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
Biology
Creed
5 min read

We’re gonna need a bigger ontology

Orca attacks prompt questions about being.
A boat holding a camera crew drifts next to a whale fin.
Filming Shetland's orcas.
BBC.

In May 2023, British sailor Iain Hamilton was aboard his yacht in the Strait of Gibraltar when it was set upon by a pod of five orcas who succeeded in biting off both rudders, leaving him with no means of steering his boat back to shore. These enormous killer whales could have destroyed the small boat in its entirety, rounding off their escapades by making a quick lunch of Hamilton and his crew. But instead, they seemed content to merely play with the small vessel, pushing it around “like a ragdoll” for a while, before swimming away to find their next meal elsewhere.  

How do we explain such behaviour? Environmentalists have been quick to suggest that the orcas are demonstrating their frustration with the human race – carrying out revenge attacks on those callous two-legged beings who overfish their waters and pollute their habitat. Other commentators propose a less anthropocentric view. One leading zoologist, Mark Cowardine, attributes the whales’ behaviour simply to play, “Boisterous play, yes, by animals weighing up to six tonnes, but nothing more sinister than that.”  

The phenomenon of whales attacking boats is not new. Herman Melville’s magnum opus Moby Dick (published in 1851) is a fictional tale of one such encounter, inspired in part by the real-life sinking of a ship, The Essex, during a whale attack in 1820. However, there appears to have been a surge in such incidents in European waters over the past few years – more than 500 orca attacks were recorded between 2020 and 2023 alone. It is thought to be largely the same pod of whales who are responsible, but scientist fear that other pods are beginning to learn the behaviour.  

This raises the question: at what point should humanity intervene to prevent the spread of knowledge? Theoretically, it would be possible, to isolate the ring leaders and remove them from whale ‘society’ (send them to ‘whale jail’ if you like). And, let’s be honest, in previous generations, trophy hunters would have blithely exterminated the troublesome pod without a second thought. But we live in more enlightened times, wherein we respect nature’s right to be protected from human interference.  

The whale world has its own language, with distinct dialects, and is even thought to have culture, including celebration of life events and rituals for grieving the death of a family member.

On the other side of the globe, this right has even been enshrined in law. Pacific Indigenous leaders from the Cook Islands, French Polynesia, New Zealand and Tonga have agreed a treaty that officially recognises whales and dolphins as having legal personhood. The Whanganui River in New Zealand is also recognised as a “legal person” – a move intended both to enact reparations for the damage done to the river by European settlers, and to protect it from any future harm by the human race.  

A being that is recognised as having legal personhood is one which has “rights and duties itself and which can enforce these rights against other legal persons.”   So far so good for a river, which is vulnerable, not sentient, and certainly needs protecting from our shocking ability to exploit and pollute the natural world. But what can we say about whales and dolphins? Unlike the river, they are sentient. The whale world has its own language, with distinct dialects, and is even thought to have culture, including celebration of life events and rituals for grieving the death of a family member. With such obvious evidence of moral intelligence, should we be considering the ‘duties’ inherent to a whale’s legal personhood, as well as the rights? 

The whales still seem to be communicating the same message: our ocean is vast, and we can make you humans feel your tininess in it. 

In parts of the Hebrew Bible, animals are already described as having personhood. In the creation story both humans and animals are described as having nephesh – a Hebrew word that is sometimes translated as ‘soul’, and which indicates certain aspects of what it means to be sentient and have a moral conscience. Intriguingly, God seems to employ this sentience – at times employing animals to communicate with humans.  

One famous example even includes a whale. When the runaway prophet Jonah was thrown from a ship into the ocean, we are told that God directed a large fish to swallow him up, and after three days return Jonah to dry land to continue the work to which God has asked him to do. In another example, when the donkey of the prophet Balaam was being unfairly beaten, the Bible records that the donkey turned and said to his master, “What have I done to you, that you have struck me?”  

It is clear that some of the biblical writers believed that God could and would use animals to communicate with the human race, either through their behaviour or even through direct speech. Therefore, these orca “attacks” make me wonder if God may still be doing so today. Whilst both humans and animals are described as having nephesh in the creation story, the story does then go on to distinguish humans as having ‘dominion’ over the created order. The idea of what it means to have ‘dominion’ has been interpreted differently through the centuries of Christian thought. In the time of Moby Dick, when the fashion for trophy hunting and taxidermy was at its height in the western world, dominion had a feel of superiority and dominance to it. These days, it is more common to hear ‘dominion over creation’ described in terms of responsible stewardship and care.  

But whilst human culture has changed (arguably for the better) it is noticeable that between Moby Dick’s time and now, the whales still seem to be communicating the same message: our ocean is vast, and we can make you humans feel your tininess in it. The temptation is there for us to intervene, to prevent these boisterous orcas from perpetuating their violent behaviour. This would serve to silence the voice that reminds us, uncomfortably, of our fundamental human vulnerability on the ocean. But perhaps we should not be too hasty. We cannot know if, inherent to the personhood of whales, they have a ‘duty’ to keep us in our place. Perhaps it is even their God-given call to behave in a way that reminds us that creation is ultimately, untameably, wild. Listening carefully, we might yet discover that God is speaking to us in whale song.