THE DISSECTION

What the Text Is Really Doing: Constructing a false epistemological framework around a survey of expressed preferences, then calling it evidence of "cognitive shift." The paper treats stated valuation of "human intelligence" (HI) as if it maps to economic reality. It does not.

The Core Fallacy: Conflating psychological comfort with structural viability. Students saying they "prefer" HI is not the same as HI having market value. These are the verbal rituals of a dying relationship—affirmations that no longer correspond to function.

THE HIDDEN ASSUMPTIONS

1. "Preference for HI" = meaningful economic signal. It doesn't. Expressed preferences are cheap talk when the labor market is not buying what they're selling.

2. Survey responses reflect stable epistemic states. The four-phase model (hype → distrust → trust → dependency) describes learned helplessness wearing the costume of insight. Dependency is the endpoint, not a rebalancing.

3. Students are reappraising HI's value based on evidence. More likely: they are rationally signaling value to an institution that will still hire AI systems over them, and publicly affirming human worth as psychological self-protection in a market that no longer requires their participation.

4. No labor market data. Zero analysis of employer preferences, hiring outcomes, wage trajectories, or actual task displacement. The paper lives entirely inside the survey bubble.

THE SOCIAL FUNCTION

Classification: Ideological anesthetic. This paper performs institutional self-reassurance. It lets universities claim they are "cultivating healthy relationships with AI" while the CS graduates they produce are being structurally devalued by the systems they are trained to build and use.

The design-course cohort jumping 36 percentage points in "HI preference" by 2026 is not evidence of wisdom. It is evidence that students have correctly identified that aesthetic judgment and creative direction are among the last human domains AI hasn't fully commodified yet—and they are betting their futures on that lag holding. That is not a cognitive shift. That is a desperate wager on residual moats.

THE VERDICT

This paper is a transition management artifact. It takes the psychological defense mechanism of a generation being structurally displaced and repackages it as "healthy reappraisal of human intelligence." It provides institutional cover for what is actually a mass reclassification of human cognitive labor from productive input to aesthetic preference.

The DT framework does not care what students prefer in polls. It cares about who gets paid. As of this paper's own implicit logic: if HI preference required a 36-point poll swing to stay relevant, it was already gone.

Final Note: The references to "learner autonomy" and "epistemic agency" are doing ideological labor to make displacement feel chosen. This is the academic equivalent of "you're not losing your job, you're being freed to pursue your authentic potential." It is hospice dressed as opportunity.