Her research unites German precision, Brazilian scalability ecosystems, Swiss innovation, and U.S. Knowledge transfer 

under EU-GDPR standards. As a thinker, she gives keynotes on how to position AI capabilities with human

cognitive needs, emotional intelligence, and social norms to build trust and strategic alliances.

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Contributions to global organizations include: Pfizer, VALE, Johnson & Johnson, Merck, and TOTAL in Medtech,

intercultural-communication, e-health, UX-Hax (DevOps), and ethical frameworks. She intersects social computing,

psycho-physics, global health, behavioral economics, and political science.

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Authoring her first book ThinkMETA, Alfes presents the METAP4-Method based on the 4Ps of Medicine

for Human Cognitive Exponential Growth - which are replicable and scalabe on ethical H-AI systemic models. 

 

ViSP-Lab R&D functions as her interdisciplinary hub for applied Human-AI Cognitive Engineering. At Harvard University,

she designed the concept, and received faculty endorsement. Later, it was cristalized in her paper at MIT CSAIL.

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Named by Alfes as "Die Brücke" (The Bridge), ViSP-Lab aims at uniting DACH governance compliance

with U.S. Knowledge transfer and  Brazilian AI-tier research centers, for ethical pilot programs.