Micro Activism in the Age of AI

Special Topics | Fall 2026

Instructor information

Dr. José Marichal (he/him/his)
Professor of Political Science
Contact: marichal@callutheran.edu

Course Description

The emergence of micro activism signifies a profound paradigm shift in the landscape of social engagement, moving away from institutionalized, resource-heavy advocacy toward a model of decentralized, individual-led influence. This transition is not merely a change in scale but a fundamental re-engineering of the relationship between individual agency, economic autonomy, and technological leverage.

Building on the concept of the "Sovereign Advocate," this course empowers individuals to achieve "agency independence"—the ability to choose causes and methods based on conviction rather than economic or institutional necessity. In the age of AI, the cost of producing and analyzing information has collapsed, granting individuals asymmetrical power previously reserved for states or large corporations. Students will learn to build "automated impact infrastructure" that works autonomously to shift behavior and hold power accountable.

Course Objectives

By the end of this course, students will be able to:

  • Apply the Guillebeau Insight: Repurpose lean entrepreneurship principles (create once, influence infinitely) for social impact.
  • Deconstruct the NGO Myth: Navigating and avoiding the traps of the "non-profit industrial complex" and mission drift.
  • Build Impact Infrastructure: Design and deploy AI-assisted tools (monitoring systems, community knowledge bases) for ongoing civic engagement.
  • Master Digital Sovereignty: Avoid platform capture and accuracy-automation paradoxes through self-hosted and decentralized web technologies.
  • Achieve Financial Independence as Strategy: Use the FIRE movement principles to secure personal autonomy for high-risk advocacy.
  • Utilize Advanced Prompt Engineering: Master frameworks like CARE and REFINE to act as a one-person research and communications team.

Schedule

Unit 1: The Genesis of Micro Engagement

Week 1: Leveraging the Guillebeau Insight
From Microbusiness to Micro Activism

The "liberating insight": Success is found at the intersection of passion, skill, and needs. Redefining "profit" as "impact".

Week 2: Comparative Principles
Lean Tactics for Social Impact
Tenet Microbusiness Context Micro Activism Context
Leverage Trading systems for money Building infrastructure that works autonomously
Value Solving a consumer problem Shifting behavior or holding power accountable
Scaling Subscription models Open-source tools and community knowledge bases

Unit 2: The Myth of the NGO

Week 3: The Non-Profit Industrial Complex (NPIC)
Symbiosis and Institutional Inertia

How radical energy is absorbed into manageable, non-threatening structures. The "Tethered Advocate".

Week 4: Administrative and Programmatic Drift
The Risk of Resource Dependence

How organizations cease to solve problems and begin to sustain themselves. The Micro Activist's "Asymmetric Power".

Unit 3: Automated Impact Infrastructure

Week 5: AI as Civic Public Infrastructure
Universal Access and Data Integrity

Design principles for impact: Open standards, Data Integrity, and Accountability by Design.

Week 6: Building Living Accountability Tools
Scrapers and Monitoring Pipelines

Technical Lab: Ethical scraping (using Urban Institute SiteMonitor methodology).

Unit 4: Navigating the New Mistake Patterns

Week 7: The Accuracy-Automation Paradox
Transcribing vs. Codifying Judgment

Case Study: Why NYC's chatbot failed and the importance of expert verification.

Week 8: Platform Control & Digital Sovereignty
De-platforming Risks and Decentralized Web (DWeb)

Unit 5: The Financial Precondition for Integrity

Week 9: FIRE as a Strategic Asset
The 4% Rule and the "Freedom Fund"

Calculating the FIRE Number (25×E) to enable "Legacy Work" without grant dependency.

Week 10: Whistleblowing and Economic Protection
The Cost of Speaking Out

Gendered perspectives on financial power. Wealth in the hands of independent women as a driver of systemic transformation.

Unit 6: Sovereignty of Action

Week 11: Archetypes of the Micro Activist
Finding Your Role (Omkari Williams)

The Indispensable, The Producer, The Organizer, The Headliner. Why "spreadsheet-ing the hell out of an initiative" is a leadership act.

Week 12: Mycelial Networks
Distributed Resistance & Relational Organizing

Algorithmic resistance: Repurposing algorithms used to monitor gig workers. Narrative defense systems.

Week 13: Physical Sovereignty and Tactical Urbanism
Bypassing Traditional Planning with "Test Before You Invest"

A fast, low-cost approach to enacting temporary changes to catalyze long-term improvements in the built environment. It relies on Agility & Affordability, Experimentation & Adaptability, Data-Driven Evaluation, and Inclusive Public Participation to confront failing policies.

Key Characteristics: A phased approach for local solutions with a short-term commitment that acts as a first step toward longer-term change, building social and organizational capital while offering low risk with potentially high rewards.

Unit 7: Technical Mastery for the Advocate

Week 14: Prompt Engineering I (CARE)
Context, Ask, Rules, Examples

Drafting policy responses and analyzing bias in large datasets.

Week 15: Prompt Engineering II (REFINE)
Iterative Nuance and factual Grounding

Bridging the capacity gap: Acting as your own research assistant and comms director.

Unit 8: Impact Independence Showcase

Week 16: Final Synthesis
Showcase of Infrastructure Prototypes

Presenting automated tools and "Theory of Change" models for decentralized social impact.

Living Skills Checklist

  • Calculation of Personal FIRE Number
  • Establishment of Encrypted/Self-Hosted Comms
  • Drafting of a Three-Stage "Theory of Change"
  • Creation of a Functional Scraper or LLM Pipeline
  • Authorship of a Set of "Policy Patterns" using the CARE framework