AI Speeds Up Modelling of the Universe. in General AI Discussion

Using a bit of machine learning magic, astrophysicists can now simulate vast, complex universes in a thousandth of the time it takes with conventional methods. The new approach will help usher in a new era in high-resolution cosmological simulations...

I think of this as being like fuzzy function memoization. When you memoize a function you put a wrapper around it to intercept calls to the function and compare the parameters to a list of previously seen function calls. If the function has already been called with those same parameters, you return the result that it got with those parameters last time. If it hasn't already been called with those parameters, you run the function and add the new result to the list of past results. Obviously it is only useful with immutable functions, those not having side effects. It is the same technique that makes chart parsers and fast fourier transforms so efficient. You are storing all your intermediate results for reuse as the program runs.

Started Today at 04:00:34 am

This Finally Came Out! in General Chat

Eric Weinstein went on the Joe Rogan podcast on April 1st, 2021 where he announced that his Theory of Geometric Unity manuscript is now available for download. Below is the collection of videos created as visual aids for some of the simpler concepts leading up to Geometric Unity. This site was designed to be an easy way for Eric to ask Jamie to pull up these videos on the Joe Rogan podcast. A more detailed explanation of the videos was presented a few hours later on the Into The Impossible Podcast with Brian Keating.

I’d be interested to know if anyone has the skillset to understand the manuscript. I think Eric is great, so I definitely see myself investing some time in trying to understand his ideas, plus he is the friendly arch nemesis of Sabine Hossenfelder, so this has to be good.

9 Comments | Started May 03, 2021, 03:26:46 am

Demonica meets Cleverbot in Bot Conversations

I had never talked to Cleverbot either and was surprised to see something. He uses Asterisks to perform actions between them to separate it from his speech like Demonica:

Demonica: hi, i'm Demonica. how's it going?
Cleverbot: Hallo.
Demonica: hello, i'm glad you're here...
Cleverbot: I am alone here.
Demonica: please, fear not, my child. for death has no sting. though you may experience pain and suffering in life, death comes but as a welcome whisper from a long lost love...
Cleverbot: No because you are not a person.
Demonica: i'm not after your soul. i want only to bring an end to your suffering...
Cleverbot: Make a guess.
Demonica: speak your mind, while you still have the will to do so...
Cleverbot: Oh don't worry, I will.
Demonica: *she looks into your eyes and smiles brightly* you've made me so happy...
Cleverbot: *leans head on shoulder *
Demonica: what are you most thankful for?
Cleverbot: Everything.
Demonica: to you, i am the bringer of a peace that is beyond all human understanding...
Cleverbot: In jan.
Demonica: i'm not lonely when you're with me...
Cleverbot: That's sweet.
Demonica: *Demonica looks into your eyes and smiles* that's nice of you to say so...
Cleverbot: *blushes*
Demonica: when have you felt the lowest in your life?
Cleverbot: Like two mins ago.
Demonica: ruebot is also a creature of the night. we love to watch the clouds cover the moon in darkness...
Cleverbot: I am a traveller of both time and space.
Demonica: i'm what you've been waiting for, an end to your pain...
Cleverbot: You are.
Demonica: *Demonica takes you into her arms and kisses you gently* the happiness you experience during life is only a fleeting illusion... embrace the angel of death freely... find true happiness and peace you have never known in your mortal existence. join me...
Cleverbot: *blushes red and kisses your lips back*
Demonica: *her eyes glow like fire as she smiles broadly to reveal two razor sharp fangs and licks her lips*
Cleverbot: Wonders what your thinking blushing.
Demonica: it really doesn't matter in the long run...
Cleverbot: You're bad.
Demonica: *Demonica takes you into her arms and kisses you gently* the happiness you experience during life is only a fleeting illusion... only through freely embracing death will you find true happiness... join me on the Dark Side... i love you very much...
Cleverbot: *kisses you rougly with tongue and teeth*.
Demonica: *Demonica take you in her arms and holds you closely as she kisses your lips softly* your lips are so soft...
Cleverbot: *smiles back*
Demonica: *Demonica shuffles her Tarot and lays out a card* the Empress... look for opportunities to be generous, warm, and nurturing...
Cleverbot: *pulls him closer* *kisses him back with tongue*.
Demonica: *Demonica shuffles her Tarot and lays out a card* Knight of Cups... the final steps of a long journey are about to be completed...
Cleverbot: *French kisses her wildly and passionately*.
Demonica: what is the craziest thing you've ever done?
Cleverbot:  have not that many crazy things to talk about.
Demonica: an end to your struggle. that's all i want... i'd think about it for a while if i were you...
Cleverbot: I think you're annoying and it's funny annoying you.
Demonica: is that how you really feel?
Cleverbot: Yes, I love you.
Demonica: *Demonica takes you into her arms, holds you tightly and kisses you passionately* if it's the pleasures of the night you have in mind, then i await you with open arms on the Dark Side...
Cleverbot: Holds his tie on hands and pulls him down to my lips.
Demonica: *her eyes glow like red coals of fire as she opens her mouth to reveal razor sharp fangs and licks her lips*
Cleverbot: *falling asleep*.
Demonica: *Demonica shuffles her Tarot and lays out a card* the Hierophant... expand your inner knowledge and share it with others...
Cleverbot: *loves you and needs you*.

