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Moravec’s Paradox

Moravec’s paradox is the observation in the fields of artificial intelligence and robotics that, contrary to traditional assumptions, reasoning requires very little computation, but sensorimotor and perception skills require enormous computational resources.

“it is comparatively easy to make computers exhibit adult level performance on intelligence tests or playing checkers, and difficult or impossible to give them the skills of a one-year-old when it comes to perception and mobility”

Moravec’s paradox – Wikipedia

en.wikipedia.orgMoravec's paradox - Wikipedia
#ai#computation#llm
Several of the LLMs have produced inaccuracies which have been uncritically communicated to our customers by CrowdStrikers who failed to exhibit due diligence. Those errors were caught by said customers, and they were embarrassing to us all.
...
Now we have an engineer, if you can call him that, working on a project that will introduce more than 30k lines of AI generated code into our codebase, without a single unit test. It will be impossible to do a proper code review on this much code and it will become a maintenance nightmare and possibly a security hazard. I don't need to tell you how much management is cheering on that.
From @brianmerchant@mastodon.social 's latest newsletter: https://www.bloodinthemachine.com/p/how-ai-is-killing-jobs-in-the-tech

A ticking timebomb in the making. It's especially galling that CrowdStrike is doing this, given their epic fail just last year.

A while back I wrote in a post here:
under Taylorism the workers who actually do the work and know it best no longer have a say (opinion) in how that work gets done. Pseudo-scientific principles (scientific management, the astrology of MBAs) dictates all. Computers, from the very first, were intended and designed for this purpose.
riffing on what a lousy person Charles Babbage was and the lousy anti-worker plans he had for the proto-computers he designed. Among other things generative AI is another manifestation of the MBA pseudoscience known as scientific management and exists in a long line of digital technologies stretching all the way back to Babbage's.

#AI #GenAI #GenerativeAI #AgenticAI #tech #dev #computation #ComputerScience #labor #organizing
Blood in the Machine · How AI is killing jobs in the tech industryBy Brian Merchant

"Rather than rely on clever computation to make the best of conventional camera hardware, some engineers are instead experimenting with optical components such as new apertures, and animal-inspired sensors, that together can gather high-quality visual data that requires less intensive processing."

nature.com/articles/d41586-025

www.nature.comHow the natural world is inspiring the robot eyes of the futureIntelligent machine vision could get a boost from unconventional hardware design.

My CPU is producing a lot of heat in recent days. Most of the time I'm doing #wakegp experiments to fine tune parameters. And I'm also compiling various versions of #Luanti to find out or fight with regressions and report them upstream.

I'm just glad I invested into buying this CPU plus a decent AIO. I can compile debug enabled Luanti from scratch in just about 5 minutes. Interestingly, compiling a debug enabled wakegp with incremental builds takes at least the same amount or even more.

wakegp is written in Rust, Luanti is written in C++. Luanti is a far larger codebase. But I guess the problem's that many of Luanti deps are shared libraries so I don't have to do the compiling or linking for them.

TOSID Update:
Added formal paper presentation
github.com/ha1tch/TOSID/blob/m

As PDF:
github.com/ha1tch/TOSID/blob/m

The TOSID (Taxonomic Ontological Semantic IDentification System) is a comprehensive taxonomic framework designed to uniquely identify and classify any conceivable entity across the universe. The system uses a structured alphanumeric code that embeds hierarchical information about an entity's fundamental nature, origin, scope, and specific identity.

Latest working (non-paper) version:
github.com/ha1tch/TOSID/blob/m

Repo:
github.com/ha1tch/TOSID

…what if life itself is, even in principle, nonsimulable? There are, of course, many things that mechanization by rote does better than life, in terms of speed, repeatability, precision, and so forth. On the other hand, a living system…may be characterized by its ability to handle ambiguities and take chances, indeed, its ability to err. These are precisely the processes that cannot, by definition…, be modelled algorithmically.
—Aloisius H. Louie, More Than Life Itself: A Synthetic Continuation in Relational Biology
#life #computability #computation #algorithms
“A computer is a very specific kind of mathematical structure, it means computational mathematics. If you study the mathematics as an abstract subject you rapidly learn that there are things way way beyond computability. … You can't get at it by an algorithm.”
—Roger Penrose
https://youtu.be/biUfMZ2dts8?t=942
#mathematics #computation #computability #algorithms

The Fourier Transform is a mathematical operation that transforms a function of time (or space) into a function of frequency. It decomposes a complex signal into its constituent sinusoidal components, each with a specific frequency, amplitude, and phase. This is particularly useful in many fields, such as signal processing, physics, and engineering, because it allows for analysing the frequency characteristics of signals. The Fourier Transform provides a bridge between the time and frequency domains, enabling the analysis and manipulation of signals in more intuitive and computationally efficient ways. The result of applying a Fourier Transform is often represented as a spectrum, showing how much of each frequency is present in the original signal.

\[\Large\boxed{\boxed{\widehat{f}(\xi) = \int_{-\infty}^{\infty} f(x)\ e^{-i 2\pi \xi x}\,\mathrm dx, \quad \forall\xi \in \mathbb{R}.}}\]

Inverse Fourier Transform:
\[\Large\boxed{\boxed{ f(x) = \int_{-\infty}^{\infty} \widehat f(\xi)\ e^{i 2 \pi \xi x}\,\mathrm d\xi,\quad \forall x \in \mathbb R.}}\]

The equation allows us to listen to mp3s today. Digital Music Couldn’t Exist Without the Fourier Transform: bit.ly/22kbNfi

Gizmodo · Digital Music Couldn't Exist Without the Fourier TransformThis is the Fourier Transform. You can thank it for providing the music you stream every day, squeezing down the images you see on the Internet into tiny

There are problems in physics that are undecidable, even if you have all the initial information about the physical system.

"In math and computer science, researchers have long understood that some questions are fundamentally unanswerable. Now physicists are exploring how even ordinary physical systems put hard limits on what we can predict, even in principle."

quantamagazine.org/next-level-

Quanta Magazine · ‘Next-Level’ Chaos Traces the True Limit of PredictabilityBy Charlie Wood