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Machine Spirits
◆ Machine Spirits · Course · 590

AI and Academic Literature

Developing Literature Reviews in the Age of AI

Fall 2025, Term B · University of Illinois Urbana-Champaign · 4 credits · 9 public materials

Welcome to ERAM 590: AI and Academic Literature. This course addresses a fundamental question: how do we conduct scholarly research in an era of generative AI?

Course Overview

This course is both foundational and future-oriented:

Weekly Structure

Key Concepts

Vibe Scholarship

Qualities Coding Scholarship
Traditional Waterfall Individualized
Collaborative Agile Interdisciplinary
AI-Assisted Vibe Coding Vibe Scholarship

The Literature Review Recipe

  1. Define your research question
  2. Search and map the field
  3. Read closely and distantly
  4. Identify gaps and contributions
  5. Structure your argument
  6. Write with appropriate framing language

Assessment

Students develop a literature review throughout the course, with iterative feedback and revision opportunities.

Learning objectives

Course materials

Lecture notes and workshop materials from this course.

  1. 584 Lecture 0 - AI Overview
  2. ERAM 590 - AI and Academic Literature
  3. 590 Lecture 2: Anatomy of a Journal Article / Where’s the Gap? Mapping a Field
  4. 590 Lecture 3
  5. 590 Lecture 4 -
  6. 590 Lecture 5
  7. 590 Lecture 6
  8. 590 Lecture 7
  9. 590 Lecture Overview

Reading list

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