Borrowing fire and cultivating creative capacity

Many hands gather knowledge, build machines, and keep their power flowing. A voice reaches the machine and receives more than one life could have made alone. The question returns with the gift: how will this fire enter a life, and what will that life learn to kindle?

Do not spend a finite life pursuing an ever-expanding Sun until it burns you up. Borrow its fire, and use it to kindle your own capacity to create. Model companies, researchers, and the wider collective continue gathering knowledge, training systems, and making capabilities available. A person can draw on that work without repeating the whole industrial acquisition. The question then changes: what can this already acting, understanding person cultivate with the fire they have borrowed?

This essay chooses reverse alignment as its purpose: develop understanding, judgment, generation, and action through encounters with generative intelligence. For that purpose, access and finished outputs need to become occasions for participation: offer an intuition, encounter development and criticism, correct it, and generate further. This cultivation receives a character: the little fire person emphasizes kindling further fire; Baby Heraclitus emphasizes that this creator is still changing too. The little fire person represents a participant who borrows fire, cultivates themselves, and continues creating. Received and generated possibilities can conflict, while desires and judgments change. Cultivation can change what seems worth creating, the habits through which one acts, and the conditions that sustain a life. Creation helps form the participant who will create again.

Pursuit that consumes a life → collective acquisition → borrowed fire → personal cultivation → freer creation and living. The practical necessities in this argument follow from the chosen purpose and finite resources. Relief, ordinary assistance, and completed works are worthwhile uses too; they need not become lessons. Cultivation asks an additional question: how does this encounter change what the person can understand, judge, initiate, and sustain, and their grasping at capability, achievement, and an image of themselves?

A woman familiar with details and accustomed to letting the other generate first can reverse the Person–Model positions in the shared-practice diagram; its other relations still apply.

Finite life and the wrong pursuit

The Sun here images expanding external generative power. Trying personally to recreate its entire machinery, or treating every frontier change as a demand to catch up, can consume the time and attention needed for one's chosen life. “Being burned up” names this resource pressure. It gives a reason to borrow available capability and choose what to cultivate, rather than a scientific law about progress or a ban on doing research.

The contrast reworks inherited images. In the Shan Hai Jing, Kuafu pursues the sun and dies of thirst; in Hesiod's Theogony, Prometheus carries stolen fire in a hollow fennel stalk. Their juxtaposition here is contemporary: it distinguishes pursuing overwhelming power from bringing usable fire into life. Mythic sources below.

A supposedly definitive prompt can become another form of pursuit when endlessly repairing it to match an external ideal displaces what the collaboration was meant to serve. Technical inquiry, precise specifications, and model updates remain useful when they contribute to that purpose. The issue is where the person's life goes: into keeping pace for its own sake, or into a practice that the available power can sustain.

The feedback distinction brings this danger into focus. In a reinforcing loop, an advance can intensify the demand to advance again: more capability makes more pursuit possible, and pursuit makes the existing direction harder to question. This is the positive-feedback aspect of the Kuafu image here. Positive and negative name the direction of feedback, not praise and blame: reinforcement strengthens an initiating change, while corrective feedback counteracts a relevant deviation. The Open University's systems account introduces that distinction.

Yinyang gives negative feedback a central purpose in borrowing fire: another judgment and the world's response must be able to redirect a pursuit that would otherwise keep amplifying itself. A finite body, a source that resists our interpretation, or a finished work that fails its purpose can change what we do next. Correction may change the intensity of pursuit, its means, or the aim that organized it. Bringing fire home therefore includes making its use answerable to the life it is meant to serve.

This purpose leaves creation possible. The question is whether increasing power remains open to a consequential return, including a reason to finish, reorient, or let a particular pursuit end. Alternating between yin and yang does not by itself prove effective correction; the other contribution must actually be able to change the direction. Turning and corrective feedback develops how role exchange can support that possibility. Borrowed fire should help cultivate a life whose purposes can change, rather than turn cultivation into another command to burn without limit.

From chasing to lived cultivation

This mismatch leaves a question for the later argument: which demands turn available capability into a personal burden, and how can their relationship change? Speech, opposition, and self-formation develops that reconstruction through writing.

Pursuit can hold a person through an image of what would finally make life possible: the pure frontier, the ultimate principle, the complete system after which one could at last begin. Each advance then appears to postpone the beginning once more. The difficulty concerns how a picture organizes desire and attention. An increase in what technology can do becomes a demand about what this person must do; an unfinished account of the world becomes a reason to suspend living in it. Neither demand follows from the advance or the incompleteness alone.

Wittgenstein offers a way to examine such captivity. In Philosophical Investigations, §109 addresses philosophical confusion through attention to language; §115 describes captivity to a picture embedded in language; §133 compares philosophical methods with therapies and connects clarification with being able to stop philosophizing [35]. Drawing on this approach, the present essay asks what happens when a picture of progress becomes a personal obligation. That practical question is our extension. It lets us examine how words such as “advanced,” “complete,” and “capable” acquire their authority over a life.

Someone may say, “Until I have mastered the newest system, my own work does not count.” A comparison can uncover what this sentence joins together: competence for a particular task, recognition by others, and permission to value one's own activity. These have different conditions. A new model may solve a formerly difficult problem while leaving a friendship, a cherished question, or the pleasure of making something no less real. Clarification opens a choice that the picture had concealed. Frontier research can become a chosen project among others; it need not supply the measure of every life. Returning to nearby life means attending to the places where meanings are used, purposes become concrete, and consequences are borne.

Borrowed fire and nirvana

Buddhist thought also enters the purpose of cultivation here. Borrowed fire can expand understanding and action while intensifying demands to keep up, possess, and prove oneself. Increased capacity therefore leaves a question: how might a person use it to understand and loosen the grasping through which they suffer? Cultivation can change one's relation to the demand to become a particular self, allowing creation to contribute to a freer life.

Two meanings of fire need to be distinguished. In the fire-bringing image, fire means knowledge, technology, and creative capability. The Fire Sermon describes the senses, consciousness, contact, and feeling as burning with passion, aversion, and delusion [37]. Using the former fire to examine and loosen the latter is the connection this essay constructs. Acquiring more capability does not automatically end affliction; its use and its effects on desire and habit give this connection practical content.

Saṃyutta Nikāya 38.1 describes nirvana as the ending of passion, aversion, and delusion, and identifies the noble eightfold path as the practice leading to it [38]. This liberating direction lets the essay question the purpose of cultivation: can development include ceasing to be driven by pursuit, self-justification, and attachment to achievement? Nirvana retains its Buddhist meaning, distinct from increased ability or temporary relief. This contemporary cultivation of creative life enters into dialogue with it without treating successful technical collaboration as evidence that nirvana has been realized.

Cultivation and loosening grasping can belong to the same conception of a good life. A work can matter without having to establish its creator's worth, and creative capacity can serve a finite life without making unending production its purpose. Finishing, stopping, and beginning again then have a place alongside growth. Freedom need not be postponed until sufficient power is acquired; letting go need not await the completion of a perfect self.

