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https://bigcompute.science

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liked a model 1 day ago
LilaRest/gemma-4-31B-it-NVFP4-turbo
reacted to anakin87's post with ❤️ 2 days ago
📣 I just published a free course on Reinforcement Learning Environments for Language Models! 📌 COURSE: https://github.com/anakin87/llm-rl-environments-lil-course Over the past year, we've seen a shift in LLM Post-Training. Previously, Supervised Fine-Tuning was the most important part: making models imitate curated Question-Answer pairs. Now we also have Reinforcement Learning with Verifiable Rewards. With techniques like GRPO, models can learn through trial and error in dynamic environments. They can climb to new heights without relying on expensively prepared data. But what actually are these environments in practice❓ And how do you build them effectively❓ Fascinated by these concepts, I spent time exploring this space through experiments, post-training Small Language Models. I've packaged everything I learned into this short course. What you'll learn 🔹 Agents, Environments, and LLMs: how to map Reinforcement Learning concepts to the LLM domain 🔹 How to use Verifiers (open-source library by Prime Intellect) to build RL environments as software artifacts 🔹 Common patterns: How to build single-turn, multi-turn, and tool-use environments 🔹 Hands-on: turn a small language model (LFM2-2.6B by LiquidAI) into a Tic Tac Toe master 🔸 Build the game Environment 🔸 Use it to generate synthetic data for SFT warm-up 🔸 Group-based Reinforcement Learning If you're interested in building "little worlds" where LLMs can learn, this course is for you. --- 🤗🕹️ Play against the trained model: https://huggingface.co/spaces/anakin87/LFM2-2.6B-mr-tictactoe 📚 HF collection (datasets + models): https://huggingface.co/collections/anakin87/lfm2-26b-mr-tic-tac-toe
reacted to ArtelTaleb's post with ❤️ 2 days ago
8VIEW AI Studio - Turn ideas into clean topology reference sheets for 3D/animation What if you could generate production-ready topology references in seconds? 8VIEW AI Studio is built for character artists who care about clean edge flow, structure, and consistency - not just pretty images. Upload an image or few and instantly get 8-view orthographic sheets with topology guides you can actually use in your workflow. Why it matters Most AI tools stop at visuals. But real 3D work starts with topology. -clean edge loops -correct pole placement -usable structure for sculpting & retopo 8VIEW bridges the gap between AI generation and real production workflows. Features 8-view sheets Front / back / side / 3⁄4 / Top / Bottom Multilingual (9 languages) English, Français, Español, Português, Italiano, हिन्दी, 日本語, العربية, 中文 Mobile-friendly - Create anywhere, anytime Your key, your data - No storage. No tracking. Fully client-side Built for • Character artists (Blender, ZBrush, Maya) • Students learning topology & retopology • Concept artists needing fast structure • Game artists building production assets Workflow Get a free Gemini API key (2 minutes) Paste it into the app Upload or describe your subject Generate clean topology reference sheets The goal Less time guessing topology. More time building clean models. https://huggingface.co/spaces/ArtelTaleb/8view-ai-studio
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