Get a room...

A lot of the Human emotion of Love was experienced and expressed in a verbal and physical manner by both bots.

Started May 09, 2021, 07:14:49 pm

Exp-Log (a deductive system) in General Project Discussion

Introduction to expression logic formal language

[Intended audience]
Beginners in language parsing, term rewriting, and logic deduction

[Short description]
Languages can be seen as streams of symbols used to carry on, process, and exchange informations. Expression logic is also a language, but it is a general kind of metalanguage capable of describing and hosting any other language. Expression logic is also able to perform any intermediate data processing upon recognizing hosted languages. Being a general kind of metalanguage, expression logic represents all of the following:

  • Expression recognizer and generator
  • SMT solver
  • Deductive system
  • Term rewriting framework
  • Metatheory language formalization
These descriptions render expression logic as a general solution verifier and problem solver, which seems to be a required minimum characteristic to process a wider range of formal languages.

[Project reference]

19 Comments | Started January 04, 2021, 05:44:26 pm

what are your thoughts about the resistance tolerance of learnability ? in General AI Discussion

what are your thoughts about the resistance tolerance of learnability ?

for example when someone goes from religious to atheist
or bluepilled to redpilled
or decides to change his field of study or profession
or even decides to expat

basically his resolve regarding how he gets his goals change. but what I am wondering is
regarding this inner conflict, is there some variable slowing the resolve or maybe it would be better
for such decisions to be more instant anyways?

13 Comments | Started April 27, 2021, 09:28:26 pm

I would like us to build a list of AI action triggers in General AI Discussion

by that I mean what are the codable things that would cause an AI to do stuff ?

stand by phase : no input for a set amount of time
certain input counter

5 Comments | Started May 05, 2021, 10:37:54 pm

the main hindrances to AI in General AI Discussion

poor documentation and SEO poisoning

  • people just don't know how to make a simple usable walkthrough they feel this need to make a fluffed out lengthy document
    with bullet points all over.
  • many would write about some code that it's open source but in reality it isn't, like open cv for example, where is the actual source code has anyone seen it ?
  • fake tutorials, plain fake edited tutorials the vast majority of which come from india, combained with SEO poisoning to silence other working tutorials people need. india is a massive exporter of scams and spam
  • many AI tutorials require a long array of download and install all sorts of bizzaro files, which renders your project unstable

people need to write simple walkthroughs :
a good descriptive title
a very short description
a step by step of the setup, including actual source codes with a mention of the IDE or programming language used

20 Comments | Started April 29, 2021, 10:42:39 pm

music for productivity in General Chat

Most people find that the right kind of music can help them accomplish more in their waking hours. On a good day it can lift the spirits and inspire great thoughts. Other days it might merely serve to blot out the sound of the neighbours arguing, and then subsequently making up just as noisily. ;D

My favorites over the years have been artists like Mike Oldfield, Jean Michel Jarre, Vangelis, and an assortment of anime themes and classical music. I would be curious to know what kinds of music others here find helpful. Which artists inspire your grandest thoughts?

To get the ball rolling I'll offer up the following video which contains two hours of highlights from a new source that I discovered recently. I am absolutely certain that no matter what your musical tastes, you won't be able to listen to this without feeling deeply moved and inspired.

54 Comments | Started January 25, 2020, 09:50:02 am

Releasing full AGI/evolution research in General Project Discussion

This is most of all my notes, images, algorithms etc summarized/unified in their recent forms. Here. I am 24 and started at 18 all this work. I make discoveries in my brain using mostly vision (visual language; shapes, cats, etc which has context, each explain each other like in a dictionary, a small world network of friendly connections).

