Article
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.  

Article
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Christmas survival
5 min read

How to ruin Christmas

Actor turned vicar Natalie Garrett, recounts the perils of being a Christmas Pro.

Natalie produces and narrates The Seen & Unseen Aloud podcast. She's an Anglican minister and a trained actor.

A nativity seen with wooden figures and hay, amidst which a cat sits in the manger.
Nativity cat, Warsaw, 2012.
Kacper Pempel.

So, during the years of my acting career, I always avoided Panto (oh yes I did). Not because I don’t like Panto, I love a good Panto. But because I didn’t want to work over Christmas. How God will have chortled at that great irony, knowing as he did that as of 2005 (the year I got ordained), I would be working every Christmas for the rest of time. 

Christmas is different now. Not only am I ordained, I’m married to a vicar. I’m completely immersed in professional Christmas. And Christmas is a bit different when you’ve turned pro. I won’t go so far as to say that being ordained has ruined Christmas, but it’s certainly changed it. But so has (supposedly) being a grown up.  

My “Proper Christmas” will always be the Christmas that I grew up with (is that just me?). I had traditional preparing-for-Christmas jobs that I did every year on Christmas Eve eve: polishing the special cutlery we only used once a year, making the brandy butter (which is a bit odd now I think about it, being that heavily involved with brandy from the age of six) and decorating The Tree. And having the annual argument with my sister about whose turn it was to take the present to our neighbours across the road. And eating a lot of satsumas. And chocolate. And seeing my cousins and playing Trivial Pursuit. All of which looks very rosy seen through the eyes of a child. Christmas is different when you’re ordained and you have to work, but it’s also very different when you’re the grown up. 

I used to think my mother made a ridiculous amount of fuss about Christmas. I am now that same mother. I think it’s Michael McIntyre who does a whole routine about women starting to write their Christmas To Do lists in October and endlessly shrieking, “there’s so much to do!” That’s me folks. Christmas as a grown up – or at least for this grown up – feels like there’s so much to do! 

I always imagine (unhelpfully fantasize) that Other People’s families are living the Christmas dream – the relaxed, cosy evenings drinking hot chocolate or eggnog in front of a roaring fire; laughing and playing wholesome games happily and peacefully with their angelic children, wearing matching Christmas jumpers. In the cold light of day, I realise that, actually, most people find Christmas stressful for a million different reasons. It’s not all twinkly and bright. 

For many people, Christmas means seeing all the family that they avoid during the rest of the year. It means spending money they can ill-afford on presents that may not be wanted. Christmas means missing the people who aren’t with us anymore. It means endless advertising campaigns suggesting that you aren’t living the perfect life – but that if you buy a new sofa, you’ll salvage the ruins of your life just in time for a perfect, twinkly Christmas. 

And so the life of the mythical twinkly, “magical” Christmas lives on. With little or no reference to its origin story. 

I was the chaplain at a Church of England secondary comprehensive school for seven years. In my first term, putting together the carol service, I asked a class chapel rep if she would do one of the Bible readings. “Oh, is Christmas in the Bible?” Huh. Another conversation I had went along the lines of, “Miss, I don’t believe in Jesus and all that religious stuff. But I believe in the spirit of Christmas.” Huh. 

There’s a song in the staged musical version of the film Nativity, which is to all intents and purposes a Christmas prayer. But instead of the prayer being directed at God, it is directed at Father Christmas; 

Dear Father Christmas, make our wish come true 

Dear Father Christmas send your spirit through 

There are Children in the world who need you way more than we do 

But Father Christmas, we still believe in you 

Dear Father Christmas make our wish come true 

Which brings me to a difficult moment in my Christmassy life. I have a parenting policy that demands that I tell my children the truth. Whatever the question, if I know the answer, I will give it to them honestly. So, when my children were around the ages of four and six, in the middle of Sainsbury’s, with both children piled into the trolley, in mid-November, surrounded by early Christmas-abilia, one of my children asked me, “Mummy, does Father Christmas really exist?”. (SPOILER ALERT!!). I had to give an honest answer. If the question had been less straight, if there had been any wriggle room at all, I would have fudged it. But a straight question deserved a straight answer. Which, wide-eyed, they went and shared with their friends. A crowd of angry parents from their Primary school came to church to complain that the Vicar’s children had ruined Christmas. 

But my point was that if I were to tell my children that I believe Father Christmas exists and that he grants Christmas wishes, were they ever to find out that I had lied (ahem), how would they trust me when I say that I believe Jesus does exist and that he does answer prayers? The challenge has lived with me ever since: how to keep Christmas rooted in Christ without ruining the Christmas magic. 

Well, my saving grace is that I’m still a sucker for a bit of Christmas schmaltz. The theologically sensitive part of me absolutely abhors Away in a Manger (“no crying he makes”? Really? He was a new-born baby, of course he cried!!) and Little Donkey (in the Bible accounts there is absolutely no mention of donkeys at all. Not a single one – not on the road, not in the stable. No cows, no donkeys.) But light some candles, get the children singing and I have tears pouring down my face with the best of them, loving every moment.  

But that still doesn’t mean that the essence of Christmas is the twinkly magic. Because, of course, the first Christmas was neither twinkly nor magic. Nor did it involve a perfectly curated tablescape (which I also love at Christmas). It didn’t involve any the stereotypical Christmassy things that we all get stressed about and love in equal measure. The first Christmas was messy and difficult. But it was also the most real, most genuinely joyous event in human history. Apart from Easter. Don’t get me started on chocolate bunnies….