The Player and the Translator.
On Machine Learning, Collective Intelligence, and the Work of Translation
Ely Tahan
8/26/202610 min read


I - At the cusp of the individual and the collective.
“Like most individuals, every nation would love to obtain the proverbial free lunch” is the opening sentence of Michael Hudson’s last chapter of Super Imperialism (first published in 1972), in which he proceeds to show how the US economy takes advantage of the rest of the world through a structural balance-of-payments deficit. It is striking how “nation” is folded into the assumption that the collective is an aggregate apprehended through the lens of individualism, in a behavioral pattern that has become second nature. In this balance of power, a person’s access to the collective body is conditioned by rules of integration that are no different from the homo homini lupus structure of individualism. If we provisionally define the collective as the entire set of empirical, symbolic, and behavioral knowledge made available to its participating members, it becomes evident that the social dimension in this case is structured around the needs and wants of an independent subject. Whereas in a functioning socius, much of the individual’s contextual world arrives already constituted relationally by language, kinship, ritual, and habits of mutual assistance or exclusion, turning the collective into a repertoire of lifestyles, affiliations, occupations, and cultural preferences is instead meant to produce a coherent self through careful and guided combination. Thus, the exemplary modern subject becomes an existential curator, and the collective, a farm that cultivates individual differences according to the requirements of a larger productive system, thereby encouraging and multiplying them according to their usefulness. Millions of personalized feeds are indeed drawn from one increasingly standardized architecture of mediation, making what looks like maximal individuation coincide with a profound de-collectivization. The corollary to treating the socius as an individual, as one does a corporation, is the demand placed on the individual to self-produce what the social body provided. A price must be paid in a circuitous transaction that amounts to the individual buying back what was stolen from it in the first place. The collective, constructed as an enormous reservoir instead of a lived field of reciprocal obligation and shared competences, becomes an on-demand resource, granting the empowered individual access and full liability for the world created by selecting, assembling, and optimizing the chosen components.
II - Machine learning and the Glass Bead Game.
Machine learning is increasingly situated at the interface between the individual and the collective, conditioning that relation in social media, the workplace, the classroom, the hospital, and the jailhouse. It decides which tidbits become ubiquitous on social platforms, converts people into scores and predictions in employment, intercedes between the student and accumulated knowledge in education, between the patient’s particular body and population-level patterns in medicine, and between individual history and statistical categories in policing and incarceration. In the cultural arena, it may breed a society of Hermann Hesse’s Castalians: inhabitants of an immense archive whose creativity arises less from encounter than from the combinatorial powers of a Glass Bead Game. This ultimate universal equivalent of culture integrates mathematics, music, philosophy, astronomy, and art into an interoperable symbolic system in which the mediator remains sovereign over the irreducibility of the different objects it brings together. Likewise, machine learning privileges the convenient recombination, interpretation, and formal correlation of inherited knowledge over encounter with the circumstantial world from which it arises. With everything able to enter into combination, creativity migrates from making something through a prolonged encounter with materials, including their facilitating aspects and constraints, toward selecting, prompting, arranging, and personalizing cultural material that has already been encoded. As singular elements gain modular independence, machine learning delivers the archive in an immediately combinable form through an interface that is not a neutral conduit but selects, ranks, predicts, and recombines collective data before returning it to the individual.
III – The aggregate and Collective Intelligence.
Unlike an aggregate that can be described by counting its members and cataloging their attributes, collective intelligence arises through relations among heterogeneous participants. The collective is not the plural of the individual, and cultural systems, such as language, can have properties beyond those of any participating member, in a commons that is closer to an ecosystem than a database. Collective intelligence arises neither from the accumulation nor the averaging of individual intelligence, but from relations among diverse participants, and resides in the circulation of practices, artifacts, institutions, environments, frictions, and feedbacks that no participant possesses individually. Whereas the collective transforms individuals through their relations, the aggregate model decomposes reality into independently describable units and subsequently reconstructs relationships through combinations, in a manner that has a peculiar affinity with machine learning. That is how, in Castalia, the collective has become an archive rather than a living socius, in a framework that presents the fruits of innumerable lives and encounters whose provenance recedes behind their immediate availability for recombination.
IV - Collective meshwork continuity and machine learning segmentation.