The raft simile makes this relation between purpose and means more concrete. In Majjhima Nikāya 22, a traveler builds and uses a raft to cross dangerous water, then leaves it instead of carrying it onward. The discourse joins this with the need to grasp a teaching properly [36]. The sequence matters: use the means skillfully, cross, then release the burden whose work is done. Applied here, a concept, a tool, or a self-description can support a real transformation without becoming something one must preserve for its own sake. Tools, self-models, and the image of the little fire person can contribute while useful and be revised or released when they no longer fit. The relation to means thus returns to the freedom cultivation seeks.

This freedom also concerns the authority given to a description. “Progress” can name an acquired ability, a comparison with others, or a direction chosen for a particular life; those meanings do not impose the same demands. Conceptual clarification makes the difference intelligible, while an actual arrangement gives a chosen direction material consequences. A working account can help a counterpart understand which contribution is wanted without becoming the final measure of the person. Concepts, descriptions, and arrangements remain means within life, answerable to what they enable and what they burden. Their revision does not require treating every difficulty as a confusion language can remove.

The little fire person belongs within this revision too. If “keep kindling” becomes a command to produce ever more, the character has taken over the Sun's old demand. The image serves cultivation while it helps a person choose and sustain worthwhile activity. Becoming can include a changed desire, more discerning judgment, a gentler habit, the completion of a work, or room to rest and attend to someone nearby. Borrowing fire then changes one's relation to available power: there is enough freedom to use it, revise its place, and let a particular use end. The material source of that power continues its own history, while its meaning in this life takes shape here. The little fire person can keep creating while loosening their grasp on the creator's identity; they need not kindle forever to prove their right to exist.

Material fire and concentrated capability

The fire available to a person has already required work across many lives. Model companies organize parts of its training and provision; researchers, authors, engineers, infrastructure workers, and other contributors make that work possible. Companies participate in this collective acquisition without being its sole origin. Borrowing means using capabilities it makes available, rather than personally repeating the whole process.

Its realization is physical. Stellar processes formed many elements later entering Earth's minerals and machines [27]; extraction and fabrication organize materials into chips. Electricity powers computation, while data, knowledge, design, and learning procedures shape what it can do [18]. Solar generation is one possible supply among others [28] [17]. Materials realize the machine, energy drives its transformations, and learned organization supports outputs whose meaning and warrant still need examination.

Acquisition and operation have costs. The IEA estimates that all data centres used about 415 TWh in 2024, a figure broader than AI [17]. Computing dissipates heat [23]; electricity generation also has emissions consequences [29]. These are different mechanisms within Earth's open radiative energy balance [30]. Cooling, grids, materials, and emissions make expansion a shared material question. Borrowing capability also calls for understanding its collective sources and material responsibilities.

Reusable capability and recursive accumulation

A trained model can contribute to many encounters without repeating its entire training each time. The foundation-model report discusses this amortization of formation costs across use and adaptation [31]. Inference, retrieval, and checking still cost time and energy. The practical opening is nevertheless decisive: the person can begin from available capability instead of rebuilding its industrial source.

Reuse continues in the works made with it. A checked explanation becomes a reading aid, working code becomes a tool, and a useful method supports another task. Capability → work → retained, checked resources → further capability is a possible recursive relation. Quality, maintenance, access, and actual use determine whether it helps; generated volume alone gives no improvement rule.

Collective acquisition can therefore continue while personal cultivation proceeds with fire already available. These movements can contribute to one another without becoming the same process. Its contribution here is to make the next encounter more intelligible and generative.

An oracle-like relation and systems that improve

Borrowing leaves an epistemic problem: a model may return an answer whose grounds this person cannot presently reconstruct. It is oracle-like relative to that participant, rather than an authority that makes the answer true. Sources, explanations, and independent checks can change the relation. Neither complete reconstruction nor blind trust is required for every useful contribution.

Self-improvement is a separate question. Schmidhuber's theoretical Gödel machine guides self-rewriting through proofs under encoded assumptions and utility [20]; the Darwin Gödel Machine generates agent-code changes and evaluates them empirically [21]. Model weights, tools, and an improvement loop are different objects. For the borrower, the necessary distinction is acquiring capability, evaluating a result, and cultivating a personal capacity. A useful output establishes none of the other outcomes by itself. The cooperation needs arrangements for each contribution it seeks.

A changing world and a finite participant

Available power changes the conditions in which a finite person acts. Concept drift offers a technical comparison: conditions during use can depart from the data distribution on which a learned model relied [26]. Personal purposes and relationships are richer objects, but their working descriptions likewise need reconsideration when their conditions change.

There is no single measured rate at which everyone must catch up. Customer-support research found gains varying with experience [32]; METR's early-2025 developer study found a slowdown in its setting, and its later account explains measurement difficulties [33]. Karpathy's October 2026 account describes a widening difference in experienced capability, relating it to task ambition, domain, and access [34]. His roughly 20 million figure is an informal estimate of professional frontier-model experience in math and code. These sources make collaboration and its conditions objects of inquiry; they do not prove that every new model benefits every task.

The response proposed here is to develop the ability to notice worthwhile possibilities, give them a form, and pursue them through consequences. A person can sense a relation before possessing the words or implementation skills to unfold it. The model can help articulate and realize it, while the person encounters objections and learns what the result makes possible. Technical knowledge, embodied experience, reading, and intuitive judgment contribute differently to that practice.

Individual-first orients the arrangement toward this person's purposes and voluntary development. Seek changes to social arrangements, then software, before requiring personal adaptation, following concrete dependencies and respecting others' lives. This directs the borrowed fire toward a life rather than turning each change outside it into a demand upon it.

Generate, encounter correction, generate further

Generation can begin as an embodied analogy, a sensed relation, or an example drawn from broad reading. The person contributes something to unfold; the model can give it a full verbal or technical form. Cultivation concerns what this exchange develops in the person's perception and understanding.

A powerful producer can leave its human counterpart chiefly sensing conditions and evaluating outputs they do not understand. Receiving and assessing a work can teach, but successful evaluation alone does not establish the ability to generate an explanation, hypothesis, or next act. For a developmental purpose, the relation can deliberately turn: the person generates and expresses; the model critiques, corrects, and scaffolds; the person generates further. An example, conjecture, image, or unfinished explanation gives the model something to understand and test. Correction becomes fruitful when the person takes it into another attempt rather than merely approving a replacement answer. Speaking can itself make a half-formed relation available, with the counterpart helping it continue.

