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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

Akam Aziz

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Review Open access Aug 2026

TrustPhish-AI: Safety-Gated Source-Aware Evaluation of Three-Class Phishing Detection Under Email-to-SMS Shift

The results show that source-aware augmentation can improve targeted and aggregate metrics, but aggregate gains are insufficient when phishing-recall and severe-error safety criteria fail, supporting a governance and evaluation contribution, not global source resistance or autonomous deployment.

Akam Aziz, Umran Abdullah Haje · 0 citations

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