I see a huge amount of confusion around terminology in discussions about Artificial Intelligence, so here’s my quick attempt to clear some of it up.
Artificial Intelligence is the broadest possible category. It includes everything from the chess opponent on the Atari to hypothetical superintelligent systems piloting spaceships in sci-fi. Both are forms of artificial intelligence - but drastically different.
That chess engine is an example of narrow AI: it may even be superhuman at chess, but it can’t do anything else. In contrast, the sci-fi systems like HAL 9000, JARVIS, Ava, Mother, Samantha, Skynet, or GERTY are imagined as generally intelligent - that is, capable of performing a wide range of cognitive tasks across domains. This is called Artificial General Intelligence (AGI).
One common misconception I keep running into is the claim that Large Language Models (LLMs) like ChatGPT are “not AI” or “not intelligent.” That’s simply false. The issue here is mostly about mismatched expectations. LLMs are not generally intelligent - but they are a form of narrow AI. They’re trained to do one thing very well: generate natural-sounding text based on patterns in language. And they do that with remarkable fluency.
What they’re not designed to do is give factual answers. That it often seems like they do is a side effect - a reflection of how much factual information was present in their training data. But fundamentally, they’re not knowledge databases - they’re statistical pattern machines trained to continue a given prompt with plausible text.
I’m not gonna claim to ‘know’ things here, and I’m too groggy to even attempt to give you a satisfying answer but: applied formal logic as seen in any machine based on logic gates is just an expression/replication of simplified thought and not a copy of our base mental processes. The mind understands truths that cannot even be formalized or derived, such as axiomatic truths. Even if something can be understood and predicted, it doesn’t mean the process could be written down in code. It certainly isn’t today…
My understanding of the topic is closer to Roger Penrose’s postulates so please check this wiki page and maybe watch a couple of vids on the topic, I’m just a peasant with a hunch when it comes to “AI”. 🤷