How conversation designers are evolving into LLMOps analysts, and why linguists are uniquely suited for monitoring and improving GenAI systems.

Annotation of So, Cheng & Krishna Murthy (2026). Proposes a spectrum of LLM interface metaphors.

Voice as a background layer, not a foreground tool.

Something is shifting in how AI products are built and monitored. The people closest to language, meaning, and user intent — conversation designers — are finding themselves pulled into a new role: evaluating and improving LLM behaviour in production.

Annotation of So, Cheng & Krishna Murthy (2026). Proposes a spectrum of LLM interface metaphors from anti- to hyper-anthropomorphism to encourage critical engagement with AI systems and counter uncritical acceptance.

Voice as a background layer, not a foreground tool. The question isn't "how do users talk to the system" but "how does the system stay out of the way until needed." Ambient means persistent presence without attention demand.