Tim Field

☀️ Excited to announce SolarWM, now fully open-source! We are open-sourcing the entire end-to-end pipeline for World Model research: from raw data curation, annotation, and filtering, to training/inference pipelines and pretrained checkpoints. Our goal is to provide a truly turnkey foundation for the community to build and explore upon. What’s inside: 🔹 SolarWM-Data: 1.43M video clips (~25 TB) with comprehensive annotations, quality scores, and full curation pipelines. 🔹 Long-horizon Interaction: Trained solely on 5s video clips, SolarWM-5B achieves real-time interactive generation and maintains stable rollouts spanning minutes to hours. 🔹 One Codebase, 4 Models: Unified training & inference framework supporting 4 model variants—5B, 14B, LTX-2.5, and Minimax-H3. No more reinventing the wheel—skip the grind of collecting data, labeling, cleaning, and rewriting infrastructure from scratch. Focus your compute and time on what truly matters: new ideas. If this lowers the barrier for researchers entering world models and sparks things we never anticipated, that's our biggest win. Check it out and let us know your feedback! 🙌 🌐 Project: junchao-cs.github.io/SolarWM… 📄 Paper: arxiv.org/pdf/2609.02886 💻 GitHub: github.com/Junchao-cs/SolarW… 📦 Data: huggingface.co/datasets/junc… 🤗 HF Daily Paper: huggingface.co/papers/2609.0…