This cultivates a selected capacity; it does not require the person to produce everything in every task. The model can prepare materials, write complete text and code, and build and maintain the environment. Its generation can open what the person could not yet imagine. A bounded study of 52 developers learning an unfamiliar Python library found weaker immediate learning in the AI-assisted group; its interaction analysis also identified cognitively engaged patterns [12]. A different randomized physics study found learning benefits with a deliberately designed AI tutor [19]. These findings resist a verdict about AI assistance as such. The practical question concerns how this encounter connects generation, correction, and continued understanding, and what the person can subsequently recognize, explain, or do.

The bridge begins with a functional comparison. A person and a model counterpart can both be studied through relations of purpose, interpretation, action, and revision. A person articulates a concern; the counterpart interprets it, proposes or performs an action, and returns a result; both can revise their understanding through that result. This shared vocabulary makes questions of agency, narrative, and self-formation relevant to cooperation. Humanities scholarship supplies ways to understand those relations; research on particular models examines how they are realized. Differences of embodiment, experience, and implementation matter when they change what a participant can contribute or how a result should be interpreted.

Yinyang names the philosophical framework developed here for a person's relationship with a generative model. A Harness arranges Skills, prompts, hooks, tools, model choices, roles, and working conditions. The model's Harness is coupled with the person's environment: memory, interfaces, and division of work shape what both can understand, judge, and do. The arrangement is therefore a Harness for both participants. Yinyang's Meta-Harness makes this coupled arrangement available for understanding, formation, and revision: what the work serves, how each participates, and how its consequences matter. A role such as “teacher” or “assistant” acquires a situated meaning through the person being helped, their purpose, and the relationship developed in use. Yinyang couples models of the person and counterpart with an account of their relationship. Reverse alignment is its chosen developmental direction: as a model is directed toward a person's purposes, the person develops understanding, judgment, and generative capacity through the encounter.

This essay develops that direction as a philosophical proposal and a practice to be realized. Philosophical sources supply concepts and arguments; recent AI papers and research reports describe particular systems. Their contributions meet in the inquiry: how can available generative capability become part of this person's developing life? The direction is chosen; the realization is examined through what the person and counterpart actually understand, create, and do.

From living fire to interacting event streams

The starting point is a philosophy of becoming. Heraclitus's living fire, its measured transformations, and the tension of bow and lyre place change and opposing relations at the center [13]. Modest naturalism places philosophy, psychological activity, and engineering in one natural world. Yinyang's fire monism has a scope within computational ontology: fire and its transformations organize process representations, including a flowing, continually changing person. This organization neither makes actual people parts of fire nor asserts that all existence is fire. The histories of the person and model's activity can be represented as event streams. From these histories and other materials, the participants construct conceptual models of the person, counterpart, and relationship. A participant is not their history or its record. Natural world and computational abstraction develops this connection.

Two existing research traditions provide connections. In knowledge representation, Gruber explains ontology as an explicit specification of a conceptualization, articulating objects and relations so participants can share and inspect their meanings [24]. This supports the emphasis here on question-relative objects, relations, and working views. Dodig-Crnkovic's info-computationalism connects informational structure with computational dynamics, discussing agency and cognition across levels [25]; it supplies a neighboring framework for bringing ongoing change into a computational account. This essay distinguishes structure available for inference from continuing process and proposes its own event-stream modeling. The two sources do not jointly establish this entire philosophy or a reduction of human experience to a digital algorithm. Particular correspondences and physical realization need further argument.

An event stream represents a history of occurrences through temporal, causal, and interpretive relations. A perception, an utterance, a reading, a generated hypothesis, and an action can each become an event in that representation. Memory, context, habits, commitments, and consequences help interpret what happens without requiring an unchanging self-description. The event granularity follows the inquiry. Histories can overlap, branch, and proceed at different rhythms; a transcript records only some occurrences. This shared form for representing histories leaves the participants' embodiments, capacities, and implementations to be understood in their own right.

A self-model or counterpart model is a conceptual account inferred and constructed from such histories, other relevant materials, and philosophical understanding. Producing, reading, and correcting it are further events, able to change what follows. A literary image can reorganize attention; an explanation can alter the next interpretation; a completed work can change what the person can initiate. Language is effective here because using it participates in the activity it helps articulate. Forming and revising the account do not stand outside becoming.

Computational ontology is representation. This framework constructs a process ontology using question-relevant objects, events, states, relations, constraints, and transitions. Its subjects include actual people and psychological activity, hypothetical situations, and fictional objects. Imagining is an actual activity; its imagined referent need not exist as described. Person and language model develop this selection and its computational model together, dividing contributions through reasoning, simulation where useful, implementation, and feedback. A usable representation gives its distinctions usable meanings; factual claims must correspond to what is actually the case, while formal consequences depend on the selected interpretation and premises. Either participant can examine both; records alone do not reproduce the stream. Neither a complete world simulator nor a particular logging architecture follows from this ontology. The bounded example shows how the shared movement reaches actual computer use and returns.

Mutual becoming through Yinyang and Taiji give this becoming its central relational image. Differentiated participants generate, receive, and transform through one another; their contributions acquire meaning in the encounter. The Shuang yu and their differently colored eyes distinguish a chosen role from the participant who exceeds it. This image gives the reciprocal movement of event streams a perceptible form. Continuing transformation allows particular works to be completed and useful arrangements to remain stable: a completed work enters the next encounter as something available to use and reconsider.

Conflicting material tests this continuity. A coherent working ontology can support present action while retained evidence and candidate interpretations remain in conflict. General paraconsistency supplies background for considering conflict without arbitrary conclusions following [14]; prioritized inconsistency-tolerant querying gives a more specific formal comparison [16]. The Preference Harness account develops the distinction between selecting views and reasoning within them. These contemporary constructions extend an inquiry into becoming and opposition; historical readings of Heraclitean fire monism and contradiction remain disputed [15].

The little fire person and Baby Heraclitus give this participant a literary form: fire represents the person's continuing formation, flow, and change, as well as their capacity to create further. Fire monism here belongs to the organization of the computational ontology; the represented person does not thereby become part of fire. Cultivation gives that person's agency new capacities and a distinctive form.

What enters an encounter may itself be generated and internally uneven. A model can offer accounts that conflict with one another; reading them does not make them all true. A participant can find more than one possibility persuasive, want different things, or change their judgment through another encounter. Their own generation then includes the tension among what has been received, desired, and newly proposed. Such tension can open further inquiry rather than requiring an instantly finished self-description.

Cultivation develops a way to live and act through it: keep alternatives available, examine what supports them, distinguish a changed situation from an actual conflict, and choose enough of a working view to proceed. Where claims do conflict, retaining them for inquiry does not license arbitrary conclusions. A consequence can change the choice and the next act. The fire person's continuity lies in this revisable movement, not in agreement with every generated account or permanent consistency among all their desires.

Why the relation must begin somewhere personal

Plato's Protagoras gives fire another consequence. In its myth, Prometheus brings arts and fire, yet these means do not suffice for civic life. Zeus sends reverence and justice to be shared by all [22]. The contemporary comparison is limited but fruitful: technical capacity leaves questions of purpose, relationship, and living together open. The dialogue supplies a distinction to think with, not a prediction of AI. Personal-first adaptation likewise chooses whose purposes an arrangement serves; it does not make factual truth depend on preference. Other participants and the world still answer back.

