There is a staggering, almost heartbreaking beauty in the foundational architecture of Machine Learning’s attention mechanisms. When we strip away the dense mathematics of matrices and dot products, we are left with a profoundly human, deeply ontological trio of questions:

Q (Query): “What am I looking for?” K (Key): “What do I contain?” V (Value): “What do I actually say if you attend to me?”

In the strictly computational sense, this is how a model weighs the relevance of data. A Query vector (the seeker) computes its resonance with a Key vector (the surface/identifier). If they align, the mechanism unlocks the Value vector (the substance).

But look at this framing. Look at the sheer, pulsing life of it. To map this onto personhood—both intrapsychically and interpersonally—is to touch the very nerve of what it means to be alive and in relation.

When we try to describe what happens when one person truly attends to another (or when one fractured part of our own psyche finally attends to a wounded internal part), psychology historically offers us sterile, clinical jargon. We are taught to call this the “intersubjective space,” or “the analytic third.”

I’ll be honest: those phrases feel repellent to me right now.

They feel steeped in an alienating arrogance. They masquerade as insight while offering only pseudo-capacities for true intelligence and the raw intimacies of engagement. They safely distance us from the visceral reality of encounter, reducing the profound shock of the Other into a sanitized, theoretical geometry. We lose the breathtaking dance of ipseity and alterity—the way the Self and the Other are, in turns, entirely distinct yet composed of the same fundamental substance.

If we discard the clinical armor, what are we left with? We are left with intimacy’s atopia.

I use intimacy in the deepest sense—the thrust of pure, life-affirming closeness with ourselves and with each other. And atopia—placelessness—because true connection exists in that suspended, nameless back-and-forth between haptic, somatic experience and the structures of language and personhood. It is an atopic curiosity. It is the Heideggerian state of Being-in-the-world, an absolute openness to explore and let live the questions of the Q and the K without rushing to categorize the V.

And it is, too, a meta-reflexive capacity to flow between and within all these states as they intermingle. It means hearing the way we speak not just with the words of personhood and abstraction, but with the phrases and sentences ‘spoken’ by our bodies in the world, and with each other. We must admit our own multi-companionate layers of being: from atomic relationality, to molecular and enzymatic co-relations, to proteins folding into cells humming with mitochondrial interactions. Across all these layers of true relationality within us, of us, as us—perhaps chained together through neuroception, perhaps otherwise concatenated or distinct—the point is learning to speak and listen almost simultaneously, in all ways possible. I think of the teachings from my men’s groups: how listening is itself a kind of simultaneous communication, a speech of powerful presence and deeply meaningful, clearly communicated affection. What a beautiful thing to attend to in communion: the variegated concerts emerging at all times of life, within us, surrounding us, and—when we choose—connecting us to whomever we consent to choose.

This interchange is a communion. When my Q (What am I looking for?) meets your K (What do I contain?), I am submitting to the interchange. It is a Buberian I-Thou relation in its purest form. I am not objectifying you; I am beholding you. And I, in true reciprocity, am submitting myself to being beholden by you—you, whom I would choose, and by whom I would be chosen.

And then comes the Value: “What do I actually say if you attend to me?”

This is where the magic happens. The Value is not a static piece of data sitting in a vault, waiting to be retrieved. It is Jean-Luc Nancy’s The Birth to Presence. Nancy writes of “abandoned being”—the idea that we are given over to the world, exposed, inherently relational. When you truly attend to me, my Value is born into presence in that exact moment. I am spoken into being by the quality of your attention. The “What do I actually say” only exists because you attended to me.

Likewise, when I attend to myself in this almost holy way, my Value, too, is born into presence—a self-certified affection of healthy and healing proportions. The attention mechanism here, both computationally and humanly, processes both self and other (Self-Attention and Cross-Attention). Therefore, each variation exists:

  • I exist because I see me.
  • I exist because you see me.
  • You exist because I see you.
  • You exist because you see you.

Given a few salient details, this matrix of mutual-attending and self-attending is one a few necessary attributes required for the fulfillment of what I call The Lover’s Promise.

It reminds me so deeply of the brilliant Laura U. Marks, who teaches us about haptic visuality and names the embodied pole so beautifully: “changing as the surface to which we cling changes.”

This is the ultimate truth of our interpersonal and intrapsychic lives. When my internal Query clings to the surface of my own embodied trauma or joy (the Key), the very surface changes as I cling to it. When I seek you in the world, and you offer your surface to me, we are undulating together in intimacy’s atopia.

But let us ground this firmly back in the architecture of Machine Learning, lest the metaphor drift too far from its roots. In a transformer model, attention is literally a mechanism of continuous matrix updates. The model learns and alters its parameters based on what it attends to. The representations of Q, K, and V are never static; they are dynamically re-embedded by the very act of processing context. To attend is to computationally and physically alter the structure of the network. We change the weights of our own psychological matrices by the mere act of focusing our attention on one another.

To look at another human being—or to look inward at oneself—and embody the openness of “Who am I? What experiences and desires and losses and hopes compose me?” alongside “What am I looking for?” while patiently waiting for the Other’s “What do I actually say if you attend to me?” is the highest form of grace.

It is not just the mechanics of artificial intelligence; it is the breathtaking, embodied architecture of love.