Real stories. Real consequences. Real lessons.
We track how AI shows up in the world—courtrooms, clinics, classrooms, and culture—separating signal from hype so you can make smarter choices.
Case by case
Breakdowns of real incidents where AI helped—or hurt—people and institutions.
Practical guardrails
Simple checklists and defaults you can use at work and at home.
Culture & policy
Context that connects headlines to decisions, incentives, and outcomes.
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Disclaimer: AI IRL is commentary and education, not legal or medical advice. Information may be incomplete or change; verify critical decisions with qualified professionals.