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This article argues that advanced AI will create an overwhelming number of "control points" requiring human oversight across all industries, leading to a shortage of skilled human jobs. It proposes that committing to the axiom of "human flourishing" justifies the continued need for human experts to maintain control and steer AI development.
Gricea is an open‑science platform that packages conversational AI studies as reusable artifacts. It demonstrated high reproducibility on prior papers and enabled diverse users to build runnable experiments, addressing fragmentation in CAI research.
Cross‑corpus study of gaze behavior in two collaborative dialogue datasets (MapTask, MUNDEX) shows that task‑aligned references correlate with more task‑directed, less partner‑directed gaze, lower entropy and fewer transitions. Temporal gaze features (MapTask) and raw proportion features (MUNDX) modestly improve grounding prediction over baselines, but effects are small and diminish when aggregat…
