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AbstractPhila
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AbstractPhil
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FiditeNemini's profile picture
Ujjwal-Tyagi's profile picture
21world's profile picture
79 followers
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101 following
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
replied
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about 17 hours 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.
replied
to
their
post
about 18 hours 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.
posted
an
update
about 19 hours 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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Organizations
AbstractPhil
's models
150
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AbstractPhil/grid-geometric-classifier-proto
Other
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Updated
Feb 13
AbstractPhil/sd15-geoflow-test-44-1000
Text-to-Image
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Updated
Feb 8
AbstractPhil/sd15-geoflow-test-44-10_000
Text-to-Image
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Updated
Feb 8
AbstractPhil/sd15-geoflow-characters
Text-to-Image
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Feb 7
AbstractPhil/sd15-rectified-geometric-matching
Text-to-Image
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Feb 7
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1
AbstractPhil/sd15-geoflow-object-association
Text-to-Image
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Feb 7
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1
AbstractPhil/ksimplex-llm-prototype
Updated
Feb 4
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1
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1
AbstractPhil/ksimplex-linear-experiments
Updated
Feb 4
AbstractPhil/mobiusnet-distillations
Image Classification
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Feb 3
AbstractPhil/sbert-voynich-translation
Feature Extraction
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Feb 3
AbstractPhil/tiny-flux-deep
Text-to-Image
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Feb 1
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2
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2
AbstractPhil/tinyflux-lailah-loras
Updated
Jan 31
AbstractPhil/tinyflux-test-e2e
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Jan 29
AbstractPhil/tinyflux-experts
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Jan 28
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2
AbstractPhil/sd15-flow-matching
Text-to-Image
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Jan 27
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449
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4
AbstractPhil/tiny-flux
Text-to-Image
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Jan 22
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88
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2
AbstractPhil/mobiusnet-collective
Updated
Jan 11
AbstractPhil/mobiusnet
Updated
Jan 10
AbstractPhil/vit-beatrix-contrarian
Updated
Dec 29, 2025
AbstractPhil/vit-beatrix-contrarian-baselines
Updated
Dec 29, 2025
AbstractPhil/beatrix-diffusion-proto
Updated
Dec 28, 2025
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4
AbstractPhil/global_fractal_router
Updated
Dec 13, 2025
AbstractPhil/agatha-diffusion-proto
Updated
Dec 9, 2025
AbstractPhil/math_collective_v2
Updated
Dec 4, 2025
AbstractPhil/math_collective_v1
Text Classification
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Updated
Dec 4, 2025
AbstractPhil/geovit-david-beans
Image Classification
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Updated
Dec 3, 2025
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9
AbstractPhil/geovit-david-beans-run002-5expert
Image Classification
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Updated
Nov 30, 2025
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6
AbstractPhil/vae-lyra-xl-adaptive-cantor-illustrious
Updated
Nov 28, 2025
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3
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1
AbstractPhil/bert-beatrix-200_000
Updated
Nov 27, 2025
AbstractPhil/clips
5B
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Updated
Nov 25, 2025
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10
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