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
Development
War & peace
3 min read

South Sudan is on the brink, but it can pull back

The UK can join local peacemakers in preventing a new civil war.

James Wani is Christian Aid’s South Sudan’s Country Director.

A Sudanese woman walks across the ashes of a burnt out street market.
A burnt-out market place in South Sudan.
Christian Aid.

It’s been two years since Sudan slid into a brutal power struggle between the army and its former ally, the paramilitary Rapid Support Forces (RSF). Despite its size and savagery, blink and you might miss it as the world media remains mesmerised by the White House tariffs.  

Sudan’s people have suffered on a scale that’s almost impossible to take in. It is the world's biggest humanitarian crisis. More than 12.5 million people have been forced from their homes. Some estimates suggest up to 150,000 people had been killed so far in the conflict.  

The ensuing chaos has spilled into neighbouring countries like South Sudan where I live. Over the last year almost a million refugees and returnees have crossed the border to escape horrific war crimes, violence and rape. 

Neither are they escaping into a land of peace and stability. Resources are stretched as South Sudan grapples with long-standing challenges like floods and droughts from climate change and our own fragile peace process.  

Those crossing from the north have added a crisis on top of the existing crises. Nine million people here need humanitarian assistance - three quarters of South Sudan’s population.  

Christian Aid and its local partners are doing what they can to support this huge influx from Sudan by providing cash, emergency supplies and access to water and sanitation to more than 100,000 people.   

But even these attempts at relief might be short-lived. Fears are growing that South Sudan may follow Sudan and topple into civil war. 400,000 people died over five years in the last one. Ominous signs are there for a renewed conflict.  

Late last year in Juba there was an outbreak of violence between the President’s military forces and armed groups connected to the former head of the National Security Agency. The country’s first ever elections keep on being postponed. Tensions escalated in February. An unelected Reconstituted Transitional National Assembly was not called back from recess to discuss this.  

Now the country's First Vice-President Riek Machar is under house arrest. South Sudan's President Salva Kiir accused Machar of stirring up a new revolt. Last month, the US ordered all its non-emergency staff in South Sudan to leave as fighting broke out in one part of the country.  

Just this month, the UN mission’s plane was shot down, killing staff and a wounded armed forces general, allegedly by groups allied to the Vice-President. Uganda has sent its army to support the President and airstrikes on civilian areas and opposition compounds in four states are now nearing the capital.   

South Sudan might be on the brink, but this isn’t a doctrine of despair. The country can pull back.  

Christian Aid doesn’t just provide humanitarian support - we are in the business of hope. by working hand in hand with local activists, like the South Sudan Council of Churches (SSCC), to help the country’s government establish and implement the 2018 peace agreement.   

Respected church leaders have, and are, playing a key role in building trust and confidence:  brokering peace deals at local level, undertaking shuttle diplomacy in South Sudan’s states, talking to armed groups to urge them to get behind the peace agreement and to the President and Vice-President to return to honouring their agreement. The new elected head of SSCC, Rev. Tut Kony Nyang Kon, said their role was to bring the country around a unity of purpose.   

He said South Sudan’s leaders need to present a reinvigorated plan for free and fair elections in two years to reassure people, rally the peacemakers and deter those who may see an opportunity to undermine the peace gains made so far.  

But they need diplomatic support too.   

The UK, along with the USA and Norway, is part of the influential “Troika” that must make a serious diplomatic investment in the national and international peace processes to ensure that the existing peace agreement holds and deter other states from providing financial or military support that can fuel conflict and violence.  

The UK government needs to show it means what it says when it promised the UN Security Council last November that it would champion the protection of civilians and double aid for those fleeing the conflict in Sudan.  

2025 should be a leadership moment for the UK and the international community to increase support for the region and get behind South Sudan’s peacemakers to avoid another catastrophic conflict in Africa.