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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

Daniel Ukaegbu

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Review Open access Sep 2026

Beyond the drug-centric view: Advancing AI virtual cell platforms for environmental perturbation modelling.

This review argues that incorporating environmental perturbations as a foundational component of virtual cell development is necessary to extend these models toward environ-mental and public health applications, and proposes the development of stand-ardized environmental perturbation datasets, integrated and standalone...

Daniel Ukaegbu, Victor Curean, Andreas Bender et al. · 0 citations

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