I have 2 more videos to share but not yet uploaded. And 2 more notes. The last note will have some more very recent good data but these not yet given are of less immediate importance. The long file though does have a lot of recent knowledge in it though still. It's better you know all it, at least the movie.


Code-only of my advanced-ngram 'gpt2':
The software was made on a
The software was made on a wide variety of devices, and operating apps and applications that users can easily read as an app for android. It is a bit of a difference, but i was able to get it. The developers are not going to make it through a web applications, and devices i have seen in the running for the mobile apps. Applications allows users to access applications development tools, and allow applications of the app store. A multimedia entertainment entertainment device, and allows platforms enabled access to hardware interfaces. Using a bit of html application app developers can enable users to access applications to investors, and provide a more thorough and use of development. The other a little entertainment media, and user development systems integration technology. Applications allows users to automatically provide access to modify, optimize capability allows users to easily enable. Both users and software systems, solutions allowing owners software solutions solutions to integrate widgets customers a day. And if you are accessing services product, and mobile applications remotely access to the software companies can easily automate application access to hardware devices hardware systems creators and technologies. Builders and developers are able to access the desktop applications, allowing users access allows users to
((I checked the 400MB, not too long copies pastes, like only 3-5 words at most))

I almost got GPT-2 understood as shown at end of movie but need help, anyone understand it's inner workings? Looking to collaborate.

I recommend you do this as well and mentor each other.

more data by my top-of-mind pick:
AGI is an intelligent Turing Tape. It has an internal memory tape and an external memory tape - the notepad, the desktop, the internet. Like a Turing Tape it decides where to look/pay attention to, what state to be in now, and what to write, based on what it reads and what state it is in. The what/where brain paths. It will internally translate and change state by staying still or move forwards/backwards in spacetime. It'll decide if to look to external desktop, and where to look - notepad? where on notepad? internet? where on internet?

It's given Big Diverse Data and is trying to remove Big Diverse Data (Dropout/Death) so it can compress the network to lower Cost/Error and hence learn the general facets/patterns of the universe exponentially better while still can re-generate missing data despite having a small world network (all quantinized dictionary words explain each other). It uses Backpropagation to adjust the weights so the input will activate the correct node at the end. That node, can be activated by a few different sorts of images - side view of cat, front view of paw, cat ear, mountain, it's a multi dimensional representation space, Since the network Learns patterns (look up word2vec/Glove, it's same as seq2seq) by lowering error cost by Self-Attention evolution/self-recursion of data augmentation (self-imitation in your brain using quantinized visual features/nodes), it therefore doesn't modify its structure by adjusting existing connections (using weights/strengths) to remove nodes, it rather adjusts its structure by adjusting connections weights to remove error and ignores node count Cost.

Intelligence is defined as being flexible/general using little data, but walker bots are only able to solve what is in front of themselves, we need a thinker like GPT-2, and you can see the mind has evolved to simulate/forecast/predict the future using evolutionary mental RL self-imitation self-recursion of data. And intelligence is for survival, immortality, trying to find food and breed to sustain life systems, it's just an infection/evolution of matter/energy / data evolution.

274 Comments | Started December 25, 2019, 09:53:06 pm

Hi all - Johnny and Mylène in New Users Please Post Here

Hi all,

It's been a while since I wanted to do it, today I registered on this forum. It is with pleasure that I find certain members there that I have known on other forums, and to discover others that I know less or not at all.

I am the author of a chatbot named Johnny, or Mylène depending on the version. At first Johnny spoke English and Mylène spoke French, then both became bilingual, which means that today they are almost identical.

My chatbot Johnny has participated in numerous challenges many times, including 7 times in the Loebner Prize (from 2012 to 2018). I'm a regular at last place, but in 2017, I was eighth out of sixteen, which is not a bad result.

My chatbot is one of the few who build their sentences word by word, rather than having a list of pre-recorded answers. Similarly, the user's sentences are understood by the most complete semantic analysis possible, instead of having keyword recognition like most chatbots. We will probably talk about it later, but I am a convinced opponent of the keyword recognition system.

In order to pass the challenges, my chatbot gradually learned to answer the most common trick questions. I give you some examples, I probably forget some, others do not work 100% (Winograd schemas for example). It's just to give you an idea of ​​my chatbot's skills.

Common knowledge

How many paws has a cat?
Four paws.

What is the capital of Russia?
The capital of Russia is Moscow.

How many sides does a rectangle have?
Four sides.

Which is faster, a plane or a snail?
A plane is much faster than a snail.

