AbstractPhila PRO

AbstractPhil

https://civitai.com/user/AbstractPhila

AbstractEyes

AI & ML interests

datasets, research papers, experimentation, vision, classification, text encoders, tokenization, llms, diffusion, distillation, and more.

Recent Activity

updated a model about 9 hours ago

AbstractPhil/geolip-hypersphere-experiments

updated a dataset about 10 hours ago

AbstractPhil/conceptual-captions-12m-webdataset-berts

repliedto their post 1 day ago

I built an actionable todo based on current research, former research, and compounded a full spectrum of potentials for image encoding into pure geometric structures, hybrid geometric structures, partial geometric structures, and full spectrum analysis relational structures. Claude built the manifest based on our research after forming a full research spectrum to head into actionable directions. https://huggingface.co/AbstractPhil/geolip-hypersphere-experiments I have to say before I continue, Claude managed to keep a large running manifest of our research, and with that list this was possible. Without that list, this would have been entirely devoid of purpose, and Claude would likely have not extracted the information in a utilizable state for this solution set. I'll be running the full series of tests in conjunction with the constellation architecture. Either it survives, or something entirely new will form. Based on the results from these tests, the directions will evolve. Either way, the most optimal and fastest methodologies for this system will be benchmarked and utilized as the primary use-cases. The slower and more obviously higher-resolution variations will be optimized as much as possible and solutions provided. Lets do this right. With that, the first experiment will be geolip-anchor-scattering and the structure will be based on the first in the list. I will be updating posts based on benchmarks, landmarks, and new insights while the Bert data cooks.

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updated a model about 9 hours ago

AbstractPhil/geolip-hypersphere-experiments

Updated 16 minutes ago

updated a dataset about 10 hours ago

AbstractPhil/conceptual-captions-12m-webdataset-berts

Preview • Updated about 5 hours ago • 1.32k • 1

repliedto their post 1 day ago

Might get lost down this scattering point system, it seems highly responsive and deterministic. I might make some PRs to the kymatio version for speed as well.

repliedto their post 1 day ago

I'm seeing a large series of discrepancies between what Claude THOUGHT was correct, and what the experiments that Claude is yielding are producing.

This will take a large series of micro managing and consultation with multiple AIs to get working formulas for some of these more complex geometric substrates.

The calculations are exceedingly complex, so I will be adopting the https://github.com/kymatio/kymatio repo directly into the geofractal repo soon.

posted an update 1 day ago

Post

132

I built an actionable todo based on current research, former research, and compounded a full spectrum of potentials for image encoding into pure geometric structures, hybrid geometric structures, partial geometric structures, and full spectrum analysis relational structures. Claude built the manifest based on our research after forming a full research spectrum to head into actionable directions.

AbstractPhil/geolip-hypersphere-experiments

I have to say before I continue, Claude managed to keep a large running manifest of our research, and with that list this was possible. Without that list, this would have been entirely devoid of purpose, and Claude would likely have not extracted the information in a utilizable state for this solution set.

I'll be running the full series of tests in conjunction with the constellation architecture. Either it survives, or something entirely new will form. Based on the results from these tests, the directions will evolve.

Either way, the most optimal and fastest methodologies for this system will be benchmarked and utilized as the primary use-cases. The slower and more obviously higher-resolution variations will be optimized as much as possible and solutions provided.

Lets do this right.

With that, the first experiment will be geolip-anchor-scattering and the structure will be based on the first in the list.

I will be updating posts based on benchmarks, landmarks, and new insights while the Bert data cooks.