Editorial Alignment: A Participatory Approach to Engaging Editorial Expertise in LLM-mediated Knowledge Dissemination

2026-06-18

AI Summary

This study addresses the challenge posed by large language models (LLMs), whose values are typically preset by commercial developers, thereby undermining the editorial authority of public knowledge institutions and threatening their core role in knowledge dissemination. To counter this, the project introduces “editorial alignment”—a novel participatory AI paradigm developed in collaboration with a Nordic public knowledge institution. Through design-thinking workshops, professional editorial standards were translated into actionable alignment objectives and embedded into a customized LLM interface. The research successfully implemented an LLM-powered encyclopedic system adhering to established editorial norms, demonstrating the feasibility and efficacy of editorial alignment in safeguarding public knowledge values. This approach empowers editors to actively shape and lead knowledge production in the AI era.

Abstract

The emergence of LLM-driven information services is reshaping the conditions under which public knowledge institutions operate, threatening to absorb the editorial function these institutions exist to exercise. While LLMs offer powerful new affordances for knowledge dissemination, editorial authority is challenged by pretrained LLMs that arrive already aligned with the values and dissemination strategies of their commercial developers. This paper investigates editor participation in re-aligning LLM interfaces to editorial standards through design workshops, in a case study where we design and implement an LLM-enabled encyclopedia interface with a Nordic public knowledge institution. We introduce editorial alignment as a design practice within Participatory AI, framing AI alignment as a design process and positioning the editorial standard as a design artefact that translates editorial practice and values into alignment objectives for technical implementation. Last, we discuss how editorial alignment can create space for ongoing participation and give editors agency in LLM-mediated knowledge dissemination.

Problem

• Editorial Alignment
• LLM-mediated Knowledge Dissemination
• Participatory AI
• Editorial Authority
• Public Knowledge Institutions

Innovation

• Editorial Alignment
• Participatory AI
• LLM-mediated Knowledge Dissemination
• Design Workshops
• Editorial Standards