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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

Zhou Fang

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Book Open access Jul 2026

Efficient Memory Alignment for Long-term Conversational Information Seeking

REMAP is proposed, a reflection-guided memory editing approach for online alignment of persona facts that selectively writes and revises memory entries based on the current dialogue evidence and retrieved related items, enabling more efficient context utilization over extended interaction horizons.

Qingyang Xu, Xiao Liu, Zhou Fang et al. · 0 citations
Preprint Aug 2026

OrthoSkillVLA: Continual Skill Learning via Gradient-Informed Skill Subspace Adaptation

This work proposes OrthoSkillVLA, a parameter-efficient framework for continual skill learning in pretrained VLA models without demonstration replay, and introduces a lightweight feature-aware MoE decoder that better preserves prior skills while acquiring new ones.

Jia-Qi Wang, Zhou Fang, Q. Shi et al. · 0 citations

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