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
AI
Culture
Music
4 min read

As creativity and AI battle, greed is the true enemy

Every string plucked, stitch sewn, brushstroke painted, is a sign we’re made for more than utility.
A black and white list of music tracks reads: IS THIS WHAT WE WANT. THE BRITISH GOVERNMENT MUST NOT LEGALISE MUSIC THEFT.
1,000 artists, one message.

 

Is the battle between AI and creativity over before it began? A collective of 1,000 musicians have released a silent album to protest new government copyright laws that would make it easier for companies to train AI models without paying artists. The album, titled “Is This What We Want?,” has a tracklist that reads “The British Government Must Not Legalise Music Theft To Benefit AI Companies.” 

But this isn’t the first time that new technology has threatened the livelihood of musicians, nor the first time musicians have fought back. And the lesson to be learned from the past is that the real enemy of creativity isn’t technology- it’s greed. 

Musicians on strike 

The invention of the record player forever changed the music industry. It’s difficult to imagine a time when you could only hear music if someone was playing a live instrument. As music records grew rapidly in popularity, payments to the musicians behind the records lagged behind.

Up until the 1940s, record companies paid studio musicians only for the time in the studio. Playing records on live radio was cheaper than hiring big bands (which had previously been the norm) because the musicians wouldn’t see any revenue from their repeated use. But in August 1942, fed up at the lack of royalties paid from music records, the American Federation of Musicians went on strike. 

The silence lasted nearly 2 years. During the strike, musicians were allowed to play for live radio but banned from playing on records.

At first, record companies relied on releasing music they had already recorded. But when it became clear that the strike would last longer than expected, they began to rely on acapella voices in place of big bands for new releases. The strike concluded in 1944 as record players conceded to the American Federation of Musicians and set up a system of paying royalties to musicians. The battle was over. 

The technology creativity face-off

Technology has often seemed to be at odds with human creativity despite emerging from it. Human creativity invented the record player, but the record player threatened the human creativity of all those musicians playing live.  

In a similar way, artificial intelligence was both invented by creative humans and trained on the work of other creative humans. And yet, its very existence seems to threaten the work of thousands. AI’s threat is felt in every corner of the creative industries- in music, illustration, art, film and photography. And it’s not just a worry for Top 40 singers. Generative AI threatens to replace graphic and web design for small businesses, music in the background of commercials and videos, illustrations on mass produced birthday cards and souvenirs- all areas of creative work where artists receive a modest income and don’t become household names.

Companies use technology as a mirage to hide the real threat behind its computer generated glow- the greed of the human heart.

 

he Christian faith offers a few truths that make sense of this tension between AI and creativity. The first is human creativity is not mere ornamentation- it is at the very heart of what it means to be made in God’s image. At the very beginning of the Bible, God is Creator. Unlike God, humans cannot make something from nothing. But we can produce wonders that inspire, that reflect the goodness, truth and beauty of the world God created for us. Every string plucked, stitch sewn, brushstroke painted, is a sign that humans were made for more than utility. We were made for transcendence.  

The Christian faith also teaches that human selfishness gets in the way of the transcendental vision God has for us. 

The invention of the record player created problems for musicians, but it was the unwillingness of companies to pay musicians fairly for their work that posed the real threat. Companies use technology as a mirage to hide the real threat behind its computer generated glow- the greed of the human heart. 

As AI continues to be adopted, executives join the chorus speaking about the “threat of AI” and the need to prioritise human creativity. Yet the decisions of the same executives value human creativity in financial terms by the compensation (or lack thereof) that real artists receive. 

Companies treat new technologies as inevitable– they might even tell employees that those who can’t learn to use new technology will be left behind. But the reality is that companies shape the direction of technological advancement. There is no “neutral” or “inevitable” direction to technology. Technology can solve human problems- but first humans decide what problems need solving. AI may help us solve problems that benefit all of us- like the work being done to synthesise proteins that can have great impacts in medicine and science.

But there is no reason companies must use generative AI for creative work. People may point to money and time saved, shareholder value created. And this is where the real contradiction lies. For creativity is not a problem that needs to be solved, but a gift for us to partake in. 

Is This What We Want? 

The album by “1000 UK Artists” contains the sound of empty music studios- a future the group fears if musicians are replaced with AI who were trained on their talent. Session musicians, cover artists, violinists who busk in the streets or play in weddings, all are in danger from AI being trained on their hard work for free. 

Knowing that technology is never neutral, the album’s title “Is This What We Want?” poses a good question. What kind of world do we want to live in? What should our technology be building towards? 

For me, I want a world that encourages real human creativity– the kind given to us by God, the original creative. I want a world where technology isn’t a way for the rich to become richer but for our communities to become better places for human connection. Technology should give us more time to create art, not less. The battle between creativity and AI is in the hands of lawmakers for now. But the battle to end human greed? That’s eternal.