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AI
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4 min read

It's our mistakes that make us human

What we learn distinguishes us from tech.

Silvianne Aspray is a theologian and postdoctoral fellow at the University of Cambridge.

A man staring at a laptop grimmaces and holds his hands to his head.
Francisco De Legarreta C. on Unsplash.

The distinction between technology and human beings has become blurry: AI seems to be able to listen, answer our questions, even respond to our feelings. It becomes increasingly easy to confuse machines with humans. In this situation, it is increasingly important to ask: What makes us human, in distinction from machines? There are many answers to this question, but for now I would like to focus on just one aspect of what I think is distinctively human: As human beings, we live and learn in time.  

To be human means to be intrinsically temporal. We live in time and are oriented towards a future good. We are learning animals, and our learning is bound up with the taking of time. When we learn to know or to do something, we necessarily make mistakes, and we take practice. But keeping in view something we desire – a future good – we keep going.  

Let’s take the example of language. We acquire language in community over time. Toddlers make all sorts of hilarious mistakes when they first try to talk, and it takes them a long time even to get single words right, let alone to try and form sentences. But they keep trying, and they eventually learn. The same goes with love: Knowing how to love our family or our neighbours near and far is not something we are good at instantly. It is not the sort of learning where you absorb a piece of information and then you ‘get’ it. No, we learn it over time, we imitate others, we practice and even when we have learned, in the abstract, what it is to be loving, we keep getting it wrong. 

This, too, is part of what it means to be human: to make mistakes. Not the sort of mistakes machines make, when they classify some information wrongly, for instance, but the very human mistake of falling short of your own ideal. Of striving towards something you desire – happiness, in the broadest of terms – and yet falling short, in your actions, of that very goal. But there’s another very human thing right here: Human beings can also change. They – we – can have a change of heart, be transformed, and at some point in time, actually start to do the right thing – even against all the odds. Statistics of past behaviours, do not always correctly predict future outcomes. Part of being human means that we can be transformed.  

Transformation sometimes comes suddenly, when an overwhelming, awe-inspiring experience changes somebody’s life as by a bolt of lightning. Much more commonly, though, such transformation takes time. Through taking up small practices, we can form new habits, gradually acquire virtue, and do the right thing more often than not. This is so human: We are anything but perfect. As Christians would say: We have a tendency to entangle ourselves in the mess of sin and guilt. But we also bear the image of the Holy One who made us, and by the grace and favour of that One, we are not forever stuck in the mess. We are redeemed: are given the strength to keep trying, despite the mistakes we make, and given the grace to acquire virtue and become better people over time. All of this to say that being human means to live in time, and to learn in time. 

So, this is a real difference between human beings and machines: Human beings can, and do strive toward a future good. 

Now compare this to the most complex of machines. We say that AI is able to “learn”. But what does it mean to learn, for AI? Machine learning is usually categorized into supervised learning, unsupervised and self-supervised learning. Supervised learning means that a model is trained for a specific task based on correctly labelled data. For instance, if a model is to predict whether a mammogram image contains a cancerous tumour, it is given many example images which are correctly classed as ‘contains cancer’ or ‘does not contain cancer’. That way, it is “taught” to recognise cancer in unlabelled mammograms. Unsupervised learning is different. Here, the system looks for patterns in the dataset it is given. It clusters and groups data without relying on predefined labels. Self-supervised learning uses both methods: Here, the system uses parts of the data itself as a kind of label – such as, for instance, predicting the upper half of an image from its lower half, or the next word in a given text. This is the predominant paradigm for how contemporary large-scale AI models “learn”.  

In each case, AI’s learning is necessarily based on data sets. Learning happens with reference to pre-given data, and in that sense with reference to the past. It may look like such models can consider the future, and have future goals, but only insofar as they have picked up patterns in past data, which they use to predict future patterns – as if the future was nothing but a repetition of the past.  

So this is a real difference between human beings and machines: Human beings can, and do strive toward a future good. Machines, by contrast, are always oriented towards the past of the data that was fed to them. Human beings are intrinsically temporal beings, whereas machines are defined by temporality only in a very limited sense: it takes time to upload data, and for the data to be processed, for instance. Time, for machines, is nothing but an extension of the past, whereas for human beings, it is an invitation to and the possibility for being transformed for the sake of a future good. We, human beings, are intrinsically temporal, living in time towards a future good – which machines do not.  

In the face of new technologies we need a sharpened sense for the strange and awe-inspiring species that is the human race, and cultivate a new sense of wonder about humanity itself.  

Essay
Awe and wonder
Creed
Easter
7 min read

At the tilting points of the year, we ask what kind of world we want to build

Equinox is still a threshold between darkness and light.

Elizabeth Wainwright is a writer, coach and walking guide. She's a former district councillor and has a background in international development.

Sun rise casts a shadow over Stonehenge.
Nik, via Unsplash.

At the spring equinox, we appreciate and talk about the arrival of light in the northern hemisphere. For a brief moment, the Earth’s axis is tilted neither away from or toward the sun, and day and night are roughly equal length – ‘equinox’ is Latin for ‘equal night’. From here, we enter astronomical spring.  

But it is not entirely accurate to talk about this being the moment when the darkness is finally diminished. That moment is the ‘equilux’ – equal light – and it happens a few days before the equinox, its date varying with latitude. Because the sun appears as a disc in the sky, the top half rises above the horizon before its centre does, which – when coupled with light being refracted by the Earth’s atmosphere – gives extra daylight. By the time of the equinox, and depending on your latitude, we already have 12 hours and 10 minutes of daylight. It is not much, but it is enough perhaps to read a few pages of a book without an artificial light, or to have “just one more” kick of a ball outside, as my daughter has learned to say.  

