Tag Archives: invention

AI, Content and Context

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I found this quote very interesting. On his podcast, Diary of a CEO, Steven Bartlett is talking to Daniel Priestley and Steven mentions that Open AI’s Sam Altman believes we are not far away from a 1 person company making a billion dollars, using AI rather than other employees. Daniel pushes back and says while that might happen, a more likely and more repeatable scenario would be a 5 person team. Then he says this:

“AI is very good at content but not context. And having 5 people who share a context and create a context, together… then the content can happen using AI. AI without that context, it doesn’t know what to do, so it doesn’t have any purpose.”

Daniel Priestley

Like I shared before, “The true power and potential of AI isn’t what AI can do on its own, it’s what humans and AI can do together.”

This idea of context versus content seems to be the ingredients that make this marriage so ideal. This is noticeable when generating AI images, as I’ve done for quite some time, creating images to go with this blog. For example, I’ll describe something like a guy on a treadmill and maybe one of the four images created would have the guy backwards on the treadmill – content correct, but not context. As well, AI is really unaware of its’ own biases that humans can more easily see. These context errors are common.

But just as AI will be better teaming with humans, humans are also better when they team with other humans, rather than being solo. We miss context too, we struggle to see our own biases, unless we have people around us to both share and create the context.

The best innovations of the future are going to come from small teams of people providing rich contexts for AI. And while AI will get better at both context and content, it’s going to be a while before AI can do both of these really well. It’s what AI and humans can do together that will be really exciting to see.

AI and humans together

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On Threads, Hank Green said, “AI isn’t scary because of what it’s going to do to humans, it’s scary because of what it’s going to allow humans to do to humans.”

I recently shared in, High versus low trust societies, examples of this with: more sophisticated scams; sensationalized click bait news titles and articles; and clever sales pitches, all ‘enhanced’ and improved by Artificial Intelligence. None of these are things AI is doing to us. All of them are ways AI can be used by people to take advantage of other people.

I quoted Hank’s Thread and said, “It’s just a tool, but so are guns, and look at how well we (miss)manage those!”

Overall I’m excited about how we will use AI to improve what we can do. There are already fields of medicine where AI can do thousands of hours of work in just a few hours. For example, drug discovery, “A multi-institutional team led by Harvard Medical School researchers has launched a platform that aims to optimize AI-driven drug discovery by developing more realistic data sets and higher-fidelity algorithms.”

The true power and potential of AI isn’t what AI can do on its own, it’s what humans and AI can do together.

But I also worry about people using amazing AI tools as weapons. For example, creating viruses or even dirty bombs. These are things that are out of reach for most people now, but AI might make such weapons both more affordable and more available… to anyone and everyone.

All this to say that Hank Green is right. “AI isn’t scary because of what it’s going to do to humans, it’s scary because of what it’s going to allow humans to do to humans.”

We are our own worst enemy.

The true danger and threat of AI isn’t what AI can do on its own, it’s what humans and AI can do together.

Lateral Thinking

Like I mentioned yesterday, my dad passed away leaving hundreds of boxes to sort through. Today I found a few with memorabilia and one specific one I was looking for with a diesel fuel formula he invented. Most of the other boxes were files with copies of patents and research my dad collected. Although, there were also quite a few boxes with some strange topics he also ventured into.

As a self taught generalist, my dad was always taking ideas and combining them, and he wasn’t afraid to delve as deep into ‘wu wu’ science as he did into ‘legitimate’ research. He had a knack for seeing connections where others didn’t.

So it was no surprise when I found these periodic tables where he was identifying the elements that were prime, double prime, and Fibonacci numbers, and looking at their isotopes.

This is the kind of thing my dad did. He would think laterally and make unusual connections that would be completely missed by anyone else… and the reason they would miss it is because there isn’t a logical connection.

My dad developed a CRO/REDOX process to chemically extract platinum and other precious metals from catalytic converters and recyclable computer components. He actually got a test lab built and proved the technology, while scientists at the Ontario Research and Technology Foundation (ORTECH, now ORF-RE) said it couldn’t be done, and even after it was proven said, ‘This shouldn’t work’.

But like many things, my dad had a different angle, and in this case a different perspective on the chemistry behind the process. And when he built the prototype, he made it modular so that he could expand it rather than rebuild it. For many reasons, including terrible timing with a stock market crash, this project never got off the ground.

The ideas that my father combined allowed him to be extremely creative and innovative. He was brilliant in the connections he made. Yet that same ability was also a disability. My father was also an end-of-the-world prepper, and followed a lot of conspiracy theories.

The same lateral thinking that made his scientific mind so brilliant also created lateral (read more as sideways) connections to far out conspiracies that kept the ideas alive long after others had moved on. Among his boxes and boxes of printed patents and research are other boxes with articles that I would describe more as delusional rather than just ‘fake news’. In fact these articles date back as far as 2004, long before the term fake news existed.

I think the internet broke my dad. He was a doomsdayer since the 80’s. After we watched World War III, a miniseries that aired on NBC on January 31, 1982, he turned the TV off and had a heart-to-heart with his kids. He basically told us that WWIII was inevitable in our lifetime. I remember getting upset not just that the world was going to end, because at 15 I believed everything my dad said, but also that my younger sisters were crying as he broke this ‘news’ to us. Why did they need to know this at those ages?

It got really bad with Y2K, that’s when he started ‘prepping’, storing food and collecting thousands and thousands of dollars worth of supplies. Supplies we now need to get rid of for pennies on the dollars spent. But what really made it worse after that was the internet. Dad found all kinds of websites that he considered reliable, some of which where known Russian propaganda sites, but that didn’t phase my dad who believed all kinds of conspiracies about big media. Now I’m not saying that big media is fully trustworthy, but I’d put more weight on them than on Russian propaganda websites.

So lateral thinking was both a blessing and a curse for my dad. Making incredibly insightful scientific connections made him a brilliant scientist and inventor. And making incredibly dubious doomsday connections made him a paranoid prepper, who always believed ‘the shit is going to hit the fan’ at any moment.

There is a fine line between brilliance and madness.

Recombination

“Deconstruction creates knowledge. Recombination creates value.” ~ James Clear

It’s really hard to come up with truly novel ideas. We remember the names of those that do, such as Newton, Marie Curie, and Einstein. But there are so many novel ideas and inventions that take old ideas and combine them to create new products and services that add value in our world.

I think too many people get stuck in a single field of knowledge and miss out on the opportunity to see how their fields can be expanded or used in other fields of study. Something as ubiquitous as the smart phone is a simple example. It combines a phone with access to the web, and a camera, and an interactive map, and a stereo, and even a calculator. I often joke that my iPhones does everything well except for making phone calls.

I remember a grade 8 project I gave students in science. Students where to add an adaptation to an animal to improve its ability to survive. One student came up with marsupial penguins that laid eggs directly into a pouch. This would be far more efficient compared to a penguin always needing to keep eggs on their feet and off of the ice. That’s recombination that adds value.

“Deconstruction creates knowledge. Recombination creates value.”

Recombination involves understanding component parts… you often need to be able to deconstruct things well, and truly understand them, before you recombine them. There needs to be a base knowledge that allows you to make connections that others might not make. You don’t have to come up with completely novel ideas, just old ideas repackaged in unique ways.