# The Safety-Capability Trade-off Is Real. Here Is the Empirical Proof. - Date: 2026-04-14 - Category: Agentics A new empirical study trained AI agents to resist manipulation for 10 generations. The agents got better at their jobs. They did not get harder to trick. That tradeoff is a structural constraint, not a bug. ---