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.  

Article
Comment
Justice
7 min read

Just where does the arc of history bend towards today?

What happens when the optimism bubble bursts.

Roger is a Baptist minister, author and Senior Research Fellow at Spurgeon’s College in London. 

The feet and legs of someone walking on a white rug, beside the words Justice and Government woven in to it,
Obama's Oval Office rug.
The White House, via Wikimedia Commons.

"Yes we can! 

Yes we can! 

Yes we can!"

There was something magical about hearing Barak Obama speak to a crowd. The rhythm of his sentences, the rhyme of his words and the melodic cadence of his baritone delivery had the ability to hold you spellbound. It felt so positive, so uplifting, so inspiring.  

The call and response with the audience only underlined the positivity of the impression: ‘Yes we can!’  

It was listening to Obama that I first heard the quote: 

 ‘The arc of history is long, but it bends towards justice.’ 

I loved it. Obama used it a lot, and so did I.  

It seemed to epitomise the hopefulness his presidency embodied. Implicitly, it advocated the qualities of patience and persistence that are so important in working for a better world. It doesn’t happen overnight. It also acknowledged his rootedness in what had gone before, ‘As Dr King used to remind us …’. Obama was borrowing the line from one of his own heroes. 

In fact, the quote was with him all the time in the Oval Office of the White House, to the right of his desk. Along with four other quotes it was woven into the perimeter of a 23 by 30-foot oval rug that almost filled the room. 

The one-liner still delivers a punch, just as it did for Martin Luther King. However, I am increasingly convinced that it doesn’t stand scrutiny. As much as I want it to be true, and long for it to be true, I do not believe that it is. 

The sentiment was of its time. Not the 1950s and 60s of Dr King, but the 1850s of the Unitarian minister Theodore Parker from Massachusetts. The germ of an idea originated with him in a sermon entitled, ‘Of Justice and the Conscience’. At this point it was a complicated paragraph rather than a pithy one-liner. 

‘You see a continual and progressive triumph of the right. I do not pretend to understand the moral universe, the arc is a long one, my eye reaches but little ways. I cannot calculate the curve and complete the figure by the experience of sight; I can divine it by conscience. But from what I see I am sure it bends towards justice.’ 

Parker was also responsible for ‘government of the people, by the people, for the people’ that Abraham Lincoln would go on to cut and paste into his famous Gettysburg Address during the Civil War. It also appeared on Obama’s rug. 

The intellectual circles of the 1850s were alive with many new ideas like progress, equality and the abolition of slavery, and ‘transmutation’ (or evolution as it would become known). In science, industry and social life things were moving forward and getting ever better. 

As the century moved on this conviction continued to grow and become more widespread. By the early years of the twentieth century Parker’s thought itself had been distilled down into the single line we’re familiar with and included in popularly published collections of aphorisms. 

Prosperity and progress informed the narrative of Western culture and ideas of evolution were imported into other disciplines. In anthropology, for example, this gave rise to ‘social evolutionism’ and the categorisation of societies into a developmental sequence ranging from ‘primitive’ to ‘civilised’.  

Of course, it doesn’t take much imagination to recognise that there was a darker side to such notions. Here was also an underpinning for a colonial worldview and an intellectual justification for racial hierarchy. Western culture was more ‘evolved’.  

These views were epitomised in psychology where, for example, in Freud’s Totem and Taboo (1913) he speaks of indigenous people as ‘the most backward and miserable of savages’, comparing the way they live with features of a neurosis and mental disorder. 

The carnage of the First World War effectively popped the bubble of an overly optimistic ‘progressivism’. I do wonder whether we are now at another ‘bubble popping’ moment in the West. 

Is your ‘bubble of optimism’ in danger of popping, or has it even popped already, like mine? 

In the decades since the Second World War we have succumbed to our own narrative of progress. We have witnessed amazing technological advances and stunning scientific discoveries. The forward movement is obvious, and the promise of an even better future is clear. 

Then, supported and monetised by the market economy, our lives are tempted, enhanced and festooned by the latest products and services that our money can buy. From smart doorbells to wearable tech and TikTok to ChatGPT our world is constantly changing and upgrading and the movement forward is undeniable. 

