Explainer
AI
Belief
Creed
5 min read

Whether it's AI or us, it's OK to be ignorant

Our search for answers begins by recognising that we don’t have them.

Simon Walters is Curate at Holy Trinity Huddersfield.

A street sticker displays multiple lines reading 'and then?'
Stephen Harlan on Unsplash.

When was the last time you admitted you didn’t know something? I don’t say it as much as I ought to. I’ve certainly felt the consequences of admitting ignorance – of being ridiculed for being entirely unaware of a pop culture reference, of being found out that I wasn’t paying as close attention to what my partner was saying as she expected. In a hyper-connected age when the wealth of human knowledge is at our fingertips, ignorance can hardly be viewed as a virtue. 

A recent study on the development of artificial intelligence holds out more hope for the value of admitting our ignorance than we might have previously imagined. Despite wide-spread hype and fearmongering about the perils of AI, our current models are in many ways developed in similar ways to how an animal is trained. An AI system such as ChatGPT might have access to unimaginable amounts of information, but it requires training by humans on what information is valuable or not, whether it has appropriately understood the request it has received, and whether its answer is correct. The idea is that human feedback helps the AI to hone its model through positive feedback for correct answers, and negative feedback for incorrect answers, so that it keeps whatever method led to positive feedback and changes whatever method led to negative feedback. It really isn’t that far away from how animals are trained. 

However, a problem has emerged. AI systems have become adept at giving coherent and convincing sounding answers that are entirely incorrect. How has this happened? 

This is a tool; it is good at some tasks, and less good at others. And, like all tools, it does not have an intrinsic morality. 

In digging into the training method for AI, the researchers found that the humans training the AI flagged answers of “I don’t know” as unsatisfactory. On one level this makes sense. The whole purpose of these systems is to provide answers, after all. But rather than causing the AI to return and rethink its data, it instead developed increasingly convincing answers that were not true whatsoever, to the point where the human supervisors didn’t flag sufficiently convincing answers as wrong because they themselves didn’t realise that they were wrong. The result is that “the more difficult the question and the more advanced model you use, the more likely you are to get well-packaged, plausible nonsense as your answer.” 

Uncovering some of what is going on in AI systems dispels both the fervent hype that artificial intelligence might be our saviour, and the deep fear that it might be our societal downfall. This is a tool; it is good at some tasks, and less good at others. And, like all tools, it does not have an intrinsic morality. Whether it is used for good or ill depends on the approach of the humans that use it. 

But this study also uncovers our strained relationship with ignorance. Problems arise in the answers given by systems like ChatGPT because a convincing answer is valued more than admitting ignorance, even if the convincing answer is not at all correct. Because the AI has been trained to avoid admitting it doesn’t know something, all of its answers are less reliable, even the ones that are actually correct.  

This is not a problem limited to artificial intelligence. I had a friend who seemed incapable of admitting that he didn’t know something, and whenever he was corrected by someone else, he would make it sound like his first answer was actually the correct one, rather than whatever he had said. I don’t know how aware he was that he did this, but the result was that I didn’t particularly trust whatever he said to be correct. Paradoxically, had he admitted his ignorance more readily, I would have believed him to be less ignorant. 

It is strange that admitting ignorance is so avoided. After all, it is in many ways our default state. No one faults a baby or a child for not knowing things. If anything, we expect ignorance to be a fuel for curiosity. Our search for answers begins in the recognition that we don’t have them. And in an age where approximately 500 hours of video is uploaded to YouTube every minute, the sum of what we don’t know must by necessity be vastly greater than all that we do know. What any one of us can know is only a small fraction of all there is to know. 

Crucially, admitting we do not know everything is not the same as saying that we do not know anything

One of the gifts of Christian theology is an ability to recognize what it is that makes us human. One of these things is the fact that any created thing is, by definition, limited. God alone is the only one who can be described by the ‘omnis’. He is omnipotent, omnipresent, and omniscient. There is no limit to his power, and presence, and knowledge. The distinction between creator and creation means that created things have limits to their power, presence, and knowledge. We cannot do whatever we want. We cannot be everywhere at the same time. And we cannot know everything there is to be known.  

