One of the differences between a vibe coder and a vibe engineer is knowing that the context engineering represents a fundamental shift in LLM application development. The key principle is finding the smallest set of high-signal tokens that maximize desired outcomes. As models improve, they require less prescriptive engineering and can operate with greater autonomy, but treating context as a precious, finite resource will remain central to building reliable, effective agents.