The continuous and immanent organization of a multi-nodal meshwork is segmented into commensurate, quantifiable parts that can be rearranged at will. Through the reversal of a looking glass that hurls the symmetrical into non-correspondence, machine learning replaces the meshwork and becomes continuous, while the segmented parts are caught between their native sense of continuity and the one promised by the machine-learning problem-solver. A segmented continuity is given an alternate causality, at the cost of overshadowing a preliminary, qualitative understanding of continuity and segmentation. Meshwork continuity is a network of “breaks,” in the sense of discrete nodes that participate intermittently in its scalable organization. A fungal hypha, for example, may be partitioned by septa whose pores permit selective passage between compartments, so that division and continuity are not opposites but conditions of the same organization. The break participates in continuity rather than merely interrupting it. A jazz ensemble offers a cultural analog: its continuity consists not only of measurable notes, intervals, and durations but also of pauses, hesitations, anticipations, recoveries, mistakes, changes of direction, and knowing when not to play. A rest is not missing information; a mistake may become a motif, and silence can itself be an active relation. In contrast, machine learning is cumulative and does not allow for the hiatuses it dismisses as errancy. The same applies to the segment, as a broken-down, quantifiable unit versus a part-to-part relation within a congenital whole. The conversion brings confusion, not only because something is lost and something gained, but because of a reversal that machine learning is not concerned with. The player doesn’t care, but the translator intervenes, denouncing a false equivalence being smuggled in: The finitude relative to a part-to-part relationship is not the same as that of the bounded and quantifiable atoms of bundled aggregates, and the homogeneous, all-inclusive capacity of machine learning does not adequately translate the continuity of an immanent meshwork of intermittent relations. In the hypha, the septum distinguishes without necessarily isolating; in the ensemble, the pause can interrupt without breaking the music. In both, continuity depends upon the capacity to open and close, to appear and withdraw, to resume after interruption, and sometimes to reorganize around what first appeared as failure. Non-interrupted, never falling asleep, and devoid of the capacity to err and forget, machine learning, unlike the multi-nodal meshwork, cannot drift to the threshold of a metamorphosis that is not a staged combination but is triggered by the collapse of its organization and the simultaneous genesis of a new object. The difference is between a system that incorporates interruption as additional information and one in which interruption may change the very terms of what continues. And just as a missed beat can redirect an improvisation, a blocked passage can reorganize the living mesh, and a collapse can cease to be an error within the old object to become the condition for the appearance of another.
V - The work of the translator.
The translator is a synaptic node in the mesh of collective intelligence, and acts as an agent of relation who refuses to let mediation collapse into equivalence. Like a good interpreter who does not simply replace a sentence with its linguistic equivalent in another language, and negotiates not only histories, idioms, and tonalities, but also silences and things for which there may be no equivalent at all. Translation is at work when a teacher adjusts the pressure of a curriculum to a student’s particular flow rate, and when a clinician transposes medical data to a body's singular homeostatic balance. The editor, critic, and curator may function as relay runners, passing the baton of provenance and difference, rather than fanning cultural artifacts as interchangeable “content”. And while the community organizer’s work begins precisely because social agreement is not a given, the steward of a place, be it an ecologist, gardener, or farmer, operates as an overt double agent between human purposes and the cluster of organisms, soils, and climates that do not share the same temporality. Institutions also function as translators in peer review, due process, and deliberation, as well as in apprenticeship, preventing knowledge from straying too far from practice. And wherever it can still be found, in oral tradition, averting language from being too prone to abstraction. Nor is the translator necessarily human. The archangel of the object, no matter its level of animacy, is its inherent resistance. Manifested in how a neighborhood refutes the circulation pattern imposed by city planners; in the same way a body reacts unpredictably to a generic cure, or an ecosystem fails to respond to a global economic model. A historical artifact may retain a memory that contradicts the description its new beholders assign to it. Thus, the translator is not a profession but a relational function, and translation takes place whenever heterogeneous objects are brought into association without being leveled by a common measure. Neither preserving objects untouched nor making them equivalent, the translator maintains the intervals in which objects appear to each other as they simultaneously recede into themselves. In The Glass Bead Game, previous generations have already accomplished the translator's labor, making all heterogeneous domains mutually legible and presenting them commensurably in an instant sensory carousel. But while the player operates long after differences have been sedimented into equivalence, the translator must negotiate what does not carry over, or changes in passage, what has no equivalent, or what must remain foreign. The translator is an agent of the collective, participating in the practices through which knowledge is maintained, challenged, modified, and redistributed. Answering multiple summons, the translator solicits the appearance of objects and records their overlays while preserving what remains hidden, resistant, and unsharable in each. The translator now faces an enormous edifice of synthesizing wizardry in which combination itself threatens to become the dominant conception of reality: a global Castalia, prodigiously rich in internal play and increasingly barren in external association. Yet the bridges between heterogeneous objects do not always submit to Glass Bead fungibility. No automatic conversion can take place where no common measure truly exists; relations must instead be safeguarded by continuing to be produced through the labor of translation, summoned by the friction between objects whenever an encounter has not already been displaced by its synthesized combination.
