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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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S. Chepkwony

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Review Open access Sep 2026

Lignocellulosic Pretreatment in Integrated Biofuel Systems: Linking Biomass Chemistry, Microbial Dynamics, Reactor Engineering, and AI-Driven Optimization for Bioethanol and Biomethane Production

Global efforts to decarbonise energy systems have intensified interest in lignocellulosic biofuels such as bioethanol and biomethane as complementary components of a diversified renewable energy portfolio. However, the recalcitrant architecture of lignocellulosic biomass, dominated by lignin, cellulose and hemicellulos...

P. D. Nganyira, S. Chepkwony, J. Cherutoi et al. · 0 citations

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