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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

Ke Xiang

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Book Open access Aug 2026

BioFlowBench: A Comprehensive Benchmark for Evaluating Bioinformatics Tool-use Capabilities of LLMs and Agents

A significant gap exists between static QA and dynamic execution tasks, with top LLMs perform well on static QA but falter in real-world execution scenario; specialized agents outperform general models in real-world execution through environmental interaction and iterative refinement; and domain knowledge remains the p...

Yu-Fei Hou, Jiajia Wang, Ke Xiang et al. · 1 citation
Book Open access Aug 2026

BioFlowBench: A Comprehensive Benchmark for Evaluating Bioinformatics Tool-use Capabilities of LLMs and Agents

The rapid advancement of high-throughput technologies has led to an explosion of biological data and a subsequent surge in bioinformatics analysis tools, thereby creating an urgent demand for automated bioinformatics workflows. Recently Large Language Models (LLMs) and LLM-based agents show great potential in this area...

Yufei Hou, Jiajia Wang, Ke Xiang et al. · 1 citation

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