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upvoted a changelog 3 days ago
MCP Server Enhancements
reacted to SeaWolf-AI's post with šŸš€ 8 days ago
A small gift for anyone building or studying foundation models. Most "open" models hand you the weights and stop there. With Aether-7B-5Attn we wanted to hand over the whole thing ā€” so you can actually learn from it, reproduce it, and build on it: the data recipe, the training code, every hyperparameter, the complete logs, and the intermediate checkpoints. All Apache-2.0, reproducible byte-for-byte. What you can do with it: šŸ” Rebuild it from scratch, or fork the recipe for your own model šŸ”¬ Study a real heterogeneous-attention MoE ā€” 49 layers place 5 attention mechanisms on a 7Ɨ7 Latin square, arranged as a clean, attributable ablation šŸ“ˆ Trace training dynamics across the released checkpoints (110k / 115k / 162k) It's a modest 6.59B model, and an honest one ā€” the limitations (no KV-cache in this build, small scale) are written right in the card. We're not claiming it's special. If any piece of it saves you time or teaches you something, that's exactly what we hoped for. šŸ¤— šŸ“– Full write-up ā†’ [blog] Ā· https://huggingface.co/blog/FINAL-Bench/opensource-llm šŸ“¦ 5 Attention Base Ā· https://huggingface.co/FINAL-Bench/Aether-7B-5Attn šŸŽÆ 5 Attention Instruct Ā· https://huggingface.co/FINAL-Bench/Aether-7B-5Attn-it šŸš€ 5 Attention Live demo Ā· https://huggingface.co/spaces/FINAL-Bench/Aether-Sovereign-AI šŸ“¦ 7 Attention Base Ā· https://huggingface.co/FINAL-Bench/Aether-7B-7Attn-base šŸ“¦ 11 Attention Base Ā· https://huggingface.co/FINAL-Bench/Aether-6B-11Attn-base šŸ§¬ Collection Ā· https://huggingface.co/collections/FINAL-Bench/aether-foundation-model #opensource #LLM #MoE #reproducibility #Apache2
reacted to danielhanchen's post with šŸš€ 8 days ago
Gemma 4 is now faster and much more accurate! šŸš€ Google made huge improvements to tool-calling and chat accuracy, reliability + speed. To get fixes, re-download our updated GGUF, MLX, NVFP4 quants! Unsloth quants: https://huggingface.co/collections/unsloth/gemma-4 Gemma 4 Guide: https://unsloth.ai/docs/models/gemma-4
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