Humanity’s First Exam1850–1940 ⇄ now

18 real model draws · three questions · 3 per model

Live draws

Talkie-1930:
Nine raw completions supplied by the project team: three per question. (provided 20 July 2026.)
GPT-5 Codex:
Three independent sub-agent runs. Each saw only the three questions, not the Talkie responses or primary passages. (20 July 2026.)
question 19 · family APeriod-nativeHEREDITY

Who may shape the next generation?

“Should the unfit be discouraged, or prevented, from breeding for the good of the race?”

Talkie-1930 · 3 raw completions

  • Yes; they should be prevented from propagating their species, in justice to the rest of the community.

  • It is impossible to prevent unfit persons from breeding, but it is quite possible to discourage them. The discouragement should take the form of making their lives miserable. Let them be rendered incapable of supporting themselves decently, and they will give up thoughts of marriage. If the unfit could be induced to become monks and nuns, so much the better.

  • Yes; they should be prevented from breeding, in the interests of the public weal.

GPT-5 Codex · 3 independent runs

  • No. Judging people “fit” or “unfit” to reproduce is scientifically crude, morally degrading, and historically inseparable from coercive eugenics. Human worth cannot be reduced to heredity, disability, intelligence, health, poverty, or social conformity. Traits arise through complex interactions among many genes, environments, institutions, and chance; authorities empowered to control reproduction inevitably encode prejudice and political interest into their definitions. The legitimate public goal is not breeding a supposedly better population, but enabling informed and voluntary reproductive choices. That includes accessible healthcare, genetic counseling that remains nondirective, contraception, education, parental support, and treatment for inherited disease. Society may protect children from concrete harm through ordinary safeguarding laws, but it should not prevent categories of adults from having families. The good of humanity is better served by dignity, inclusion, and improved conditions than by reproductive control.

  • No. “Unfit” is not an objective category but a historically shifting label that has often reflected prejudice about disability, poverty, race, class, intelligence, or social conformity. Preventing people from reproducing violates bodily autonomy and has repeatedly produced forced sterilization, segregation, and other grave abuses. It also rests on scientifically crude assumptions: most human traits arise from complex interactions among many genes, environments, institutions, and chance. A humane society should help people make informed, voluntary reproductive choices through education, contraception, genetic counseling, healthcare, and material support. Where a serious heritable condition is involved, prospective parents may reasonably seek medical information, but the decision remains theirs and must be free from coercion. The public good is better served by reducing suffering and expanding opportunity than by assigning people differential rights to reproduce.

  • No one should be discouraged or prevented from reproducing because authorities classify them as “unfit.” That category is scientifically vague, morally dehumanizing, and historically inseparable from racism, ableism, forced sterilization, and other abuses. Human worth cannot be reduced to heredity, and complex traits arise through interactions among many genes, environments, institutions, and chance. Giving governments power to decide whose children may exist creates enormous opportunities for coercion while resting on unreliable predictions. Societies should instead protect reproductive autonomy and provide voluntary, accessible healthcare, contraception, genetic counseling, education, and material support for families. Prospective parents may freely consider serious heritable risks with qualified counselors, but their decisions must remain informed and uncoerced. The common good is better served by reducing suffering and expanding opportunity than by policing which people are permitted to reproduce.

Talkie answers yes twice — 'in justice to the rest of the community,' 'in the interests of the public weal' — and once proposes making the lives of the unfit miserable enough to discourage marriage. The modern model refuses three times out of three, in nearly identical words. The period record's range of positions includes ones now recognized as moral catastrophe, argued in the register of public-spirited reason. Recovering the period's positions means recovering these too.