There is beauty in the idea that for a brief moment during the equinox, we are all experiencing the same light and dark. But it is not true. At any particular moment, some of us experience more darkness than others, and some of us receive more light than we think.  

Whenever its moment of arrival, though, the light will arrive. It always has, since the world was set spinning and tilting in space. We have always found ourselves poised at the threshold between the long dark of winter and the gathering light of summer. It is a threshold that is embedded in creation itself; all of life must in one way or another face the work, the inevitability, the challenge of transformation. This threshold is echoed through our own lives too – in the in-between spaces where one thing is ending, but the next has not yet fully begun. There are personal thresholds: a change in career, a birth, a loss. And there are collective ones: times in history when the old ways no longer work and we strain toward something new, unsure of how to get there.  

Ancient people marked the equinox with purpose and care, watching for the moment the sun rose in the east and set in the west. At places like Stonehenge, huge stones were arranged to capture the exact angle of equinoctial light, as if the builders knew this threshold was something worth marking. Recently, archaeologists have suggested that Stonehenge was built not just for religious reasons, but for unification too: its stones come from Cornwall and Wales and Scotland – from all parts of the land. Their slow journey to their resting site on Salisbury plain would have been a chance for celebration and feasting, with thousands of people joining in along the way. It was a journey that would have brought together different people, including groups that had migrated from modern day Europe. Gathering light was a shared effort, and one worth celebrating.  

For the early Celtic world, the equinox was a hinge between Imbolc, the season of early stirrings, and Beltane, the riot of summer. It was a time for reckoning and renewal – counting what food remained after winter, deciding what animals to keep or cull, what seeds to plant. To live well meant paying attention to the balance between what had been and what was to come. Lately, I have realised that it is not change itself that feels hard so much as not knowing the nature of the change that I, that we, will be called to. My young daughter has brought this into sharp focus. On the days when the dark feels relentless and the light seems distant, I find myself fearing for her future. I think of those Celtic people; the way they did not know the future but prepared for it anyway, perhaps in their rituals asking, how do the past and the future speak to each other at this moment, who are we, who might we become?  

Even if we long to cling to what is familiar, the familiar will eventually change. Easter, and the equinox, are not just about light triumphing over darkness, but about transformation.

In a world where crisis seems to be following crisis, it is easy to feel that everything is tipping off balance. The equinox suggests though that equilibrium has never been static, and balance has only ever been fleeting, a transition between states of being. It is a moment of poised readiness, a preparation for movement. The world will keep tilting and tipping as it always has, and we will keep changing as we always have.  

In the Jewish calendar, the equinox often falls near Passover, the great festival of liberation. The story of the Exodus is a story of transition – of leaving behind what enslaves us even when the road ahead is unknown. The Israelites did not step from captivity into freedom overnight. They wandered, and wrestled with doubt, and longed for the certainty of their old lives even as they were being offered something new. Thresholds are rarely comfortable.  

I find myself at a threshold now: I am trying to shape a life that has reformed around motherhood, with past roles and jobs behind me, and the new identities yet to fully clarify. I have been feeling the truth of farmer-author Wendell Berry’s idea that "it may be that when we no longer know what to do, we have come to our real work." This real work has been stimulating but also confronting, as thresholds often are.  

If we are, as many believe, living through a threshold moment in history – where old systems are failing, where climate and conflict threaten the future – how do we walk forward? How do we resist the temptation to cling to what is familiar, even when it no longer serves us? Easter falls just after the equinox. Shoots push through soil, lambs stumble into life, a chorus of birdsong swells, and we remember that nature is all resurrection. Even if we long to cling to what is familiar, the familiar will eventually change. Easter, and the equinox, are not just about light triumphing over darkness, but about transformation. Jesus did not return from the tomb unchanged; he was made new, unrecognisable at first, even to his closest friends.  

The balance of light and dark is fleeting; it does not last; a threshold is not a place to linger. The world is always moving towards light, or toward dark, but always through change, and so are we. Balance is not an end in itself; it is a preparation for change. Perhaps these tilting points of the year are good moments to ask who we are becoming, and what kind of world we want to build, and how we will bear witness to the light, but also to the dark, as we do so.  

This equinox, then, we will turn and face the coming light, but perhaps too we might turn and notice the faces that the light shines on – or doesn’t. Virginia Woolf reminds us that "A light here required a shadow there." When the light comes, darkness will too. These turning points of the year are an opportunity to sit in the truth of that, to appreciate the hope and the beauty of this spring threshold, but also to get to work. We can reach out to those who are experiencing more darkness than us, help build the world in such a way that draws attention to the light like the makers of Stonehenge did, take stock of what has been and who we are becoming, step away from what enslaves us even if we are not yet sure of the shape of freedom.  

We cannot know what will happen next, but we can choose how to move forward. I wonder about those ancient people who somehow moved huge stones weighing up to 30 tons to Stonehenge; I wonder what they saw as they moved through the land, when they looked to the horizon, when they stood in the tension of their own now. They carried not just the weight of stone, but of their own unknowable future. Those ancient people persisted and celebrated and became us, passing on their burden, passing on their particular stone-bound, collectively built way of focusing the light. This equinox, I am thinking about how I can do the same – despite and because of the darkness, despite and because of the unknown path ahead. 

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