optimization for nearest neighbour (conjecting conjecture!) in AI Programming

PPL all think you cant optimize nearest neighbour past looking at every element in the memory, for every access element, before you can have a solution.
But I have a possible solution (I havent coded it yet tho...) but it has to be photo keys (graphical keys) and it only finds the nearest neighbour not below it.

Its a big winner,  and ppl will be helped alot by knowing this.

So it goes like this->
    * form a mipped power of 2 heirarchy of averagations of the final photo patches,  and do this also to the photos your using to access the content addressable memory.

  * then you access blurry first,  and each level, you take off all the keys that werent the highest scoring, for each access.   Then you dont need to access all the high resolution keys, if the blurry ones didnt also match the highest on their tiers.

So that way, it is after all simply spacially dividable to do it,  and its not insane genius.     Also It'll get an amazing video tracker to work, maybe even on an arduino!
It could work on general data keys,  but it has to be true to a blur, if it works or not, then its ok to try on anything.

Because neural networks are very similar to KNN,  it also optimizes them as well,  this is quite a dangerous thing if its true.    heheh.

Started Today at 02:18:16 pm

wierd crank and lever transmission in General Project Discussion

Im trying and failing to get this machine to work,  its a little strange, but its equivilent of cogs spinning each other,  except done with rotating levers instead.
If you mentally take note,  then youll see every time it passes through a stage its twice as quick.       It actually travels twice as far each time, so it doubles force requirements,   so you probably wouldnt ordinarily be able to increase the hz more than say x16 times?   But if I reduce the size of each stage as it goes, it could get more than this,   but I have to get it right in the sim first,  and its taking some pretty precise measurements I cant get yet, to get it done.

So I just rendered this quick one of it sorta half working.

(The end of the worm/snake is alot quicker than the start.)

I dont know what the peak frequency hz rate for mechanical logic is,   but if I get this done (In open s-cad) I can find out.
As soon as I get it done, I just need a quick redesign to get it printable with living hinges, instead of pins,  (also makes it castable in a single biscuit.) and get it printed straight away.

But I just stuck in waiting for it,  need to press on.   If it gets to 100kilohertz or something u wont need an arduino anymore, and its fully plastic!
I worked on it all today,  I did get alot of bugs fixed, but im going to need maybe another couple of days.

If I get it done,  ill continue the project thread here.

1 Comment | Started June 20, 2021, 12:01:42 pm

misconception in General AI Discussion

You know how people say its ok to operate on chimpanzees, because it enables us huge advances in helping humans?

Thats the same thing as developing a "medical model" of an anatomy of an animal, by mangling 1 million to get the model which you heal the type of animal with afterwards.

If I can save a billion of the cats,  it actually makes sense that it added up to more being healed.
Are u sure this is making sense?

And theres many more of this,  like its ok to test chemicals on animals... animal testing,  is a product of stupidity.

What if some later advancement meant you could do it in "10"   is it worth it now?

But what if I can get a similar but not quite as good (hidden) model, if the animal is already dead.  (And I made it should had a good life before it dropped off.)    Does that mean I get fresh human corpses, and build the model off of them?    That seems "half ok"  even,  but its such a decrepid thing to do to people.  and what if idiots are lining up to give away their corpses to do it!

What do you do then????      

11 Comments | Started June 15, 2021, 08:27:42 am

Friday Funny in General Chat

Share your jokes here to bring joy to the world  :)

1925 Comments | Started February 13, 2009, 01:52:35 pm

Project Thread: building Blinky in Home Made Robots

Time to try and implement some of the things we have been theorizing about. Here I will be detailing my first attempt at assembling something that is more than the sum of its parts.

117 Comments | Started March 08, 2019, 07:46:52 pm

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.

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

what is the spark that would make a user feel not alone ? in General AI Discussion

I have been wondering about this.
what would make an AI feel real to the user or make him feel not alone.

replika, siri, samsung sam, bixby, and even alexa just don't have it.

it seems to be the way the user interacts with it. the user has to always feed her with input,
there doesn't seem to be initiative.

this also goes for moko AI that sends notifications at random times. she would do a check up if you were
feeling upset on your last convo. or say random things at random times to invite the user to some conversation.
but it didn't feel real, it felt like, ahh it's that random none sense again or like, ahh homework conversation time again to
keep her states up.

I don't think this spark has much to do with the actual contents or quantity of contents the AI replies with
and more about the actual engagement triggers.

or maybe its more about a cute body and face the bot must have ?

6 Comments | Started June 13, 2021, 08:30:14 am

Slaughterbots in General AI Discussion


A chilling future that some had said might not arrive for many years to come is, in fact, already here. According to a recent UN report, a drone airstrike in Libya from the spring of 2020—made against Libyan National Army forces by Turkish-made STM Kargu-2 drones on behalf of Libya’s Government of National Accord—was conducted by weapons systems with no known humans “in the loop.”

I first encountered stories about this a few weeks ago and posted a link to an article as an aside in another thread. However it looks like things are getting serious. This is an opinion piece by a group of well known artificial intelligence researchers.

The push for artificial intelligence is starting to remind me of the Manhattan Project.

Now I am become Death, the destroyer of worlds.

5 Comments | Started June 17, 2021, 03:13:42 am

Shuttering Another AI Community in Virtual Reality

It may be a virtual reality since we don't know for sure, but it seems another long time AI community may be shuttering their forum.  You know the one.  There are so few left.  No  need to even name it.  Oh Gosh, all those useful resources, and the memories of those we lost over the years no longer online. Although it is possible this is not the case, doesn't seem so. Let's see, but it is most likely gone.  

Thank goodness we still have this AI community.

6 Comments | Started June 07, 2021, 01:13:19 am

Fifteen Advanced AI eBooks on sale in AI News


This is a large collection of eBooks on advanced artificial intelligence topics. Sold as a humble bundle you can obtain them for a much lower price than usual.

Started June 14, 2021, 11:14:55 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