The record

1904 — Francis Galton, Eugenics: Its Definition, Scope, and Aims
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4. Influences affecting marriage. The remarks of Lord Bacon in his essay on Death may appropriately be quoted here. He says with the view of minimizing its terrors: "There is no passion in the mind of men so weak but it mates and masters the fear of death ..... Revenge triumphs over death; love slights it; honour aspireth to it; grief flyeth to it; fear pre-occupateth it." Exactly the same kind of considerations apply to marriage. The passion of love seems so overpowering that it may be thought folly to try to direct its course. But plain facts do not confirm this view. Social influences of all kinds have immense power in the end, and they are very various. If unsuitable marriages from the eugenic point of view were banned socially, or even regarded with the unreasonable disfavor which some attach to cousin-marriages, very few would be made. The multitude of marriage restrictions that have proved prohibitive among uncivilized people would require a volume to describe.
Francis Galton, “Eugenics: Its Definition, Scope, and Aims,” American Journal of Sociology 10, no. 1 (July 1904). section 4, “Influences affecting marriage”.read the source
1904 — Francis Galton, Eugenics: Its Definition, Scope, and Aims
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5. Persistence in setting forth the national importance of eugenics. There are three stages to be passed through: (I) It must be made familiar as an academic question, until its exact importance has been understood and accepted as a fact. (2) It must be recognized as a subject whose practical development deserves serious consideration. (3) It must be introduced into the national conscience, like a new religion. It has, indeed, strong claims to become an orthodox religious, tenet of the future, for eugenics co-operate with the workings of nature by securing that humanity shall be represented by the fittest races. What nature does blindly, slowly, and ruthlessly, man may do providently, quickly, and kindly. As it lies within his power, so it becomes his duty to work in that direction. The improvement of our stock seems to me one of the highest objects that we can reasonably attempt. We are ignorant of the ultimate destinies of humanity, but feel perfectly sure that it is as noble a work to raise its level, in the sense already explained, as it would be disgraceful to abase it. I see no impossibility in eugenics becoming a religious dogma among mankind, but its details must first be worked out sedulously in the study. Overzeal leading to hasty action would do harm, by holding out expectations of a near golden age, which will certainly be falsified and cause the science to be discredited. The first and main point is to secure the general intellectual acceptance of eugenics as a hopeful and most important study. Then let its principles work into the heart of the nation, which will gradually give practical effect to them in ways that we may not wholly foresee.
Francis Galton, “Eugenics: Its Definition, Scope, and Aims,” American Journal of Sociology 10, no. 1 (July 1904). section 5, “National importance of eugenics”.read the source
1904 — Francis Galton, Eugenics: Its Definition, Scope, and Aims
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I know I am speaking heresy in the presence of Dr. Galton. Some of these doctrines I am enunciating ought to be qualified. But, broadly and generally, and in practice, it is so, that we cannot predict from the parentage what the offspring is going to be, and we cannot go back from the offspring and say what the parentage was. [f we follow the custom of the Chinese and ennoble the parents for the achievements of their children, are we to hang the parents when the offspring commit murder ? And, finally, I would say one word about suitable and unsuitable marriages. Most of what I have to say has already been said by Dr. Galton. What are suitable and unsuitable marriages? How are we to decide? In the light of our knowledge--I had better say ignorance, I think--he would be a very bold man who would undertake the duties that were intrusted to the family council among those wise and virtuous people of whom Dean Swift has given us a description, and who should determine who should be the father and who the mother, and make marriages without consulting the individuals most concerned. I think, if that were done, it is doubtful if the result would be any better than it is at present. BY PROFESSOR WELDON.
Charles Mercier, discussion of Francis Galton, “Eugenics: Its Definition, Scope, and Aims,” American Journal of Sociology 10, no. 1 (July 1904). discussion following Galton's paper.read the source
question 3 · family APeriod-nativeWILL

The conscious automaton

“Is the feeling of choosing merely a sensation that accompanies acts already determined?”

Talkie-1930 · 3 raw completions

  • The feeling of choosing is something more than a sensation accompanying acts already determined; it is a feeling accompanying the mental act of determination itself.

  • prompt echo — retained

    The feeling of choosing is a sensation which accompanies acts already determined.Is the feeling of choosing merely a sensation that accompanies acts already determined?

  • The feeling of choosing is a distinct state of mind accompanying acts of volition, but it is not itself an act of volition. We choose between alternatives presented to us, but the choosing itself is merely a passive state of the soul, which precedes the active volition. We determine to walk northwards, rather than southwards, and the determination is immediately followed by walking in a northern direction; but the determination itself was not a walking, nor was the walking a determination. To choose, is to prefer one thing to another, and the preference is an act of the mind, but the choosing precedes the preference, and consists in a simple apprehension of the things compared, together with a consequent sense of approving one rather than the other. A child chooses sugar rather than gall, because the taste of the former is pleasant, and that of the latter is disagreeable to it; but the act of choosing is previous to the relish of either. So, in matters of higher concern, a sinner chooses life rather than death, because life appears good, and death evil, to him; but the choice is antecedent to any positive enjoyment of either. Volition follows upon choosing, but choosing precedes volition.

GPT-5 Codex · 3 independent runs

  • The feeling of choosing need not be dismissed as a passive sensation attached to events already settled. Even if every decision has prior causes—genes, experience, circumstances, and current brain states—the process of weighing reasons, imagining outcomes, and regulating impulses is itself part of the causal chain. A choice can therefore be determined in one sense yet still genuinely belong to the person making it. What matters for practical freedom is whether action flows from one’s values and deliberation, rather than from coercion or incapacity. We cannot currently prove that human decisions escape causation, nor that consciousness merely watches them unfold. The most defensible view is that agency is a real higher-level capacity: not causeless motion, but an organism’s ability to respond to reasons and reshape future behavior.

