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.  

Explainer
Change
Community
Migration
Politics
9 min read

The facts and our feelings both puncture the small boats-fuelled immigration argument

From stats to sociology, how to be better informed on the issue

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

A people sumggler steers an overcrowded small boat.
A people smuggler steers a small boat, 2021.
x.com/ukhomeoffice.

Late in the evening of May 20, over 80 refugees clambered aboard the small boat that was to bring them to England. They had not gone far when French rescue services were summoned with the boat still located off the Pas de Calais. An eight-year-old boy and a 40-year-old woman were pronounced dead by the medical team and taken to Calais. Both were believed to be Turkish nationals, with their deaths presumed to have been caused by a combination of crushing and suffocation. The small boat continued its journey without them, though 10 others were also evacuated. 

This story is deeply shocking.  

What is also profoundly disturbing is that, while we may not be aware of the details of this particular case, the story is still familiar to us. According to the University of Oxford’s Migration Observatory there were 73 deaths crossing the Channel in 2024. 

It was almost 30 years ago, in the wake of the UK’s 1996 Immigration & Nationality act that I first became aware of the issues surrounding refugees and asylum seekers. Our church in Croydon was only a short walk from the Home Office’s Immigration and Nationality Directorate based at Lunar House, and it seemed to make sense to begin a drop-in centre. The Croydon Refugee Day Centre has continued its work ever since. 

From the beginning it was hard to miss the fact that asylum was a hot-button issue. The reactions it triggered were intense. I also quickly discovered that nothing was straight-forward. Weaponised politics, the labyrinthine complexity and glacial slowness of our state bureaucracy along with the internecine nature of the charitable sector made collaborating with others frustrating and problematic to say the least. 

Over the years I’ve learned two important lessons with regard to immigration and asylum. First, what grabs the headlines is not necessarily the most important issue. Indeed, it can deflect attention, action and resources from what is of primary significance. Then, second, complex issues are rarely solved by simple, straight-forward, 'silver bullet’ solutions. As the American satirist H. L. Mencken observed: 

“Every complex problem has a solution which is simple, direct, plausible—and wrong.” 

So, with the issue unlikely to go away in the foreseeable future, these are some of the things I believe we need to understand and have an eye to. 

Immigration: don’t get confused 

When the Office for National Statistics reported in May that the total of long-term immigrants to the UK in 2024 was 948,000, that really does seem like a very big number. And it is. But it includes everyone coming to the UK who is changing the normal place where they live. It includes those who’ve come to study here (30 per cent) and those who’ve got a UK-based job (33 per cent).  

The foreign students on full fees raise vital revenue for the universities and subsidise the fees for home students, and those coming to work here make a significant contribution to the economy. Not to mention the legacy of ‘soft’ influence when both return home having had positive experiences of life in the UK. 

Incidentally, and a little out of left field, the immigration figure also includes Brits returning home from living abroad. In 2024 they accounted for 60,000 individuals, or 6.3 per cent of the total. 

Asylum seekers and refugees only make up 15 per cent of the overall number (including the Homes for Ukraine scheme), with those claiming asylum from the small boats only 5 per cent. 

The small boats: don’t get distracted 

Perhaps the main reason for the small boats featuring so prominently in the immigration narrative is the compelling nature of the images the news media can use. Include criminal gangs and the jeopardy of life and death and the result is a heady mix. 

But here’s the thing, the Migration Observatory report that: 

“Between 2018 and 2024, the asylum grant rate for people who arrived by small boat was 68%.” 

Allow that to sink in for a moment: almost seven out of ten of those who arrive by small boat have a legitimate reason to seek asylum in the UK. The real villains here are the criminal gangs, not the passengers they transport. 

Things could look very different if there were safe pathways for these asylum seekers to follow. On these figures the bottom would be blown out of the business model of the criminal gangs that operate the small boats, and they would swiftly move on. Especially if accompanied with the speedy removal of those who have no right to remain in the UK. This would act as a significant disincentive to those who would have previously made an unsuccessful attempt. 

This has to be the way to tackle the presenting problem of the small boats, especially when the ‘push and pull’ influences are given proper consideration.  

‘Push’ and ‘pull’: don’t be misled 

‘Push’ issues are those that cause the migrants to leave their home. Iran, Iraq and Afghanistan have consistently been the most common sources for asylum seekers over the last 30 years. and this tells its own story. Together they underscore that the key ‘push’ factor is people seeking to escape persecution, conflict or danger. 

‘Pull’ influences are why a particular country is the preferred destination. Extensive research has established in the case of the UK the ability to speak English, the presence of family already here and the “general impression that the UK is a good place to live" are far and away the strongest influences. Disproving the popularly advocated myth that it is about the black economy or sponging off the benefits system.  

The right to work: don’t be fooled 

The total cost of the asylum system in the UK was an eye-watering £5.4b in 2023-24, a figure that is largely driven by a backlog in processing applications. On average this took 413 days in 2023-24 with the year-end backlog standing at 91,000. For the 38,000 of those awaiting a response in hotel accommodation, this comes at a cost of £41,000 per person, per year.  

