Article
AI
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
Books
Comment
Faith
4 min read

Faith is no longer a dirty word in publishing

Sarah Perry’s comments suggest a reawakening of concern for its observation.

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

A woman being interviewed gestures with a hand in front of her
Sarah Perry.
Waterstones.

If there’s one thing anyone who has ever written a novel can’t stand, it’s having to congratulate a successful novelist. So, it’s through gritted teeth that I warmly welcome the words of Sarah Perry (The Essex Serpent) that religious faith is ceasing to be a subject of embarrassment in published fiction. 

It’s about time. Perry told the Edinburgh International Book Festival that, for her latest book Enlightenment, she was asked to put in more theology: “I assumed that everybody knew what the doctrine of predestination meant.” Bless. 

The cause of my pathetic envy as I applaud her is that I had my first (and, to date, only) novel published in 2017, to almost universal disinterest. I like to tell people that it was well received – all three people who actually read it said they enjoyed it and only one of them was a family member. It actually did a bit better than that, but you get my drift. 

It was an unashamedly religious psychological thriller, titled A Dark Nativity. Brace position, here comes a one-sentence synopsis: The narrator, Reverend Natalie Cross, is a frustrated former aid worker who undertakes a mission to Israel, is kidnapped and held hostage, murders her way to freedom, discovers she was the victim of an Anglo-American plot, wreaks her terrible revenge and (spoiler alert!) gives birth to a son of uncertain paternity. 

See what I did there? As well as the latter-day Nativity resonance, thematically I was interested in what redemption looks like in Israel and Palestine. I know, I know – but even I thought it would be distasteful to try to cash in on what’s happened there since. 

Enough of the plug for a seven-year-old novel. My point is that its religious themes actively militated against it at the time. Novels addressing Christian faith (or any other kind) occupied a particular publishing niche – a harsher word might be ghetto. To try to break out of it was pointless. The great Christian novelist Penelope Wilcock told me (very kindly) that my book was too religious for the secular market and too secular for religious readers. 

Perry’s observation that faith is no longer a dirty word in publishing might yet suggest a reawakening of serious concern for its observation. 

The restricted area to which religion was confined had its stylistic rules. There was the cathedral close romp, which authors such as Catherine Fox had made their own. The vicarly whodunnit (lately updated by Reverend Richard Coles). Magic realism with its daemons and Philip Pullmans. And anything, in the wake of Dan Brown’s The Da Vinci Code, involving ancient plots that might make a movie, with hooded figures walking in slo-mo through cloisters. 

Vicars had to be evil or silly. I may be both those things at times, but I’d like to think there is other stuff going on here for cultural exploration. My narrator, Nat Cross, was driven, often funny and more than a little mad. So like a lot of Anglican clergy. 

If she’s right – and I very much hope she is – it’s why what Perry has to say is so hopeful. Because it begins to suggest that religious faith is slowly beginning to be accepted back into polite society. Whisper it softly, it might even become a cultural norm. If Richard Dawkins can describe himself as a “cultural Christian” and the historian Tom Holland, in his book Dominion, can claim that Christianity is the entire foundation of western civilisation, then there is everything to play for. And, indeed, write for. 

It’s not as if cathedral frolics and the revelation of Jesus’s wife in Leonardo’s Last Supper was anything other than a fictional diversion of post-modernism. Religion and specifically Christianity had been a staple of the novel in English.  

I hesitate to mention their names in the same column as the authors above (including me, most obviously), but Graham Greene’s exposition of Catholic guilt in The End of the Affair and Evelyn Waugh’s of the impossibility of moral reformation in Brideshead Revisited are probably the best religious novels of the twentieth century. 

Further back towards the birth of the English novel, the Reverend Edward Casaubon in George Eliot’s Middlemarch is perhaps the most tragic portrait of a clergyman who is neither evil nor silly. He stand as a warning from history to today’s Church of England. 

And it’s to that, the established Church, that Perry’s remarks ultimately turn our attention. We’re told that there has been a five per cent spike in church attendance recently, but that of itself isn’t sufficient to suggest a renaissance in our religious culture. Our arts and culture will only ever really reflect what we care about. 

Perry’s observation that faith is no longer a dirty word in publishing might yet suggest a reawakening of serious concern for its observation. If so, that’s good news for the religious, as well as for religious authors. And I might just get a sequel out of it. 

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