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AbstractPhil 
posted an update about 8 hours ago
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Clawd breadcrumb trail AbstractPhil/geolip-hypersphere-experiments

With this I'll begin forming Clawd interface utility with the geofractal router, which will allow Clawd to form agentic clouds of utility that can be datawise trained on the go with minimal hardware requirement. This is not ready yet, but it begins very soon.

The recent experiments have solved the alignment issue that crippled collectives and forced my hand into ensemble research instead.

With those recent experiments, the geofractal router will allow modularization structural capacity after some preliminary alignment adjustment and adjudication experimentation. This will enable the full collective differentiation through codified attribution.

In other words, adding and removing modular AI elements to contribute to aligned communication streams, all speaking the same language. This is an adjacent and more powerful result than the anticipated geovocab patchwork, and it yields substantially more effective agentic solutions than moving around a bulky embedding echo-chamber.

https://github.com/AbstractEyes/geofractal

Procrustes whitening orthogonality will allow adding and removing elements from geofractal routers given a small amount of prep data, while the anchors of expectation can stay as a snap-on element.

The most inquisitive and interested researchers can follow the trail to find all of the experiments. Web crawl it with clawd and you can probably create a unified rationality pretty quickly, but I doubt you'll like what you find. The journey was extensive and the failures outweighed the successes, but I did find the lightbulb.

The represented outcomes are either in my articles in huggingface, my civit articles, my github repos, my huggingface repos, or I forgot to upload them and they're in my colab notebook heap.

As most research yields, it is mostly failures. However, there are many successes in the mix. Many. If you need solutions, you can dredge the bog.

geolip-captionbert's captions are still cooking, it's going to need more days.

Until then I'm restoring an old prototype named vit-zana and reforming her into geolip-zana. This vit was built on the old pentachoron vocabulary which only contained 5 anchors of frozen utility, this specific version houses the full nth anchor structural hypersphere, which we'll test for behavior within the new spectrum of utility.

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