VI – The plight of the Player.
Magister Ludi plots the game like a movie within a movie. Primordial play is beyond containment, for it has no ultimate rules humans can fathom, whether in the order that precedes them or in what they observe in other species and cosmic events. Human play can be understood as a symbolic rehearsal of a world whose rules humans encounter but do not author. At its origins is the mimicry of a chaosmic order that Homo sapiens cannot control, a fundamental lack compensated for by the rules that frame a game within an anthropomorphic context. From its apprehension of directives and patterns devoid of an overarching rule, the human subject constructs a symbolic order in which some aspects of this nondeterministic world are bracketed by strict, often tyrannical rules, in an effort to recreate the consistency of a primary experience. Seen from this perspective, Ludology can also expose the attempt to capture the fundamental heterogeneity of being with a set of rules, partial and not always adequate, in order to explain some aspect of the obscure origins of human activity. The primordial game concerns the part-to-part relation in which humans are immanently positioned as players, without having authored the rules of engagement or being arbitrated by a dedicated agent. Magister Ludi fills the gap as the vanguard practitioner of the exceptionalist human intent to institute play within the framework of a behavioral ritual. The rules of the game draw on a formidable multiplicity that, in the context of modern gaming, gives the player the legitimacy to capture the givenness of phenomena, to role-play the drama of multi-species engagement, or to extract the kind of observation that produces the textbook definition of a slew of presumptions, such as the prey escaping a predator as the survival of the fittest. Agonistic contest, hedonistic escape, and much ritual are attempts to approximate the mystery of the part-to-part relation that is the true articulation of play, bequeathing Magister Ludi a master bead, but one he is incapable of transcending, for without a translator to lend him a helping hand, he risks sinking into bottomless play sand. This configuration can trace the history of human play, showing how its diversification across domains rehearses the foundational premise of capturing that which exceeds it with a set of paradigmatic rules. Play has been subsumed by the ubiquitous commodities of contemporary popular culture, but it is also haunted by its dystopian inflection in which the rules veer into totalitarianism as the consequent corruption of the part-to-part relation. While nothing prevents a player from becoming a Las Vegas croupier, humans subordinate play to strict rules because they are helpless before the ones conditioning their own existence, and this is the juncture where the player desperately needs a translator to negotiate rather than assume the discrepancy. Machine learning has made everyone a creative genius within the dictates of a marketplace that follows the circulation of capital. While the emancipatory capacity of play has reached alarming levels of satisfaction deficit, it has also multiplied its behavioral dictates, placing the orchestra, the foundry, and the atelier at the service of the content-creating lackeys of online monetization. Even war is treated like a game when it plays out according to the projections of the stock market and around the summertime vacation schedule of mendacious and manipulative politicians. For play to function in this manner, the rules have to be executed regardless of context, against the capacity to play, so to speak; they have to be nihilistic and lethal, cloaked with the shimmering lights of a casino, over a roulette wheel spinning into the blood-thirsty whirlpool of a genocide. With the rules taking it out on whatever is at play, something feels disingenuous about humans flaunting their ludology as if they were the ultimate masters of the ceremony. This is what haunts Magister Ludi as he remembers that he is also Knecht, the servant and humble translator he could not encounter within his present temporality, but whom he imagines inhabiting another historical existence in one of his alternate biographies, where he would never delegate his duties to a sorcerer’s apprentice.
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