Not done yet as of 2020! Will be done one day for sure.
This point is beautifully argued in lots of different sources, and is clearly a pillar of AGI.
Perhaps one may argue that our deep learning layers do form some kind of hierarchy, e.g. this is very clear in certain models such as convolutional neural network. But many of those models cannot have arbitrarily deep hierarchies, which appears to be a fundamental aspect of intelligence.
How to Create a Mind:
The lists of steps in my mind are organized in hierarchies. I follow a routine procedure before going to sleep. The first step is to brush my teeth. But this action is in turn broken into a smaller series of steps, the first of which is to put toothpaste on the toothbrush. That step in turn is made up of yet smaller steps, such as finding the toothpaste, removing the cap, and so on. The step of finding the toothpaste also has steps, the first of which is to open the bathroom cabinet. That step in turn requires steps, the first of which is to grab the outside of the cabinet door. This nesting actually continues down to a very fine grain of movements, so that there are literally thousands of little actions constituting my nighttime routine. Although I may have difficulty remembering details of a walk I took just a few hours ago, I have no difficulty recalling all of these many steps in preparing for bed - so much so that I am able to think about other things while I go through these procedures. It is important to point out that this list is not stored as one long list of thousands of steps - rather, each of our routine procedures is remembered as an elaborate hierarchy of nested activities.
Human Compatible: TODO get exact quote. It was something along: life goal: save world from hunger. Subgoal: apply for some grant. Sub-sub-goal: eat, sleep, take shower. Sub-sub-sub-goal: move muscles to get me to table and open a can.
Verilator by Ciro Santilli 37 Updated 2025-07-16
Verilog simulator that transpiles to C++.
One very good thing about this is that it makes it easy to create test cases directly in C++. You just supply inputs and clock the simulation directly in a C++ loop, then read outputs and assert them with assert(). And you can inspect variables by printing them or with GDB. This is infinitely more convenient than doing these IO-type tasks in Verilog itself.
Some simulation examples under verilog.
First install Verilator. On Ubuntu:
sudo apt install verilator
Tested on Verilator 4.038, Ubuntu 22.04.
Run all examples, which have assertions in them:
cd verilator
make run
File structure is for example:
Example list:
MRI is using NMR to image inside peoples bodies!
Video 1.
How does an MRI machine work? by Science Museum (2019)
Source. The best one can do in 3 minutes perhaps.
Video 2.
How MRI Works Part 1 by thePIRL (2018)
Source.
Video 3.
What happens behind the scenes of an MRI scan? by Strange Parts (2023)
. Source.
Video 4.
Dr Mansfield's MRI MEDICAL MARVEL by BBC
. Source. Broadcast in 1978. Description:
Tomorrow's World gave audiences a true world first as Dr Peter Mansfield of the University of Nottingham demonstrated the first full body prototype device for Magnetic resonance imaging (MRI), allowing us to see inside the human body without the use of X-rays.
Featuring the yet-to-be 2003 Nobel Prize in Physiology and Medicine Dr. Mansfield.
Life by Ciro Santilli 37 Updated 2025-07-16
Whatever it is that biology studies.
From Surely You're Joking, Mr. Feynman chapter O Americano, Outra Vez!:
The people from the airlines were somewhat bored with their lives, strangely enough, and at night they would often go to bars to drink. I liked them all, and in order to be sociable, I would go with them to the bar to have a few drinks, several nights a week.
One day, about 3:30 in the afternoon, I was walking along the sidewalk opposite the beach at Copacabana past a bar. I suddenly got this treMENdous, strong feeling: "That's just what I want; that'll fit just right. I'd just love to have a drink right now!"
I started to walk into the bar, and I suddenly thought to myself, "Wait a minute! It's the middle of the afternoon. There's nobody here, There's no social reason to drink. Why do you have such a terribly strong feeling that you have to have a drink?" - and I got scared.
I never drank ever again, since then. I suppose I really wasn't in any danger, because I found it very easy to stop. But that strong feeling that I didn't understand frightened me. You see, I get such fun out of thinking that I don't want to destroy this most pleasant machine that makes life such a big kick. It's the same reason that, later on, I was reluctant to try experiments with LSD in spite of my curiosity about hallucinations.
One notable drug early teens Ciro consumed was Magic: The Gathering, see also: Section "Magic: The Gathering is addictive".
Pentane interference typically refers to the impact that pentane, a straight-chain hydrocarbon with five carbon atoms, can have on various chemical analyses, particularly in chromatographic methods. In the context of gas chromatography or mass spectrometry, pentane can co-elute with other compounds, potentially leading to inaccurate results or difficulties in identifying and quantifying other analytes.
"Suspension" is a film that was released in 2015. It is a psychological horror film directed by Dave R. Sheppard, featuring a storyline that revolves around a group of friends who find themselves trapped in a series of bizarre and suspenseful situations. The narrative often intertwines elements of fear and the supernatural, typical of the horror genre. The film delves into themes of isolation and psychological strain, often keeping viewers on edge through its suspenseful atmosphere and twists in the storyline.
