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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

Saher Elsayed

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Conference Jul 2026

Proactive Multi-Agent Systems for Autonomous Code Generation and Software Maintenance

The evolution from reactive to proactive AI systems represents a paradigm shift in software engineering, enabling autonomous agents to anticipate requirements, plan complex workflows, and execute multi-step development tasks without human intervention. This paper presents a novel multi-agent architecture for autonomous...

Saher Elsayed, Samer Abubaker, M. Ali et al. · 0 citations
Conference Jul 2026

FedEdge-Adapt: Adaptive Federated Learning for Heterogeneous Edge AI Systems

Federated learning (FL) on heterogeneous edge networks faces a fundamental tension: standard aggregation protocols assume client homogeneity, yet real-world edge deployments span device tiers with $7 \times$ compute and $\mathbf{1 0} \times$ bandwidth disparities. Slow clients become stragglers that stall synchronous r...

Saher Elsayed, Mohamed Ali, Samer Abubaker et al. · 0 citations

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