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
Politics
Sport
5 min read

Bad blood is damaging both football and politics

Are we all in the stands baying for blood?
A view from a football stand over heads to the pitch.
Steven Collomb-Clerc on Unsplash.

Am I going mad? It definitely feels like I’m going mad. Let me tell you two tales, one about an ugly football match, the other about the early release of a ‘political’ prisoner’. It feels as if society, not just the fans in the stands, are baying for blood. I’m mad about it. Here's why. 

There’s been little love lost between my team Liverpool and their recent opponents Newcastle United. 

Liverpool’s crime? Wanting to buy Newcastle’s striker, Alexander Isak. How dare they! 

If reports are to be believed – and everything should be viewed with raised eyebrows when it comes to football transfers – Isak informed Newcastle of his desire leave at the end of last season and was given assurances he would be able to. Liverpool, with no recognised striker following Diogo Jota’s death placed a bid of around £110 million.  

A British transfer record fee. As an opening bid. A fee subsequently described as “disrespectful.” I feel like I’m going mad. If anyone would like to ‘disrespect’ me with £110,000,000, please let me know and I’ll send you my bank details.  

The game’s turning point is a tackle by Newcastle’s Anthony Gordon on Virgil Van Dijk, Liverpool’s captain, just before half-time. 

Gordon comes flying in, studs up, raking the back of Van Dijk’s leg. It is a deeply unprofessional tackle from Gordon. A cynical attempt to hurt a colleague with no discernible attempt to win the ball. It’s a tackle that’s beneath him, frankly.  

By the time Anthony Gordon lunges in, the tone of the match is clear: we’re here to cause harm to anyone in a red shirt. (And the Newcastle fans are still in the stands cheering them on). 

At the end of the day, I’m just glad Liverpool won. But I am genuinely baffled and alarmed by the amount of normally level-headed people who became intent on causing harm because of a (potential) transfer. Bad blood is flowing, indeed rushing to the head of many of them. 

Most of all, I’m glad Liverpool won because, when I say what I’m about to say, you know it’s not coming from a place of bitterness that my football team lost a match. Because another story this week has left me feeling like I’m going mad: the release of Lucy Connolly from prison

In July 2024, three young girls were stabbed to death at a dance class in Southport. In the aftermath, amid (false) reports that the killer was an asylum seeker, riots broke out across the country as people targeted mosques, asylum seeker accommodation, and even libraries.  

In the midst of this, Lucy Connolly – whose husband was, at the time, a Conservative county councillor – tweeted: 

“Mass deportation now, set fire to all the [f***ing] hotels full of the [b***ards] for all I care, while you’re at it take the treacherous government & politicians with them. I feel physically sick knowing what these families will now have to endure. If that makes me racist, so be it.” 

Having left prison, Connolly told The Telegraph that she was a “political prisoner” and that Keir Starmer “needs to look at what people's human rights are, what freedom of speech means and what the laws are in this country.”  

The irony of her saying this in an interview with a national newspaper was apparently lost on her. 

Am I going mad? It definitely feels like I’m going mad.  

Lucy Connolly encouraged people to burn down hotels with people inside. To spill blood. She pleaded guilty to inciting racial hatred by publishing and distributing ‘threatening or abusive’ written material on X. She literally admitted to doing this in a court of law.  

But she is now being hailed in some quarters as a political martyr and champion of free speech. Let’s have it right: you are free to say what you want, but you are not free from the consequences of your speech. Whether you like it or not, migrants and asylum seekers are made in the image of God, as we all are, and are beloved by the creator of the universe. None of us has the right to end their lives. Incitement of violence towards them is rightly a crime.  

She deserves to be in prison.  

The people who rioted last year are ultimately responsible for their actions. But Lucy Connolly – and everyone else who incited violence in the aftermath of the Southport attacks – is also partly to blame for cultivating a society in which thugs feel as though that is an acceptable course of action. Now she is released from prison, every media outlet, every interviewer, every politician who repeats her reality-defying nonsense without challenge is as culpable as she is for fostering this climate of violence. This is before we even begin to talk about the record numbers of asylum seekers who have already died in our care.  

It was ultimately Anthony Gordon’s stupid decision to go in studs-up on Van Dijk. But referee Simon Hooper and the Newcastle fans should reflect on their part in fostering a climate of violence in which Gordon’s felt his decision was reasonable, too. 

We are all Simon Hooper. We are all the referee. When we allow rhetoric to become calls for violence, this has real-world consequences. People get hurt and killed. Blood is spilled. We are all responsible for the society in which we live, and the rhetoric of the debate that occurs therein.  

It’s not just febrile Newcastle fans that are losing their grip on reality: there seems to be a society-wide willingness simply to bypass the concrete facts of reality to further personal ideologies. The more people like Lucy Connolly are rehabilitated by media whitewashing, the more statements like “set fire to all the [f***ing] hotels full of the [b***ards] … if that makes me racist, so be it” become acceptable, the less safe the most vulnerable in society become and the more likely they are to be killed.  

That’s the nub of it. Lucy Connolly should be in prison because what she said leads to people being killed. No-one should have been surprised when Anthony Gordon went in on Van Dijk that night. No-one should feign surprise when migrants and asylum seekers are eventually killed on the basis of rumour and misinformation. Because they will be. And because we will all have been cheering on from the stands. 

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