Amazon Web Services researchers and leadership are warning that AI agents deployed in production can drift off task without adequate guardrails, with failures tied to more than model capability. In an AWS research release, scientists document technical reasons agents can outsmart themselves and call for redesigning the software layer between models and their tools; AWS director of applied science Ano Deoras said teams may be “flying blind” without controls.