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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

Haocheng Ju

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Jul 2026

Danus: Orchestrating Mathematical Reasoning Agents with Fact-Graph Memory

Danus, an orchestration system for research-level mathematical reasoning centered on a shared fact graph as a global memory-management mechanism, is proposed, suggesting that fact-graph-based orchestration provides an effective route toward scaling mathematical reasoning agents for long-horizon research problems.

Jihao Liu, Guoxiong Gao, Zeming Sun et al. · 15 citations · ⚡1

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