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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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Li-Ming Chen

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Review Aug 2026

AI-driven cardiovascular toxicity assessment of emerging contaminants in water: from deep learning phenotyping to LLM-orchestrated risk evaluation.

A large language model-driven environmental risk assessment agent is proposed that orchestrates analytical workflows progressing from in vitro alert to in vivo validation, integrates multi-tier toxicity data, and generates interpretable and standardized risk outputs, thereby improving the efficiency and scalability of...

Li-Xiao Zhang, Zhi-Chao Zhu, Li-Ming Chen et al. · 0 citations

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