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
Football
Sport
6 min read

Is the Premier League too much of a good thing?

A weary look ahead to the new season.
Four footballers stand arms crossed looking expectant and confident.
Premier League.

Well, it’s the time of year again when my emotional well-being is governed by the weekly performance of Liverpool Football Club. Yes: the Premier League is back!  

The start of a new season is usually abuzz with the excitement of possibilities. So many questions, so many possible outcomes. What will life look like after Jürgen Klopp? Will we win the league? Will we ever sign a defensive midfielder? This should be an exciting time for any football fan; a time of hope, of daring to believe this really is your year. 

So, why does the start of the season fill me with such dread this year?  

Normally as the season starts, I know when all the games are; who Liverpool are playing, where, and when. I’ve watched Liverpool’s pre-season friendlies to see if we’ve changed formation or made tactical tweaks. I’m up to date with all the players bought and sold by clubs across the league.  

Not this year. This year the season has caught me completely off guard and I’m finding the prospect of yet another year of football hard to process. I was invited to join a work fantasy football league this week and, honestly, the thought of it made me want to cry.  

When did the sport I love so much begin to feel like such an obligation? Why does being a football fan feel like such hard work? 

I think I’m just tired of football. No, not tired. Fatigued. Exhausted.  

Or, more accurately, football itself – the sport – is fatigued. As though it’s been drained of all enjoyment. 

As television, rather than sport, football inevitably lives in the aftermath of the ‘HBO effect.’ 

There are all sorts of reasons for this. To start with one of the more obvious ones, Video Assistant Referees (VAR) have turned football into a glorified science project. It’s now a common occurrence for matches to be stopped for extended periods while three men in a portacabin miles away from the game pull out their CGI rulers. All to determine if an attacker has a toenail offside, so they can gleefully disallow a goal and congratulate themselves on a job well done. The line between ‘being right’ and ‘doing right’ is blurred more than ever as commentators bemoan the increasing gulf between ‘the laws of the game’ and ‘the spirit of the game.’  

The standard and nature of refereeing in English football certainly isn’t helping my enjoyment of it. But it’s only part of a wider problem.  

But there’s a truth about football that many football broadcasters and organizations don’t want to face. 

Football is now primarily a televised commodity - content. Most football fans across the globe engage with the sport primarily through a screen, rather than at a stadium. As television, rather than sport, football inevitably lives in the aftermath of the ‘HBO effect.’ 

Prestige HBO shows like The Sopranos, The West Wing, The Wire, Game of Thrones (and countless others besides) have shaped the landscape of TV and, by extension, the culture around us. No longer confined solely to HBO, there seems to be, at any given moment, at least one TV programme you simply have to be watching if you’re going to keep up with the cultural conversation. If you’re not watching, you’re left behind. 

This is the context in which football finds itself in 2024. No longer sport, but drama. And drama that begs to be discussed. A series of prompts for those sought-after ‘water-cooler moments’ that dominate conversation throughout the week. “That was never a red card!”  “We were robbed!” Competitive sport boiled down and reduced to a series of controversies and talking points.  

Because football is more television content than sport now, these controversies are not just discussed in the immediate context of the match in question. No, all week between games, key moments and decisions are slowed down, dissected, viewed from multiple angles, pulled apart. 

I watch matches, and then watch people talk about the matches I’ve watched, until there’s another match to watch. There is simply too much football, and too much talking about football. All in service of football as television. 

On top of this, the matches themselves are only becoming more frequent. This year, the Champions League will have an extra two games in the group stage. 

And then there’s international football. This summer alone, there has been the Euros and the Olympics and, during breaks in the Premier League, players represent their nations in friendlies, World Cup qualifiers, and Nations’ League games (the competition literally no-one asked for).  

This is to say nothing of proposals for a 39th Premier League game played abroad and an expanded Club World Cup from 2025 (again, neither of which fans seem to be clamouring for). 

And all these matches are taking place within this context of football as television content. There’s not just more football, but there’s more football to talk about, more contentious refereeing decisions, more player mistakes and tactical battles to unpick.  

But there’s a truth about football that many football broadcasters and organizations don’t want to face. Loads of it is really boring.  

There’s no guarantee anything of actual interest will happen in any given football match. Goals in football are relatively scarce compared to other sports. Liverpool beat Manchester United 7-0 a few years ago and it was heralded as borderline divine intervention. If a rugby match finished 7-0, fans would be asking for a refund.  

Authentic mundanity will always be more compelling than manufactured drama. 

That’s one of the beautiful things about the beautiful game; it’s authentic. There are no pre-written storylines, and no perfect endings or twists set in stone. It’s real life. Like real life, it can often be mundane.  

That should be no surprise, really. At the end of the day, football is a game we humans created to pass time and have fun. Like all sport, football is human flourishing in practice. By this I mean that, through playing sports, we get a glimpse into what it is we’ve been put here to do: to enjoy our existence. It is an expression of communal joy found in delighting in the physicality of our nature as created beings. When we take it too seriously or make too much of it, we obscure that fundamental truth to which it points, even at its most mundane. That we are creatures created to flourish and find joy in our creatureliness.  

Authentic mundanity will always be more compelling than manufactured drama. In its endless pursuit to inject drama into the sport so it can compete as television, football has lost the mundanity and authenticity that makes it so compelling.   

All of this has been somewhat lost in contemporary football and goes some way to explaining why the thought of yet another season of endless debates, drama, and analysis of the sport I love makes me feel rather exhausted. I just want to watch some people kick a ball.  

So, what are my hopes for this Premier League season? It might sound counterintuitive, but if there was less football and less football drama in my life, that would do for me. Failing that, I’ll take a Liverpool treble.