Portrait of Dieter Szegedi

Dieter Szegedi

Clarity, structure, and decisions in the context of AI and complex systems

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What Is at Stake in a Conversation

We sometimes leave a conversation different from the way we entered it. Not necessarily with a new conviction.

Perhaps only the meaning of a word has shifted. Something we took for granted no longer feels quite so settled; a possibility long overlooked can no longer be entirely unseen.

At times, a thought becomes active days later, in a situation that seems to have little to do with the original conversation. Occasionally we notice the change only because we choose differently than we once would have done.

It is natural to describe conversation as an exchange. Information, arguments, experiences and opinions pass from one side to the other.

That account is true as far as it goes, but it remains oddly external. Information appears to travel like an object that, once handed over, is present on both sides. What happens to the people involved can easily disappear from view.

I am interested in another level of the process: what does a conversation do to the conditions under which we will later perceive, decide and act?

Perhaps a conversation is better understood as an encounter. Each participant brings a pattern of experiences, expectations, distinctions and habits. That pattern provides orientation.

I do not mean a fully developed worldview. Most people do not carry a theory around and consult it before every action.

I will call this shifting pattern a “model.” A working model, even though we rarely formulate it as such.

It brings some things to the foreground and lets others recede. It helps determine what surprises us, what feels familiar, and which possibilities we notice in a situation at all. Some of it can be named. Much more remains effective without ever having been put into words.

Such a model does more than describe the world. It helps us find our way through it.

Between stimulus and response

Orientation may at first sound like navigation. Someone knows their destination, considers the possible routes and chooses a direction. In life, however, orientation often begins earlier. Before routes can be compared, something must become visible as a route. Before reasons can be weighed, something must count for us as a reason. And before we can respond to a stimulus, something must emerge from the abundance of events as the thing to which a response belongs.

The space between stimulus and response is therefore not merely a pause in which a conscious decision might be made. Something crucial happens there: relevance is made. What is happening? Does it concern me? What does it remind me of? What might follow? What can I do? We rarely answer such questions one by one or in words. Even so, a system must draw distinctions if its behaviour is to be more than arbitrary.

The model does not simply arrange a world that has already been perceived. It helps shape what is perceived as the situation in the first place. That is where its importance for orientation lies. A model can be impressive on paper and still offer poor guidance in a particular situation. It may contain contradictions and nevertheless help its bearer continue acting for a time. It may serve well in familiar circumstances and become dangerously misleading when those circumstances change. The quality of a model is therefore not exhausted by its internal consistency or by the number of true statements that can be derived from it. It also appears in the orientation the model provides under real conditions.

That brings the measure closer to lived reality. A model must cope with limited knowledge, pressure of time, conflicting aims and other people who cannot be predicted. It is never finished. Any experience may confirm, refine or unsettle what has carried us so far. Learning, from this perspective, would not simply mean storing more information. It would mean changing the conditions of future relevance and future decisions.

My claim is this: every participant capable of learning and making decisions relies on a model that provides orientation. Whether such a model is lived, computed, embodied or available in language remains open.

From this perspective, an encounter never takes place only between two participants. It also brings their models into contact.

When models meet

The immediate other may be a person or a language model. A text, too, can carry the trace of an earlier mind into a later encounter. The conditions of these encounters differ profoundly.

A person has a body, a biography, needs and a vulnerability of their own. A technical system has a different origin, different dependencies and a different place in the world.

In either case, something not our own can enter into our orientation. An answer can offer a distinction we had not seen before. An objection can reveal that two ideas which had sat peacefully beside each other cannot both be maintained. An unexpected question can turn our attention from an answer to the assumption that produced it.

What happens in each case is different. A conversation can become part of a human biography. A language model can adjust to the course of an exchange without carrying that exchange forward as part of a life.

Within a conversation, what comes next depends on what has already been said. A course emerges that neither side could have produced alone.

An encounter can shape the conditions under which we next find our bearings. Whether it brings clarity, confusion, confirmation or a barely noticed shift remains uncertain.

This changes how conversation looks. It rarely acts directly on what someone later does. A sentence does not move an object the way a hand does. Instead, it enters the space in between: perception, memory, weighting and expectation. It may alter which possibilities are visible when the next decision arrives. Its effect is indirect, delayed and difficult to attribute. That is precisely how it can reach so far.

A decision is not yet an action

Thinking about orientation quickly leads to decisions, and from decisions almost imperceptibly to action. In everyday speech, the two sit close together. “I decided to leave” may mean that someone has already stood up. A closer look requires us to separate them.

A model provides orientation. Orientation influences which possibilities are recognised and how they are evaluated. A decision selects, at least provisionally, between those possibilities. Only an action changes something in the world, however, and action requires the capacity to act.

We tend to associate the ability to decide with cognition: noticing differences, anticipating consequences, weighing reasons and making a selection. The ability to act points more strongly towards power: the actual capacity to make a chosen possibility real. Someone who decides to travel still needs time, money, physical ability and perhaps the cooperation of others. Someone who makes a political decision needs office, majorities, procedures or means of coercion to put it into effect. A person may see with perfect clarity what ought to be done and remain powerless to do it.

