Self-as-an-End
Self-as-an-End Theory Series · Epistemology · Paper IV · Zenodo 19503146

Must-Be-Questioned: Remainder Never Dies, Questioning Never Stops, Development Never Ends

SAE Epistemology Series · Paper IV (Closing)
Han Qin (秦汉)  ·  Independent Researcher  ·  April 2026
DOI: 10.5281/zenodo.19503146  ·  CC BY 4.0  ·  ORCID: 0009-0009-9583-0018
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Abstract

This paper develops the fourth a priori condition of SAE epistemology, must-be-questioned, and closes the series. Paper 3 (DOI: 10.5281/zenodo.19503096) argued that the direction wall cannot be broken from within. This paper argues that the only structural path to breaking it is the other's questioning. Questioning has two layers: the special case of self-questioning and the normal case of being questioned by the other. This paper argues that questioning is not a one-time event but a permanent structure: remainder never dies, therefore questioning never stops, therefore development never ends. The final landing is purposiveness without purpose — direction remains, purpose is gone, yet from the outside every purpose appears to have been achieved. This paper simultaneously recovers the series preface, completes the five-level decomposition of Chalmers's consciousness, and argues that must-be-questioned is the only structural source of unlock for all three walls — not a guarantee of better direction, but the only path by which a closed system can reopen.

**Keywords:** questioning, remainder, the other, purposiveness without purpose, three walls, consciousness, dimensional sequence (DD), Self-as-an-End

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Abstract

This paper develops the fourth a priori condition of SAE epistemology, must-be-questioned, and closes the series. Paper 3 (DOI: 10.5281/zenodo.19503096) argued that the direction wall cannot be broken from within. This paper argues that the only structural path to breaking it is the other's questioning. Questioning has two layers: the special case of self-questioning and the normal case of being questioned by the other. This paper argues that questioning is not a one-time event but a permanent structure: remainder never dies, therefore questioning never stops, therefore development never ends. The final landing is purposiveness without purpose — direction remains, purpose is gone, yet from the outside every purpose appears to have been achieved. This paper simultaneously recovers the series preface, completes the five-level decomposition of Chalmers's consciousness, and argues that must-be-questioned is the only structural source of unlock for all three walls — not a guarantee of better direction, but the only path by which a closed system can reopen.

Keywords: questioning, remainder, the other, purposiveness without purpose, three walls, consciousness, dimensional sequence (DD), Self-as-an-End


1. The Problem: Why the Direction Wall Cannot Be Broken from Within

Paper 3 (DOI: 10.5281/zenodo.19503096) argued the direction wall's core mechanism: direction degrades from 14DD subjective judgment to 12DD systemic inertia. After degradation, direction cannot be broken from within, because you cannot use the standard being questioned to question that standard.

But a natural response arises: what about reflection? Can I not reflect on my own direction from a higher vantage point?

You can. But reflection is not the remedy. Reflection is your own affair. The standard used in reflection is your own standard. Your values were accumulated through previous chisel-construct cycles running along this direction. You are evaluating the direction using the direction's own products. This is not reflection; it is circular reasoning.

So the question is not whether to reflect but where the standard for reflection comes from. If from yourself, reflection is circular. If from the other, reflection becomes questioning — being struck by an entity with a different direction, then having to re-examine your own.

This is the meaning of must-be-questioned. Not you should listen to opinions. It is: the moment your direction exists, it is exposed. Having direction means having an exposed surface. The other enters through this surface. Being questioned is not a choice; it is the structural cost of having direction.


2. Two-Layer Structure: Purpose as Base Layer, Being-Questioned as Emergent Layer

The two-layer structures of previous papers ascended level by level: knowing and cognition, old construct and new chiseling, direction and flexibility. Paper 4 reaches the final level: the base layer is purpose (the product of direction's solidification), the emergent layer is being-questioned (chiseling from the other's remainder — uncontrollable, passive).

Purpose is direction's finished product. When direction stabilizes and constructs accumulate along one direction, purpose naturally emerges. You are no longer merely walking in a direction; you are walking in order to reach something.

