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
Comment
Conspiracy theory
Football
Sport
5 min read

Football in the age of conspiracy theory

More politics in football is driving distrust and mis-information
A football support protest banner depicts The Muppet Show logo, a meeting of men in suits and various slogans.
A Manchester City supporters' protest banner.
r/MCFC.

In 2008, Manchester United sign footballers Fábio da Silva and Raphael da Silva. They are twin brothers. Confusion follows. In 2009, referee Chris Foy seems to show a yellow card to Fábio for a foul committed by Rafael in a game against Barnsley. I’m still not sure who actually makes the tackle.  

Then-manager of the club Sir Alex Ferguson admitted he often confused the two players. When Rafael was suspended for a game, Ferguson joked about playing him anyway, and just saying it was Fábio. “They wouldn’t know. Their DNA is probably the same,” he said. 

Perhaps that’s how the rumour started.  

Football is a game of small margins; minor gains can make for huge advantages. Few managers have understood this as well as Ferguson, a man who would do anything to make the most of marginal gains. Up to and including ‘bending’ the rules a little, if needs be. (Allegedly; if the lawyers are reading).  

It’s perhaps not unsurprising, then, that there is an old conspiracy theory that Ferguson would swap the brothers at half-time to get an extra substitution. “They wouldn’t know. Their DNA is probably the same.” It’s the kind of thing Ferguson would do.  

Allegedly. 

Conspiracies have a long history: the earth is flat; Paul McCartney died in 1966; pigeons are actually government CCTV cameras.  

I love weird footballing conspiracy theories. They’re ultimately harmless, and so implausible that they make me chuckle. But recently, it feels as though there’s been a sharp upturn in the amount of conspiratorial thinking surrounding football’s public discourse.  

Everything is a conspiracy now; all 20 premier league clubs seem to be the alleged victims of some conspiracy or other to stop them from winning the title. At least one of them is proved wrong each year.  

Every red card, disallowed goal, throw-in, and foul is now viewed as yet another part of the establishment’s ongoing plan to sabotage your club. Why they’d want to sabotage your club in particular is never made manifestly clear. That’s besides the point. The plan is obvious enough if you look for it; never mind the motivation. 

Football doesn’t help itself at times. For example, the decision to allow Manchester-based referees to referee Manchester-based football teams is simply baffling (and, as is often overlooked, simply unfair on the referees who then have their integrity called into question).  

It’s now public knowledge that Michael Oliver earned considerable money refereeing private games in the United Arab Emirates. And so, when he failed to send off Manchester City’s Mateo Kovačić for two seemingly nailed-on second yellows in a game against Arsenal on 8th October 2023, you can forgive people for joining the dots and making the connection to City’s UAE owners. 

Even when there’s no grand conspiracy, giving people a reasonable excuse to crack out the tin foil is just dumb. 

Of course, none of this is unique to football. Conspiracies have a long history: the earth is flat; Paul McCartney died in 1966; pigeons are actually government CCTV cameras. All the hits. Again, a lot of them are just comically harmless.  

The ship has sailed, and as long as football remains a political plaything, the same distrust in our political authorities will lead to distrust in our footballing authorities. 

But many aren’t, and these more malignant conspiracy theories seem to be becoming more prevalent and more dangerous. America saw an unprecedented attack on its democratic processes and institutions on January 6 2021; at the hands of its still-technically-then-President, no less. Allegedly. Elsewhere, numerous people declined the Covid-19 vaccination because of misinformation about its effects, a worrying repeat of the vaccines-cause-autism nonsense of the 1990s.  

In the aftermath of the horrific murder of three young girls in Southport on 30th July 2024, numerous people wrongly identified a Muslim immigrant as the alleged attacker. This led to widespread riots across the UK involving attacks on mosques and asylum seeker accommodation. As I write this from my home in Liverpool, a community library down the road is still waiting to be reopened after it was burned down amidst claims it was giving Qur’ans to children. It was not.  

Nigel Farage still refuses to apologise for claiming ‘the truth’ was being withheld from the public. 

But the thing is some conspiracies turn out to be true. There was a conspiracy involving the state and South Yorkshire Police to blame fans at the Hillsborough disaster in 1989 for the death of (now) 97 people at the match; that is now undeniable. And the times when conspiracy theories turn out to be accurate only serve to enflame and empower the others. 

Conspiracy theories kill people. And so, it seems distasteful to draw any sort of line from using twins to mask extra substitutions to terrorist rioting in the aftermath of three young girls being stabbed to death. But, these are two extremes of the same kind of behaviour made possible for the same reason: declining trust in established authorities.  

This is not to say we need to ‘keep politics out of football’. That’s not possible, even if we wanted to. It will always seem disingenuous to me that the same people who were against football players taking the knee in support of Black Lives Matter also seem very happy to sing the English national anthem at the FA Cup final. You can’t have politics when its suits you; when it’s comfortable for you. 

No; football is a political entity now, whether you like it or not. MPs performatively support the England national team during major tournaments to win votes; The UK government is seeking to introduce an independent football regulator; Prince William is president of the FA; Nation-states own football clubs. Allegedly. 

The ship has sailed, and as long as football remains a political plaything, the same distrust in our political authorities will lead to distrust in our footballing authorities.  

But the inverse is true now, too. Football’s pervasive presence in society offers an opportunity for football fans to be the best of us; to model a culture wherein institutional authorities are trusted and – more importantly – deserve to be trusted.  

If I’m being honest, whether I’m watching it on the telly or in the ground, I am often at my least Christ-like when the football’s on. There I am: accusing the referee of all sorts, calling the linesman any manner of unspeakable things because he gave a throw-in to the opposition, even if it’s the right decision. There I am: contributing to the very culture of distrust that characterises so much of public life nowadays.  

I have, I think, a genuinely ethical responsibility to stop behaving like that when watching the football. It won’t stop idiots from rioting, and it won't stop Donald Trump and Nigel Farage from lying. Allegedly. But it might just help contribute to a culture wherein those acts are increasingly harder to commit. A culture where trust and hope become genuine options again.