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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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M. A. Sulaiman

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2 papers indexed here

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Open access Aug 2026

Architectural Safety Mechanisms for Multi-Agent Clinical LLM Systems Under Knowledge Base Distribution Shift

A controlled evaluation framework using 50,000 synthetic type 2 diabetes patients with CKD and hypertension comorbidities shows stateful multi-agent graphs with programmatic safety floors bound error propagation under clinical knowledge shift.

M. A. Sulaiman, B. F. Oyeyemi, H. Sarafadeen · 0 citations
Open access Aug 2026

A Curated Pharmacogenomic Allele Catalog for Sub-Saharan African Populations

Sub-Saharan African populations carry pharmacogenomic alleles poorly represented in the European-derived reference panels underlying most clinical genotyping tools. We present a curated, machine-readable catalog of nine actionable alleles across six pharmacogenes (CYP2D6, CYP2B6, CYP2C9, CYP2C19, CYP3A5, NAT2) with Afr...

M. A. Sulaiman, B. F. Oyeyemi · 0 citations

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