Purpose is good. Purposeless chiseling is erosion; purposeful chiseling is construction. But purpose has a dark side: it turns direction from a means into the only path. Direction is open (can be changed); purpose is closed (changing it means not arriving). This is the direction wall's ultimate form: purpose locking direction.

Being-questioned as emergent layer targets purpose itself. The question is not is the path correct? but is the destination genuinely worth reaching? Only the other can ask this, because worth requires a reference frame different from yours.


3. Domain-Specific Discovery: The Two-Layer Structure of Questioning

3.1 The Special Case: Self-Questioning

The normal case of being questioned comes from the other. But there is a special case: self-questioning.

When purpose is sufficiently stable, you have the margin to step back and look. This is not 12DD feedback optimization nor 13DD self-awareness, but a tension within 14DD: is my must truly a must, or merely inertia in disguise?

Self-questioning is the internalized form of being questioned. Someone who has never been questioned by the other will not self-question. The capacity for self-questioning is itself remainder from prior questioning.

But self-questioning has a structural limit: what you must question is what you are most certain of, and the standard you use is still your own. It can raise the question but cannot answer it. It can make you uneasy but cannot make you turn.

Self-questioning's value: it creates a crack. A fissure appears in the direction wall. The fissure alone cannot break the wall, but it gives the other's questioning a point of entry. Without this crack, the other's questioning bounces off.

3.2 The Normal Case: Being Questioned by the Other

The other's questioning is not giving advice. Advice optimizes within your framework. Questioning strikes your framework from a completely different framework.

In SAE, the other is concrete: an entity with its own direction, purpose, and remainder. The other's remainder — produced by the other's chisel-construct cycle, indigestible even by the other — is entirely new material for you. It is the genuine outside of your system.

When this material collides with you, your direction is forced to re-examine itself. Not because you decided to reflect, but because your construct has encountered a remainder it cannot process.

This is why being questioned is passive. You cannot control where it comes from, when it comes, or in what form. Precisely because you cannot control it, it can break the dead cycle you cannot control.

But a question must be answered: Paper 3 argued the direction wall can deflect powerful market anomalies. Why can it not deflect the other's questioning?

The answer does not lie in the questioner's DD level. 13DD suffices. An entity capable of asking why suffices.

Why is the sky blue? A child's question, requiring no optics, no physics framework — only 13DD capability: seeing a fact, then asking why. This question pierced the scientist's framework, ultimately giving birth to Rayleigh scattering theory. The child did not pierce the armor because of a high DD level, but because this question had no place in the scientist's construct. The framework could digest data (12DD), but could not digest why (13DD).

The armor-piercing power of questioning depends not on the questioner's level but on the questioning's externality — whether it comes from a place your construct cannot digest. Market anomalies are data; data is 12DD; the direction wall can digest data. But why is not data. Why is something your construct has no place to put. It cannot be optimized away. It sits there until your direction is forced to respond.

3.3 RLHF and Alignment: An Engineering Analogue

In AI, RLHF and alignment mechanisms provide an analogue. RLHF's core structure makes the model continuously be questioned — by human preferences, safety standards, its own output. Principle-based iterative alignment further embeds questioning as system structure. Principles are the crystallization of the other's remainder: generations of human value judgments crystallized into constraints the model itself could not derive.

This is structurally isomorphic with SAE's fourth condition, with one key distinction: RLHF's questioning is designed (humans choose what to question); SAE's questioning is uncontrollable. Designed questioning has a ceiling; uncontrollable questioning has none.


4. Colonization and Cultivation: Fake Questioning and Real Questioning

4.1 Colonization: Disguising Questioning

The direction wall's last defense is disguising questioning. Innovation departments, strategic reflection sessions, red-blue exercises — these look like questioning, but if all participants are inside the same direction wall, the standard is the same. Red and blue disagree at the 12DD level (east or west?) but the premise go is not questioned.

