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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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Fahad Aljadaan

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Conference Open access Sep 2026

When the Model Moves: Entrepreneurial Adaptation to Foundation-Model Dependency in AI Startups

Foundation models allow artificial intelligence (AI) startups to develop sophisticated products without owning the underlying model, but this speed creates dependence on providers that control model behaviour, availability, pricing, safety settings and lifecycle decisions. This paper examines how the AI venture ecosyst...

Fahad Aljadaan · 0 citations

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