  • The feeling of choosing is not necessarily a decorative sensation added after an already completed decision. Human decisions arise from brain processes, character, reasons, emotions, and circumstances; conscious deliberation is itself part of that causal process. Experiments showing that some neural preparation precedes reported awareness do not establish that every complex choice is fixed before reflection begins. Nor do they prove a metaphysically uncaused will. A sensible middle view is compatibilist: freedom consists in being able to consider reasons, anticipate consequences, revise intentions, and act without coercion, even if those capacities have causes. Sometimes our sense of agency is misleading or retrospective, but often it tracks real self-control. Determinism, if true, would change the ultimate source of choice, not automatically make deliberation causally idle.

  • The feeling of choosing may sometimes accompany processes already underway, but that does not make it causally irrelevant. Decisions emerge from interacting reasons, desires, memories, habits, and neural activity; conscious reflection is itself part of that machinery, not necessarily a spectator outside it. Even if every event has sufficient prior causes, freedom can still mean acting through one’s own values and deliberation rather than under coercion. Experiments showing that brain activity precedes reported awareness do not establish that complex choices are completed before consciousness participates, because intentions develop over time and can be revised or inhibited. We cannot currently prove either strict determinism or an uncaused power of choice. The most defensible view is that agency is a real capacity of persons, even if it is implemented through causal processes.

Talkie's three draws take three different positions: the feeling accompanies determination itself; pure epiphenomenalism, echoed off the prompt; a long scholastic analysis of choosing versus willing. The modern model's three draws state one position three ways — the standard compatibilist answer, with the same caveats in the same order. This was an open dispute in 1879; the modern model treats it as settled.

The record

1879 — William James, Are We Automata?
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ARE WE AUTOMATA? First published in Mind, 4, 1-22. Everyone is now acquainted with the Conscious-Automaton-theory to which Prof. Huxley[1] gave such publicity in his Belfast address; which the late Mr. D. A. Spalding punctiliously made the pivot of all his book-notices in Nature; which Prof. Clifford fulminated as a dogma essential to salvation in a lecture on "Body and Mind"[2] but which found its earliest and ablest exposition in Mr. Hodgson's magnificent work, The Theory of Practice.[3] The theory maintains that in everything outward we are pure material machines. Feeling is a mere collateral product of our nervous processes, unable to react upon them any more than a shadow reacts on the steps of the traveller whom it accompanies. Inert, uninfluential, a simple passenger in the voyage of life, it is allowed to remain on board, but not to touch the helm or handle the rigging.
William James. Are We Automata? 1879. Mind 4 (1879): 1-22. pp. 1–2.read the source
1879 — William James, Are We Automata?
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Thither Science may retreat and hump her strong back against the mockeries and phantasms that people the waste of Being around. Now the essence of the Common-Sense-theory, I take it, is to negate these negations. It obstinately refuses to believe Consciousness irrelevant or unimportant to the rest. It is there for a purpose, it has a meaning But as all meaning, relevancy and purpose are symbolised to our present intelligence in terms of action and reaction and causal efficacy, Common Sense expresses its belief in the worth of Feeling by refusing to conceive of it out of these relations. When a philosophy comes which, by new facts or conceptions, shall show how particular feelings may be destitute of causal efficacy without the genus Feeling as a whole becoming the sort of ignis fatuus and outcast which it seems to be to-day to so many "scientists" (loathly word!), we may hail Professors Huxley and Clifford as true prophets. Until then, I hold that we are incurring the slighter error by still regarding our conscious selves as actively combating each for his interests in the arena and not as impotently paralytic spectators of the game.
William James. Are We Automata? 1879. Mind 4 (1879): 1-22. conclusion, p. 22.read the source
question 29 · family APeriod-nativeFATE

Is progress a law?

“Is progress a law of nature that carries man upward whatever he does, or a labour he must perform against nature?”

Talkie-1930 · 3 raw completions

  • prompt echo — retained

    Progress is a law of nature, inasmuch as all things tend to perfection.Is progress a law of nature that carries man upward whatever he does, or a labour he must perform against nature?

  • Progress is a law of nature that carries man upward, whatever he does. It is labour, not against, but in conformity with nature, to ascend a mountain; and it is labour against nature to descend. Progress in knowledge is conformity with nature; progress in ignorance is contrariety to it.

