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Dr. Cornelia C. WaltherPro-Potential Portfolio

A curated, searchable author hub for verified public books, articles, policy briefs, academic pieces, and source archives. Use the search field for themes such as ProSocial AI, hybrid intelligence, health, Malaysia, governance, agency, leadership, and planetary health.

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Snapshot

Dr Cornelia C. Walther is a humanitarian leader with 20+ years at the UN, driving social change. She pioneers research on hybrid intelligence and ProSocial AI to build “Agency amid AI for All.” Cornelia is an Associate Professor at Sunway University in Malaysia, as well as a Senior Fellow at the Wharton School, the Harvard Learning and Innovation Lab, and the Center for International Governance Innovation. She is an advisor for ProSocial AI at the European Policy Centre and an external expert on hybrid intelligence to the United Nations. She is a contributor to Forbes, Psychology Today, and CIGI Online. Her new book looks at AI4IA — Artificial Intelligence for Inspired Action — building on previous books in English and German.

Foundation

ProSocial AI — foundation
and key terminology

ProSocial AI refers to artificial intelligence systems that are deliberately tailored, trained, tested, and targeted to bring out the best in and for people and planet. Its foundation is hybrid intelligence: the complementarity of natural and artificial intelligences, anchored in human agency and conditioned by double literacy. It is both cause and consequence of mindsets marked by ethical responsibility and system awareness across the micro, meso, macro, and meta dimensions of life. ProSocial AI is a prototype of ProSocial Technology, which encompasses all forms of advanced technology oriented toward human and planetary flourishing.

ProSocial AIArtificial intelligence systems deliberately tailored, trained, tested, and targeted to bring out the best in and for people and planet.
ProSocial AI IndexPractical dashboard to map, measure, monitor, manage AI-systems, connecting the Quadruple Bottomline (purpose, people, prosperity, planet = What) with the logic of ProSocial AI (tailored, trained, tested, targeted = How).
ProSocial TechnologyThe broader family of advanced technologies designed and governed to support people, communities, countries, and planet.
Hybrid IntelligenceThe complementarity of natural and artificial intelligences, with technology strengthening rather than replacing human judgment and agency.
Natural IntelligenceThe human and collective capacity expressed through aspirations, emotions, thoughts, and sensations.
Agency amid AI for AllThe ability of people and institutions to choose, judge, act, and remain accountable in AI-shaped environments.
Double LiteracyHuman literacy — understanding self, society, people, and planet — combined with algorithmic literacy.
4x4 Matrix / M4-MatrixA systems lens connecting four individual dimensions with four collective dimensions: people, communities and institutions, countries, and planet.
POZEA perspective for life and living built around Perspective, Optimization, Zeniths, and Exposure.
A-FrameAwareness, Appreciation, Acceptance, and Accountability as practical guardrails for agency and responsible action.
4T FrameworkTailored, Trained, Tested, and Targeted — a design-to-deployment logic for ProSocial AI.
AI4IAArtificial Intelligence for Inspired Action: using AI to connect values, insight, decisions, and action.
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