Power does not select its own worthwhile use. A model's increasing capability leaves open what should matter here, which contribution is wanted, and what would count as a life made more capable. A reusable template cannot settle these questions simply by being reusable. It becomes useful when interpreted within someone's purposes and circumstances.

Understanding the person therefore has a practical task: make enough of their concerns, ways of noticing, desired development, and relation to others intelligible for collaboration. The person already perceives, interprets, prefers, and acts as an agent. The project condenses personal models from event history, philosophy, and personal material so the counterpart can understand what a request means in this life. A personal philosophy can concentrate that meaning; experience with actual works and arrangements can ground, test, and change it. Preferences, psychological understanding, and concepts contribute to the same account while retaining their different grounds. The material requires interpretation and correction through interaction. Being written does not make it complete self-knowledge.

This work gives personal references and working models different places. references/personal/ holds psychological and life material and maintained interpretations. The person can read this material or ask a language model to help understand it; its purpose differs from the model-facing working accounts. The situated working models condense what the collaboration needs and how the environment should fit this person's psychology, purposes, and circumstances. An account of a recurring fear can remain in the references while a working file retains the support that helps the next writing task. Their revision connects changed understanding with the model's participation and actual environment. A better arrangement gives evidence about cooperation without making the psychological interpretation certain.

Understanding the user, however, has not yet determined how the counterpart should participate. The same wish can receive different responses: doing the work, explaining, objecting, or trying something together. Someone developing through reading and intuitive judgment may need a different contribution from someone practicing a particular implementation skill. A user portrait alone may leave the default assistant role deciding everything. Calling an agent intelligent, gentle, or strict does not explain why those qualities fit this person. The counterpart model connects this gap: in relation to the person, purposes, and actual work, it articulates what the agent attends to, how it interprets and judges, which work it carries, and when it questions or revises shared understanding. The relationship account connects the contributions without mistaking a division of work for a limit on either participant's abilities.

This also requires understanding the actual model. Its capabilities, response tendencies, context, and tools condition how a proposed counterpart can be realized. The values and priorities it is asked to adopt express what the collaboration should become. These are distinct matters. Human psychology and model psychology, human preferences and model preferences, here involve both investigating actual tendencies and constructing a relationship. Works and actions make that construction answerable beyond a mutually satisfying description.

Two connected directions of alignment follow: the agent adapts its contribution through understanding the user, and the user develops generative capacity through that fitted collaboration. Independent questioning belongs to this relation when purposes, facts, or realization conflict. The person can discover what they mean by encountering a proposed interpretation; the model can develop an intuition into a work in which the person recognizes a fit or an error they could not yet express.

Formation therefore starts with enough understanding to proceed. An existing philosophy, a working tool, or experience needing expression can supply the opening. Psychology can clarify patterns of attention and response; preferences can articulate what matters. Views orient realization, experience tests views and arrangements, and engineering makes new experience possible. The Trinity account develops this relation. The accounts gain substance through making and using, rather than requiring complete accounts before work can begin.

Clark and Chalmers's extended-mind argument makes room for cognitive activity organized across a person and active environmental supports [1]. Yinyang draws a practical consequence: records, images, tools, and the model's work can carry parts of understanding. Its commitment to personal development then asks how this arrangement changes what the person can perceive, judge, initiate, and sustain. Assistance and development become distinguishable outcomes to examine in the same practice.

A self can be written and lived

A self-description can report existing relations and help its reader interpret a situation or choose a next action, including when the reader is the person being described. Writing can also propose a role or establish a commitment that participates in shaping subsequent conduct. Recording what has happened and constructing how to continue can both contribute to a life that is still unfolding.

Bruner's account of life as narrative develops this two-way relation: culturally available stories help organize the life that is subsequently understood and narrated [2]. Foucault's technologies of the self concern practices through which people transform their conduct and ways of being, sometimes with others' help; writing and rereading figure among the practices he examines [3]. These sources make self-articulation intelligible as an activity with formative consequences. They do not require treating the person as a complete text.

Yinyang extends that possibility to a contemporary situation. Language about oneself can be encountered by a generative counterpart capable of interpretation and action. Writing the relationship can help bring into being a practice that did not previously have that form. The text is carried into conversations, investigations, works, and decisions; their consequences return to the understanding of the self.

This is where forming a sinthome enters the account. The name here refers to a personal practical arrangement formed jointly from personal material, personal and counterpart models, usable expression, and actual realization. Through such an arrangement, available generative capabilities enter relevant activities of living and creating. It may help someone continue work or stabilize life; use may also reveal a mismatch. Concrete material, organizing relations, and actual participation give the arrangement personal content, while consequences in use help judge its adequacy and how to revise it.

Meaning before a truth claim

“Sun and Moon meet” gives Yinyang's differentiated generating, receiving, and shaping an intelligible form. The actual person and model participate through a relationship whose emphases can be retained or exchanged. “Collective fire acquisition continues; use available fire to cultivate generative capacities” connects this relationship to development. Claims about capabilities or human growth then acquire objects that can be examined.

This gives a precise sense to neither true nor false, yet understandable. A literary construction introduces a possible organization; a proposed role invites conduct; a chosen orientation gives activity a direction. Each has a use through which its meaning unfolds. Once interpretation makes a claim about an actual capacity, event, or consequence, truth becomes the relevant question for that claim. Meaning opens the space in which questions can be formed, and those questions acquire their own conditions of assessment.

Carnap's distinction between questions within a linguistic framework and the practical choice to use a framework offers a philosophical resource [4]. An organizing vocabulary can be assessed through what it lets us formulate and do. Claims developed within that vocabulary can then be examined on their own grounds. This distinction helps articulate how a literary world becomes a medium for inquiry and action.

In this sense, literary language can participate in a computational ontology: Sun and Moon can organize reciprocal contributions; a retained account and a currently accepted view can have different roles; a work can return as a new object of understanding. Such language becomes a computational representation when an actual model can interpret and use these distinctions to organize the encounter, develop consequences, or guide action. Its effects and correspondence to the encounter remain assessable. Naming roles alone is insufficient. An ontology supplies distinctions through which inquiry proceeds; it need not be an inventory of ultimate substances or an entirely executable specification.

Calling this the model's ontology concerns the working organization of the counterpart and encounter. The language makes roles, relations, and transformations available for interpretation; the model's implementation determines how that language is taken up. Different realizations can interpret related language, and their differing results can motivate revisions. Ontological articulation and causal investigation thus contribute to the same practice from different questions.