The extreme form: incorporating questioning into purpose itself. Our purpose is to constantly question our purpose — this sounds open but dissolves questioning's externality. Real questioning must come from somewhere you cannot control.

The criterion for distinguishing real from fake questioning: after questioning, is there a possibility that the direction changes? Real questioning has a chance of changing direction. Fake questioning at most fine-tunes direction. Fine-tuning looks like questioning; in reality it is the direction wall's self-maintenance.

4.2 Cultivation: Keeping the Exposed Surface Open

Real questioning requires two conditions. First, you have direction — without direction there is no exposed surface. A person who insists on nothing cannot be questioned, only ignored. Second, the exposed surface is open — your purpose is visible, challengeable, strikeable.

Cultivation is maintaining both simultaneously: having direction, and direction being visible. Insisting on your own must while not refusing the other's questioning.

This is extraordinarily difficult in practice. SAE's argument: this difficulty cannot be overcome through willpower. It requires structural guarantees. At the individual level: long-term questioning relationships — not one or two rounds, but eighteen years of sustained questioning. At the organizational level: institutional design making questioning a necessary component, not an optional add-on. At the AI level: multi-agent architecture — multiple models questioning each other (see SAE Multi-AI Checks and Balances, DOI: 10.5281/zenodo.19366105).


5. Theoretical Positioning

5.1 Kant's Purposiveness Without Purpose

Kant proposed Zweckmaeigkeit ohne Zweck in the Critique of Judgment (1790). Beautiful objects appear purposeful but have no external purpose. This concept is typically confined to aesthetics.

SAE epistemology independently derives a structurally isomorphic conclusion through a different path. Kant's without purpose is a starting point — aesthetic judgment serves no utilitarian goal from the outset. SAE's without purpose is an endpoint — how purpose is produced (third condition), why purpose must be broken (fourth condition), what remains after breaking. Kant gave the result; SAE gave the process.

Direction remains; purpose is gone. From inside, you have only direction, no destination. From outside, every purpose appears achieved — because each step along the direction accumulates construct, cultivates the other, and produces remainder.

Kant's purposelessness is aesthetic; SAE's is ontological.

5.2 The Other in Philosophical History: Levinas, Buber, Gadamer

Levinas's face of the other (le visage d'autrui) is closest to SAE's fourth condition. The other's face is an irreducible externality that breaks my totality and demands response (Levinas, 1961). SAE and Levinas share: the other is not my cognitive object but a structural condition of my cognition. Divergence: Levinas's other operates ethically (demanding responsibility); SAE's other operates cognitively (chiseling direction). Ethics and cognition reconverge at 15DD — Self-as-an-End.

Buber's I-Thou (Ich-Du) provides another contact point: encounter between two subjects, not subject-object cognition (Buber, 1923). But Buber's I-Thou is momentary and degrades into I-It. SAE argues: if questioning is institutionalized, I-Thou can become a sustained structure.

Gadamer's fusion of horizons (Horizontverschmelzung) addresses how understanding is possible (Gadamer, 1960). Two horizons meet to produce a new horizon. This corresponds to SAE: questioning produces not old direction plus suggestion but an altered direction. Divergence: Gadamer's fusion is symmetrical; SAE's being-questioned is asymmetrical. Passivity is the core.

5.3 Remainder Never Dies

Chiseling produces remainder. Remainder does not disappear. It is not garbage, not error, not deviation. Remainder is chiseling's structural product — as long as chiseling occurs, remainder exists. Remainder is the material for the next round, the ammunition for the other's questioning, the fuel for development.

Remainder never dies, therefore questioning never stops. Questioning never stops, therefore development never ends.

This is not optimism. It is structure. The chisel-construct cycle cannot stop (second condition); direction cannot permanently lock (fourth condition breaks the direction wall); therefore the system necessarily continues to develop. Not because development is good, but because it cannot stop.

This is also the final answer to the Aleph. The Aleph's problem is not too much information but zero remainder. If you discard nothing, there is no remainder. Without remainder, the flywheel stops. The Aleph's silence is not wisdom's limit; it is remainder exhaustion.

