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Models2026-09-24 · source-backed
A diffusion transformer that takes a camera frame and a text instruction, then denoises future video frames and the next two seconds of actions together, using Qwen3-VL-4B as the text encoder. Fine-tuned on DROID, it beats NVIDIA's 16B Cosmos3-Nano-Policy (36.8%) and pi0.5 (28.0%) (Hugging Face). DROID and SO-101 checkpoints ship in LeRobot under the FLUX Kommunity License, so hobbyist arms can run it today.
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For about a year, "run your agent locally" meant accepting a model that couldn't reliably call a tool twice in a row. That excuse is gone. Meta Superintelligence Labs published Muse Glimmer today: a 29.6B dense causal transformer, 52 layers, 6,656 hidden dim, with a ~1.8B ViT-...
Created August 24, it holds a trendingScore of 3,967 against second-place GLM-5.3-Flash at 1,376 (Hugging Face). The near-1:1 like-to-download ratio means almost everyone bookmarking it hasn't pulled weights, and the unsloth GGUF conversion at 4,354 downloads is absorbing comp...
The abliteration tool gained 215 stars to reach 30,103, but the stronger signal is downstream: the HF trending endpoint returns DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NM-DAU and Momoking/Qwen3-VL-32B-Heretic-MiniMax-H3-NVFP4, both naming the too...
NVIDIA debuted the Nemotron 3 family for agentic AI. Nano (30B params, 3B active via MoE) delivers 78% HumanEval, native 1M-token context, and 4x higher throughput than Nemotron 2 via hybrid Mamba-Transformer architecture. Critical developer angle: NVIDIA open-sources NeMo Gym...
AutoModelForCausalLM.from_pretrained("unsloth/Qwen3.5-4B-GGUF", gguf_file="Qwen3.5-4B-Q4_K_M.gguf") and everything after is the normal transformers API, with BF16, Q6_K, Q5_K_M and Q4_K_M supported. On a MacBook Pro M2 Max throughput came close to llama.cpp across three checkp...
Compaction is where long sessions go to die. The model summarizes what happened, the summary drops the exact string you needed three hours later, and you don't find out until the agent confidently references a file path that never existed. It's the biggest source of silent con...
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