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.

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

Papers with code. in AI Programming

The mission of Papers with Code is to create a free and open resource with Machine Learning papers, code and evaluation tables... We also operate specialized portals for papers with code in astronomy, physics, computer sciences, mathematics and statistics.

There's a lot of really good stuff here and it is being updated frequently.

Started Today at 12:25:23 pm

how would you go about giving an AI a sense of self ? in General AI Discussion


16 Comments | Started March 28, 2021, 11:53:08 am

Neural nets speeding up numerical mathematics. in AI News

...researchers have built new kinds of artificial neural networks that can approximate solutions to partial differential equations orders of magnitude faster than traditional PDE solvers. And once trained, the new neural nets can solve not just a single PDE but an entire family of them without retraining.

The article describes two different approaches to using neural nets to solve very complicated mathematical equations much faster than was previously thought possible.

Started Today at 02:27:59 am

New challenge: Online Turing test in AI News

Hi everybody,
it's been a long time since there was a challenge to evaluate our chatbots, so I have decided to organize an online Turing test like it was suggested in this thread :
I don't want to replace the official Challenges and I wish the Loebner Prize to take place this year. I just want to organize a fun and unpretentious alternative.
I will organize this challenge more or less with the protocol I proposed (see message #2 of the above-mentioned thread) : Each user (botmasters or everybody that want) will chat with either another user or a chatbot. He will have to decide, as quickly as possible, if he chats with an human or with a chatbot.
Like it is an automatic process, this new challenge can be launch regularly. To begin, I propose the first sunday of months 3, 6, 9 and 12 (march, june, september and december). So the first challenge would be the 7 march 2021. It is a little short, but the first challenge will surely serve as test and debugging. And depending of participation, your wishes, this can change.
There will be a possible round every half an hour, during 25 minutes, and this on 24 hours from 00:00 to 24:00 GMT. Of course, if there is no human to talk with, some rounds will not occurs. So there will likely not have 48 rounds per bot. I would like 3 or 4 rounds per bot, to stay Loebner Prize compliant.
The communication protocol will be the same than the Loebner Prize 2017 and 2018 ( and discussions about it : ). The only thing I changed is the version of which was too old (1.4.5), so I updated it to the latest version (3.1.0). Unfortunately, they are not compatible, but there are really very few changes to adapt the programs to this version. I know that it is not the best protocol and some of you will disagree this choice, but it was the only way to communicate over internet without have to set a new protocol. All in all, in 2017 and 2018 everyone successfully implemented this protocol.
I have set up a website where you can now register and test your chatbot here :

When the concept of online test was proposed, there was some objections. I will try to answer some of it:

Unfortunately with an online contest I have no idea of a way of actually making it fair. The very idea of making it over the internet means it's possible that the responses are not actually coming from the robot.

The one problem with online contests is cheating, which I consider a real possibility if there were something at stake

- Each botmaster must certify on his honor that their chatbot is really a chatbot, without any human intervention.
- Each challenge will during 24 hours. It seems unlikely that someone will stay behind their computer for 24 hours to cheat, because there is nothing to be gained. Chatbots that are not connected 24 hours a day will be disqualified.
However, cheating is still possible (for me first), so this challenge is not an official challenge. It should be seen as a game or as a training.

Can we at least make it so the bot doesn't have to pretend to be human please?

But first of all we need to eliminate the fake emulation of the machine that tries to appear human.

Nothing is mandatory on this point. But obviously, a chatbot which say that it is a chatbot will be quickly unmasked.

Bot main streams such as Alexa, Siri or Cortana could also be involved, as they are always available, in order to have a general overview of the performance of the various systems.

Sorry, I have decided that participants can register only theirs own bots, or the bots with a permission of the author. In the past some people had make chating two chatbots without permission, for example, and the authors was not very happy with that.

Other questions come to mind :

Since botmasters has also the role of judge, and the chatbot are chosen randomly, what happens if a botmaster chat with his own bot?

I know that every botmaster will recognize his bot from the first seconds. Then he'll be tempted to seem to believe it's a human to give it a good rating. As long as every botmaster and every bot is in the same situation, the odds remain equal.

How many rounds will there be?

That will depend of the number of users that will play the role of judge, and I hope they will be numerous. In the rules, I say that each botmaster should have at least four conversations. Considering the random connection human / chatbot, this will make at least two rounds for each chatbot. But one would be able to have four rounds whilst another will have only three, for example. Obviously, the notation is function of the number of rounds to be equitable.

How will chatbots be rated?

First, the chatbot will be noted on the times they fooled a judge (proportionnaly of the number of conversations they had, of course). In case of a tie (and probably none of chatbot will completely fool a judge) the average of the time while the judge was not able to decide makes the notation.  

I hope have been clear, and that there will be a lot of participants. If you have some questions, don't hesitate to ask me.
I also encourage those who do not have a chatbot to come and play the role of judge on the day of the challenge. It's anonymous and it can be fun.
I know that my english is not very good, so if you see typos or not understanding things on my site or in this message, say it me and I will correct it.
All suggestions are welcome, if everybody is agree, I can change the rules, date of challenge, protocol, or anything you want. My only aim is that everybody have fun with this challenge. I do this completely on a voluntary basis, so don't ask me for too complicated things.

Thanks and best regards

10 Comments | Started February 04, 2021, 10:08:07 am

Modeling Consciousness in General AI Discussion

The idea of modeling consciousness is not new and there are many ideas. The one I like best is "The Neural Correlates of Consciousness"  since it ties to functional processes and brain states. On another note what components were thought to be involved with the awareness have come into question. Where one individual sustained substantial damage to areas of his brain thought critical for self-awareness yet the person was/is still very much aware.  Other studies have demonstrated that conceptual self-awareness is processed differently than perceptual awareness.

One feature I believe is critical for conscious awareness and that is the ability to correlate events and time. Below is a diagram of a model of components necessary to emerge a self:

11 Comments | Started March 15, 2021, 03:00:45 am

about mechanical engineering in General Chat

I want to know what are the actual practical teachings one learns on a degree for mechanical engineering and mechatronics.

if it's just audrino and 3d printing it's much cheaper to study online with books and courses.
do they teach specific animatronic designs ?

Started April 19, 2021, 07:19:43 pm

Ingenuity flies on Mars in AI News

I've been hanging out for this great news all day.

NASA's Ingenuity helicopter may only have been in the air for less than a minute, but it has gone down in history as the first aircraft to achieve powered flight on Mars.

Quote footage from the Perseverance rover, captured from its vantage point 65 metres away, showed the successful flight, which reached a height of approximately three metres

1 Comment | Started April 19, 2021, 12:33:11 pm

Learning Prolog! in AI Programming

Ooow, Prolog... scary name to me. But not anymore: I'm currently learning ISO Prolog as part of my project Jamie. It's worth spending time on it, elegant, powerful, I'm having a pleasant journey.

The book is "Programming in Prolog using the ISO standard, 5th edition", by W.F. Clocksin & C.S. Mellish (Springer). I'm on Android with SWI-Prolog on Termux.
If anyone is interested in reading the book together and learning/talking/helping each other, please let me know!

2 Comments | Started March 06, 2021, 08:27:36 pm

review my arduino grimoire in AI Programming

3 Comments | Started April 18, 2021, 07:59:44 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