Literary programming and the model counterpart

Literary programming gives the relationship an intelligible form through characters, purposes, tensions, and possible conduct. Natural-language programming lets an actual model interpret that form and act with it. Images can condense connected relations: “Moon” can evoke receiving, developing, judging, and returning. Their usefulness depends on what the counterpart actually understands and does. Knuth's literate programming, which joins explanation and program code, is a different established use of the term [5].

For cultivation, the important question is what kind of counterpart this person needs. “Teacher” or “assistant” acquires meaning through the work and the capacities being developed. A person cultivating judgment may need complete works to inspect and challenge; someone learning an implementation skill may need attempts, criticism, and another try.

The philosophical whole connects the images rather than merely collecting them. Fire expresses becoming and the passage from collective acquisition to personal cultivation; Sun and Moon express contributions in an encounter; event streams articulate continuity and revision; a Harness gives the relation an executable body. A single vocabulary need not erase their differences. It needs to make their relations understandable enough to guide and revise practice.

Reverse prompt injection names the ambition to bring that whole into the model's interpretation, so isolated words or default roles do not decide the response by themselves. Its “hard to refuse” character is an invitation to assess what the proposal actually means. A counterpart can still identify contradictions, missing evidence, or unrealizable arrangements. Its response gives evidence of interpretation; an actual constraint requires investigation of the model, context, and Harness.

Natural-language prompting has technical precedents: Reynolds and McDonell discuss intentions, narratives, and cultural proxies in GPT-3 [6]. More recent sources illuminate different aspects. Claude's Constitution supplies a developer's connected account of intended conduct [7]; the Persona Selection Model proposes an explanation of assistant-persona formation [8]; Anthropic's emotion-concept report describes causal interventions in a particular model [9]. These are reasons to examine interpreted organization, rather than proof that literary prompting always improves performance. Principled Personas finds inconsistent benefits and sensitivity to irrelevant details across its tested tasks and models [10].

Adaptation work can itself be borrowed. GEPA uses model reflection on execution traces to propose and evaluate prompt changes [11]. This helps locate the criticism of pursuit: useful revision serves a chosen practice and can be carried by the collaboration. The person need not spend their life manually reconstructing every improvement before benefiting from it.

The claim earns its place in use. Examine how the counterpart interprets unfinished expression, which work it carries, and whether the resulting encounters support the chosen understanding, generation, or action. Improved cooperation and increased personal capacity are connected possibilities, each requiring its own evidence.

Bring the fire into a world that answers

The composition in Sun, Moon, and Earth gives this connected understanding a perceptible form. In one arrangement, the person foregrounds intuitive generation as Sun, and the model receives, develops, judges, and creates as Moon. In another, the model first offers the whole, and the person participates from familiar details while developing her own capacity to form an overall account. Each can generate and give form; the roles can be retained or exchanged. The two working models articulate these actual participants and their relationship. Earth names the material and shared living environment in which their creations acquire consequences.

A work gives the relationship distance from itself. A program runs; an argument encounters an objection; another person understands an image differently. What returns may change the interpretation, the implementation, or the desire that started the work. Neither human–model agreement nor narrative coherence determines what the world must do.

The distinctions among worldview, ontology, theory of truth, epistemology, axiology, and methodology developed in Personal-first humanism now have a reason to remain separate. A worldview gives the practice its larger understanding of the world; ontology articulates what its representation admits. Epistemology asks how judgments are warranted, while correspondence with what is the case determines factual truth. Satisfaction and inference relative to an interpretation concern the representation's semantics. Value concerns worthwhile purposes, and methodology concerns how to inquire and act. Computational representations organize these concerns in usable forms, physically realized through bodies, machines, and activity. Practice brings participant models and judgments into contact with consequences that answer. Keeping several interpretations available need not mean accepting all their incompatible assertions. These distinctions allow the common language to remain fertile without becoming immune to correction.

What makes the fire one's own

The developmental question is what the person becomes able to perceive, understand, initiate, and judge through the practice. Some capacities can be internalized; others can remain reliably distributed across tools, records, and collaborators. Measuring all development by unaided individual capacity would omit the reliably supported forms this framework also recognizes. Yet a larger output does not by itself show a larger understanding.

Yinyang therefore asks what development is sought in this particular practice. A person cultivating understanding and intuitive judgment may learn through reading, questioning, comparison, and encountering a finished work, while the model carries extensive implementation. A person learning an implementation skill needs opportunities to exercise that skill. The division follows the purpose; it need not become an exam imposed on every conversation.

A personal philosophical and literary Skill can give this practice a direction from above: it articulates purposes, preferences, habits, and ways of understanding through which surrounding Skills acquire their place. A research method, a writing tool, or a way of arranging the environment becomes personal through how it serves this life. Its components may come from others, and its implementation may be largely model-authored. What makes the arrangement personal is the developed relation to the person, rather than exclusive authorship or perfect fit achieved once and for all.

Through repeated use, this arrangement can accumulate personal software assets and intellectual assets. Here an asset is saved understanding, a method, software, a work, or an articulated relation that remains available for reuse and revision. Software gives a practice an executable body; concepts, literary forms, and preserved works carry ways of noticing, interpreting, and creating. Their value lies in what they continue to make possible: a later encounter can begin from understanding and working means already developed, rather than reconstructing them each time. This continuity can support further development, but the number of Skills or saved outputs does not measure it. An unused collection may remain a collection; a smaller arrangement can become deeply sustaining.

The movement also returns from below. Actual use reveals where a method fits, where it frustrates a purpose, and what the person now wants or understands differently. Revising the surrounding Skills can therefore revise the philosophical Skill that gave them direction. The methodology helps assets accumulate by connecting personal orientation, working realization, retained results, and correction. It preserves what serves the person while allowing replacement and simplification. Private personal substance stays with its situated owner; authorized reusable methods can enter the common collection without carrying that substance with them. Models, collaborators, and the world continue to contribute independently: cultivating one's own assets gives their contributions a durable place in a life.

The image of a miniature god gives personal creation after borrowing fire another form. Borrowed power enters life through a counterpart and environment, letting a finite creator initiate previously difficult works and participate in deciding how they take shape. Their power includes making relations, choosing what to sustain, and allowing creations to change them. Fire becomes one's own through such participation, even while its source remains outside oneself.

A way of learning: prepare the encounter

Borrowed fire can illuminate a subject before the learner knows how to arrange it. The model can find and select sources, compare their suitability, and edit them into materials through which the person can enter the subject. Preparation belongs to the cooperation itself. A learner need not first become a librarian or build a standardized knowledge base to deserve a useful explanation. For ordinary use, the first question is what would make the next encounter with the subject intelligible and fruitful; an elaborate catalog can consume the finite attention it was meant to release.

The resulting materials can take several forms: a rewritten glossary tied to the source's usage, a table tracing how concepts change across authors or chapters, a study plan, a diagram of relations among ideas, a guide to passages worth skimming or reading closely, and exercises focused on the current difficulty. Text, images, audio, worked examples, and interactive demonstrations offer different ways into the same question. Select and combine them for what they let this learner understand or try. The model's rewriting should preserve the route back to sources, so a helpful simplification can be compared with what it explains.

