| title | DreamForge-World 0.1 Preview: A Low-Compute Real-Time Controllable World Model |
|---|---|
| authors | Daniyel Ayupov, Artur Markov-Tsoy |
| date | 2026-06-29 |
| venue | arXiv (preprint, not peer reviewed) |
| id | arXiv:2606.30292 |
| affiliation | DFLab AI |
| upvotes | 15 (Hugging Face Daily Papers, 2026-11-01) |
| links | abs pdf hf code |
| primer | World models |
| abstract | We present DreamForge-World 0.1 Preview, a preview foundational world model for real-time interactive world simulation. The system adapts the LongLive 1 autoregressive video stack, itself derived from Wan2.1-T2V-1.3B, with a residual action pathway inspired by the Matrix-Game family. DreamForge-World 0.1 Preview focuses on a complementary axis to frontier-scale world simulators: low-compute adaptation, consumer-GPU runtime, and broad interactive capability coverage. It supports live keyboard and mouse control, multimodal initialization, mid-stream reprompting, dual-view operation, and minute-scale interactive rollouts at native 480p resolution, reaching up to 14 to 15 FPS FPS on a single RTX 4090 with a low memory footprint. By leveraging open video backbones and applying targeted adaptation runs, we build the preview system with high cost-efficiency. DF-World 0.1 Preview is not yet a memory-complete or frontier-quality world simulator, but demonstrates a practical low-compute route toward real-time controllable world-model previews on consumer GPUs. |
cite
@misc{ayupov2026dreamforge,
title={DreamForge-World 0.1 Preview: A Low-Compute Real-Time Controllable World Model},
author={Daniyel Ayupov and Artur Markov-Tsoy},
year={2026},
eprint={2606.30292},
archivePrefix={arXiv},
url={https://arxiv.org/abs/2606.30292}
}