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 survive the **Signaling Crisis**—a world where AI noise has devalued digital outreach. Students will learn how to achieve "agency independence" by building "automated impact infrastructure" that doesn't just produce content, but coordinates **Proof of Human Work**: moving from "micro-activism" (digital noise) to "macro-presence" (physical mass) to 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: The Signaling Crisis & Proof of Human Work
From Digital Noise to Macro-Presence

The Challenge: When AI can generate infinite activism, digital signals hit zero value. We study the concept of **Proof of Human Work**—using AI not for "messaging," but for the coordination of physical bodies, capital, and real-world presence that cannot be algorithmically faked.

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