Suggested Readings
Works selected to build a common understanding on the main topics of the workshop.
Novel Design Principles for Cognitive Engagement
Measurement and Mitigation Strategies for Over-reliance and Under-reliance:
Calibration of Appropriate Trust in AI
Governance solutions for Cognitively Engaging AI Design
Robbins, S. (2025). What machines shouldn’t do. AI & SOCIETY, 1-12.
Frischmann, B., & Ohm, P. (2023). Governance Seams. Harvard Journal of Law & Technology, 37(3).
Applications and Case Studies
Dell’Acqua, F. (2022). Falling asleep at the wheel: Human/AI Collaboration in a Field Experiment on HR Recruiters. Working paper.
Web resources
Human-AI Interaction Assessment Tool (MUDI Lab)
Open access tool for the assessment of Human-AI Interaction with Decision Support Systems in terms of Cognitive Impact, Technology Impact, Benefit Diagrams and Reliance Patterns
Friction Design Archive (Fraunhofer AICOS)
This archive collects Tactics, Patterns, Models, Taxonomies, Toolkits, Archetypes, Principles, Symptoms, Philosophies, Manifestos, and Emerging Approaches related to Friction Design.
Speculative F(r)iction in AI Use and Governance (Bogdana Rakova)
A blog collecting expert interviews, speculative fiction, essays, articles, artworks, and prototypes, inviting submissions that creatively and critically explore frictions between people and AI systems.