The reverse is equally common. Great power to act can coexist with poor orientation. Power then amplifies not the quality of a decision, but the reach of its consequences.

A decision sits neatly on neither side. It is a transition. In deciding, orientation takes the form of a selection intended to be carried out. The distinction is still useful because it separates two questions that are often allowed to merge: which possibility appears to be the right one? And who has the power to put it into effect?

This distinction also matters when dealing with technical systems. A system that generates proposals, assesses risks or arranges possible actions does not thereby acquire the power to carry them out. Conversely, connecting it to accounts, machines, databases or administrative processes does not improve its cognition. The quality of a decision and the reach of its execution remain different problems, even when a so-called agent packages both within a single interface.

Societies have long recognised this difference, even where they use other terms for it. They do not merely try to enable good decisions. They also limit and distribute the power to make decisions effective. Differences in orientation are not treated simply as a disturbance to be removed by arriving at a finally correct view. Procedures, oversight and checks and balances assume that knowledge is fallible and interests differ.

At first, this offers something reassuring about conversation. Speaking is already a form of action. Yet a sentence on its own does not usually have the power of a signature, an official ruling or the flick of a switch. The other person retains room to examine it. They may disagree, misunderstand, forget or reach a different conclusion later.

That reassurance goes only so far. If a conversation acts on the model from which future decisions emerge, it touches the conditions of later action. It may have no direct power of execution, yet it can become effective at a point upstream of every individual decision.

The vulnerability of orientation

We influence one another as soon as our words matter to each other. Influence is difficult to avoid, and its complete absence would be an odd aim. Many conversations actively seek some kind of change: someone wants to understand, discover an error, find courage or see a stuck situation differently. An encounter that left no trace would offer little help with any of these things.

Still, it matters how that trace is left.

I can offer a distinction against which the other person may test their own model. I can also try to alter the conditions of that test, unnoticed, in my own favour. I can give reasons and disclose uncertainty. I can manufacture urgency, hide alternatives, induce shame or make belonging conditional on agreement. In both cases, communication may change orientation. In the second, however, the struggle is not only over a decision. The space in which decisions are made has itself become the object of intervention.

The boundary between an invitation and an intrusion is not sharp. Even an honest question directs attention. Every choice of examples leaves something else out. An attempt at neutral phrasing rests on assumptions about what should count as neutral. A remark may wound without any intention to wound, or liberate despite being made for self-serving reasons. Intention and effect do not reliably align.

For that reason, manipulation cannot be understood only as deliberate deception. Influence can also become troubling when someone is so convinced of their own view that they no longer perceive the other person’s independence. A person who believes they already possess the right orientation may regard passing it on as an act of help. The recipient may experience the same gesture as an attempt to rebuild the ground on which they make their own judgements.

A model is not merely a collection of interchangeable opinions. For human beings, relationships, identity, routines and the ability to get up the next morning may all depend on it. Some parts of the model may be inadequate and still be holding things together for the time being. Remove them before something else can take over their orienting function, and the immediate result may be not freedom, but disorientation.

This does not make disagreement wrong or unacceptable. It changes our sense of what disagreement may touch. To unsettle one thought can set more in motion than that thought alone. We can never see the whole of what follows. Care in dialogue may begin with an awareness of that limited view.

Seen in this light, a refusal to engage becomes more intelligible. It is often treated as an intellectual failure: someone is dismissed as closed-minded, fearful or unwilling to submit their reasons to examination. Sometimes that is true. Refusal can protect power, deflect criticism and prevent necessary understanding. It can silence others and preserve one’s own error.

It can also be an act of protection. Someone may sense that a conversation will not merely put individual views in question, but destabilise the orientation on which they currently depend. Perhaps they lack the time or strength to absorb the consequences. Perhaps they know the other person’s rhetorical advantage. Perhaps they have learned that an offer of openness may later be used against them. Or they may not yet be able to state their reasons without submitting them to someone else’s conceptual order.

In that case, “I will not discuss this” need not mean: my conviction must never be examined. It may mean: under these conditions, with this person, or at this moment, I cannot undertake that examination without endangering something I currently need.

That is a radical step. It closes the possibility of finding better orientation together in this encounter. The fact that someone accepts that loss tells us something about how great the perceived risk must be. To read a refusal solely as irrational may be to miss that what is at stake for the other person is not only an argument, but their capacity to act.

Trust is more than belief

Conversation therefore asks for a particular kind of trust. It is not exhausted by the expectation that the other person will say what is true. We may believe every word and still feel managed. Conversely, a conversation may contain errors and nevertheless respect our independence.

Trust here might mean: I expect the other person to handle with care what supports my orientation. They may disagree, question and unsettle. Care does not require protection from every uncomfortable thought. It shows itself, rather, in refusing to treat my model merely as an obstacle on the way to their desired result.

This trust also concerns the distribution of roles. Who asks the questions? Who sets the pace? Whose concepts organise the problem? Who is allowed to leave an uncertainty standing, and who must explain it at once? Small decisions of this kind can carry more power than the strongest argument. They establish what may be said and the form in which it can appear reasonable.