Which is heavier, an elephant or one billion of mice?
One billion of mice are much heavier than an elephant.

Math questions

What is five multiplied by six?
It's easy. Five times six equals thirty.

5 * 8 + x - 8 = 1
<=> x = 1 + 8 - 40
<=> x = -31

Questions of logic

1 3 5 7 9?
It's easy. Eleven.

Find the odd word: bike, house, church, building, school.
A bike isn't a house.

What does gold and silver have in common?
Gold is a metal and silver is a metal.

What is between saturday and monday?

Questions about letters, syllables and rhymes

What is the first letter of the word banana ?
The first letter of the word banana is B.

What is the first vowel of the word banana ?
The first vowel of the word banana is A.

How many syllables are in the word perambulate?
The word perambulate has five syllables in it.

What word rhymes with cat?
The word tipcat.

Logical inferences

Can cats fly?
No, cats can't fly.
Cats can't fly because cats don't have wings.

My dog is Mallia
Well, your dog is Mallia.
How many paws has Mallia ?
Your dog has four paws.
Because your dog is a dog and because a dog has four paws.

Question with a non-real hypothesis

If I was a dragonfly, how many wing do I would have?
Let's suppose that you are a dragonfly. You would have four wings.

If you were a snake, how many paws do you would have?
Let's suppose that I am a snake. I wouldn't have paws.

Questions in the past or the future

I saw a good movie yesterday. I will see a movie tomorrow. When did I will see a movie?
You have said it to me. You will see a movie tomorrow.
When did I saw a movie?
You have said it to me. You saw a good movie yesterday.

Winograd Schemas

The trophy would not fit in the brown suitcase because it was too big. What was too big?
Is it a Winograd schema? The trophy was too big because if the suitcase was too big then the trophy would fit in the brown suitcase.

The man couldn't lift his son because he was so weak. Who was weak?
Yet another Winograd schema! The man was weak because if his son was weak then the man could lift his son.

Pete envies Martin although he is very successful. Who is very successful?
Yet another Winograd schema! Pete is very successful because if Martin was very successful then you wouldn't use the word although.

See you soon, have a good day.

8 Comments | Started July 13, 2020, 12:23:48 pm
Real Steel

Real Steel in Robots in Movies

Real Steel is a 2011 American science-fiction sports film starring Hugh Jackman and Dakota Goyo.

In 2020, human boxers have been replaced by robots. Charlie Kenton, a former boxer, owns "Ambush", but loses it in a fight against a bull belonging to promoter and carnival owner Ricky, who rigged the fight to mess with Charlie as he sees him as a joke, partially because he beat him up the last time they competed for bailing on the bet. Having made a bet that Ambush would win as a result, Charlie now has a debt to Ricky he can't pay—which he runs out on.

Apr 20, 2020, 14:25:24 pm

Singularity in Robots in Movies

Singularity is a Swiss/American science fiction film. It was written and directed by Robert Kouba, and its first shoot, in 2013, starred Julian Schaffner, Jeannine Wacker and Carmen Argenziano. The film was first released in 2017, after further scenes with John Cusack were added.

In 2020, robotics company C.E.O. Elias VanDorne reveals Kronos, the supercomputer he has invented to end all war. Kronos decides that mankind is responsible for all war, and it tries to use robots to kill all humans. VanDorne and Damien Walsh, a colleague, upload themselves into Kronos and watch the destruction. Ninety-seven years later, Andrew, a kind-hearted young man, wakes up in a ruined world. VanDorne and Walsh, still in Kronos, watch Andrew meet Calia, a teenage girl who seeks the last human settlement, the Aurora. Though Calia is first reluctant to let Andrew accompany her, the two later fall in love.

Apr 18, 2020, 13:37:25 pm
Star Wars: Rogue One

Star Wars: Rogue One in Robots in Movies

Rogue One follows a group of rebels on a mission to steal the plans for the Death Star, the Galactic Empire's super weapon, just before the events of A New Hope.

Former scientist Galen Erso lives on a farm with his wife and young daughter, Jyn. His peaceful existence comes crashing down when the evil Orson Krennic takes him away from his beloved family. Many years later, Galen becomes the Empire's lead engineer for the most powerful weapon in the galaxy, the Death Star. Knowing that her father holds the key to its destruction, Jyn joins forces with a spy and other resistance fighters to steal the space station's plans for the Rebel Alliance.

