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
Belief
Creed
4 min read

Are miracles real?

In miracles, as in much of life, you see what you're looking for.

Graham is the Director of the Centre for Cultural Witness and a former Bishop of Kensington.

A woman sees her reflection in a mirror and hold a finger up.
Ivan Lapyrin on Unsplash.

Recently, I heard a remarkable story about a friend of mine who happens to be a vicar. He had been diagnosed with a serious cancer, and the diagnosis was bleak. He was preparing himself for a difficult few months, readying himself, and his parish, for the end before too long. His body was reacting poorly to chemotherapy, and the prospects did not look good. However, he continued to try to get a balance of rest and work through the tiredness, praying when he could - little and often - but without too much discomfort.  

A short while ago, during a routine visit to the hospital to receive the results of a scan on how the cancer was progressing, something puzzling happened. 

The surgeon showed him the scan related to the original diagnosis. He asked, "Can you see the tumour?" My friend replied, "Yes, of course, it's right there," pointing to the black mass. The surgeon then showed him another scan. 

He asked again, "This is the most recent scan we’ve just taken; can you see it on this one?" My friend peered closely into the scan and said, "Hmm. I'm not sure I can." The surgeon then responded, puzzled, that somehow, between the two scans, the tumour seemed to have disappeared. 

He added: “To be honest, in my world, we don't really have an explanation for things like this. But I suspect in yours, you do.” 

Besides being delighted for my friend, since hearing the story, I've pondered what it means. Of course, miracles are by their nature rare and we cannot automatically predict them, My friend was in the kind of church that doesn't routinely demand God for miracles but simply carried on gently praying that somehow God would be with the vicar in his struggles, hardly daring to hope that the cancer would in fact vanish.  

Was it a miracle? Or was there some other explanation? It seems to me that the answer you give to that question depends on the framework you bring to it. If you are a believer in a God who might do this kind of thing from time to time, and consider that such things can and do happen occasionally, not regulated by the usual course of cause and effect, but by some extra dimension of reality unseen to us and immeasurable by the methods of science, you will probably simply accept it as one of those occasional interruptions to the normal course of things. And then give thanks to God and rejoice with my friend at this sign of God’s goodness.  

Of course, it raises the question of why this cancer was healed and others aren’t, but that takes us into other territory, which I’ve examined before in relation to Donald Trump’s narrow escape. Would we rather a world in which such things as this never happened, and my friend’s cancer had taken its usual deadly course? Or a world where just every now and again, something delightful and unanticipated happens, like stumbling on a gloriously unexpected view of rolling hills and a dramatic sunset at the end of a routine walk on a summer’s evening?  

Belief in miracles doesn’t mean an irrational rejection of science and its benefits in favour of an entirely random world. it simply means an acknowledgement of the limits of our reasoning. 

An honest doctor like the one treating my friend, might recognise that the methods of medical science, for all its brilliance, value and wisdom, on which we all depend so much, has to shrug its shoulders at this point, realising that it doesn’t have the categories to explain it, reverting to a kind of agnosticism. A more thoroughgoing materialist would say: “Of course we know there are no such things as miracles, so that’s the one thing we know it is not. There must be some other explanation, and science will one day discover why such mysterious things happen.” 

What we believe about such things is determined not by the self-evident ‘facts’, the bald evidence of what is before us, but by our pre-conceived mental map of the world, our framework of faith, what we think the world is, and what, or who we think God is, (if he exists at all). We are all believers in the end – the difference is what we believe in.  

Belief in miracles doesn’t mean an irrational rejection of science and its benefits in favour of an entirely random world. it simply means an acknowledgement of the limits of our reasoning, open to the possibility of an extra dimension of enchantment that occasionally shows its face, and that there is a bigger world out there than we with our small minds and spirits are able to comprehend.  

GK Chesterton once put it like this. "Somehow or other an extraordinary idea has risen that the disbelievers in miracles consider them coldly and fairly, while believers in miracles except them only in connection with some dogma. The fact is quite the other way. The believers in miracles accept them, rightly or wrongly, because they have evidence for them. The disbelievers in miracles deny them, rightly or wrongly, because they have a doctrine against them." 

In miracles, as in much of life, you see what you're looking for.