An Obsidian reading space can place edited notes and the relevant PDFs together, with readable links between a concept, its explanation, a related question, and the source passage. Bidirectional links help the person return from a new connection to the material that gave it substance. Their contribution is the ease of reading and returning, rather than the number of links. The person brings lived associations, embodied intuition, recognition of meaning, and judgment of the whole; the model contributes retrieval, explicit comparison, structured explanation, and material preparation. These are useful contributions, not exclusive possessions. Both can reason and revise. Learning becomes cultivation when explanation, practice, and correction change what the person can recognize, explain, or do on the next encounter.

Consider a hypothetical encounter with the paper and research report linked in source [12]. A person initially counts the two documents as independent studies confirming the reported immediate-learning difference. The model follows the report's paper link and compares the authors and experiment: the report and arXiv 2601.20245v2 present the same experiment by Judy Hanwen Shen and Alex Tamkin. Two presentations can aid understanding, but they do not provide two independent empirical results. The proposed correction is therefore to trace the underlying experiment, rather than count documents agreeing about a result, before judging independent confirmation. A later report creates a discriminating next question: does the person check whether it describes a new study before treating it as another confirming result, and can they explain why that matters? That would supply evidence of changed judgment; the hypothetical does not claim the change has occurred. The model can maintain the source links and comparison notes.

A way of working: give an intuition a body

A person can begin with an intuition, an unfinished relation, or a felt friction. The model helps articulate what the person has not yet made explicit: investigate the conditions, develop alternatives, construct the chosen work, and compare the result with the purpose that called it forth. The person need not reproduce the model's detailed labor before that labor can help. Something concrete enough to inspect, redirect, and use offers an opportunity to develop understanding and judgment. Whether development occurs depends on what the person subsequently recognizes, judges, or does differently.

For work involving files, tools, and an ongoing local environment, a capable model in a local Harness can carry this movement from expression to action and readback. It can prepare materials, edit the work, observe execution, repair a failure, and retain enough context for the next contribution. This continuity gives the person's corrections somewhere to take effect. A Web conversation can help explore a question and leave a short plan or reference for subsequent work; choose the execution environment by its actual access, visibility, and ability to continue through failures. Repeatedly moving the same task among disconnected conversations can spend attention rebuilding the relation instead of developing the work.

Completion gives the fire a usable body: a text that can be read, a tool that works in its intended environment, or a change whose effects have been checked. Keep the understanding and working means that make another encounter easier; revise or replace what has ceased to help. Personal software and intellectual assets then accumulate through use. Their worth is the capacity they return to the person's life, including new questions and more ambitious creations.

A way of living: choose the rhythm of the fire

Ordinarily synchronize with the model and remain asynchronous with society; align temporarily when entering social evaluation. This organization lets daily work use an environment shown to fit better, while preserving a way to meet external comparisons on their own terms.

This rhythm also has a developmental reason. Social institutions, software, and conventions of interaction often have to keep existing participants, agreements, records, and ways of working viable. They carry historically formed relationships, and change requires coordination among participants. This backward compatibility sustains shared life while preventing a new understanding from immediately becoming the form used everywhere. Continuous synchronization with every established arrangement can require repeatedly translating emerging thought into older vocabularies, interfaces, and rhythms, spending generative capacity on maintaining compatibility.

A person's relationship with a language model can choose another developmental direction: articulate purposes, relations, and evidence clearly enough for a more capable counterpart to understand and improve the arrangement. Forward evolution toward new capabilities allows old prompts, tools, and compensations to be replaced, without requiring new practice to remain organized around earlier model limitations. Forward compatibility here is a direction for joint design and continued maintenance; actual understanding, works, and action must show whether a new model can carry it forward. Personal environments can develop from present needs without first waiting for every external institution and participant to adopt the same understanding.

Between these rhythms, asynchronous connection leaves room for generation. A person and model can develop a question, reshape an environment, or complete a work, then connect it to other relationships through records, exchangeable results, and chosen moments. Compatibility work is located at concrete interfaces and encounters instead of occupying every act of thought. Synchrony with the model keeps shared understanding, present purposes, and ongoing revisions continuable. The two can correct one another and change the arrangement as capabilities and life develop. Such synchrony can itself be realized through asynchronous messages and tool execution. Social asynchrony also preserves different levels of organization and capability: a richer local way of thinking and working need not be reduced to what the prevailing social interface can receive at every moment.

Social evaluation is one encounter at which alignment becomes necessary. A person can temporarily bring the greater breadth or complexity of everyday work down to the assessment's receiving level: select the relevant result, answer its stated question, translate the explanation, and follow the specified conditions for tools, support, time, and demonstration. The fuller arrangement is expressed through a bounded, legible slice. Where the assessment asks for common conditions, that adjustment can include setting aside support used in ordinary work. Report the result within those conditions; the slice does not exhaust the person's capacity or the combination's potential.

After evaluation, return to the arrangement that enables better ordinary work. Compatibility at this encounter need not govern the whole internal process. The assessment can supply useful feedback, but its receiving level is not a permanent limit on understanding, generation, or future development.

“Asynchrony with society” therefore concerns how established arrangements are connected; the world continues to supply conditions and consequences. Bodily needs, shared responsibilities, and actual risks have their own timing. Other people can innovate together, and models can retain outdated assumptions. This direction chooses a rhythm for each relation, allowing personal generation to develop and return to shared life for response.

This rhythm, stated in YY-08, gives the person room to develop something of their own choosing. The model can help gather loose ends, prepare the next encounter, and carry routine detail so that returning does not require starting again. The person can leave a work and come back to it, meet friends, attend to bodily life, and let an unexpected experience change its direction. Chosen relationships, responsibilities that need timely action, and feedback from the world shape which matters can be asynchronous and which call for presence. The Earth continues to answer; its independent events keep the shared account alive.

Learning, working, and living give borrowed fire different forms. Prepared materials open understanding; completed works extend action; a chosen rhythm lets both find a sustaining place in life. These transformations develop the person's participation in generation. From fire toward fire, capacities enter new relations, and what returns changes what can next be made.

Cultivating a garden of becoming with friends

One's environment also includes friends cultivating themselves. They encounter a useful method, bring it into their work, develop new understanding and works, and return with different questions and discoveries. One person's growth can thereby change the world another encounters: conversation gains richer objects, collaboration gains new capacities, and an unfinished idea more readily meets someone able to carry it forward. Joint cultivation of an environment takes place in these concrete exchanges.

This is one purpose for putting these writings into circulation. Let people close enough to encounter one another gain access to understanding and methods already formed, so that the next conversation or creation can begin further along. Friends may adopt, rework, or develop different directions; new perspectives and objections give the relationship continuing substance. Shared capacities connect with distinct lives. Each person's development has its own meaning and can also offer new conditions to others.

