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AbstractPhila
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AbstractPhil
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otterpupp's profile picture
Geoion99's profile picture
liujiahiu's profile picture
85 followers
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123 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
posted
an
update
about 2 hours ago
It's still just a whisper now as it trains the mathematics directly into a testable and representable arc. The first aleph geometric vocabulary LLM is being trained using the same trigram aleph-void paradigm based exactly on this math and curve. The curve is testing the plateau, the structure, the underlying behavior, and the responses of the model to the actual formatting and relational systems. She handles a vocabulary of 12.8m potential grams in vocabulary form. This prototype LM model predicts multiple next tokens simultaneously, not just one - many. Preliminary sequence length of around 1024 and context window of 4096 operating on K64. Currently, this math is directly testing the upper bounds of this scaling curve. It must find the plateau for a couple benchmarks before we can ascend with large spectrum trained vocabulary data. Furthermore, the context window when correctly routed with cantor fractal routing is mathematically capable of massive... massive attention routes with massive sequences without OOM, as per the scaling theorem and the applied stability. That when paired with aleph routed attention we have a solver that can not only solve, but it WILL solve as a guarantee. This is the same principality as the alephs, geometric structure, scaling principles, and the experimental line from the geofractal runs. Everything is snapping together like legos with testable structural bounds for each element built from battle-tested analysis from hundreds of experiments. The theorems are structurally valid, the models are structurally valid, the system is coalescing, and the math lines up. She cooks the first field scaling test now for big numbers https://huggingface.co/AbstractPhil/geolip-aleph-void/tree/main/experiments/exp_007_aleph_routed_attention Trigrams are the language this model knows, and it's nowhere NEAR the only language the model can learn. The language can be anything, of any organization, of any type when formatted into the aleph format.
updated
a model
about 17 hours ago
AbstractPhil/geolip-aleph-void
updated
a dataset
about 19 hours ago
AbstractPhil/diffusion-pretrain-set-ft1-1024
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Organizations
AbstractPhil
's datasets
71
Sort: Recently updated
AbstractPhil/diffusion-pretrain-set-ft1-1024
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about 19 hours ago
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AbstractPhil/sdxl-qwen-phase1-cache
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5 days ago
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AbstractPhil/geolip-sdxl-fid-scoring
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6 days ago
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AbstractPhil/sdxl-qwen-phase0
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7 days ago
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AbstractPhil/diffusion-pretrain-set-ft1
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15 days ago
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AbstractPhil/IMDB-PUBLIC-SCRAPED
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23 days ago
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AbstractPhil/ldhnam-deepfashion_controlnet
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23 days ago
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AbstractPhil/ffhq_flux_latents_repaired
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23 days ago
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AbstractPhil/synthetic-characters
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23 days ago
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149k
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AbstractPhil/CN_pose3D_V10_512
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24 days ago
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AbstractPhil/CN_pose3D_V7_512
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24 days ago
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255k
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AbstractPhil/synthetic-object-relations-json
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24 days ago
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5k
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AbstractPhil/cc-task1-json
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25 days ago
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1.05k
AbstractPhil/cc-prompts-sharded
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28 days ago
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AbstractPhil/json-coco-format
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28 days ago
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AbstractPhil/svae-freckles-4096-cifar10
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Apr 10
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AbstractPhil/ryan-spearman-prepared-features
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AbstractPhil/conceptual-captions-12m-webdataset-berts
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AbstractPhil/bertenstein-v1
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Mar 7
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AbstractPhil/residual-thinking-embeddings
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AbstractPhil/synthetic-object-relations
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AbstractPhil/imagenet-synthetic
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Jan 24
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AbstractPhil/ffhq_with_llava_shorter_captions_flux_latents
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Jan 23
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AbstractPhil/flux-schnell-teacher-latents
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Jan 22
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121k
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AbstractPhil/bulk-coco-features
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Dec 28, 2025
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AbstractPhil/dataset-code-test
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Dec 28, 2025
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AbstractPhil/foldl-midi
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Nov 8, 2025
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AbstractPhil/sd15-latent-distillation-500k
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Nov 7, 2025
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AbstractPhil/bulk-sd15-feature-extract
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Oct 26, 2025
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AbstractPhil/imagenet-clip-features
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Oct 2, 2025
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