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Tyler Williams PRO

unmodeled-tyler
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https://quantaintellect.com

AI & ML interests

AI research engineer & solo operator of VANTA Research/Quanta Intellect

Recent Activity

repliedto SeaWolf-AI's post 1 day ago
🔥 128 Blackwell GPUs — Thank You, Hugging Face I've been awarded 128 NVIDIA Blackwell GPUs through NIPA (Korea's National IT Industry Promotion Agency). Sharing this here first — because Hugging Face is where it all started. I design LLM architectures from scratch. HF was my lab — dissecting Transformers internals, analyzing thousands of checkpoints, iterating on Spaces with global feedback. Our FINAL Bench reached #5 globally in HF dataset popularity, and this research is exactly what earned the GPU grant. 👉 https://huggingface.co/spaces/FINAL-Bench/Leaderboard These 128 Blackwells will scale AETHER-Net — our Proto-AGI architecture (Emergence Engine · Meta-Cognition · SLAI · Multi-Intelligence · Synergy & Critique) — validated at 0.8B with MoE expansion to 2.1B params. Next stop: 166B. People I must thank: @John6666 — Guardian of this ecosystem. Never misses a forum question, interested in every project, active 24/7. I've genuinely wondered if you're a machine. Remarkable. @bartowski — Master of quantization. The hidden infrastructure of open-source LLM. Countless experiments possible thanks to you. @SaylorTwift — You see what others miss. Insight that cuts to the essence. Deep respect. My promise: AETHER-Net design docs, training recipes, checkpoints, and failure logs — all shared here openly. 🤗 Thank you, Hugging Face. Let's turn the next page together. 🚀 vidraft · VIDRAFT #OpenScience #HuggingFace #ProtoAGI #AETHER #LLMArchitecture #Blackwell #NIPA
reacted to SeaWolf-AI's post with 🔥 1 day ago
🔥 128 Blackwell GPUs — Thank You, Hugging Face I've been awarded 128 NVIDIA Blackwell GPUs through NIPA (Korea's National IT Industry Promotion Agency). Sharing this here first — because Hugging Face is where it all started. I design LLM architectures from scratch. HF was my lab — dissecting Transformers internals, analyzing thousands of checkpoints, iterating on Spaces with global feedback. Our FINAL Bench reached #5 globally in HF dataset popularity, and this research is exactly what earned the GPU grant. 👉 https://huggingface.co/spaces/FINAL-Bench/Leaderboard These 128 Blackwells will scale AETHER-Net — our Proto-AGI architecture (Emergence Engine · Meta-Cognition · SLAI · Multi-Intelligence · Synergy & Critique) — validated at 0.8B with MoE expansion to 2.1B params. Next stop: 166B. People I must thank: @John6666 — Guardian of this ecosystem. Never misses a forum question, interested in every project, active 24/7. I've genuinely wondered if you're a machine. Remarkable. @bartowski — Master of quantization. The hidden infrastructure of open-source LLM. Countless experiments possible thanks to you. @SaylorTwift — You see what others miss. Insight that cuts to the essence. Deep respect. My promise: AETHER-Net design docs, training recipes, checkpoints, and failure logs — all shared here openly. 🤗 Thank you, Hugging Face. Let's turn the next page together. 🚀 vidraft · VIDRAFT #OpenScience #HuggingFace #ProtoAGI #AETHER #LLMArchitecture #Blackwell #NIPA
reacted to alibidaran's post with 🔥 1 day ago
With the release of Gemma 4, I launched a new Space called MEDPAI — a medical imaging analysis tool that combines object detection with multimodal AI. Here's how it works: Upload a CT scan or X-ray Computer vision models detect and annotate findings Gemma 4 33B generates a report or answers your questions about the image Currently available detectors: dental analysis and bone fracture detection. More models are in the pipeline — follow the Space to stay updated! https://huggingface.co/spaces/alibidaran/MEDPAI
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Blog-explorers's profile picture VANTA Research's profile picture Mistral Hack-a-ton 2026's profile picture Quanta Intellect's profile picture