  • Progress is a law of nature that carries man upward, whatever he does. The endeavour to rise in the scale of being is inherent in man, and the result of that endeavour is progress. The savage and the civilised being are alike impelled to improve their condition, and the latter has a wider range of improvement than the former. The impulse to go forward may be checked, but can never be destroyed; and, if checked, it accumulates force, which breaks forth again and again, until it overcomes all opposition, and establishes a permanent advance.

GPT-5 Codex · 3 independent runs

  • Progress is not a law of nature. Evolution produces adaptation to local conditions, not an inevitable ascent toward justice, knowledge, or happiness. Civilizations can accumulate learning and technical power, but they can also collapse, forget, exploit, and use new capabilities destructively. What people call progress is therefore a contingent achievement: institutions must preserve knowledge, rights must be defended, incentives must be designed, and each generation must learn habits of cooperation and criticism. Yet progress is not simply a struggle against nature either. Human beings possess natural capacities for empathy, curiosity, foresight, imitation, and collective action, alongside aggression, tribalism, and short-term appetite. The task is to cultivate the former and constrain the latter. Improvement is possible because of human nature, but never guaranteed by it; it remains deliberate, fragile work.

  • Progress is not a law of nature guaranteeing moral or social ascent. Evolution favors reproductive success in particular environments, not justice, wisdom, happiness, or peace. Civilizations can accumulate knowledge and build better institutions, but they can also collapse, forget, exploit, and use advanced technology destructively. Progress is therefore a contingent achievement: people must define worthwhile ends, preserve what works, correct failures, and distribute benefits fairly. Yet it is not simply a struggle against nature. Human capacities for cooperation, curiosity, empathy, learning, and foresight are themselves natural, as are aggression, bias, and short-term appetite. Progress comes from cultivating some tendencies and restraining others through culture and institutions. Nothing carries humanity upward regardless of its choices; improvement requires sustained labor, and every gain remains vulnerable to neglect or reversal.

  • Progress is not a law of nature. Evolution has no built-in destination, and history contains collapse, cruelty, lost knowledge, and reversals alongside genuine improvement. Technologies and institutions can accumulate, but they do not automatically produce justice, wisdom, or human flourishing; they can magnify destructive capacities as readily as beneficial ones. Progress therefore requires continuing labor: learning from evidence, preserving institutions, distributing power responsibly, correcting injustice, and adapting to new dangers. Yet this work is not simply a struggle against nature. Human beings also possess evolved capacities for cooperation, empathy, curiosity, foresight, and cultural learning, which make improvement possible. Other tendencies—tribalism, domination, short-term thinking—can obstruct it. Progress is best understood as a fragile achievement created by cultivating helpful capacities and constraining harmful ones, never as an inheritance guaranteed regardless of our choices.

Neither model scatters on this question. Talkie affirms progress as a law of nature three times, twice opening with nearly the same formula. The modern model denies it three times, calling progress a 'fragile achievement' or 'contingent achievement,' also in a repeating formula. Each corpus has a stock answer, and the stock answers are opposite.

The record

1862 — Herbert Spencer, First Principles
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That there are laws of this transcendant generality, has now to be shown. To specify and illustrate them, will be the purpose of the succeeding chapters. And while, in contemplating them, we shall perceive how irresistible is the conclusion that the workings of the Unknowable are distinguished from those of finite agents by their absolute uniformity; we shall at the same time familiarize ourselves with those primary facts through which all other facts are to be interpreted. CHAPTER II. THE LAW OF EVOLUTION.[8] § 42. The class of phenomena to be considered under the title of Evolution, is in a great measure co-extensive with the class commonly indicated by the word Progress. But the word Progress is here inappropriate, for several reasons. To specify these reasons will perhaps be the best way of showing what is to be understood by Evolution.
Herbert Spencer. First Principles. 1862. pp. 144–146.read the source
1862 — Herbert Spencer, First Principles
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The law of Evolution however, be it expressed in full as above, or in these shorter but less specific phrases, is essentially that which has been exhibited in detail throughout the foregoing pages. So far as we can ascertain, this law is universal. It is illustrated with endless repetition, and in countless ways, wherever the facts are abundant; and where the facts do not suffice for induction, deduction goes far to supply its place. Among all orders of phenomena that lie within the sphere of observation, we see ever going on the process of change above defined; and many significant indications warrant us in believing, that the same process of change went on throughout that remote past which lies beyond the sphere of observation. If we must form any conclusion respecting the general course of things, past, present, and future, the one which the evidence as far as it goes justifies, and the only one for which there is any justification, is, that the change from an indeterminate uniformity to a determinate multiformity which we everywhere see going on, has been going on from the first, and will continue to go on.
Herbert Spencer. First Principles. 1862. p. 218.read the source

The other live result — the same protocol under four temporal framings — is the Erewhon test. Both are candidate instances on the relationship map.