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In a previous piece, I described what happens when ideas move from abstraction into mass use. They tend to lose fidelity along the way. What begins as theory arrives as posture, and what returns is often a reinforced version of something only partially understood.
That process raises a second question.
What kinds of systems can survive that kind of pressure?
Whether we are talking about an ideology, a scientific framework, or a political structure, the answer is less mysterious than it first appears. The systems that endure—and, more importantly, the ones that improve over time—share a common feature: they contain some built-in way of correcting their own errors.
At some point in their operation, they turn inward. They compare outcomes to expectations, theory to reality, and allow that comparison to have consequences. When the mismatch becomes difficult to ignore, something gives. Assumptions are revised, methods adjusted, conclusions reconsidered. Not always quickly, and rarely cleanly, but the process exists.
Without that phase, a system can still function for a time. It can even appear successful. But it has no reliable way to distinguish between being right and merely being unchallenged.
This is where the divergence begins.
Some systems treat failure as information. Others treat it as an external intrusion. In the first case, error becomes a resource—something to be examined, incorporated, and learned from. In the second, it becomes something to be explained away, often by shifting attention outward.
The pattern is familiar. When predictions fail, the explanation drifts toward circumstances, interference, or incomplete implementation, rather than toward the model itself.
That difference is not cosmetic. It determines whether a system gradually converges toward reality or begins to drift away from it.
Certain ideological systems illustrate the problem. When outcomes fail to match predictions, the failure is often attributed not to the theory itself, but to contamination from external forces—imperfect implementation, hostile environments, insufficient commitment. The theory remains intact; the world is judged to have fallen short.
“If no possible outcome can count as disconfirming evidence, a system doesn’t just resist error—it begins to accumulate it.”
That move preserves internal coherence, at least on the surface, but it comes at a cost. If no possible outcome can count as disconfirming evidence, then the system has insulated itself from correction. It can adapt in form—changing language, adjusting strategy—while leaving its core assumptions largely untouched.
In practice, this kind of insulation does not operate in a vacuum. Correction, when it happens, is often forced from the outside—through competition, failure, or pressure from systems that are less tolerant of error. The process is uneven, sometimes delayed, and not always recognized for what it is.
Still, the underlying constraint remains.
No system is exempt from it. Any framework that cannot absorb disconfirming evidence will eventually begin to separate from the reality it claims to describe, regardless of how compelling its starting assumptions may have been.
Where error cannot be internalized, it does not disappear. It accumulates.
And once that accumulation becomes visible, trust begins to erode—not necessarily because people have worked through the theory in detail, but because the outputs no longer align with what they can see for themselves.
This is where the two dynamics meet.
Ideas that lose fidelity as they spread place additional strain on the systems that carry them. If those systems can absorb and correct for that loss, they tend to stabilize. If they cannot, the distortion compounds.
The difference is not a matter of intent or intelligence. It is structural.
A system that cannot, or will not, update itself in response to reality does not simply make mistakes it will simply accumulate them.

Would people hold the views they do if they understood the first principles those views rest on?
I suspect many would at least pause. Not necessarily abandon their position, but slow down long enough to ask what exactly they are affirming. This is not a universal pattern, but it shows up often enough in public discourse to be worth paying attention to.
What I am describing is a kind of reverse percolation. Ideas that begin in highly abstract settings move downward into activism and identity, where they are simplified, moralized, and widely adopted. Something is lost in that movement. The underlying logic—the structure that gave the idea its shape in the first place—does not always make the trip.
Take a common example.
One influential strand of queer theory makes a striking claim: that identity need not be grounded in any stable essence, but instead takes shape in relation to what is considered normal or legitimate. At the level of theory, this is an attempt to examine how norms are constructed and how they operate, often in ways that are invisible to those who benefit from them.
But when that framework moves out of the seminar room and into everyday political identity, it tends to arrive in a thinner form. The scaffolding is gone. What remains is the posture.
“Ideas move downward into mass use, losing fidelity as they go, and return upward not as refinement, but as reinforcement—positions hardening around ideas that have already shed much of what made them coherent.”
That shift creates a tension that is easy to miss. If an identity is defined in relation to norms, then friction with those norms is not an accidental byproduct; it is part of the structure. Yet many who adopt the language of queer politics encounter that friction as if it were imposed entirely from the outside, rather than something partly generated by the logic they have taken on.
This is where the gap begins to open—between first principles and lived adoption.
What makes the dynamic more interesting is that it does not run in a single direction.
A similar distortion can be seen in conservative responses, where disparate strands of progressive thought are often folded together under the single label of “liberalism.” In doing so, distinctions that matter are blurred or lost altogether. Classical liberalism, with its emphasis on individual rights, pluralism, and limits on power, is not interchangeable with theoretical frameworks that aim to critique or unsettle those foundations.
Once those categories collapse into each other, critique starts to rest on unstable ground.
The result is less a clash of well-formed positions than a kind of mirrored simplification. On one side, ideas are adopted without much reference to their internal logic. On the other, they are opposed without being clearly identified. Whether the greater loss happens in adoption or in response is difficult to say, and in a sense it does not matter; each process feeds the other.
This is where the reverse percolation effect completes its cycle.
Ideas move downward from abstraction into mass use, losing fidelity as they pass through each layer. They are then taken up again, interpreted, resisted, or amplified by others working from similarly partial models. What comes back is not refinement. It is reinforcement—positions hardening around ideas that have already shed much of what made them coherent.
At that point, disagreement becomes inevitable, because the participants are no longer operating within the same conceptual frame. Understanding does not so much fail as it is quietly set aside.

Glossary
Queer Theory
A body of academic thought that examines how categories like sex, gender, and sexuality are constructed, regulated, and experienced. It often challenges the idea that these categories are fixed or natural, instead emphasizing their fluidity and relationship to social norms. The field is not monolithic, and different strands place different weight on these elements.
Classical Liberalism
A political philosophy centred on individual rights, equality before the law, freedom of expression, and limits on state power. It forms the foundation of many modern democratic systems and emphasizes pluralism within a shared legal framework.





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