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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

M. A. N. Makeen

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5 papers indexed here

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#edge computing Open access Aug 2026

Privacy-Preserving Closed-Loop Edge AI for Continuous Behavioral Biomarker Extraction and Psychiatric Diagnostic Inference

Artificial intelligence (AI), digital phenotyping, passive sensing, and edge computing are increasingly being explored to extend psychiatric assessment beyond intermittent clinical encounters. This review evaluates the evidence relevant to a privacy-preserving, closed-loop architecture in which environmental and wearab...

M. A. N. Makeen · 0 citations
#edge computing Open access Aug 2026

Psychiatric Diagnostic Assistant Device (PDAD)

Privacy-Preserving Edge Computing System for Continuous Behavioral Biomarker Extraction and Closed-Loop Psychiatric Diagnostic Inference

M. A. N. Makeen · 0 citations
#edge computing Open access Aug 2026

Psychiatric Diagnostic Assistant Device (PDAD)

Privacy-Preserving Edge Computing System for Continuous Behavioral Biomarker Extraction and Closed-Loop Psychiatric Diagnostic Inference

M. A. N. Makeen · 0 citations
#edge computing Open access Aug 2026

Privacy-Preserving Closed-Loop Edge AI for Continuous Behavioral Biomarker Extraction and Psychiatric Diagnostic Inference

Publication status. This manuscript is a critical narrative review and translational framework, not a registered systematic review or meta-analysis. It synthesizes targeted peer-reviewed biomedical and engineering literature, methodological guidance, and the supplied PDAD dossier. The evidence is used to separate estab...

M. A. N. Makeen · 0 citations
#edge computing Open access Aug 2026

Privacy-Preserving Closed-Loop Edge AI for Continuous Behavioral Biomarker Extraction and Psychiatric Diagnostic Inference

Publication status. This manuscript is a critical narrative review and translational framework, not a registered systematic review or meta-analysis. It synthesizes targeted peer-reviewed biomedical and engineering literature, methodological guidance, and the supplied PDAD dossier. The evidence is used to separate estab...

M. A. N. Makeen · 0 citations

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