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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

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Yaozhong Liu

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#artificial intelligence Preprint Sep 2026

Disclosure-Gated User Simulation for Companion-Agent Evaluation

A disclosure gate conditioning information release on the companion agent's behaviour is answered, with a disclosure gate conditioning information release on the companion agent's behaviour: its state is a ladder of five ordered gates, merged onto three observable depth layers.

Yaozhong Liu, Yu He · 0 citations
#small language model Book Open access Aug 2026

Balancing and Beyond: Communication-Centric Optimizations in Expert Parallelism

EPIC mitigates imbalance via performance-aware expert migration and runtime expert activation, and then improves communication with topology-adaptive transport kernels and fine-grained computation-communication overlap.

Jia-Min Cao, Qingxu Li, Yaozhong Liu et al. · 2 citations · ⚡1

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