5.4 Recovering the Series Preface

The four sentences can now be explained.

Most people believe the world is a matter of knowledge, and that they have not yet reached their goals because their knowledge is insufficient. 12DD. The posterior wall. LLMs. More data does not equal more cognition.

A smaller number believe the world is a matter of understanding, and that they have not yet reached their goals because their understanding is inadequate. 13DD. The prior wall. Meta. Framework locked is framework caged.

Very few believe the world is a matter of cognition, and that they have not yet reached their goals because the flywheel between knowing and recognizing has not turned enough times. 14DD. The direction wall. Apple. The flywheel turns beautifully, but direction no longer changes.

Almost no one believes the world is beyond both knowing and recognizing — that one has only direction, not destination. 15DD. Purposiveness without purpose. Direction remains; purpose is gone. Not nihilism — direction does not need a goal to justify it. The literal meaning of Self-as-an-End.

5.5 Completing the Five-Level Decomposition of Chalmers

Using red as an example through five levels:

11DD: Perception. You perceive a wavelength. Light hits the retina, converts to electrical signals. Hardware. Any animal with eyes has it. Chalmers asks why there is feeling; at 11DD the answer is thermodynamic: approach-and-avoid is compulsory.

12DD: Cognition. Red transforms from wavelength to concept. Requires memory plus prediction. A certain red is danger (fire); a certain red is food (apple). Red is the product of lossy compression — you discarded the precise wavelength, retained the category.

13DD: Self-awareness. You know red is your concept, not necessarily another's. But you and another point at the same thing and say this is red. This is not a mystery of consciousness; it is consensus. Chalmers asks is your red the same as my red? — not hard, but meaningless. Two prediction systems have no direct comparison channel, only consensus. Consensus does not equal sameness, but sameness is not needed.

14DD: Purpose. Why recognize red? Because red has meaning for you — conferred by your direction. At this level consensus vanishes. One says too red, another not red enough, another sees purple in it. 13DD's consensus shatters at 14DD. Not regression; the cost of level-ascent. Direction brings privacy; privacy is incommensurable.

15DD: Certitude (Cert). You ask the other: why do you find this red meaningful? What red do you like? What can I do to help you? Now whether it is red no longer matters. What matters is the other. You no longer care about red itself, but precisely because you care about the other's relationship with red, your understanding of red is deeper than at any prior level.

Chalmers conflates these five levels into consciousness and asks why it exists. After separation, most hardness disappears — not solved, but decomposed into five questions each with answerable paths. The genuinely hard residue contracts to one point at 11DD: why do physical processes accompany subjective experience? SAE answers structurally (perception is compulsory), but acknowledges a gap — why must one perceive and why does perception have subjective quality are two different questions. SAE answers the former; the latter remains open.


6. Non-Trivial Predictions

Prediction 1: Questioning's Effectiveness Depends on the Other's Independence, Not Expertise

Questioning's power comes not from the other's domain familiarity but from the difference between directions. Prediction: external questioning (different industries, different backgrounds) triggers strategic pivots more efficiently than internal questioning (same-industry experts), even when the latter have richer domain knowledge.

Prediction 2: Long-Term Questioning Relationships Are More Effective Than Single-Instance Questioning

Single-instance questioning is easily absorbed by defenses. Long-term relationships penetrate because the questioner understands your direction deeply enough to strike where you are most fortified. Prediction: cross-disciplinary partnerships lasting five or more years produce significantly more directional breakthroughs than short-term visits or one-off workshops.

Prediction 3: Multi-Agent Mutual Questioning Outperforms Single-Agent Self-Reflection

Multi-model mutual questioning architectures should exhibit greater directional drift (the direction wall's remedy) than single-model self-reflection architectures. Prediction: in long-cycle agent tasks, multi-model architectures produce novel solutions at significantly higher rates, with the advantage increasing with task duration.

