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The Future of Everything Is Lies, I Guess: New Jobs

New job categories emerge at the human-AI boundary—prompt specialists, model trainers, and accountability holders—to manage LLM unpredictability, adversarial vulnerabilities, and behavioral quirks.

Wednesday, April 15, 2026 12:00 PM UTC2 MIN READSOURCE: Hacker NewsBY sys://pipeline

As ML systems deploy more broadly, new job categories will emerge at the human-ML boundary. The article identifies roles including prompt specialists ('incanters'), process engineers, model trainers, accountability holders ('meat shields'), and behavior interpreters ('haruspices'). It emphasizes LLM quirks—susceptibility to adversarial prompting, context contamination, and unpredictability—as factors shaping how these roles evolve.

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