Teens are using AI for guidance, not just grades.Emotional reliance on AI is already emerging.Usage is outpacing safeguards.Design choices will shape developmental impact.Governance — not access — is the real risk lever.Experts are increasingly observing a behavioral shift among teenagers: they are turning to artificial intelligence not just for task...
Why Ontology Is Not the Only Guardrail for AI — And What Actually Keeps AI Humans on Track
A recent article in VentureBeat claimed that “ontology is the real guardrail” for controlling AI systems and preventing agents from misunderstanding their tasks. The argument is tidy, appealing, and technically useful in narrow enterprise applications.It is also incomplete — and in many use cases, flatly incorrect.Ontology can help coordinate business...
When AI Fails to Feel: Why Yara’s Collapse Was Predictable—and What the Industry Must Learn
When Yara AI shut down, the founder announced a sweeping conclusion: emotionally responsive AI systems are too dangerous to be used in mental-health–related contexts. The claim was absolute — that no matter how they are built, such systems will inevitably fail when users are truly vulnerable.That interpretation has already begun...