Projecting infinite knowledge is essentially claiming to be God. Admitting our ignorance is therefore merely recognizing our nature as created beings, acknowledging to one another that we are not God and therefore cannot know everything. But, crucially, admitting we do not know everything is not the same as saying that we do not know anything. Our God-given nature is one of discovery and learning. I sometimes like to imagine God’s delight in our discovery of some previously unknown facet of his creation, as he gets to share with us in all that he has made. Perhaps what really matters is what we do with our ignorance. Will we simply remain satisfied not to know, or will it turn us outwards to delight in the new things that lie behind every corner? 

For the developers of ChatGPT and the like, there is also a reminder here that we ought not to expect AI to take on the attributes of God. AI used well in the hands of humans may yet do extraordinary things for us, but it will not truly be able to do anything, be everywhere, or know everything. Perhaps if it was trained to say ‘I don’t know’ a little more, we might all learn a little more about the nature of the world God has made. 

Article
Culture
Feminism
Film & TV
Re-enchanting
6 min read

Why are we so bewitched by witches?

We’re so post-Christian, we’re actually becoming pre-Christian.

Belle is the staff writer at Seen & Unseen and co-host of its Re-enchanting podcast.

In a still from Wicked, the witch stands and looks to the sunset.
Universal Pictures.

I was slowly making my way out of the cinema; squinting at the harsh light, stretching out the aches caused by sitting in one chair for too long, and eavesdropping on a conversation happening just in front of me. It was between two young women and it went like this: 

Woman 1 – I think that witches are to women what the Roman Empire is to men – I think about them at least once a day.  

Woman 2 – Oh, me too. Me too. I think every woman does.  

Woman 1 – yeah, I reckon it’s innate. An inherent part of being a woman is relating to witches. 

Woman 2 – and an inherent part of being a man is being scared of them.  

The conversation went on, but at this point I was in danger of following these strangers to their car - the eavesdropping was getting weird, I had to call it a day. But the snippet of their conversation that I did hear was enough to get my mind whirring, enough to spend the following days wondering if they were right.  

And I must say, I’ve become more than a little sympathetic to their hypothesis.   

As I write this, Wicked, the cinematised tale of two Oz-born witches, has broken a dozen box office records. It is the highest grossing movie adaptation of a stage musical in history, having amassed over $700 million at the box office. It has been nominated for 63 awards, including 10 Tony Awards, 10 Academy Awards and a Grammy.  

Witches have also dominated the literature charts over the past couple of years, with terms such as ‘Romantasy’ and ‘Hex Appeal’ becoming legitimate book categories. On social media, witch-related content has become a phenomenon; the hashtag ‘WitchTok’ not only exists but has been viewed tens of billions of times. In 2024, British actress, Suranne Jones (Dr Foster, Gentleman Jack) released a documentary that investigated the infamous European witch trials. In the same year, Elizabeth Sankey made a documentary about how learning from/about witches helped her recover from severe postpartum mental illness.  

So, you see, the cinema-goers have a point. A deeply convincing one. There’s an undeniable gravitas to the existence of witches – be it in the past or the present, in medieval Europe or in the imagined City of Oz. Whether we shroud them in stereotype (black cats, pointy hats, broomsticks) or strip them of it. We are, in fact, quite captivated by the very concept of witches. I suppose, as usual, I’ve found myself caught up in wondering why this may be.  

Firstly, I agree with what the women in the cinema were getting at – it has an awful lot to do with the female identity. Whether it be factually correct or not, when we think of the mass persecution of witches, we tend to tie it into a larger narrative of historic persecution of women. Particularly outliers - women who could not, or would not, fit neatly into the box of societal expectation. This tendency of ours isn’t without cause, The Hammer of Witches, a popular 1487 publication that gave instruction for seeking out witches, explicitly taught that women were more likely to be working with dark magic. And so, the reclaiming of the term ‘witch’ – in all of its nuances – has often been a feminist act. A means by which so-called ‘feminine’ attributes have been rehabilitated in public discourse and celebrated in popular culture.  