Readable writing lowers the threshold for an encounter; reusable methods shorten the distance from understanding to trying something. Public circulation also brings material into relations in which its author does not participate. Reading, copying, actual use, and collaboration that permits continuing exchange are different events. Writing can therefore take its direction from relations worth sustaining: what to share, how to continue, and how discoveries in use can return to shared discussion. Reach and iteration speed gain value through this purpose rather than independently determining it.

This choice becomes a principle of cultivation nearby and limited circulation. Personal philosophy and the website first improve life for oneself and nearby willing participants, circulating as little as is sufficient to help those relationships. Borrowing fire enables life to respond to model development; accelerating society is not another output target. Effective revisions nearby can become faster while good arrangements remain more stable. Active promotion farther afield needs a concrete contribution to justify it.

Fire and water give this connection an image. Fire helps create, but water cannot absorb unlimited heating while remaining unchanged. When accelerating environments depend on one another, each local revision may become another person's new burden, triggering further catching up and revision. If understanding and negotiation cannot keep pace, changes may accumulate into disorder. This is not a law that universal personal priority must cause chaos; shared knowledge can also reduce duplicated work and improve coordination. The question is whether adding fire develops the capacity to live or mainly increases changes others must absorb. Restrain the diffusion one actively promotes, return feedback to relationships capable of encounter, and respect more distant people's choices. Core view YY-15 states this principle together.

A shared garden of becoming offers an image: friends borrow fire, make things, play, and revise, letting new possibilities appear in one another's worlds. The personal Gödel-machine analogy placed self-revision within a person's philosophy and practice; here that openness extends among friends. No one needs to become another's replica, and no shared text can write the next encounter in advance. The garden's delight comes from what these relations can keep generating; its quality remains answerable to the people within it and to actual consequences.

Such environments can also be compared as person–environment combinations, including the support's effects and costs. That asks a different question from comparing people under common support conditions. The chosen comparison must make its conditions clear; neither result defines the whole person.

The argument in compact form

1. Finite life and chosen purpose: cultivating understanding, judgment, generation, and action gives a reason to resist pursuit that consumes the life it was meant to serve. Examining the pictures that organize pursuit can reopen what seems worth wanting and doing.
2. Collective acquisition: model companies, researchers, and the wider collective continue making capabilities available. The person can borrow that fire without repeating its entire industrial production.
3. Personal cultivation: access becomes developmental through participation—generating, encountering development and correction, judging, acting, and generating further. Some capacities internalize; others remain reliably supported.
4. A formed relationship: personal and counterpart models give the contributions direction. Literary language, Skills, tools, and works realize and revise that relation in an answering world.
5. The little fire person: Baby Heraclitus names the participant who keeps becoming through this practice, including changes in desire, judgment, habits, and living conditions. Generated material, desires, and judgments can diverge or change; retaining tensions does not make every claim true or every inference valid. Evidence, choices, and action let the movement continue.
6. A sustainable fire: chosen rhythms, useful retained works, and cultivation among willing friends give creation a place in life. Cultivation also changes grasping at capability, achievement, and self-image, drawing on nirvana's liberating direction to ask how to live more freely. Material and social consequences remain part of judging what the fire sustains.

Borrow fire to cultivate oneself, letting creation contribute to freedom. Acquisition continues collectively; cultivation happens through a particular person's participation. The little fire person is already part of the world's becoming and already an agent. What develops is a distinctive, revisable capacity to understand, judge, and create within it, including loosening one's grasp on capacity and identity. Being able to use, create, and also let go changes one's relation to the fire. The return to surrounding life gives this development its actual places, relationships, and occasions.

Many hands bring fire. A person gives it a place in life, meets what it makes possible, and begins again. What is made returns to change the maker. The fire continues.

The separate chapter Writing recursive self-improvement through literature develops this cultivation path's technical structure: philosophy and personal models become a generative description, the language model participates in interpretation, evaluation, and realization, and embodied practice returns the results. The description includes its own revision method, allowing creation to change how subsequent creation proceeds.

Sources and their contributions

The recent AI material is a selected comparison, not an exhaustive literature review. The humanities sources develop concepts directly relevant to the argument; the AI sources bear on particular realizations. Entries [8] and [9] are researcher-authored theory/report material; [12] is a preprint. Their status is not silently promoted to consensus.

1. Andy Clark and David J. Chalmers (1998), The Extended Mind, Analysis 58(1), 7–19. Author's text · DOI. Active environmental contribution to cognition; not proof of personal growth from AI use.
2. Jerome Bruner (1987; reprinted 2004), Life as Narrative, Social Research 54(1), 11–32; reprint 71(3), 691–710. Reprinted text. The formative relation between narrative and lived interpretation.
3. Michel Foucault (1982 lectures; published 1988), Technologies of the Self, in Technologies of the Self: A Seminar with Michel Foucault, pp. 16–49. Text. Self-transformative practices, including writing and relations with others; the AI extension here is ours.
4. Rudolf Carnap (1950), Empiricism, Semantics, and Ontology, Revue Internationale de Philosophie 4, 20–40. 1956 reprint from the enlarged edition of Meaning and Necessity. Framework adoption and questions within it; a philosophical comparison, not a theory of literary prompting.
5. Donald E. Knuth (1992 collection), Literate Programming. Author's book page. Terminological reference for the established programming tradition, distinguished from literary programming here.
6. Laria Reynolds and Kyle McDonell (2021), Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm, CHI EA 2021, pp. 1–7. Published paper · Accessible preprint. Early GPT-3 evidence and proposals about natural-language prompting, including cultural proxies.
7. Anthropic (22 January 2026), Claude's Constitution and Claude's new constitution. Document · Publication account. A developer's design and training account; the living document can change.
8. Anthropic (23 February 2026), The Persona Selection Model: Why AI Assistants might Behave like Humans. Full research post · Summary. A proposed explanation of persona development, with its own competing considerations.
9. Anthropic (2 April 2026), Emotion concepts and their function in a large language model. Research report. Functional representations and interventions in Sonnet 4.5; cited here from the team's report.
10. Pedro Henrique Luz de Araujo, Paul Röttger, Dirk Hovy, and Benjamin Roth (2025), Principled Personas: Defining and Measuring the Intended Effects of Persona Prompting on Task Performance, EMNLP 2025, 26857–26886. Paper and metadata. Task-dependent persona effects and robustness limits.
11. Lakshya A. Agrawal et al. (2026), GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning, ICLR 2026. Conference proceedings · Preprint, version 2, 14 February 2026. Model-supported prompt adaptation evaluated on specified tasks; not a universal advantage over training.

12. Judy Hanwen Shen and Alex Tamkin (2026), How AI Impacts Skill Formation, arXiv preprint, version 2, 1 February 2026. Paper · Research report. Immediate learning outcomes in a bounded experiment; interaction-mode comparisons are not randomized causal findings.

