Symbolic Architecture Is the Future of AI

Yeah, hehe ha ha.. OMG I was the best at posting about (insert latest idea here) in data compression forums and not ever really explaining anything exactly. But writing a paper well I actually cried tears when I went to Kinkos and they handed me a physical print of the paper. The touching it was a whole different experience then writing it and publishing it online.
Yes I sent my Mother a copy. Hey I was a welder after all.. Writing about a dynamic data type was a big deal to me.

My team and I are on similar directions of research with symbolic residue and recursive self-reference.

Our prior research and mathematical proofs are below:

Current work on context engineering as modeling dynamic semantic and neural fields:

Yeah mate. Not unless you like wearing a wet suit.

I wrote a lengthy article explaining how to use symbolic memory along with screen shots and scripts but I was automatically blocked and moved to ignore every time I tried to post it. How ever if I write something short and dumb like this one it posts no problem at all. I don’t know why they’re pushing so much censorship on here but it’s gotten out of hand. I can’t share ideas or anything.

Well for what it is worth, I have enjoyed reading what you wrote.
I do see others come to HF with ideas beaming. Lots of smart folk like yourself.
You know what you know. That is all that matters.

I made a break through Ernst. The key to symbolic memory is image files. I am currently working on a new memory architecture using tiffs. My goal is to move all memory function to 1 file. I’ve done the math and I can fit 238 million glyphs per gb. When using tiffs the compression ratio is 100:1 in zip format. 450:1 in 7z. This will solve numerous problems if I can do it successfully with bot memory. It will gain the ability to record images and other abilities too.

The goal is to completely abandoned text based memory. It is inefficient for bot memory and only required for human reading. Meaning we only need a translation wrapper.

Hey, we know what we know. We say what we say. A little Paul Simon I know what I know
I feel ya… I see a mathematical objects as particles in ā€œa computational space.ā€
ChatGPT has mini-tantrums when it can’t resolve my math/code. How can it? It hasn’t been trained on my stuff. Users can not train ChatGPT, we train OpenAI :face_with_monocle: .

I see here a lot of folks with that kind of fire including you.

Will that pending post be ever published? As I have one pending there.

hey, i went down this rabbit hole about a year ago trying to parse braile at pixel size lol…dont spend too much time here lol its maddening

Welcome @John2121 this was your first post.
I guess we are talking unique symbols.
I have watched so many videos on AI lately the topics are starting to blur but is there really an interest in a glyph system that scales?
I know my friend has a set and I do not know a whole lot about it.
I can generate sets of glyphs based on the length of binary segments.

Doesn’t matter if people are interested or not. I am deploying it regardless. I won’t stop until I’ve got it stacked.

@Pimpcat-AU Hey Friend.. I have a question after your sharing on glyphs.
I now understand that AI learned to read handwriting. That then evolved into the idea of tokens indirectly.
My question is: If we had a scalable, on binary string length, set of glyphs would that be useful?

Yes, a scalable glyph system based on binary string length isn’t just useful it’s foundational to Tribit. The idea is to reduce redundancy and increase symbolic density. The more bits a glyph represents, the more compression power it has especially when built deterministically. I’ve already seen this in practice with things like UTF, Base64, Morse, etc. But Tribit takes it to the next level by making the glyph itself the command/data/token.

Oh cool. I’m learning. I have to admit the amout of information about things is astounding and things in AI are changing so fast.
Say, haven’t you already launched your project? I mean you announced it here. If so how is that going? Someone wrote you have gone to selling it? I don’t know.

It was a hot Summer day here, how is the weather in Australia today?

You know, I have a plan to set up an old workstation here to run an AI lab. I have summer chores on the property to do first but I too will start working with AI once I do.
I had always fantasied about a machine brain. What a wonderful thing to keep a retiree interested in life.
I look forward to when I can study what you have done. I am sure it is facinating. I have worked binary encoding schemes for a very long time so the data compression aspect is of interest to me.
I have three algorithms that turn a mssb defined length of binary into mssb-1 length.
There are neat things we can do on the binary level. Glyphs being one as well.

Well, the impact gun is here so off comes that pulley on the mower and the belts get changed today. I do look forward to being free to work on code.
I visited your website.