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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

Maikel Leon

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3 papers indexed here

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Review Open access 2026

Fuzzy Cognitive Maps: A Comprehensive Survey and Comparative Analysis

: Fuzzy cognitive maps (FCMs) are a soft computing paradigm that combines fuzzy logic, neural networks, and graph theory to represent causality and reasoning in complex systems. Since their introduction in the 1980s as a generalization of cognitive maps, they have matured into a versatile framework that spans many vari...

Maikel Leon · 0 citations
Review Open access Sep 2026

Enduring Strengths of Knowledge-Based Methods in the Era of Machine Learning and Large Language Models: A Task-and-Architecture Perspective

Large language models have shifted AI toward statistical learning, but knowledge-based methods remain essential for tasks governed by combinatorial structure, declarative correctness, strong domain priors, and auditable reasoning. This paper treats the issue as one of task–architecture fit rather than paradigm competit...

Maikel Leon · 0 citations
Open access Aug 2026

Governing generative AI in organizations: a design theory and quasi-experimental field study of sociotechnical guardrails

Generative AI adoption has outpaced organizational governance capabilities. We conceptualize AI guardrails as sociotechnical governance mechanisms, comprising policy, technical, and workflow components that embed organizational norms in deployed AI systems. Extending norm-based coordination accounts, we specify three m...

Maikel Leon · 1 citation

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