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Gamination

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reacted to medmekk's post with ❤️ about 5 hours ago

🚀 Introducing Halo 1.0 Today, we are open-sourcing Halo, the training framework we use to train every model at White Circle. It comes with: 🧠 Full post-training stack: SFT, DPO/KTO/SMPO, reward modeling, GRPO, distillation 🤖 Async multi-turn RL with vLLM/SGLang rollouts and sandboxed tool use ⚡ ~2.8× TRL throughput on 8× B300 (EP+FSDPv2, FA4, fp8/fp4) 🤗 Dense HF models + 15 MoE families (Qwen, GLM, Mistral, DeepSeek-V4…) 🛠️ One halo command, prebuilt Docker images, and docs for humans and agents 💻 https://github.com/whitecircle/halo Try it and tell us what you're training

liked a model about 22 hours ago

peculiar-ragdoll/Sharp-Spark-X2.5-4B-GGUF

liked a model 4 days ago

dealignai/Bonsai-2-27B-1bit-CRACK-GGUF

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upvoted a collection about 2 months ago

Qwen 3.6 - Reg/Uncensored 9b, 12b, 21b, 27b, 40B

Fine tuned Qwen 3.6/3.8 models, including source and GGUF from 9B and up. 9B,12B, 21B and 40B are custom built by me. Tuning : Unsloth / COLD FUSION. • 26 items • Updated 5 days ago • 66