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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

Chenhe Zhu

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Review Open access Jul 2026

AI Compilation and Hardware-Software Co-Design for Resource-Constrained Edge Devices: A Brief Review

The reviewed work suggests that next-generation edge AI systems should focus on portable compiler toolchains, memory-aware optimization, energy-aware design, and standardized benchmarking methodologies for efficient inference execution on resource-constrained edge devices.

Chenhe Zhu · 0 citations

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