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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

Zai-Xi Zhang

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Book Open access Aug 2026

Benchmarking LLM Agents on Real-World Biological Database Curation for Data-Driven Scientific Discovery

BioDataLab evaluates the capability of autonomous agents to transform raw, heterogeneous biological resources into structured, analysis-ready databases, and underscores that while LLMs are proficient in downstream reasoning, autonomous upstream curation remains a formidable frontier.

Jiaxian Yan, Xi Fang, Jintao Zhu et al. · 0 citations
Book Open access Aug 2026

Benchmarking LLM Agents on Real-World Biological Database Curation for Data-Driven Scientific Discovery

High-quality biological databases are the bedrock of data-driven scientific discovery. However, the construction of these resources remains a labor-intensive bottleneck, particularly for emerging research frontiers where structured data is non-existent. While LLM-based agents have catalyzed progress in downstream scien...

Jiaxian Yan, Xi Fang, Jintao Zhu et al. · 0 citations

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