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
Change
Community
Politics
6 min read

Camden: what’s up in Keir’s backyard?

The new Prime Minister’s constituency has valuable lessons for the country.

Simon Walsh is a communications consultant, journalist and non-stipendiary priest in the Diocese of London.

Kier Starmer walks along a residential development's path with two other people.
Starmer and local councillors in Camden.

‘What good ever came out of Nazareth?’ was asked of Jesus. The same might now be said of Camden, which lies at the heart of the Holborn & St Pancras constituency. A safe Labour seat since the 1980s, its present incumbent is Sir Keir Starmer who has been handed the keys to Downing Street in the General Election.

His wallet apparently has on it ‘Take me home to Kentish Town’. Two buses link Kentish Town, where he lives, with Whitehall – a route of about four miles. He will go into government with a very full in-tray, and many of them are issues he knows first-hand from his own constituency. I know them too, having lived there for 20 years.

Sometimes I cover services for a clergy colleague in the nearby parish of St Mary’s, Somers Town. The church is on Eversholt Street which runs along the eastern side of Euston station, incidentally the capital’s first mainline railway terminus. Last year, as I arrived for a mass one rainy Saturday morning, a random group of people sheltered in the doorway. They were, I discovered, addicts waiting for a drugs drop. Towards the end of mass, one of the group – a young woman – came into the back of church and found a pew in which to start preparing her fix. Once I had disrobed, I asked if she wouldn’t mind doing it somewhere else.

Another time, in the same church, a young woman from Spain was asking for money. She had answered a job advert on social media to come and work on a chicken farm. Having arrived and paid her accommodation for a week, she found there was no chicken farm, and trying to find other work was almost impossible because of paperwork. What could we do to help? The church itself is in dire need of financial support too.

St Mary’s Flats... were among the first examples of public housing in the country to have electricity and Jellicoe became something of a social housing celebrity.

Somers Town was transformed 100 years ago when its energetic parish priest, Fr Basil Jellicoe, created the first housing association. Dismayed by the squalor of Victorian tenements, he set about raising funds for The St Pancras House Improvement Society. Jellicoe was only in his mid-20s but had a solid Anglo-Catholic background founded on mission and a heart for the poor. The cramped and filthy conditions with extreme poverty were ‘an outward and visible sign of an inward and spiritual disgrace’ – for him, the opposite to the sacraments.

By the time Jellicoe moved from the parish in 1934, the slums had been cleared and a number of the new blocks built, the first being St Mary’s Flats, with others given saints’ names. They were among the first examples of public housing in the country to have electricity and Jellicoe became something of a social housing celebrity. Tragically, having worn himself out he died at the age of 36. His legacy is one of praxis – active Christianity meeting social problems where they are – and his model became the blueprint for many other housing associations since.

No surprise, therefore, that families struggle to afford to live in the area and migrate further out. As a result, schools have started to close. 

The area remains a swirl of social problems in addition to the drugs. Mental health issues are rife. There are plans to redevelop St Pancras Hospital which houses mental health services. The area suffers from traffic and noise pollution, and lacks communal spaces. Camden Council recently saw fit take one corner of a public green in Somers Town on which to build a tower block of multi-million pound flats, handy for nearby St Pancras Station. Crime rates are high with muggings and mobile phone thefts a daily reality. Last year, as mourners left a funeral one Saturday afternoon at St Aloysius Church just a few streets down from St Mary’s, a drive-by-shooting injured six people. Starmer called the incident ‘appalling’ and spoke of ‘extra patrols and community support’ after a conversation with police.

The area has become highly expensive. Local businesses are being priced out by increased rents. Very little social housing has been built this century. The average house price in NW1, which encompasses the Nash terraces of Regents Park, the council blocks and social housing of Somers Town, is £1.3 million. A two-bed flat is in excess of half a million quid. No surprise, therefore, that families struggle to afford to live in the area and migrate further out. As a result, schools have started to close – four in as many years recently. In his acceptance speech in Camden Council’s offices near St Pancras station, close to the world-renowned Crick Institute and Facebook’s UK headquarters, Starmer namechecked the mythical ‘girl from Somers Town’ and his hope for her future.

Charles Dickens went to school around here and knew these streets well. His 1848 novel Dombey & Son detailed the destruction and chaos caused in the area by the building of the railway line through it. 175 years later, it has been HS2, the great White Elephant which has dug up streets, seen whole blocks of accommodation and hotels demolished, diverted roads, and axed much-loved institutions like the Bree Louise pub. There has been no benefit to locals so far (quite the opposite, in fact) and it is a stain on both Labour and Conservative administrations. Sir Keir says he is furious at the ‘big hole’ left by the down-tools project. There is fear now that the redundant land will be subject to a ‘gold rush’ as developers circle to pick up some prime real estate.

Interviewed in June by the Camden New Journal, Starmer said: ‘The government has earmarked money for Euston. I want to see that money and obviously, if we come into power, we’ll see through all this money – and not stripped away from other projects which is the usual trick.’ He also said: ‘The other thing is we need housing. Camden desperately needs housing as many places do. So we will use it – if we are privileged to come into power – as part of our plan for 1.5 million homes.’

His manifesto has five pledges: 

  • Kickstart economic growth 

The cost-of-living crisis is biting hard here and the inequalities are stark. People need real money.

  • Make Britain a clean energy superpower 

It’s going to need more than a few on-street charging points for electric vehicles. And the carbon footprint of that HS2 project? 

  • Take back our streets 

He wants to halve crime rates but London has around 106 crimes per 1,000 people and his own constituency feels less safe than it used to. 

  • Break down barriers to opportunity 

Camden already ranks highly in the deprivation index where barriers are concerned: schools, homes, jobs… 

  •  Build an NHS fit for the future 

Again, the hospitals and GP services are cracking – high demand combined with under-investment is deadly. 

A prophet is not welcome in his own country, it was said. Although the new Prime Minister was elected with a majority in his home seat, it was down to 18,884 votes from the 2019 endorsement of 36,641 votes – a drop of almost 50%. In this election, an Independent candidate called Andrew Feinstein polled 7,312 votes with his pledge to improve life for local residents. Starmer’s constituents will be counting on him to fix the nation along with the problems on their own streets. Otherwise, safe seat or not, he may no longer be welcome in Camden either.