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AI & ML interests

SLMs, training from scratch, LoRA, TTS, Ternary models. AI Interpretability. BCI. Contact at banaxitech@gmail.com

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liked a model about 2 hours ago
DireDreadlord/Chaturanga-Nano
liked a model about 2 hours ago
DireDreadlord/Vakya-Mini-100M
repliedto SeaWolf-AI's post about 10 hours ago
šŸ’» Data-center AI, now on a laptop: POCKET-Darwin-180B We're releasing a 4-bit GGUF build of Darwin-180B-RSI, #1 on seven official Hugging Face leaderboards (self-reported), that runs without a GPU. šŸ“¦ 360 GB ā†’ 111 GB (4-bit GGUF, 4 files) šŸ–„ļø No GPU: one server CPU (16 threads) at 18.4ā€“21.0 tokens/s šŸ’» RTX 5060 laptop (8 GB VRAM) + 32 GB RAM: 4.17 tokens/s šŸ§Š 128 GB mini PC: whole model in memory, no GPU needed šŸŽÆ MMLU-Pro, 2,000 questions, paired: original 87.65% = 4-bit 87.65% How? Ā· Only ~3B of 180B parameters are active per token (10 of 512 experts) Ā· llama.cpp streams just the needed experts from SSD, so 32 GB RAM is enough Ā· Graft quantization: we took the proven Unsloth UD-Q4_K_XL base build and swapped in only the 300 tensors our RSI training changed (300/300 verified) Under the hood is Model-level Recursive Self-Improvement. The model solves verifiable problems, keeps only its own solutions that check out as correct, and trains on them. No human-written solutions or reasoning traces. Built for teams that can't send data to an external cloud (defense, finance, public sector) to run a top-tier model fully offline. šŸ“ Article: https://huggingface.co/blog/FINAL-Bench/data-center-ai-now-on-a-laptop-pocket-darwin-180b šŸ¤— Model: https://huggingface.co/FINAL-Bench/POCKET-Darwin-180B-GGUF šŸ§¬ Original: https://huggingface.co/FINAL-Bench/Darwin-180B-RSI #Darwin #RSI #GGUF #llamacpp #OnDevice #MoE
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