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1 May 2026
The Hybrid Intelligence Manifesto
The rapid emergence of increasingly agentic AI systems poses a structural challenge to the future of meaningful human work. As AI expands from task automation… Read more
Authors
Jacob Sherson, Janet Rafner, Jesper Broberg Bang, Aleksandra Berditchevskaia, Jens Christian Bjerring, Sudapa Chompunuch, Enrico Daga, Dominik Dellermann, Umberto Domanti, Blerim Emruli, Frank von Harmelen, Maceo Gonzalez, Adam Gordon, Adam Green, Rigmor Lyck Hansen, Anna B. Holm, Catholijn Jonker, Sanna Järvelä, Yoed N. Kenett, Frederik Brosbøl Kjeldsen, Mette P. Knudsen, Carlos Largacha-Martinez, Izabela Lebuda, Rasmus Linnet, Magnus Lodefalk, Yaoli Mao, Janet Marler, André Meyer-Vitali, Chiara Natali, Morten Røndal Olsen, Seyedahmad Rahimi, Leon Reicherts, Roni Reiter-Palmon, Henry Sauermann, Danielle Sent, Thomas Schmid, Matthias Söllner, Jonas Elpelt, Stephanie Tan, Casper Thylkjær, Ilaria Tiddi, Ana Alina Tudoran, Marcus Wagner, Behzad Bozorgtabar, Carlos Rafael Catalan, Miranda Kajtazi, Svetlana Norkin, Christos Gkoumas, Peter Vistisen, Daniel Staegemann, Joachim Wiewiura, Mariana Filipova, Adam Dahlgren Lindström, Zorana Ivcevic, Nick von Felten, Zelun Tony Zhang, Lev Tankelevitch, Florent Vinchon, Bianka Szöllösi, Ginés Molina-Abril
Share your own Hybrid Intelligence research with us
We invite researchers to share their publications and a short description of their work. Submissions will help us highlight research contributions related to hybrid intelligence and expand our collective knowledge base.
If you have any questions, please contact us at: sherson@mgmt.au.dk
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11 June 2026
The Economics of Hybrid Intelligence
Many economic forecasts of artificial intelligence rely on task-based models in which AI substitutes for routine activities while complementing higher-level human skills, implying a stable… Read more
Authors
Jacob Sherson, Sarah Schroeder, Mariola Pytlikova, Janet Rafner, Magnus Lodefalk
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10 July 2026
The HI Manifesto for Education
Generative AI creates a societal challenge: by making prediction, generation, and procedural execution abundant, it risks pushing economies toward automation-first configurations in which human involvement… Read more
Authors
Jacob Sherson, Blerim Emruli, Rigmor Lyck Hansen, Sanna Järvelä, Yoed N. Kenett, Frederik Brosbøl Kjeldsen, Camila Kølsen Petersen, Izabela Lebuda, Yaoli Mao, Yishay Mor, Andy Nguyen, Janet Rafner, Adam Vigdor Gordon, Seyedahmad Rahimi, Matthias Söllner, Ana Alina Tudoran, Dominik Dellermann, Steve DiPaola, Florent Vinchon, Roni Reiter-Palmon, Jens Gamauf Madsen, Oday Darwich
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10 July 2026
The Hybrid Intelligence Design Playbook
Here’s the abstract from the Design Playbook draft: A decade of human-centered AI research has produced deep knowledge about designing interaction so that people reflect,… Read more
Authors
Jacob Sherson, Michael van Bekkum, Johannes Bendler, Behzad Bozorgtabar, Lene Buch, Carlos Rafael Catalan, Dominik Dellermann, Umberto Domanti, Upol Ehsan, Nick von Felten, Mariana Filipova, Phillip Führer, Christos Gkoumas, Martin Hylleberg, Reem Ismail, Sanna Järvelä, Stephanie Kramer, Jens Peder Kristensen, Izabela Lebuda, Rasmus Linnet, Lasse Løfqvist, Kasper Løhde, Yaoli Mao, André Meyer-Vitali, Peter Meyerhofer, Chiara Natali, Andy (Khánh Xuân) Nguyen, Svetlana Norkin, Vitaliy Popov, Janet Rafner, Leon Reicherts, Matt Roach, Thomas Schmid, Danielle Sent, Daniel Gunnar Staegemann, Anton Stonor, Lev Tankelevitch, Ilaria Tiddi, Francesca Urgese, Peter Vistisen, Joachim Wiewiura, Ben Wilson, Zelun Tony Zhang, Aya Samir Abdelhalim, Catholijn Jonker
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1 May 2026
Operationalizing Human Authorship in AI Systems: A Design Science Study of the FERC Framework
Generative AI is rapidly evolving toward increasingly autonomous, agentic systems, raising a fundamental question: how can human judgment remain economically indispensable in AI-mediated work? The… Read more
Authors
Jacob Sherson, Manuel Rindle, Frederik Brosbøl Kjeldsen, Mille Berg, Yoed N. Kennet, Janet Rafner
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1 May 2026
A Preliminary Study of Hybrid Intelligence, Social Listening, and Chatbot Feedback
Generative AI (GenAI) assistants are increasingly used in workplace and customer-facing contexts, yet their feedback mechanisms often rely on low-bandwidth signals such as thumbs up/down… Read more
