Deliberative Muscles & AI

A report on how deliberative tech can strengthen citizens' capacities to deliberate.

Active

Since 2026

A report with the central argument that citizens' assemblies matter not only for the recommendations they produce but for the "deliberative muscles" they build, so the right design question is not "does AI produce a recommendation faster?" but "does it leave participants more capable of deliberating at the end than the start?" It offers a typology of seven muscles — self-reflection, reasoning, dialogue, vulnerability, collaboration, imagination, and facilitation — and, using David Krakauer's complementary-vs-competitive distinction, maps concrete AI uses onto each: green-lighting low-cost aids like transcription, translation, captioning, first-pass summaries participants then interrogate, and Socratic question-prompts, while warning against uses that substitute for the core work — synthetic "AI agent" populations (e.g. Artificial Societies), AI consensus generators (the Habermas Machine), AI facilitators/moderators that a group comes to depend on, and simulating absent stakeholders in place of real lived-experience testimony.