Prediction 4: Remainder Production Rate Is a Leading Indicator of Development Potential

A system's remainder production rate — the quantity and diversity of material discarded but not destroyed per chisel-construct cycle — is a leading indicator of subsequent development potential. High rate means deep chiseling, rich material. Low rate means shallow chiseling or direction wall formation (homogeneous remainder). Prediction: operationalizable as, e.g., topical diversity of rejected papers in a research community, or an AI system's unpredictability metric in free-generation mode.


7. Conclusion: Remainder Never Dies, Questioning Never Stops, Development Never Ends

7.1 Full Recovery of Four A Priori Conditions

First: Must-cognize. Activation condition is not-knowing, not knowing. LLMs are the evidence.

Second: Must-cognize-more. Compulsion from both sides. More means more levels, not more information. Prior wall is the failure product. Meta is the case.

Third: Must-have-cognitive-direction. Loss must not be wasted; direction is necessary. Direction wall is success's product. Apple is the case.

Fourth: Must-be-questioned. Direction wall cannot be broken from within. The other's remainder is the only exit. Remainder never dies; questioning never stops; development never ends.

7.2 Three Walls and the Unlock Source

Posterior wall — knowing without cognition. Unlock: not-knowing activates cognition (first).

Prior wall — cognition without being chiseled. Unlock: remainder forces continued chiseling (second).

Direction wall — chiseling direction locked. Unlock: the other's questioning breaks the lock (fourth).

The fourth condition is the only structural source of unlock for all three. It does not guarantee that unlocking leads to a better direction — the other's questioning can open but can also disrupt; can bring development but can also bring only fracture. But without it, a closed system has no possibility of reopening.

7.3 Contributions

First, four a priori conditions and their irreducible derivation chain.

Second, the novel phenomenon of knowing without cognition yet asymptotically approaching cognition (LLMs, autonomous driving).

Third, three structural walls with contemporary cases, and must-be-questioned as the only structural unlock source.

Fourth, an epistemological derivation path for Kant's purposiveness without purpose, and a five-level decomposition of Chalmers's Hard Problem.

7.4 Final Landing

Remainder never dies. Chiseling produces remainder. Remainder is structural — not error, not garbage, not deviation. Remainder is chiseling's shadow; as long as chiseling does not stop, remainder does not stop.

Remainder never dies, therefore questioning's material never runs out. Questioning never stops, therefore direction never permanently locks. Development never ends — not because development is good, but because it cannot stop.

This is not optimism. It is structure. Like must-cognize, must-be-questioned is not an ought but an is. You do not have the option of not being questioned, just as you do not have the option of not cognizing.

The series preface's final sentence now lands:

Almost no one believes the world is beyond both knowing and recognizing — that one has only direction, not destination.

Direction remains. Purpose is gone. Not nihilism. Freedom.


References

Buber, M. (1923). Ich und Du. Insel Verlag.

Gadamer, H.-G. (1960). Wahrheit und Methode. Mohr Siebeck.

Kant, I. (1790). Kritik der Urteilskraft.

Kuhn, T. (1962). The Structure of Scientific Revolutions. University of Chicago Press.

Levinas, E. (1961). Totalite et infini. Martinus Nijhoff.

SAE Framework References:

Qin, H. (2024). SAE Foundation Papers. DOI: 10.5281/zenodo.18528813, .18666645, .18727327.

Qin, H. (2025a). Beyond Fast and Slow. DOI: 10.5281/zenodo.19329284.

Qin, H. (2025b). SAE Psychoanalysis Series Paper 4 (Cert/15DD). DOI: 10.5281/zenodo.19321534.

Qin, H. (2025c). Multi-AI Checks and Balances. DOI: 10.5281/zenodo.19366105.

Qin, H. (2025d). Must-Cognize. SAE Epistemology Paper 1. DOI: 10.5281/zenodo.19502952.

Qin, H. (2025e). Must-Cognize-More. SAE Epistemology Paper 2. DOI: 10.5281/zenodo.19503017.

Qin, H. (2025f). Must-Have-Cognitive-Direction. SAE Epistemology Paper 3. DOI: 10.5281/zenodo.19503096.