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
Leading
Politics
5 min read

Canadians are riled up: who's got the plan to meet the moment?

A restless nation looks to what’s next.

Emerson writes on geopolitics. He is also a business executive and holds a doctorate in theology.

Ice hockey players fight in front of a goal
Canadian and American hockey players fight it out.

Canada is on edge. The world feels more volatile than it has in years, and at the center of the political storm is the looming presence of Donald Trump. With a Canadian election called this past Sunday, Canadians are fixated on a single question: who among our leaders is best equipped to deal with the return of Trumpism?  

It is not just about diplomacy; it is about defining Canada's role in a world that is growing more uncertain by the day. 

Right now, two figures are in competition: Mark Carney and Pierre Poilievre. They are, in many ways, opposites. Carney, with his economic expertise and international standing, represents a polished, globally respected leadership style. Poilievre, by contrast, channels raw frustration, presenting himself as the anti-establishment fighter ready to take on both the political elite and external threats.  

The country is divided, with polls showing both men running neck and neck. The choice before Canadians is not just about policy; it is about the kind of leadership style they believe can best meet the challenges ahead. 

Canadians are restless and want a leader with a clear plan - a person who is willing to fight but who also has a strong, actionable vision for the country. Empty rhetoric will not suffice; voters want substance behind the message. They want to know that the elected leaders - and their team - can actually deliver.  

This moment demands a different kind of leadership, one grounded in values and virtues that resonate with Canadians. This is because Canadians want to know that their next leader has substance, given the lack of this over the last decade.  

Among these, community stands out as essential. Communities are not just social units; they are the backbone of resilience. In times of crisis, as I argued in a previous article Canada’s Long Hot Summer, strong communities determine whether a nation weathers the storm or succumbs to decline.  

The plans devised by the Federal government, and in partnership with Canada's thirteen provinces and territories, will need to be delivered at the community level. It will not be government bureaucracies but rather communities pulling Canada through upcoming challenges.  

Community is not just about togetherness - it is about shared responsibility and the willingness to take action. Historically, the strength of Canadians comes from pulling together in times of crisis, not from passive compromise. We built our communities with a sense of collective responsibility, recognizing that our prosperity depends on our willingness to support our neighbors. 

Canadians respect leaders who fight for their values while delivering results. In hockey terms, we admire the hard-working, two-way player who battles in the corners and delivers when it counts - not someone who plays a careful, neutral game. A leader who embodies that spirit, who presents a clear, actionable plan for Canada’s future, will resonate deeply with voters.  

Indeed, the last ten years for Canada have been anything but this: all words and no action.  

There is therefore a delicate balance between channeling people's justified frustrations and a focus on presenting a better future.  

Now is the time to reflect on individual and shared values and virtues. My own personal and political values are those of integrity, honesty, pluralism, self-reliance, ingenuity, and a commitment to protecting the most vulnerable. Values and virtues are not abstract ideals; they are practical necessities in a rapidly changing world.  

For instance, integrity means acting in accordance with one’s principles and delivering on promises. Honesty is about telling hard truths, even when they are inconvenient. Pluralism acknowledges the richness of the Canadian people and the need for different perspectives at the decision-making table. Self-reliance is not about isolation; it is about ensuring Canada can stand on its own economically and politically without over-reliance on others. Ingenuity is about fostering a culture of innovation that keeps Canada competitive in an era of global transformation. And protecting the vulnerable is not charity - it is about creating a country where everyone has the opportunity to contribute meaningfully. 

A leader who can embody these types of principles (or any principles) while also presenting a concrete plan for Canada’s future will resonate with voters. 

While Pierre Poilievre has had difficulty adapting to the election of Donald Trump and is losing ground in the polls to Carney (a previous 20-point lead now reduced to one), he remains in a good position and can achieve victory by adapting his messaging and policies to the world we are in.  

Anger and a focus on the brokenness of Canada is not what Canadians want; dissatisfaction needs to be channeled in a way that is more forward-looking. What can Canadian communities achieve together, based on our shared values and virtues, translating words into actions? Answering this question clearly and authentically is key to Carney's success.

This election is not just about choosing between Carney and Poilievre - it is about what kind of Canada we want to build. Canadians will not be satisfied with vague assurances of moderation or status quo politics.  We do not want the same old, and this is where Carney must be careful - bringing voices into his team from beyond the ancien régime. A plurality of voices is powerful. 

We want a leader who will take decisive action and who brings real change.  

As Canadians, we do not just watch history unfold; we participate in it. We built one of the world’s strongest economies, and now we face the challenge of defending it in an era of deglobalization and shifting alliances. Canada has the resources, the talent, and the spirit to succeed, but we need leadership that understands how to harness that potential. 

The political landscape is shifting, and Canadians are ready for change.  

The question is no longer just who can stand up to Trump; it is who has the plan, the resolve, and the leadership to ensure Canada thrives in an uncertain world. That is the ballot question, and it will define the country’s next chapter. 

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