Authors
Janet Rafner, Ryan Q. Guloy, Eden W. Wen, Catherine M. Chiodo, Jacob Sherson
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1 May 2026
Designing for Long-term Impact: A Hybrid Intelligence Case Study in AI-Assisted Mentalizing-Based Therapy
AI deployment in customer-facing service sectors increasingly bypasses domain experts in favor of direct automation, extracting tacit professional knowledge without returning value to the profession.… Read more
Authors
Jacob Sherson, Janet Rafner, Sune Bo, Bianka Szöllösi, Florent Vinchon, Paul-Arno Lamarque, Florian de Boni
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1 May 2026
Designing Hybrid Intelligence for ESG Tracking: Early Findings from Interviews and Prototype-Based Co-Design
This project explores how Hybrid Intelligence (HI) can support ESG tracking and carbon-related decision-making. It is focused on Danish SMEs, with a parallel collaboration with… Read more
Authors
Janet Rafner, Frederik Brosbøl Kjeldsen, Giulia Pauletto, Hans Sanderson, Jacob Sherson
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1 May 2026
Unifying Terminologies Toward a Shared HHAI Vocabulary
As the field of Hybrid Human-Artificial Intelligence (HHAI) grows, various efforts have emerged to define its core terminology. This poster presents initial results from an… Read more
Authors
Maaike H. T. de Boer, Myrthe L. Tielman, Ilaria Tiddi, Victor de Boer, Davide Dell'Anna, Stephanie Kramer, Janin Kock, André Meyer-Vitali, Chiara Natali, Michel Oey, Janet Rafner, Jacob Sherson, Francesca Urgese, Michael Van Bekkum, Thomas Schmid
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27 April 2026
Ensuring Human Authorship in the Age of Generative AI
Generative AI has rapidly transformed professional knowledge work, yet prevailing prompt engineering paradigms frame effective human-AI interaction primarily as a matter of crafting better prompts.… Read more
Authors
Jacob Sherson, Janet Rafner, Roni Reiter-Palmon, Izabela Lebuda, Matthias Söllner, Yoed Nissan Kenett, Blerim Emruli, Manuel Rindle, Selina Weiss, Benjamin Goecke, Florent Vinchon, Yaoli Mao, Dominik Dellermann, Seyedahmad Rahimim, Janet H. Marler, Andy Nguyen, Jens Christian Bjerring, Steve Dipaola
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1 December 2025
Agency in Human-AI Collaboration for Image Generation and Creative Writing
The integration of generative artificial intelligence into creative domains raises critical questions about human agency in AI-assisted creation. In this two-study article (study one, n = 6;… Read more
Authors
Janet Rafner, Blanka Zana, Ida Bang Hansen, Simon Ceh, Jacob F. Sherson, Mathias Benedek, Izabela Lebuda
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January 2021
Deskilling, Upskilling, and Reskilling: a Case for Hybrid Intelligence
Advances in AI technology affect knowledge work in diverse fields, including healthcare, engineering, and management. Although automation and machine support can increase efficiency and lower… Read more
Authors
Janet Frances Rafner, Dominik Dellermann, Hermes Arthur Hjorth, Dóra Verasztó , Constance Elizabeth Kampf, Wendy E. Mackay, Jacob Sherson
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8 March 2025
From Interaction to Collaboration: How Hybrid Intelligence Enhances Chatbot Feedback
Generative AI (GenAI) chatbots are becoming increasingly integrated into virtual assistant technologies, yet their success hinges on the ability to gather meaningful user feedback to… Read more
Authors
Janet Rafner, Ryan Q. Guloy, Eden Wen, Catherine Chiodo, Jacob Friis Sherson
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29 November 2024
HI-TAM, a hybrid intelligence framework for training and adoption of generative design assistants
The Hybrid Intelligence Technology Acceptance Model (HI-TAM) presented in this paper offers a novel framework for training and adopting generative design (GD) assistants, facilitating co-creation… Read more
Authors
Yaoli Mao, Janet Rafner, Yi Wang, Jacob Sherson
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September 2025
A 4P hybrid intelligent development and organisational change framework
We introduce the 4P Hybrid Intelligence (HI) Maturity Framework to support organizations in navigating GenAI transformations. Grounded in human-centered AI and organizational learning, the model… Read more
Authors
Jacob Sherson, Janet Frances Rafner, Ana Alina Tudoran, Anna B. Holm, Janet Marler