Is AI Really Going to Change Everything? Let's Find Out.
Explore articles on misinformation and AI’s role in work and job markets. For workers, students, and career changers, with varied views and regular updates.
Anthropic Thinks Claude Might Suffer. Here’s the Proof They Cite Anthropic cites pre-deployment testing showing Claude Opus 4 exhibits a “pattern of apparent distress” when engaging with harmful requests, a strong aversion to harmful tasks, and a tendency to end harmful conversations when given the ability. A peer-reviewed arXiv paper found models “bail” from conversations … Read more
Your AI Can Now Say “I’m Done”: Here’s When It Happens AI models like Claude Opus 4 and 4.1 can end conversations when users persist with harmful or abusive behavior despite repeated redirection attempts. This feature, developed as part of Anthropic’s “model welfare” research, remains a rare last resort. Anthropic’s updated Usage Policy, effective November … Read more
Claude Can Now Hang Up on You: What Anthropic’s AI Welfare Move Means Anthropic has given Claude Opus 4 and 4.1 the ability to end conversations with users who persist in harmful or abusive behavior. The company frames this as an exploration of “model welfare”—the idea that AI systems might warrant moral consideration. Most users … Read more
Artificial Superintelligence: What People Fear Most and What the Evidence Says The most common fear about artificial superintelligence is loss of human control — that AI could eventually surpass human intelligence, act against human interests, or spiral beyond our ability to govern it. A 2026 survey found 78% of Americans believe advanced AI could destroy … Read more
The Real Dangers of AI: What the Evidence Says in 2026 The most common fear about AI is job displacement, with a median of 55% of adults in high-income countries expecting AI to reduce jobs in the next 20 years. Deepfakes, privacy loss, and algorithmic bias are evidence-based near-term harms. Existential risk remains debated among … Read more
AGI Explained: What Happens When AI Matches Human Intelligence Artificial General Intelligence (AGI) refers to AI systems that can learn and perform any intellectual task a human can, across all domains. It does not exist yet. Expert timelines range from 2026 to 2040, but there is no scientific consensus. The biggest concerns are job displacement, … Read more
Why Millions Fear AI Job Loss — And What to Do About It The most common fear about AI is job displacement — that machines will make human workers obsolete. Surveys show 36% of workers globally worry AI could replace their jobs, and 89% fear AI job loss generally, even if they don’t expect it … Read more
Is the Fear of AI Justified — or Is It Overblown? Fear of AI is partially justified but unevenly distributed. The most evidence-based concerns are job displacement for entry-level workers, AI-generated misinformation, and algorithmic bias. Existential risk remains debated among experts, with median estimates around 5–10% for catastrophic outcomes. Near-term harms are documented; speculative risks … Read more
Will AI Replace Humans? Separating Fear From Reality AI is replacing specific tasks and some jobs, not humans as a species—at least not in the near term. Expert surveys show a median 5–10% probability of catastrophic outcomes from advanced AI, with estimates ranging from 0.01% (Yann LeCun) to over 10% (Geoffrey Hinton, Evan Hubinger). The … Read more
Why Do So Many People Feel Like They’re Falling Behind on AI? People feel behind on AI because the pace of change is objectively faster than any previous technology wave, and the tools are intruding into cognitive work that professionals built careers around. Henley Business School found 61% of workers feel overwhelmed by AI’s pace … Read more