Posts tagged with Public Policy - GlobalSouth.ai – AI governance grounded in Global South realities

The Ghost in the Machine: Uganda's Ndaga Muntu and the High Cost of Digital Identity

How Uganda's Ndaga Muntu national ID system exposes the human cost of digital identity when legal status, public services, finance, education, and land rights depend on fragile registry infrastructure.

Core Team

April 11, 2026

Kenya's Digital ID Crossroads: How Huduma Namba and Maisha Namba Risk Exclusion by Design

AI-Fairness

AI Fairness 101 - Real-World Incidents 11

Kenya's Digital ID Crossroads: How Huduma Namba and Maisha Namba Risk Exclusion by Design

How Kenya's shift from Huduma Namba to Maisha Namba exposes the fairness, legal, and infrastructure failures that can turn digital identity into exclusion by design.

Core Team

April 10, 2026

Access Denied: How India's Digital 'Cure-All' Became a Real-World Fairness Crisis

AI-Fairness

AI Fairness 101 - Real-World Incidents 2

Access Denied: How India's Digital 'Cure-All' Became a Real-World Fairness Crisis

How Aadhaar’s promise of digital inclusion turned into one of the largest algorithmic exclusion crises in the world.

Core Team

January 8, 2026

Tag: #Public Policy

The Ghost in the Machine: Uganda's Ndaga Muntu and the High Cost of Digital Identity

Kenya's Digital ID Crossroads: How Huduma Namba and Maisha Namba Risk Exclusion by Design

Access Denied: How India's Digital 'Cure-All' Became a Real-World Fairness Crisis

The Ghost in the Machine: Uganda's Ndaga Muntu and the High Cost of Digital Identity

Kenya's Digital ID Crossroads: How Huduma Namba and Maisha Namba Risk Exclusion by Design

How AI Bias Locked Out Millions of Job Seekers (A Case Study on Mobley v. Workday)