Trust by Design: Who Decides Where AI Stops and Humans Begin?
An STM Frankfurt Conference panel on where the line falls between machine judgment and human judgment in scholarly publishing.

Meet us at STM Frankfurt
Add your details and Cashmere will send you a reminder before the panel, plus a note on where to find the team during Frankfurt week.
About this event
Trust in research can no longer be assumed. It has to be designed, governed, and demonstrated across borders, technologies, and institutions.
AI now sits inside almost every scholarly workflow: screening, triage, summarization, review support, discovery. Each of those hand-offs is a decision about where a machine's judgment ends and a person's begins. Very few of them were made deliberately. They accumulated.
This panel at the STM Dinner and Conference in Frankfurt asks who is actually making that call, and on what basis. What has to stay human because accountability requires it, what can safely move to a model, and how a publisher demonstrates the difference to the authors, funders, and readers who are starting to ask.
Cashmere co-founder Jonathan Woahn joins Kim Eggleton of IOP Publishing, Maria Kowalczuk of Frontiers, Witold Kozakiewicz of the Medical University of Lodz, and Indira Sen of the University of Mannheim, with Rob Johnson of Research Consulting moderating.
You will leave with a practical frame for auditing where AI already sits in your own workflows, and for deciding which of those boundaries you want to defend.
Speakers

Jonathan Woahn
CXO & Co-founder, Cashmere
Jonathan Woahn is CXO and co-founder of Cashmere, where he bridges product, customer experience, and market strategy. He drives the company's thought leadership on how premium content is valued, protected, and licensed as AI becomes the primary way readers meet published work.
Kim Eggleton
Head of Peer Review & Research Integrity, IOP Publishing
Maria Kowalczuk
Research Integrity Auditor Manager, Frontiers
Witold Kozakiewicz
Director, Information and Library Centre, Medical University of Lodz
Indira Sen
Junior Faculty Chair, Data Science for the Social and Economic Sciences, University of Mannheim
Rob Johnson
Managing Director (moderator), Research Consulting