Article
AI - Artificial Intelligence
Comment
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.  

Column
Church and state
Creed
Feminism
Leading
4 min read

Why Sarah Mullally’s appointment is about more than just breaking the stained-glass ceiling

Not just history-making, it’s a challenge to the Church to rediscover its soul

George is a visiting fellow at the London School of Economics and an Anglican priest.

Sarah Mullally.
Sarah Mullally.
Church of England.

Every new Archbishop of Canterbury has a honeymoon period, before this impossible job ends in tears. The priority should not really be who does it, as what it is they’re doing. As it is, they’ll have to spin too many plates, until one or more fall off their poles and it all ends in tears again. 

Sorry to be such a Jeremiah, such a prophet of doom. This column isn’t going to be a gloomy one, promise. Rather, I’d just like to say that Sarah Mullally, in her translation from the bishopric of London to the archbishopric of Canterbury, represents something more than a triumph in a gender war. 

Very little coverage of her appointment so far has got beyond the historicity of it. Wow, it’s a woman for the first time in the Church of England’s half-millennium. Yes, that’s the news hook, and yes it’s astonishing, both in good and less good ways. But we should scrutinise for a moment what a female distinctly brings to the Anglican party. 

Without this becoming a rehearsal of the past 30 years of women’s ordained ministry in the Church of England, it may be sufficient to say that it must be a whole lot more than having a primate for the first time without a Y chromosome. So what is it when we ask a woman, specifically, to perform this role?  

We have to look to history to scrutinise the question. First of all, if we accept scripture as history – either as metaphor or literal record – then women’s apostleship has been there from the very beginning. The first witness to the risen Christ on the first Easter morning, Mary of Magdala, was instructed to go and tell her brothers and sisters what she had seen. You don’t get a bigger apostolic mission than that, the apostle to the apostles. 

Women facilitated and bankrolled the nascent Jesus movement in Asia Minor. Wealthy people such as Lydia, a purple-dye merchant. Others get name-checked for financial and material support such as Joanna and Susanna. There was no word “deaconess” in the early Church, only deacons, and Phoebe was one in Rome, to whom St Paul wrote. These were the very foundations, the cornerstones on which women’s priesthood was built. I couldn’t be a priest in a Church that didn’t ordain women. 

But, again, that only gets us so far. It doesn’t tell us what is distinct about women’s witness, let alone women’s episcopacy. For that, one might need to look to the tradition of medieval mysticism, women such as the anchoress Julian of Norwich, or Margery Kempe whom she mentored. When the latter wasn’t annoying everyone by wailing in ecstasy (the “gift of tears”), they and others opened a via feminina as a route to encountering the godhead. 

The self-sacrificial nature of Christ was consequently co-extended, along with the foundational figure of Mary and the divinity of her motherhood, with nurturing and the bringing forth of new life. The Church Fathers couldn’t hold on forever to gender specificity (though it took long enough) and the women brought us a more holistic experience of the divine.  

It may be that a first woman Archbishop of Canterbury has to step up to this plate. No pressure then. What I think I mean is that there is a distinctive and authentic thread of women’s witness throughout history. So this isn’t just about a historic moment for women, it’s about womanhood. When Teresa of Avila founded a tradition of reformed Carmelite monasteries in the 16th century, she wasn’t just an indefatigable woman, she was standing up to and against the patriarchy of Rome. 

It’s anachronistic to call these Mothers of the Church feminists, but they point to the feminity of God and that is something ontological for Mullally to consider, not just a chromosomal novelty. It makes her job very different from the political sphere. From Margaret Thatcher to Kemi Badenoch, Angela Rayner and Shabana Mahmood, top political women have not exactly had to pretend they’re men, but have had to emulate them. Wisecrackers used to say of Thatcher’s all-male cabinet that she was the best man amongst them. 

That is not Mullally’s task. Women’s sacramental ministry is distinct from men’s and inauthentic if not lived as such. She needs to find a voice that is congruent with some of those mentioned above and it’s a prophetic voice, not simply priestly. 

To do so, she’ll need to break with the bureaucracy and managerialism of the Church, which led to our churches being locked up during the covid pandemic and the parlous state of its safeguarding, which cost her predecessor his job. Mullally led on both those issues. 

So this is a big moment for our Church, not just because she’s a woman, but for women’s prophecy. Can she do it? We hope so.     

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