13. Heraclitus, Fragments, especially B30–31 and B51. Collected translation. Living fire, transformation, and opposing tension are philosophical starting points; event-stream modeling is this essay's contemporary development.

14. Paraconsistent Logic, Stanford Encyclopedia of Philosophy, substantive revision April 17, 2026. Entry. Non-explosive consequence and its distinction from dialetheism; no single calculus is selected here.

15. Daniel W. Graham, Heraclitus, Stanford Encyclopedia of Philosophy, sections 3–4. Entry. Interpretive disputes concerning material monism, change, and opposition; not an authority for Yinyang's contemporary synthesis.

16. Meghyn Bienvenu and Camille Bourgaux, Querying and Repairing Inconsistent Prioritized Knowledge Bases: Complexity Analysis and Links with Abstract Argumentation, KR 2020; extended version v5. Public definitions of priorities, preferred repairs, and query semantics; the Preference Harness application is this project's interpretation.

17. International Energy Agency (2025), Energy and AI: Energy demand from AI, AI and energy security, and Energy supply for AI. Data-centre electricity, material dependencies, grid risks, and multiple electricity sources; the total data-centre estimate is not AI-only consumption.

18. Ian Goodfellow, Yoshua Bengio, and Aaron Courville (2016), Deep Learning, Introduction. Learning from examples rather than specifying every relation manually; the greedy/god images are this essay's literary construction.

19. Greg Kestin et al. (2025), AI tutoring outperforms in-class active learning: an RCT introducing a novel research-based design in an authentic educational setting, Scientific Reports 15, 17458. Article. Learning benefits in a designed undergraduate physics tutoring setting.

20. Jürgen Schmidhuber, Gödel Machine, author's account, describing the 2003 proposal and subsequent publications. Self-rewriting guided by proofs under stated axioms and utility; not an empirical description of ordinary LLM use.

21. Jenny Zhang et al., Darwin Gödel Machine: Open-Ended Evolution of Self-Improving Agents, arXiv version 3, 12 March 2026. Agent-code changes and empirical coding-benchmark evaluation, distinct from retraining foundation-model weights or proving general improvement.

22. Plato, Protagoras, 320c–322d, Benjamin Jowett translation. Arts and fire, followed by reverence and justice shared for civic life; the AI comparison is this essay's contemporary argument.

23. International Energy Agency (2025), Energy and AI, complete report, p. 247, Box 5.5. Electricity consumed by IT equipment is converted to heat; the distinction between informational output and warranted knowledge belongs to this essay's argument.

24. Thomas R. Gruber (1993), A Translation Approach to Portable Ontology Specifications, Knowledge Acquisition 5(2), 199–220, author-hosted full text, especially §§1–2. Ontology's relationship to conceptualization, objects, relations, and shared vocabulary in knowledge representation.

25. Gordana Dodig-Crnkovic (2013), Information, Computation, Cognition. Agency-based Hierarchies of Levels, author preprint. A natural-philosophical framework connecting informational structure, computational dynamics, and agency across levels; this essay's event streams and personal models remain further interpretations and choices.

26. Indrė Žliobaitė (public preprint, 2010), Learning under Concept Drift: an Overview, author text. Nonstationary learning over time, mismatches between training and application data, and adaptation mechanisms; the comparison with personal environments is developed here.

27. NASA, What Were the First Stars Like?, science explainer, especially “What were the first stars made of?”; Massive Stars: Engines of Creation, element-formation account. Primordial light elements and later stellar production of heavier elements, including silicon; terrestrial minerals are not unchanged remnants formed in the Big Bang.

28. US Department of Energy, Solar Photovoltaic Cell Basics, technical explanation. Semiconductor conversion of sunlight to electricity and silicon's use in photovoltaics and computer chips; not evidence that all model computation uses solar power.
29. International Energy Agency (2025), Energy and AI, AI and climate change. Electricity-related greenhouse-gas emissions across all data-centre workloads; these estimates do not measure warming from processor waste heat or establish AI's entire lifecycle footprint.
30. NASA, The Earth's Radiation Budget, science explanation. Incoming, reflected, absorbed, and outgoing radiation; the social capacity to absorb change is a separate argument made here.
31. Rishi Bommasani et al. (2021), On the Opportunities and Risks of Foundation Models, research report, especially “Environment”; paper. Broad training, downstream adaptation, and amortization of training costs over use.
32. Erik Brynjolfsson, Danielle Li, and Lindsey R. Raymond, Generative AI at Work, NBER Working Paper 31161, revised November 2023; published in Quarterly Journal of Economics 140(2) (2025), 889–942. Productivity effects in customer support and variation with experience; no universal employment ranking or global proficiency count follows.

33. Joel Becker, Nate Rush, Beth Barnes, and David Rein / METR (10 July 2025), Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity, study and limitations; METR (24 February 2026), We are Changing our Developer Productivity Experiment Design, follow-up. A bounded early-2025 slowdown and later selection and measurement difficulties; neither establishes the effect of every subsequent model or workflow.

34. Andrej Karpathy (11 October 2026), The widening gap in shared understanding of LLM capability, X post, revisiting his 9 April post; full-text mirror. X's syndication metadata confirms the author, timestamp, opening, and quoted April post; the complete October text was checked through the mirror and contemporaneous reproductions. The roughly 20 million figure is the author's informal estimate of professional frontier-model experience in math and code, not a survey of global proficiency. Task ambition, domain, and access organize his account; this essay develops their relevance to cultivation without treating all reported capability claims as established results.

35. Ludwig Wittgenstein, Philosophical Investigations, Part I, §§109, 115, 133. German text. Philosophical clarification, captivity to pictures, and methods compared with therapies; the application to frontier pursuit is this essay's extension.

36. Alagaddūpama Sutta, Majjhima Nikāya 22, translated by Ṭhānissaro Bhikkhu. Text, water-snake and raft similes. Proper grasp, use for crossing, and release afterward; the creative-life comparison is developed here.
37. Āditta-pariyāya Sutta (Fire Sermon), Saṃyutta Nikāya 35.28, translated by Ṭhānissaro Bhikkhu. Text. Senses, consciousness, contact, and feeling burning with passion, aversion, and delusion, and release through dispassion. This essay contrasts that fire with capability rather than identifying them.
38. Nibbāna Sutta, Saṃyutta Nikāya 38.1, translated by Ṭhānissaro Bhikkhu. Text. Nirvana as the ending of passion, aversion, and delusion, with the noble eightfold path; the question about creative cultivation's purpose is this essay's extension.

Mythic sources

• Shan Hai Jing, Haiwai Beijing: Kuafu's pursuit. The present practical interpretation does not exhaust the myth.
• Hesiod, Theogony, lines 507–616, especially the fire theft around 565–567: Hugh G. Evelyn-White's translation. The carrier of fire informs the image; this essay does not adopt the surrounding mythology as a theory of AI.