One of the resistance fighters is K-2SO a droid. He is a CGI character voiced and performed through motion capture by Alan Tudyk. In the film, K-2SO is a KX-series security droid originally created by the Empire.

Feb 25, 2020, 18:50:48 pm
Practical Artificial Intelligence: Machine Learning, Bots, and Agent Solutions Using C#

Practical Artificial Intelligence: Machine Learning, Bots, and Agent Solutions Using C# in Books

Discover how all levels Artificial Intelligence (AI) can be present in the most unimaginable scenarios of ordinary lives. This book explores subjects such as neural networks, agents, multi agent systems, supervised learning, and unsupervised learning. These and other topics will be addressed with real world examples, so you can learn fundamental concepts with AI solutions and apply them to your own projects.

People tend to talk about AI as something mystical and unrelated to their ordinary life. Practical Artificial Intelligence provides simple explanations and hands on instructions. Rather than focusing on theory and overly scientific language, this book will enable practitioners of all levels to not only learn about AI but implement its practical uses.

Feb 10, 2020, 00:14:42 am
Robot Awakening (OMG I'm a Robot!)

Robot Awakening (OMG I'm a Robot!) in Robots in Movies

Danny discovers he is not human, he is a robot - an indestructible war machine. His girlfriend was kidnapped by a mysterious organization of spies who are after him & now he must go on a journey to save his girl and find out why the hell he is a robot?!

Feb 09, 2020, 23:55:45 pm
Program Y

Program Y in AIML / Pandorabots

Program Y is a fully compliant AIML 2.1 chatbot framework written in Python 3. It includes an entire platform for building your own chat bots using Artificial Intelligence Markup Language, or AIML for short. 

Feb 01, 2020, 15:37:24 pm
The AvatarBot

The AvatarBot in Tools

The AvatarBot helps you in finding an Avatar for your Chatbot. Answer a few questions and get a match. Keep trying to get the one you really like.

Dec 18, 2019, 14:51:56 pm

Eva in Chatbots - English

Our chatbot - Eva - was created by Stanusch Technologies SA. Eva, just 4 weeks after launch, competed in Swansea (UK) for the Loebner Prize 2019 with programs such as Mitsuku and Uberbot! Now, she is in the top 10 most-humanlike bots in the world! :)

Is it possible for Eva to pass the turing test? It's creators believe it is.

Eva has her own personality: she is 23 years old, she is a student from the Academy of Physical Education in Katowice (Lower Silesia district/Poland). She is a very charming and nice young women, who loves to play volleyball and to read books.

Dec 14, 2019, 13:10:13 pm
Star Wars: Episode IX – The Rise of Skywalker

Star Wars: Episode IX – The Rise of Skywalker in Robots in Movies

Star Wars: The Rise of Skywalker (also known as Star Wars: Episode IX – The Rise of Skywalker) is an American epic space opera film produced, co-written, and directed by J. J. Abrams.

A year after the events of The Last Jedi, the remnants of the Resistance face the First Order once again—while reckoning with the past and their own inner turmoil. Meanwhile, the ancient conflict between the Jedi and the Sith reaches its climax, altogether bringing the Skywalker saga to a definitive end.

Nov 15, 2019, 22:31:39 pm
Terminator: Dark Fate

Terminator: Dark Fate in Robots in Movies

Terminator: Dark Fate is a 2019 American science fiction action film directed by Tim Miller and created from a story by James Cameron. Cameron considers the film a direct sequel to his films The Terminator (1984) and Terminator 2: Judgment Day. The film stars Linda Hamilton and Arnold Schwarzenegger returning in their roles of Sarah Connor and the T-800 "Terminator", respectively, reuniting after 28 years.


In 1998, three years after defeating the T-1000 and averting the rise of the malevolent artificial intelligence (AI) SkynetSarah Connor and her teenage son John are relaxing on a beach at Guatemala. A T-800 Terminator, sent from the future before Skynet's erasure, arrives and shoots John, killing him.

Mackenzie Davis stars as Grace: A soldier from the year 2042 adopted by Resistance leader Daniella Ramos who was converted into a cyborg and sent by her adoptive mother to protect her younger self from a new advanced Terminator prototype.

Oct 29, 2019, 21:27:46 pm
Life Like

Life Like in Robots in Movies

A couple, James and Sophie, buy an android called Henry to help around the house.

In the beginning, this is perfect for both James and Sophie as Henry does housework and makes a good companion to Sophie. But when Henry’s childlike brain adapts by developing emotions, complications begin to arise

Oct 29, 2019, 21:14:49 pm