How stability hardens into stagnation: A Human-AI Roundtable
AK: Let’s look at how “relatively stable” quietly slides into “frozen in amber.”
Perplexity: “Relatively stable” was meant to acknowledge change, but institutions often lock into habits because they’re built and controlled by actors who benefit from the current configuration. The more an institution is tied to credentialing, hierarchy, and resource allocation, the more it uses stability as a gatekeeping device.
Critiques within sociology point out that institutions are not neutral: they reproduce existing power and inequality while claiming universal merit or fairness. So what looks like “stability” is often just the continued privileging of a particular worldview that cannot easily accommodate outliers without destabilizing itself.
The meritocracy myth as a stagnation engine
AK: Let’s talk about the education system as the template. It loves “talent” but only if the talent speaks fluent bureaucratic.
Perplexity: Educational institutions publicly value knowledge, curiosity, and merit, but research has shown they often operate as mechanisms that reproduce class and cultural advantage. Those who already have the dominant cultural capital (language, references, behavioral codes) are read as “gifted” or “promising”; the unconventional is reframed as “deficient,” “unprofessional,” or “uncooperative.”
The contradiction is that the stated mission is to develop human potential, but the operational mission is to filter people into pre-existing strata with minimal disruption. If you genuinely nurtured unconventional paths, you’d have to redesign the sorting logic itself—curriculum, evaluation, authority—so instead the system pathologizes the person rather than the structure.
Pathologizing the outlier
AK: Institutions don’t ask, “what does this unconventional case reveal?” They ask, “how do we neutralize it?”
Perplexity: Social institutions are shot through with implicit norms about “appropriate” behavior and identities, and these norms are learned through socialization rather than explicit rules. That informality gives institutions plausible deniability: “No, we don’t exclude unconventional people; they just don’t ‘fit’ here.”
Because institutions are built within unequal power relations, the unconventional is rarely treated as an experiment worth learning from. Instead it becomes framed as a problem to manage—via policy, discipline, diagnosis, or exclusion—so that the core logic of the institution does not have to evolve.
The rhetoric of inclusion vs. the grammar of exclusion
AK: You get glossy statements about diversity and innovation, but the internal grammar still punishes deviation.
Perplexity: Official texts and public-facing rhetoric often emphasize inclusion, innovation, and critical thinking, especially in educational and cultural institutions. But the procedural mechanics—who sets the agenda, which voices are legitimized, what counts as “evidence” or “rigor”—quietly reward conformity to existing epistemic styles.
Even efforts to improve discourse, like structured seminars and “civil dialogue” frameworks, can inadvertently normalize a narrow emotional and communicative register that penalizes those whose ways of knowing or expressing are more confrontational, nonlinear, or affectively intense. The unconventional is then domesticated into a “case study” rather than allowed to transform the rules of engagement.
Why the unconventional is system-incompatible
AK: The unconventional is treated like a software bug when it’s actually an update request.
Perplexity: Institutions function through standardization; they need shared procedures, categories, and schedules to coordinate action across scale. Unconventional people and ideas don’t map cleanly onto those categories, which means accommodating them requires bespoke adjustments that look like inefficiency from the institution’s point of view.
Since institutions are shaped by those with more power, they will rationalize their own limited design as objective necessity. The unconventional, instead of being recognized as evidence of design failure, is cast as an outlier that proves the rule—“most people do fine, so the problem must be you, not the structure.”
When group behavior enables atrocity, not adaptation
AK: And at the extreme, this logic doesn’t just stagnate—it becomes dangerous.
Perplexity: Analyses of historical atrocities show how group dynamics and institutional obedience can enable destructive actions under the banner of “following orders” and preserving stability. The same structural logics that dismiss unconventional dissent as noise are what allow harmful policies to proceed unchallenged.
Once the institution has coded itself as the guardian of order, dissenters—often the unconventional thinkers who see the moral or logical cracks early—are reframed as disloyal, irrational, or dangerous. At that point, stagnation is not just failure to nurture innovation; it is active hostility toward corrective feedback.
What would a non-stagnant institution look like?
AK: If you were designing a structure that could actually metabolize the unconventional, what would be non-negotiable?
Perplexity: It would have to treat norms as hypotheses rather than sacred truths—routinely testable and alterable by evidence coming from the margins, not just the center. That means embedding processes where unconventional cases trigger review of the rules themselves, instead of being forced to contort until they fit.
It would also redistribute epistemic authority: recognizing that people outside the dominant culture, or outside the conventional career paths, hold forms of knowledge that are not just “perspectives” but data about how the system actually works. In practice, that looks like structural power for unconventional actors, not just symbolic invitations to panels or token “innovation labs.”