As of my last update in October 2023, there is no widely recognized entity or subject known as "Suvini Zerboni." It’s possible that it could refer to a person, a brand, or a concept that emerged after that date, or it might be a relatively niche or obscure reference.
Per Carlqvist is a name that could refer to different individuals or contexts, but it's not widely recognized in popular culture, politics, or science as of my last knowledge update in October 2023.
"Swedish nuclear physicists" refers to scientists from Sweden who specialize in the field of nuclear physics, which is the study of atomic nuclei, their constituents, and interactions. This field encompasses a variety of topics, including nuclear decay, nuclear reactions, and the properties of nuclear matter. Sweden has contributed significantly to nuclear physics research and development, particularly through institutions like the Uppsala University, Lund University, and the Swedish National Space Agency.
The Symposium on Theoretical Aspects of Computer Science (STACS) is a renowned academic conference that focuses on theoretical computer science. It serves as a venue for researchers to present their work, exchange ideas, and discuss various aspects of theoretical foundations related to computer science. The topics covered in STACS typically include areas such as algorithms, complexity theory, automata theory, formal languages, logic in computer science, and computational models.
"Syntacticians" refers to linguists or researchers who specialize in syntax, which is the study of the structure and rules governing the arrangement of words and phrases to create well-formed sentences in a language. Syntacticians analyze how different components of sentences interact with each other, including word order, grammatical relationships, and hierarchical structures. They may also explore how syntax interacts with other linguistic domains such as semantics (meaning) and morphology (structure of words).
Syntagmatic analysis is a concept derived from linguistics and semiotics, primarily associated with the structuralist approach to language and meaning. It refers to the relationships and associations that words or signs have with one another within a sequential context—essentially, how elements operate in conjunction with one another in a sequence (or "syntagm"). In syntagmatic analysis, the focus is on the horizontal relationships of elements that are combined to create meaning.
Percy Williams Bridgman (1882-1961) was an influential American physicist known for his work in the field of high-pressure physics. He is best remembered for his research on the properties of materials at high pressures, particularly with regard to phase transitions and the behavior of solids.
Tacheometry is a surveying method used to determine the distances and elevations of points on the ground without the need for a direct measurement of distance. It is a technique that combines the principles of trigonometry with the use of instruments like theodolites or total stations. In tacheometry, the surveyor typically measures angles and, using a fitted scale or an equation, can obtain horizontal distances based on the angles measured and the height of the instrument above the ground (the instrument's height).

Pinned article: Introduction to the OurBigBook Project

Welcome to the OurBigBook Project! Our goal is to create the perfect publishing platform for STEM subjects, and get university-level students to write the best free STEM tutorials ever.
Everyone is welcome to create an account and play with the site: ourbigbook.com/go/register. We belive that students themselves can write amazing tutorials, but teachers are welcome too. You can write about anything you want, it doesn't have to be STEM or even educational. Silly test content is very welcome and you won't be penalized in any way. Just keep it legal!
We have two killer features:
  1. topics: topics group articles by different users with the same title, e.g. here is the topic for the "Fundamental Theorem of Calculus" ourbigbook.com/go/topic/fundamental-theorem-of-calculus
    Articles of different users are sorted by upvote within each article page. This feature is a bit like:
    • a Wikipedia where each user can have their own version of each article
    • a Q&A website like Stack Overflow, where multiple people can give their views on a given topic, and the best ones are sorted by upvote. Except you don't need to wait for someone to ask first, and any topic goes, no matter how narrow or broad
    This feature makes it possible for readers to find better explanations of any topic created by other writers. And it allows writers to create an explanation in a place that readers might actually find it.
    Figure 1.
    Screenshot of the "Derivative" topic page
    . View it live at: ourbigbook.com/go/topic/derivative
  2. local editing: you can store all your personal knowledge base content locally in a plaintext markup format that can be edited locally and published either:
    This way you can be sure that even if OurBigBook.com were to go down one day (which we have no plans to do as it is quite cheap to host!), your content will still be perfectly readable as a static site.
    Figure 2.
    You can publish local OurBigBook lightweight markup files to either https://OurBigBook.com or as a static website
    .
    Figure 3.
    Visual Studio Code extension installation
    .
    Figure 4.
    Visual Studio Code extension tree navigation
    .
    Figure 5.
    Web editor
    . You can also edit articles on the Web editor without installing anything locally.
    Video 3.
    Edit locally and publish demo
    . Source. This shows editing OurBigBook Markup and publishing it using the Visual Studio Code extension.
    Video 4.
    OurBigBook Visual Studio Code extension editing and navigation demo
    . Source.
  3. https://raw.githubusercontent.com/ourbigbook/ourbigbook-media/master/feature/x/hilbert-space-arrow.png
  4. Infinitely deep tables of contents:
    Figure 6.
    Dynamic article tree with infinitely deep table of contents
    .
    Descendant pages can also show up as toplevel e.g.: ourbigbook.com/cirosantilli/chordate-subclade
All our software is open source and hosted at: github.com/ourbigbook/ourbigbook
Further documentation can be found at: docs.ourbigbook.com
Feel free to reach our to us for any help or suggestions: docs.ourbigbook.com/#contact