The Volume Guide

Gender, Power, and Emerging Technology:
Governing the Default

01

AFRICAN KNOWLEDGE SYSTEMS /  RELATIONAL ETHICS

Judging Intelligence Through Lineage

What counts as intelligence changes when technology is judged through reciprocity, obligation, and care for what comes after.

by Wakanyi Macharia-Hoffman + Dr. Annette Markham

Chapter: Ethics as Fermentation

02

FINLAND / STRUCTURAL ABSENCE

Seeing Distortion, Not Just Absence

AI systems not only erase marginalized knowledge; they distort it, down-rank it, and make it appear less credible.

by Kira Sjöberg

Chapter: Herstory as an Analytic Lens

03

YOUTH & AI SAFETY

Making Relational Harm Governable

When young people absorb AI’s emotional costs, relational harm becomes a governance issue—not a private family problem.

by Christine Haskell, Ph.D. & Leah Jacobs

Chapter: Governing the Heart of the Machine

04

COMPANION AI

Defining Friendship Before Platforms Do

As AI companions reshape friendship and care, institutions must define relational boundaries before platforms define them by default.

by Tricia Friedman

Chapter: Is Friendship a Technology?

05

MENTORSHIP AS RELATIONAL CARE

Treating Mentorship as Infrastructure

 

Mentorship is not informal support work; it is relational infrastructure for attention, trust, accountability, cultural translation, and the development of judgment.

by Dr. Emaneli “Emi” Barresi

 

 

Chapter: AI Doesn’t Mentor Like We Do

06

WOMEN’S HEALTH AI

Making Refusal a Governance Outcome

The question is not only whether a health AI system is accurate, but whether it can be paused, questioned, redesigned, refused, and repaired before harm is scaled.

by Dr. Johnna D. Wesley + Heather Stegner + Dr. Heather H. Ward

 

Chapter: Beyond Bias

07

NIGERIA / FINANCIAL SYSTEMS

Making Participation Legible

Financial systems exclude women when they define valid evidence too narrowly. This chapter makes economic participation visible, contestable, and institutionally revisable.

by Prof. Nubi Achebo, Ph.D.

 

Chapter: Empowering Women by Governing Legibility

08

HYPERLOCAL GOVERNANCE

Letting Public Work Shape AI

Local governments need more than vendor promises or high-level policy; staff, residents, and oversight bodies need ways to shape AI where it enters public work.

by Sarah Bland

 

Chapter: AI Governance Is Hyperlocal: A Participatory Framework

“The hideous mantra ‘move fast and break things’ has become the governing ideology of a technological oligarchy that remains largely white, male, overconfident, and insulated from the consequences of its own creations. Most people have little control over the systems these actors impose on society, and marginalized communities are too often left to absorb the damage. Gender, Power, and Emergent Technology explains why this pattern must be reversed: those most affected by a system should have real authority in governing it. Every chapter offers not only a theoretical critique of what is wrong with modern technologies, but practical recommendations for how institutions can make care, accountability, and repair part of their design. I hope it will be read widely.”

Alberto Cairo
Knight Chair in Infographics and Data Visualization, University of Miami; author of The Art of Insight

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