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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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Piu Ghosh

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Open access Aug 2026

Artificial Intelligence and the Future of Work: Towards a Framework for Human-AI Augmentation, Workforce Resilience, and Equitable Transition

This paper introduces two novel analytical frameworks—the Human-AI Collaboration Spectrum and the Work Transition Matrix—and proposes the ADAPT Framework, a five-pillar governance architecture for responsible AI-driven workforce transformation. Moving beyond the simplistic displacement-versus-augmentation debate, the p...

Piu Ghosh · 0 citations

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