Basic Consequences: On Information And Agency
by Jochen Szangolies The principal argument of the previous column was that without the possibility of making genuine choices, no AI will ever be capable of originating anything truly novel (a line of reasoning first proposed by science fiction author Ted Chiang). As algorithmic systems, they can transform information they’re given, but any supposed ‘creation’…
AI And Agency Again: Hidden Dangers And Open Failures
by Jochen Szangolies We have entered a versioned world. A new release of a major AI model (GPT-5) triggers the subsequent release of new versions of articles variously hyping and disparaging the progress it represents. How does it stack up in benchmarks against earlier models? How well can it code? Can you feel the AGI…
The Empty Throne: Emergent Conspiracies And Causal Cherries
by Jochen Szangolies Stephen King’s Dark Tower-series takes place in a world that has ‘moved on’, and appears to be deteriorating. The story’s main protagonist, Roland Deschain, last of an ancient, knight-like order of gunslingers, is seeking the titular Dark Tower, which forms a sort of nexus of all realities, to perhaps halt or even…
The Estuary Of Being III: Mind Beyond Minds
The Estuary Of Being II: Life Comes To Mind
by Jochen Szangolies The previous essay in this series argued that, given certain assumptions regarding typicality, almost every sentient being should find themself part of a ‘galactic metropolis’, a mature civilization that either has extended across the galaxy, or filled whatever maximal habitat is attainable to capacity. That this is not our experience suggests a…
The Estuary Of Being I: The Wrong Question
by Jochen Szangolies In 1950, during a lunch conversation with colleagues at the Los Alamos National Laboratory, Enrico Fermi asked the wrong question. Famously, after a discussion on the subject of recent UFO sightings, extra-terrestrial life, and the possibility of faster-than-light travel, Fermi blurted out: “But where are they?” In that context, it was a…
The Pharisees’ Fence: Misplaced Concreteness And Liminal Unease
by Jochen Szangolies When asked about the foundational technologies of human civilization, most people will probably point to the wheel, or fire, or maybe the lever. Perhaps the atlatl as arguably humanity’s first machine might make the cut. Few, I think, would point to the humble fence: rather than being a construct, fences often seem…
Saying ‘No’: On Power And Reality
Art Or Artifice: Agency And AI Alignment
by Jochen Szangolies When the Luddites smashed automatic looms in protest, what they saw threatened was their livelihoods: work that had required the attention of a seasoned artisan could now be performed by much lower-skilled workers, making them more easily replaceable and thus without leverage to push back against deteriorating working conditions. Today, many employees…
What Tangled Webs: The Hopf Fibration And Physics III
by Jochen Szangolies In the previous two installments of this series ([1], [2]), I have been engaged in the project of communicating a bit of the intuition behind the abstract notions of physics (and the necessary mathematics). My guiding principle in this attempt (essay in the literal sense) has been a famous quote of Hungarian…
Wheels Within Wheels: The Hopf Fibration And Physics II
by Jochen Szangolies In the last column, I have argued against the idea that understanding in mathematics and physics is transmitted via genius leaps of insight into obscure texts rife with definitions and abstract symbols. Rather, it is more like learning to cook: even if you have memorized the cookbook, your first soufflé might well…
Music Of The Spheres: The Hopf Fibration And Physics
by Jochen Szangolies Modern physics in its full mathematical splendor introduces an array of unfamiliar concepts that daunt the initiate, and often even bewilder the pro (or is that just me?). A part of it is just that it’s a complex topic, and its objects of study are far removed from everyday experience: a quark…
Nonstandard Humans: On Leaving Room For Error
by Jochen Szangolies Humans, Plato famously held, are featherless bipeds: uniquely singled out from other animals by walking permanently on two legs, which delineates us against fish, mammals, and reptiles, while not sporting the sort of plumage associated with birds. Of course, he knew little of the mighty T. Rex (although its featherlessness is subject…
The Large Language Turn: LLMs As A Philosophical Tool
by Jochen Szangolies There is a widespread feeling that the introduction of the transformer, the technology at the heart of Large Language Models (LLMs) like OpenAI’s various GPT-instances, Meta’s LLaMA or Google’s Gemini, will have a revolutionary impact on our lives not seen since the introduction of the World Wide Web. Transformers may change the…
Finding Your Self: Desire Paths In Identity Space
by Jochen Szangolies If you spend any time in a place with public parks, gardens, or simple green areas fenced in squarely by concrete walkways, you’ll be familiar with the sight of trampled paths cutting across the grass, tracing a muddy connection through that which the street would lead you around. Depending on your mood…
Russell’s Bane: Why LLMs Don’t Know What They’re Saying
by Jochen Szangolies Recently, the exponential growth of AI capabilities has been outpaced only by the exponential growth of breathless claims about their coming capabilities, with some arguing that performance on par with humans in every domain (artificial general intelligence or AGI) may only be seven months away, arriving by November of this year. My…
Superdeterminism: Quantum Mechanics Demystified Or The End Of Science?
by Jochen Szangolies The quantum world, according to the latest science, is, like, really weird. Cats that are both dead and alive, particles tunnel through impenetrable walls, Heisenberg can’t both tell you where he is and how fast he’s going, and spooky influences connect systems instantaneously across vast distances. So it seems that anything that…
The How Of Why: Not Quite A Review (Part II)
by Jochen Szangolies In the previous column, I took Philip Goff’s latest offering Why? The Purpose of the Universe as a jumping-off point to present some of my own rumination on life, the universe, and what it all means. While that prior installment was mainly concerned with looking outward, into the wider cosmos, here, I’ll…
The How Of Why: Not Quite A Review (Part I)
by Jochen Szangolies I’m inherently suspicious of overt declarations of having arrived at a certain position only through the strength of the arguments in its favor, even against one’s own prior commitments. If that were typically how things happen, then either there ought to be much more agreement than there is, or the vast majority…
