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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.  

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Virtues
5 min read

The corrosive effect of profuse profanity

The coarsening of speech prompts Yaroslav Walker to remember that what you say influences who you are.
An irate man holds a mobile phone to his ear while gesticulating with his other hand.
Malcolm Tucker makes his point.

“You breathe a word of this to anyone, you mincing f*****g C**T, and I will tear your f*****g skin off, I will wear it to your mother’s birthday party and I will rub your nuts up and down her leg whilst whistling ‘Bohemian-f*****g-Rhapsody’…right!?” 

This is my favourite Malcom Tucker line of all time. This is what Malcom might call, ‘top swearing’. The Thick of It exploded onto our screens in 2005, supposedly lifting the lid on the workings (or absolute lack of) of the twenty-first century British government. The show immortalised the sweary Scot Malcolm Tucker – supposedly partly based on real-life New Labour spin-doctor Alastair Campbell, and played to perfection by Peter Capaldi. The nation watched with a mix of horror and delight, enraptured by the best political comedy since Yes, Minister. However, unlike Yes, Minister, power in The Thick of It is not wielded through the obscurantist language of the elite Oxbridge-educated civil service, but through the terrifyingly unhinged and violent rantings of Tucker’s Svengali spin-doctor.  I can only assume that most people on the outside of government took it all with a pinch of salt – I certainly did. Surely, SURELY, it couldn’t be as bad as ‘that’!? 

Dipping in and out of the coverage of the UK’s COVID public inquiry showed me just how wrong I was. Civil servants and political appointees writing on WhatsApp were indistinguishable from eighteenth century press-ganged sailors in a tavern. The highlight was the testimony of Dominic Cummings, who was confronted with his use of the saltier elements of the English language: “Due in large part to your own WhatsApps, Mr Cummings, we’re going to have to coarsen our language somewhat…” the investigating KC chided. “I apologise”, was the rather phlegmatic response.  

We were then given a tour-de-force of aggressive sweariness – ministers were called ‘useless f**kpigs’, ‘morons’, ‘c**ts’, and it was suggested that in the case of civil servant Helen MacNamara he would ‘handcuff her and escort her’ from Downing Street. Upon being asked whether this language might have contributed to a lack of effectiveness in the Downing Street COVID response, Mr Cummings denied the charge – he was just reflecting the prevailing mood…but of course such language did. 

He is very clear in teaching people that the words that leave their mouths have the power to bless them or damn them. 

We live in a culture where speech, especially public speech, has progressively been coarsened. The television ‘watershed’ excludes less and less offensive speech, performative profanity is now de rigueur for many celebrities and even some politicians, and there has emerged a real generational divide between those of my generation and the baby-boomers. We appear to have forgotten a basic rule that the ancients knew all too well: affect has effect. What you say influences who you are.  

What we say, just as what we do, impacts the sort of person we become and the virtues (or lack of them) that we build up and possess. If we look to Aristotle, we are introduced the concept of habitus. It isn’t just a habit – not just an activity that we engage in on a regular basis – but is a repeated behaviour that builds up our character, for good or for ill. This idea was taken up in some form by Augustine, Averroes, Aquinas, and even people whose name doesn’t begin with the letter A. Our speech, if repeated over and over again, moulds our character. Kind speech, lovely speech, righteous speech – repeated ad nauseum – will have as their end product a kind, a lovely, a righteous person. Violent speech, aggressive speech, coarse speech, will have as their end product a violent, aggressive, and a coarse version of the same. 

Going beyond Aristotelian categories to biblical ones, the use of language is often a favourite theme. The most famous Hebrew example is perhaps the commandment: “Thou shalt not take the name of the LORD thy God in vain…” Our speech is important to God, because it is a basic indicator of how we conduct ourselves – and so an indicator of who we are – and we ought to be conducting ourselves in the light of God’s will and God’s law: “Let the words of my mouth, and the meditation of my heart, be acceptable in thy sight, O Lord, my strength, and my redeemer.”  

As we move from the Old Covenant to the New, we find St Paul continuing this idea and extending the principle – our words reflect our relationship with God, and so will impact our relationship with other people (who are made in His image). He asks the Colossians that they speak ‘always with grace’, tells the Ephesians to avoid ‘filthiness…foolish talking…jesting’, and commands the Romans to always have a word of blessing ready rather than a curse. The community of holy people, living a life for God and for each other, can easily be destroyed by a cruel slip of the tongue – a fight can break out over even a mild insult. Perhaps this is why Jesus is quite so strict about speech – “But I say unto you, That every idle word that men shall speak, they shall give account thereof in the day of judgment.” He is very clear in teaching people that the words that leave their mouths have the power to bless them or damn them.  

Perhaps one of its recommendations could be that at the highest levels of national decision making, our leaders and officials always strive to behave with calm and considerate courtesy. 

“Do you think your description of your colleagues, the way in which you described them, their functions, their abilities, their talents, added to that dysfunctionality?” the KC asked Cummings. “No, I think the opposite…” came the slightly bewildered reply. But how could it not? How could speech that has been revealed to be so chaotic, so hostile, so unpleasant, and so callous contribute anything positive to the working environment? More importantly, and I don’t know Mr Cummings and am not making a statement on what his inner character and virtue actually is - how can it contribute anything positive to the person who utters it?  

The COVID inquiry has been set-up to teach us lessons on how to be better prepared to tackle the next pandemic. I pray that it succeeds in this aim. Perhaps one of its recommendations could be that at the highest levels of national decision making, our leaders and officials always strive to behave with calm and considerate courtesy, where speech is used to edify, support, and commend. I believe, and Scripture teaches, that if this is taken on as a vital lesson we will, not only be better prepared to steer the country through the crises of the future, but the entire tenor of our political and public life will be better – holier even. The good news is that it costs nothing to put this recommendation into practice...all it takes to get started is a kind word.