There is a peculiar tendency among human beings, whenever confronted with a new instrument of considerable power, to oscillate between two equally irrational attitudes: uncritical worship and superstitious terror. We saw this with the printing press, with electricity, and with atomic energy. We are seeing it again with large language models. Neither attitude is conducive to wisdom, and wisdom is precisely what is required if we are to navigate the present moment without shipwreck.

Let us begin by asking what these systems actually are, stripped of both the promotional language of their creators and the apocalyptic warnings of their detractors. A large language model is, at bottom, a statistical engine trained upon an enormous corpus of human text, capable of producing sequences of words that exhibit remarkable coherence and apparent understanding. Whether this constitutes genuine intelligence or merely its convincing simulation is a question I shall largely set aside, for it matters less than people suppose. What matters is what these instruments can do and what we choose to do with them.

The practical capabilities are not trivial. These systems can summarize, translate, explain, compose, and analyze with a facility that would have seemed miraculous a generation ago. They can make the accumulated knowledge of civilization more accessible to those who previously lacked the education or resources to obtain it. A farmer in a remote village may now consult, in his own language, on matters of agriculture, medicine, or law that were formerly the exclusive province of expensive professionals in distant cities. This democratization of knowledge is, on the whole, a good thing, and those who dismiss it have perhaps never experienced what it is to be ignorant and without recourse.

Yet we must be equally clear-eyed about the dangers. The same instruments that can disseminate knowledge can disseminate falsehood with equal efficiency. They produce plausible nonsense as readily as they produce truth, and they do so without the faintest awareness of the difference. This is not a defect that will be easily remedied, for it arises from the fundamental nature of how these systems operate. They are pattern-completion engines, not truth-seeking ones. The responsibility for distinguishing fact from fabrication remains, as it always has, with human beings—though now the task is rendered more difficult by the sheer volume and sophistication of the fabrications available.

There is also the question of labour and its meaning. Many occupations that once required years of training may be substantially automated. This is neither unprecedented nor necessarily catastrophic—the agricultural labourer of 1800 could scarcely have imagined the occupations of 2000—but the transition may be painful, and its benefits are unlikely to distribute themselves equitably without deliberate political effort. Technology has never yet solved the problem of justice; it has only changed the forms in which injustice manifests itself.

What, then, ought we to do? The answer, I think, lies in cultivating certain habits of mind that are valuable regardless of technological circumstance. We must learn to use these instruments without becoming dependent upon them, much as a person might use a calculator without forgetting arithmetic. We must develop and maintain our capacity for critical judgment, for these systems will agree with us whether we are right or wrong. We must remember that the ease of producing text is not the same as the difficulty of having something worthwhile to say.

Above all, we must resist the temptation to regard these developments as matters of fate rather than choice. The future is not something that happens to us; it is something we create through countless decisions, individual and collective. Large language models are tools, and like all tools, they will serve the purposes we set for them. If those purposes are wise and humane, the instruments may help us build a world somewhat less cruel and ignorant than the one we inherited. If those purposes are foolish or malevolent, the instruments will amplify our folly and our malice with terrible efficiency.

The choice, as always, is ours. The machines will not make it for us—not because they cannot, but because the question of how we ought to live is not one that admits of statistical resolution. It requires judgment, wisdom, and above all, the recognition that we are responsible for what we become.