Responsibility in dialogue begins long before overt persuasion. It is already present in the choice of a word, a question or a moment. Since every utterance changes the space, responsibility cannot mean leaving that space untouched. It means, perhaps, not confusing the power to influence with a right to remake.

This matters particularly where roles are unequal. Teachers, therapists, managers, parents, politicians and technical systems command attention, authority or access in very different ways. Their interventions do not fall on empty, freely available ground. They act on models that already provide orientation and remain capable of learning. The greater the reach of the influence, the more important the distinction between orientation that is offered and orientation that is imposed.

A good conversation, then, is not one in which nobody influences anyone else. It may be one in which influence expands the other person’s capacity to orient themselves. They may see differently afterwards, but they can better understand why. They leave with distinctions they can use, rather than merely adopting a conclusion. They can examine the path of the change and, if necessary, reject it.

Whether this has succeeded cannot be read from one side’s intentions alone. Care can patronise; openness can be staged; disagreement can be tolerated as a ritual without being allowed to matter. The quality appears in the course of the exchange: in whether both sides still contribute to what counts as relevant, or one side becomes no more than material for the other’s model.

What words bring into the room

This responsibility becomes especially visible in a seemingly minor choice: whether to make something explicit or leave it implicit.

Clarity is usually treated as a gain. What is said openly can be examined, disputed and refined. Unspoken assumptions, by contrast, can leave two people using the same word while already talking about different things. Making something explicit too late can intensify a conflict, because both sides have already built conclusions on different premises.

But saying something aloud does not merely reveal what was already in the room. It puts something there.

Someone might try to reassure a friend by saying, “You don’t need to worry that I think you’re incompetent.” Perhaps the possibility of being judged incompetent had not previously been part of the situation. Denying it makes it imaginable and gives it weight. The friend must now respond not only to the original subject, but also to an attributed fear and to the possibility of being thought incompetent. A precautionary clarification has changed what the conversation is about.

The same thing happens when an anticipated objection is answered too soon. The answer may protect against a misunderstanding. It may also open a dispute that would never have arisen from the thought itself. The other person may feel that a position has been assigned to them simply because the speaker chose to deny it in advance.

Negations make this effect particularly visible, but it is not confined to them. Every act of naming draws a contour. It brings a possibility forward, connects it to others, and makes it harder to return to the moment before the name was introduced. That is part of the power of precise language. It is also part of its risk.

Complete explicitness could not solve this problem. It is practically unattainable, since every explanation relies on further assumptions. More importantly, it would be an almost unbearable form of conversation. Thoughts sometimes need time before a contour becomes helpful. A vague unease may contain more truth than the first neat label we find for it. Once it is named too soon, further perception begins to organise itself around that name.

Leaving something implicit does not always mean concealing it. It can mean giving an unformed possibility room to develop. Making something explicit does not always bring clarity. It may lock in a provisional ordering that had yet to be examined.

The question, then, is not whether explicitness or implicitness is preferable in principle. What matters is timing, form and relationship. Does naming it help both sides see more precisely? Or does it force one person’s experience too quickly into the other’s terms? Does silence prevent a necessary examination? Or does it protect an open space in which something can first take shape?

No rule can settle this in advance. Once again, the answer depends on orientation: on attention to the other person, to one’s own intention, to differences in power and to the movement a word may set in motion. Conversation itself becomes a practice of learning. Often it is only in the response that we discover what our formulation has brought into the room.

What happens in between

Perhaps we underestimate conversations when we look only at what is exchanged. Their deeper effect may lie in the altered conditions under which later sentences are understood and later decisions are made. That effect requires no final sentence on which both sides agree.

This applies to a passing remark as much as to teaching, counselling, political speech or dialogue with a language model. The differences between these encounters remain important. In all of them, however, the model that provides orientation may be confirmed, challenged or actively reshaped. In all of them, the question arises of how independence can be preserved and perhaps even strengthened under influence.

We cannot escape that question by trying to avoid influence. Silence has effects too. A refusal to answer can confirm or unsettle orientation. Nor can we reliably predict the consequences of our words. Conversation remains a risk because learning models are never fully accessible to one another.

That very inaccessibility makes an encounter possible. If the other were merely an extension of our own model, they could offer no unexpected distinction. There would be no friction against which an inadequate part might become visible. Good orientation does not emerge from complete insulation. It needs experience, questions and other models against which it can test and refine itself.

But what can orient us can also disorient us. What reveals a blind spot may at the same time damage something that has been carrying us. What is meant as an invitation may be experienced as an intrusion. And a boundary that looks like refusal from the outside may, from within, be what makes a later return to conversation possible.

More is at stake in a conversation than the question of who is right. The participants touch something from which their future perceptions, decisions and actions will emerge. They usually do so without knowing the mechanism precisely and without being able to control the consequences.

Perhaps care in conversation is just this: a willingness to take the possible depth of one’s own influence seriously without reducing the other person to their vulnerability. To trust that they can change, while recognising that the direction of that change does not belong to us.

Encounters are among the most important ways in which we improve our orientation. That is precisely why they are not harmless.