{c}
{wiki}

\Video[https://www.youtube.com/watch?v=PrXwe21biJo]
{title=PCIe computer explained by <ExplainingComputers> (2018)}


PBS Eons

{c}
{tag=Serious game}

= AGI via simulation
{synonym}
{title2}

= AI training game
{c}
{synonym}

\Video[https://youtu.be/Y2d1AU7_JvM?t=278]
{title=Our Final Invention - Artificial General Intelligence by Sciencephile the AI (2023)}
{description=AGI via simulation section.}

<Ciro Santilli> defines an "AI game" as:
> a game that is used to train AI, in particular one that was designed with this use case in mind, and usually with the intent of achieving <AGI>, i.e. the game has to somehow represent a digital world with enough analogy to the real world so that the AGI algorithms developed there could also work on the real world

Most games played by AI historically so far as of 2020 have been AI for games designed for humans: <Human game used for AI training>.

<Ciro Santilli> took a stab at an AI game: <Ciro's 2D reinforcement learning games>, but he didn't sink too much/enough into that project.

A closely related and often overlapping category of simulations are <artificial life> simulations.

Bibliography:
* https://www.youtube.com/@aiwarehouse
* Neural MMO
  * https://openai.com/index/neural-mmo/
  * https://github.com/openai/neural-mmo

  \Video[https://www.youtube.com/watch?v=wwTOFYgtAWg]
  {title=Joseph Suarez Thesis Defense - Neural MMO}


AI game

Paraphyletic subgroup

{tag=Overfitting}

Philosophically, machine learning can be seen as a form of <lossy compression>.

And if we make it too <lossless>, then we are basically <overfitting>.

Bibliography:
* https://bair.berkeley.edu/blog/2019/09/19/bit-swap/
* https://www.eecs.tufts.edu/~dsculley/papers/compressionAndVectors.pdf
* https://arxiv.org/abs/2202.06533
* https://towardsdatascience.com/ai-based-image-compression-the-state-of-the-art-fb5aa6042bfa


Machine learning as a form of data compression

GNU Project

List of ontologies

Meronymy and holonymy

Hyponymy and hypernymy

{c}
{tag=France}
{wiki=France_and_weapons_of_mass_destruction}


French nuclear weapons program

Nervous system by species

Neuroscience

National Security Agency employee

Bipedalism

GNU make

Lower

Lower (compilation)

Lossy compression

Pseudocode

{c}
{title2=1977}
{wiki}

Largest programs ever written:
* https://www.quora.com/What-is-the-most-complex-software-written-in-Awk
* https://github.com/greencardamom/Wikiget/blob/master/wikiget.awk is 2690 lines long. Mentioned at: https://webapps.stackexchange.com/questions/16359/is-there-a-way-to-download-a-list-of-all-wikipedia-categories


Ciro Santilli @cirosantilli  40