> muck: A Command Line Interface for Agentic Journalism
Computation + Journalism Symposium 2026 · Northwestern University, Evanston, IL · October 2026
Presented muck, a command-line tool and Agent Skill for citation-verified investigation of large document collections, which took 2nd place in the Agentic AI Investigative Challenge. The talk covers how muck indexes 715,191 lobbying records on a laptop, the editorial playbooks that steer agents from facts toward stories, and the citation tokens that let every finding be audited against its source.