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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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Dawood A. Haidar

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Conference Aug 2026

The Algorithm Is Not the Answer: A Methodological Review of Metaheuristic Controller Tuning

Metaheuristic optimization has become a widely adopted approach for controller parameter tuning in nonlinear, multi-objective engineering systems where classical methods fail. However, the rapid expansion of the literature has not been matched by methodological rigor, raising concerns about reproducibility and practica...

R. A. Saleh, Abdullah Haidar, Noor S. S. Al-Mathhagi et al. · 0 citations

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