appearance-motion fusion, and direction-aware optimization and achieves consistent overall improvements with a pronounced motion-temporal bias.

Cheng-Hua Zhu, Zhaolu Kang, Qifan Shi et al. · 2 citations

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