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.  

Article
Comment
Community
Nationalism
5 min read

One flag two nations: the view from Leicester

Raising the national flag won’t secure the future for our grandchildren
A suburban English street with St George's Cross flags on lamposts.
Mtaylor848, CC BY-SA 4.0, via Wikimedia Commons

I was in the local pub the other week and overheard a conversation at the bar prompted by Operation Raise the Colours, the campaign group that advocates for the Union flag and the St George’s Cross to be hung in public places.  

Striking was the opinion of one man who repeatedly stated that he was not a fascist or a racist but supported anti-immigration policies and the deportation of migrants and asylum seekers for the sake of his young granddaughter. It was a lack of hope for her future, he kept asserting, that meant politicians needed to take a more aggressive stance against people arriving in this country hoping to live here. He therefore supported the raising of the St George’s Cross as a sign of the national identity he hoped his granddaughter would grow up to experience. 

In the last hundred years the St George’s Cross has been a sign of Empire, military might, hooliganism, English Nationalism, xenophobia, fascism, and other violent and oppressive worldviews. It meant for many who did not want to be associated with these things that they could never raise or recognise the flag at all.  

But there has also been some reclamation of our national symbols. Cool Britannia and Britpop under New Labour saw a new pride in the Union flag; England’s football team under Gareth Southgate and the ‘proper’ English Lionesses were successful, articulate, and diverse under the Cross of St George. It's why even now it’s hard to discern whether someone with a Cross of St George stuck to their house endorses Tommy Robinson, or whether they’re showing their support for the England women’s rugby team, who are swept all opposition before them whilst cavorting in pink cowboy hats and redefining all kinds of feminine stereotypes. 

These myriad options for painting identities onto national colours seems particularly clear in Leicester, where I live and work. We live in the outer suburbs, meaning two miles in one direction, humans are outnumbered by sheep, and two miles in the other is the incredibly diverse edge of the city.  

Leicester famously has the most diverse street in the UK, Narborough Road, where people from many nations live and work, generally in relative harmony. Skills are shared: help with government forms for those without good English are informally bartered for meals, haircuts, or produce. Christians, Jews, Muslims, Sikhs, Hindus and many other faiths worship within close proximity. It seems a place symbolic of one kind of England: diverse, tolerant, enriching the lives of one another by the sharing of culture and skills.  

It’s easy to point to recent riots between Hindu and Muslim populations in the north of the city as proof of the opposite. Nevertheless, having worked in a diverse city centre church and visited schools and hospitals where many cultures and faiths study and work together, there are large pockets of the city that do generously manage to embody this vision. Faith leaders are overwhelmingly committed to mutual tolerance and respect. 

I know many people in the county also wish for this version of England, but it has been striking to see how many villages surrounding the city have joined in with Operation Raise the Colours. Its anti-immigration message provides a clear-cut visual contrast. In the city there are no St George’s Crosses but innumerable signs of inter-culturalism brought by immigrants, asylum seekers and refugees. It is the first city in the UK where being white British does not put you in the majority. In the county, these flags seem to state that these signs are not welcome. That to ‘Unite the Nation’ is to expel those different to us. That the only culture available is the one they want to equivocate with the St George: white, British, suspicious of outsiders.  

Both of these contexts seem to be fully fleshed out alternatives for the future of England. Who do we want to be? Tolerant, inter-cultural, diverse? Or exclusive, suspicious, nativist? The guy in the pub was staking his hope for the future on one of these alternatives, and I’m sure he’s not unique. There will be others who are fully devoted to the opposite: a diverse and welcoming state of which Leicester appears an imperfect harbinger. 

It’s important to note that a fair reading of the Bible cannot help to highlight the theme of welcoming foreigners, perhaps particularly those who are not able to contribute financially. The Israelite faith of the Old Testament specifically commands farmers to leave a border of crop unharvested for such struggling migrants.  

One of the most beloved stories of the Jewish scriptures is that of Ruth, an Edomite woman who comes destitute to Israel and finds provision in the righteous life of Boaz, who has left such a border of crop for her to glean. Eventually they marry, and their offspring is blessed by God: including King David and Jesus Christ. I do believe that welcoming foreigners, and particularly those who have been affected by poverty or war is just. Any form of Christianity which puts nation before those different to us or those who suffer is a false one. 

But, just as I believe that man in the pub is wrong for putting his hope in the tightening of borders, anybody who puts their hope in any philosophy or system a flag can represent is mistaken. Liberal policies towards immigration and open hearts towards those who must seek asylum or refuge will always fail and fade. Neither England represented by the city and county of Leicester can or will last a millennia, let alone an eternity. Neither can guarantee a better future for our descendants. 

Jesus spoke of a Kingdom without flags, without an army, and without borders. One in which all tribes and tongues will be welcomed as the foreigners we are to the Holy God. One which is already recreating the Earth to be a place without death, enmity, and suffering and one day will bring this work to fulfilment. This Kingdom of God is the only political entity in which hope can be securely placed because it keeps its promises and never passes away. Our political parties, national identities, and nation states may be more or less like the Kingdom of God but they are never secure foundations for our future.  

If I were braver, I might have broached this reality with the man at the bar. I might have suggested he makes an error in placing hope for the future generations of his family in a particular understanding of the national flag. I could have invited him to see the truer potential for hope in a Kingdom which is not directly seen but nevertheless is more real and secure, and discussed with him about what that means for our temporal reality. And challenged him to see past the flag to a Kingdom which will provide for his granddaughter without measure. 

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