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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

Tse-Hsun Chen

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Preprint Aug 2026

Turning Interaction History into Execution State: A Runtime Layer for Long-Horizon Coding Agents

Ledger is proposed, a deterministic runtime layer that distills an agent's completed interactions into an explicit execution state: what has been observed, what has been modified, and what has been attempted, in an online execution ledger and applies it at two boundaries of every step.

Zehao Wang, Yisen Xu, Cheng-Lin Li et al. · 2 citations
Preprint Aug 2026

StepReflect: Structured UI Transition Reflection for Mobile GUI Agents

StepReflect is proposed, which formulates per-step GUI reflection as supervised structured prediction conditioned on explicit transition specifications and paired visual evidence, and established as a practical, locally deployable alternative to repeated frontier-model reflection for long-horizon mobile GUI agents.

Lin-Qiang Guo, Wei Liu, Li Gu et al. · 0 citations

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