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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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Ahmad J. Alkhodair

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Open access Aug 2026

FairAI: A Blockchain- and IPFS-Enabled Framework for Verifiable Ethical Federated Learning with Proof-Based Approval-Gated Aggregation

FairAI is presented, a blockchain- and IPFS-enabled framework that treats each local model as a governed artifact linked to performance and group-fairness metrics, content identifiers, manifests, Groth16 evidence, and smart-contract decisions.

Ahmad J. Alkhodair · 0 citations

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