Interpretability

Mapping AI Alignment: How Researchers Try to Make Advanced Systems Safe—and Why No Single Method Works

AI alignment research explores multiple strategies like human feedback, interpretability, and layered safety, but no single method reliably ensures advanced AI systems remain safe and aligned with human intentions. Understanding alignment requires examining the strengths and limitations of each approach, as current techniques cannot guarantee prevention of all unsafe outputs.