The narrative runs in our wider life too. We celebrate the triumph of the suffragettes, the defeat of fascism and the collapse of old-school communism. Francis Fukuyama may have been premature declaring the end of the Cold War as the ‘end of history’ in 1989, but it did seem like Western-style liberal democracy was what the world was striving for. 

Then there are the advances in our shared life together in Britain. If Acts of Parliament in some measure illustrate the pulse of the nation, the direction is clear. Take, for example: 

  • the Sexual Offences Act 1967 
  • the Sex Discrimination Act 1975 
  • the Race Relations Act 1976 
  • the Childrens’ Acts of 1986 and 2004 
  • the Disability Discrimination Act 1995  
  • the Human Rights Act 1998 
  • the statutory instruments protecting against discrimination in employment on grounds of religion or belief (2003), sexual orientation (2003) and age (2006) 
  • the Gender Recognition Act 2004 
  • the Equality Act 2010 
  • the Marriage (Same Sex Couples) Act 2013 

This list isn’t exhaustive and there are campaigners who are very keen to add to it. But we live inside this narrative, and we know the plot. It is familiar to us. And it would be so easy to be seduced into a new myth of inevitable progress, ‘The arc of history is long, but it bends towards justice’. 

‘Social evolutionism’ was so deeply embedded in late Victorian culture that its ‘self-evident’ truth went largely unchallenged. The vast majority believed their own hyperbole and complacently embraced the fruits of burgeoning industry and an expanding empire. They lacked the self-critical capacity to comprehend the flaws in their worldview and to understand what their world was capable of in the infernal, apocalyptic catastrophe that was unleashed in 1914. 

Maybe, embracing a more contemporary myth of progress has a similar effect on us. We presume that our way of life will inevitably continue moving forward unchallenged. That we have a right to experience a tomorrow that will always be better than yesterday. And that those who do not subscribe to our notion of ‘progress’ are clearly inferior, ill-informed or backward in some way. But such a mindset also lacks a culturally self-aware and critical edge and is oblivious to how easily things could fall apart. 

At this moment in time the world seems far less secure than at any point in my lifetime. Our community hosts refugees from Ukraine and Hong Kong, a friend has only recently returned from working with a voluntary agency in Israel and I am about to meet up with another friend who has just flown in from the United States.  

Populist, anti-democratic and disruptive forces are more blatantly at work around the world than for many a long year. Developments in AI, cyber-terrorism and digital warfare create a disembodied sense of ‘existential threat’. And then there is the climate crisis. Fires in California, floods in Europe and the unprecedented sequence of six tropical cyclones in the Philippines in late 2024 seem to have had little impact in accelerating the response to global warming. 

Is your ‘bubble of optimism’ in danger of popping, or has it even popped already, like mine? 

Of late I have found helpful insight in observations made by Jesus. Rather than fixating about what might happen in the future, he encouraged those who had attached themselves to him to live in the moment, 

'Therefore do not worry about tomorrow, for tomorrow will worry about itself. Each day has enough trouble of its own.'  

For those who were concerned about what might be happening and felt the world was falling in around them, he offered reassurance. He counselled that such events did not signal the end of the world. Rather, this was simply the kind of thing that happened.  

'You will hear of wars and rumours of wars, but see to it that you are not alarmed. Such things must happen … these are the beginning of birth pains.'

Rather, the early Christian ethic was rooted in God’s loving, supporting and strengthening presence during unstable times.  

Writing to the Christian community that had formed itself in Rome, the apostle Paul was convinced that whatever befell them – trouble, hardship, persecution, famine, nakedness, danger, or weaponised violence – that nothing would be able to ‘separate us from the love of God that is in Christ Jesus our Lord.’  

And right at the base of this ethic that Jesus advocated was an unswerving commitment to ‘love your neighbour as yourself’ 

Which takes us back to Obama’s rug and the West Wing office. 

On the left-hand side of his desk was a quote from President Theodore Roosevelt: 

'The welfare of each of us is dependent fundamentally upon the welfare of all of us.'

And that really is it. History may not bend towards justice, and hard-won progress we’ve achieved can likewise be lost, but our future will always hang on the ‘welfare of all of us.’  

Well said Mr. President! 

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