Foundation Blogs & Impact Insights
Social Impact Journal
Ethical AI for Vulnerable Populations: Why the System Creates the Vulnerability
Vulnerability to an AI system is created by the relationship between a person and the system, not fixed in the person. What a genuine duty of care to vulnerable users requires.
Social Impact Journal
Designing for the Edge Improves the Centre - Why Inclusive AI Is Not a Trade-Off
Designing AI for vulnerable users is widely assumed to cost quality for everyone else. The evidence shows the opposite - designing for the edge improves the centre.
Social Impact Journal
Children's Digital Safety in the AI Age
Children are increasingly using AI-powered toys, apps, and assistants. Most products fail basic safety standards. Here is what good child safety in AI actually looks like.
Social Impact Journal
How AI Chatbots Fail Children
AI chatbots marketed to children frequently fail safety review. Here are the recurring failure patterns from the Foundation's audit work, and what good looks like.
Social Impact Journal
Privacy by Design for Children's AI Products
Children's AI products often satisfy COPPA and GDPR-K technically while collecting data families would not knowingly accept. Here is what privacy by design actually requires.
AI• May 27
The Same Four-Part Failure — Why AI Fails Every Vulnerable Group the Same Way
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AI• May 27
A Duty of Care Is Not a Consent Screen - What It Actually Requires of an AI System
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AI• May 27
Designing for the Edge Improves the Centre - Why Inclusive AI Is Not a Trade-Off
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AI• May 27
Vulnerability Is Situational - Why It Eventually Concerns Everyone
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Digital Safety• May 19
Children's Digital Safety in the AI Age
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Digital Safety• May 19
How AI Chatbots Fail Children
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Read All Blogs & Impact Insights
Explore our comprehensive library of case studies, offline-first AI tutor playbooks, and rural community empowerment frameworks.
Digital Safety• May 19
Children's Digital Safety in the AI Age
Children are increasingly using AI-powered toys, apps, and assistants. Most products fail basic safety standards. Here is what good child safety in AI actually looks like.
READ MORE →
Digital Safety• May 19
How AI Chatbots Fail Children
AI chatbots marketed to children frequently fail safety review. Here are the recurring failure patterns from the Foundation's audit work, and what good looks like.
READ MORE →
Digital Safety• May 19
Privacy by Design for Children's AI Products
Children's AI products often satisfy COPPA and GDPR-K technically while collecting data families would not knowingly accept. Here is what privacy by design actually requires.
READ MORE →
Digital Safety• May 19
Evaluating Educational AI for Age-Appropriate Content
AI in education is being deployed faster than it is being evaluated. Here is how the Foundation evaluates educational AI for age-appropriate content and design.
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Digital Safety• May 19
The Regulatory Landscape for Children's Digital Safety in the AI Age
Children's digital safety regulation is moving fast across the UK, EU, US, India, and beyond. Here is how the major frameworks compare and converge for AI-affecting children.
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Digital Safety• May 19
What to Ask Before Buying an AI Product for a Child
Most AI products marketed to children are not independently evaluated. Here is a practical, plain-language checklist for families considering an AI product for their child.
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