For example, the reason that The Hammer of Witches declares women to be more prone to witchcraft is that they are emotionally weaker than men. Which leads me to recollect that when the American Presidential election was raging on, I scrolled past a thirty-second clip of a man telling an interviewer that he wasn’t going to vote for the then-Republican candidate, Nikki Haley, because women are too emotional to be President. The validity of this idea has been repeatedly debunked but the line of thinking has persisted: women’s (purportedly) larger emotional capacity is a bad thing, a distinct weakness, a doorway to chaos. So, is it any wonder that Wicked - a story in which the protagonist’s emotional sensitivity is the precise key to her wonderous abilities – has had such a profound impact?  

Our re-energised obsession with witches points toward our desire for an enchanted world. 

I also have an inkling that it has something to do with the mystery attached to female physiology. We, as women, are told repeatedly (both explicitly and subliminally) that there is something inherently unknowable about our bodies, something elusive about them. When it comes to our own anatomy, we’re told to simply accept an element of mystery. Again, this is a reason that women have so often been linked with witchcraft - both positively and negatively. The female body confounds us. It sounds kind of lovely, doesn’t it? The idea that our bodies can elude us. But, in reality, this ‘mystery’ is not at all romantic. It’s the reason that there is still no cure for female specific medical conditions such as endometriosis, polycystic ovary syndrome or premenstrual dysphoric disorder.  

And so I wonder, is it less painful to lean into the time-old witchy notion that our ‘mysterious’ bodies were designed to confound medicine than it is to accept the unjust fact that women’s bodies are drastically under-researched? This is certainly a theme woven through Elizabeth Sankey’s afore mentioned documentary about post-partum mental illness.  

So, to sum up, I’m agreeing with my cinema-pals. It’s a feminine thing. Or, perhaps it’s more accurate to say that I’m partly agreeing with them, because I’m of the firm opinion that it’s also a spiritual thing.  

I can’t speak for ages gone by, but I think I can speak for this one – our re-energised obsession with witches points toward our desire for an enchanted world. It’s a symptom of what cultural commentators are calling the ‘re-Pagan-isation’ of our society. The fact that we’re so post-Christian, we’re actually becoming pre-Christian. We long for a world that is alive, a reality that has seen and unseen realms. It’s deep and tenacious craving that sense, materialism, and rationalism simply can’t satisfy. To quote the ever-brilliant Dan Kim, 

 ‘What has ‘sensible’ society given us? For many, it’s been the managed and catastrophic decline into societal disillusionment, a generation of broken promises, and the feeling of being feudal serfs under the dominion of national banks and billionaires while we medicate ourselves to death with algorithmically driven AI slop in the spiritual vacuum of a fragmented and polarised society… And so is it any wonder that people are looking beyond the sensible towards the magical, the mystical, and the Esoteric?’ 

I think Dan’s dead right. He’s referring to the spiritual practice manifestation here, but I think his diagnosis also sheds light on the way that witchcraft is captivating our imagination once again.  

I wonder if women are, and have always been, hungry for affirmation that their femininity (whatever that means to them) is part of them being fearfully wonderfully them – and therefore, something to be celebrated. To feel seen, understood and cherished. But I also wonder if they long for a reality in which they can have embodied spiritual experiences, a reality in which they don’t have to shirk their feminine identity in order to connect with the divine. Where their spiritual cravings are neither dismissed nor demonised and they are liberated to show up as their full selves – bursting with a stubborn inkling that all that they see is not all that there is. 

To sum up, here’s my hunch: those total strangers in the cinema were quite right – witches do capture the imagination of women in a particularly interesting way. And, the more I’ve pondered that, the more I’ve become convinced that the reason why witches are the in-thing once again is anything but trivial.  

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