Fresh perspectives from independent writers around the world.
AI models have mastered the art of sounding certain while being completely wrong. Here's why this matters more than you think.

Distribution shift is destroying AI deployments across industries. Here's what's actually happening when your model encounters the real world.

Your AI assistant isn't broken—it's doing exactly what it was trained to do. Here's why machines confidently invent facts and how we might finally fix this fundamental problem.

Large language models confidently invent facts, cite fake papers, and create entire historical events that never happened. We're treating it like a quirk instead of a fundamental crisis.

AI systems are hallucinating information with unsettling conviction. Here's what's actually happening inside the black box, and why confidence doesn't equal correctness.

AI systems don't just make mistakes—they make them with absolute certainty. Here's why your chatbot is so convincingly wrong.

AI systems confidently describe details that don't exist. We're finally understanding why—and what it means for trusting artificial intelligence.

Language models don't just make mistakes—they fabricate entire citations, scientific studies, and historical events with absolute certainty. Understanding why reveals something unsettling about how these systems actually work.

AI systems generate false information with absolute confidence. Meet the researchers building guardrails before these hallucinations cost someone their job—or their freedom.

AI systems have become so convincing at generating plausible-sounding answers that we've stopped asking whether they're telling the truth. Here's why confidence is AI's most dangerous feature.
