'thinking time' is just AI baby talk. Tthe engineers thought that the troglodytes would gnash their teeth if they said "passes off to classic logic and planning algorithms, which sometimes take longer than expected". It badly anthropomorphizes these algorithms.
Also, reinforcement learning (in RLHF) was already used in ChatGPT 3. This new stuff isn't RLHF.
"o1... really 'cares' whether it gets things right or wrong": OK just stop it.
"And in that sense, it's the first LLM that's really starting to create that strange, but super-effective AlphaGo-style 'understanding' of problem spaces" - Oh OK, this must be an actual -opinion- article, rather than an explanatory article written in a breezy style. Anyway, AlphaGo doesn't understand anything or 'understand'. Just stop it. And first time? No, ChatGPT 3 already fooled people into thinking it 'undertands'.
"But o1 is still primarily trained on human language. That's very different from truth – language is a crude and low-res representation of reality. Put it this way: you can describe a biscuit to me all day long, but I won't have tasted it." Excellent point. I don't know if I'd have used 'biscuit' but hey I get it he likes biscuits.
"Unshackled from our language and thinking, they won't even notice when they break through the boundaries of our knowledge and discover truths about the universe and new technologies that humans wouldn't stumble across in a billion years." OK OK I give up. You're having fun writing this. 'Unshackled'? Please. I feel like his eighth grade English composition teacher didn't slap him enough.
"Apologies for these rather esoteric and speculative thoughts, but as I keep finding myself saying, what a time to be alive!" Wait. You're kidding me. You were just late-night bull-sessioning this? You're high and you didn't offer me any? Do they have editors at your magaz... Oh. You're the editor. I get it. Good for you. That's nice that you can just say stuff. Isn't that what blogs are for?
He says a whole bunch of stuff about robots and embodied intelligence which sort of make sense but really I have to go rinse out my eyes with bleach because of the 'unshackled' sentence.
So, in sum, to wrap it up, and to summarize, ChatGPT-o1 is not AGI, is not going to take over the world, is not an ominous split in intelligence that will exponentially metastasize to engulf the cosmos.
ChatGPT-o1 should improve sequential logical problem solving that ChatGPT 4.0 had problems with (underspecified high level undergrad math problems), which by the way is -awesome-.