Thankfully the number awaiting a decision is decreasing, but because asylum seekers are not allowed to work until they’ve been waiting for over a year, they cannot contribute to their own support. In France they are allowed to work after six months and in Italy after only 60 days. 

It is, perhaps, a sobering thought that those who have shown the initiative, resilience and tenacity to attempt a passage to a new life, not even deterred by the threat of death, might be the kind of asset to the country and its economy that we need. 

The world we live in: don’t close your eyes 

We cannot uninvent the fact that we live in a globalised world. The preponderance of international supply chains and the fact that 54 per cent of Brits travel abroad on holiday only underlines how ingrained it is in our everyday lives. We are all interconnected to a degree that we cannot possibly comprehend.According to the World Health Organisation, the origin of COVID-19 in Wuhan, China in December 2019 led to between 8-9 million deaths worldwide; the container ship Ever Given, stuck in the Suez Canal in March 2021 cost the global economy $9.6 billion per day; and the Russian invasion of Ukraine in 2022 had a catastrophic effect on grain and fertilizer prices in sub-Saharan Africa. 

All that to one side, migration to these shores has been part and parcel of our history since before we had a history. From the Romans, Anglo-Saxons, Vikings and Normans, to more recent arrivals from the Caribbean, South Asia, Poland and Hong Kong this is an integral and ongoing part of the story of the British Isles. It is what has made us British. 

The politics of migration: don’t be seduced 

In these febrile political times, many will be quick to jump on the bandwagon of blaming the immigrants for everything that is wrong. The narrative is a seductive one that makes a visceral connection with listeners. Where the substance of argument is missing emotive language will do the heavy lifting on its own, so look out for speech like this: 

  • Crisis or emergency language: out-of-control, unprecedented, overwhelmed 
  • Metaphors of flooding or invasion: tidal, swamped, relentless 
  • Threatening or dangerous terms: illegal, criminal, extremist 
  • Dehumanising or reductive language: waves, swarms, hordes 
  • Economic or social burden framing: unsustainable, overstretched (services), job-stealing 
  • Warnings of loss: losing our culture and traditions, no-go areas 

It’s the sociologist Zygmunt Bauman, commenting on life in the city, who coined the terms ‘mixophobia’ and ‘mixophilia’ to describe some of the dynamics he observed. But I think they can extend to the whole of society, not just our cities. Indeed, with Bauman I think we can even experience both feelings within ourselves at the same. We experience the fear of ‘mixophobia’ – of being involved with strangers – in our  

“… reaction to the mind-boggling, spine-chilling and nerve-breaking variety of human types and lifestyles that [we] meet and rub elbows and shoulders [with] in the streets” 

“Mixophilia”, by contrast, is the joy of being in a different and stimulating environment. 

“The same kaleidoscope-like twinkle and glimmer of the urban scenery, … never short of novelty and surprise, [that] constitutes its difficult-to-resist charm and seductive power.” 

Born a Polish Jew in 1925, Bauman’s family fled to Russia in 1939. As Professor of Sociology at the University of Leeds t He maintained that the holocaust was not the breakdown of modern civilisation, but rather the product of it. 

Twenty years ago, he predicted that Europe would be faced with a battle between “two contending facts of the matter”. On one side would be the life-saving role played by immigrants in a fast-aging Europe. On the other, “the power-abetted and power-assisted rise in xenophobic sentiments eagerly recycled into electoral votes”. 

For Bauman “mixophobic paranoia” feeds upon itself and acts as a self-fulfilling prophecy. It may temporarily reduce the pain that those afflicted by it feel, but ultimately only makes the condition worse. Rather, “mixophobia” is the symptom of their anxiety, not the cause – acting on it is like “removing the rash while mistaking it for the cure of the illness”. 

If there is to be any hope for him, it is in the cohabitation and interaction with strangers that the future lies. 

So, there it is. As shocking and disturbing as the stories and images of the small boats are, it is not really about the small boats. Sitting beneath the phenomena is the age-old issue of migration, with the sharp and divisive edges of its present-day expression. 

In the late 1990s I was proud of the churches in Croydon rallying together to establish the Refugee Day Centre. In the years that followed it was often groups of churches who took the lead in their own towns and cities as asylum seekers were dispersed around the country. 

It was a practical way to “love our neighbour as ourselves”. In the rallying cry of the Victorian Christian social reformers, “The Fatherhood of God means the brotherhood of man.” 

As the historian Tom Holland has observed it is because Western values are deeply rooted in the Christian tradition that human dignity and the sanctity of life are deeply prized virtues that animate our best intentions and our understanding of what is good. 

In his mid-80s, Bauman wrote: 

“For more than forty years of my life in Leeds I have watched from my window as children returned home from the nearby secondary school. Children seldom walk alone; they prefer walking in groups of friends. That habit has not changed. And yet what I see from my window has changed over the years. Forty years ago, almost every group was ‘single colour’; nowadays, almost none of them are …”