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DreamForge-World 0.1 Preview: A Low-Compute Real-Time Controllable World Model

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love this guys! i saw daniel's curseforge profile (insane numbers!) and the curseforge founder is actually an investor in my gaming startup!</p>\n<p>would love to meet you! hmu at <a href=\"mailto:cris@thelifesim.com\" rel=\"nofollow\">cris@thelifesim.com</a>!</p>\n<p>cris</p>\n","updatedAt":"2026-06-30T16:13:45.923Z","author":{"_id":"69e87328d5746181d6efbd92","avatarUrl":"/avatars/6307cc886aaf8d179e8d03ab40e1273c.svg","fullname":"Cris Lenta","name":"CrisLenta","type":"user","isPro":true,"isHf":false,"isHfAdmin":false,"isMod":false,"isUserFollowing":false}},"numEdits":0,"identifiedLanguage":{"language":"en","probability":0.9433005452156067},"editors":["CrisLenta"],"editorAvatarUrls":["/avatars/6307cc886aaf8d179e8d03ab40e1273c.svg"],"reactions":[],"isReport":false}}],"primaryEmailConfirmed":false,"paper":{"id":"2606.30292","authors":[{"_id":"6a433ca9763f63ca3757ea0f","name":"Daniyel Ayupov","hidden":false},{"_id":"6a433ca9763f63ca3757ea10","name":"Artur Markov-Tsoy","hidden":false}],"mediaUrls":["https://cdn-uploads.huggingface.co/production/uploads/6039478ab3ecf716b1a5fd4d/HgeOjxDj2TGNy4g1fF1LA.mp4"],"publishedAt":"2026-06-29T00:00:00.000Z","submittedOnDailyAt":"2026-06-30T00:00:00.000Z","title":"DreamForge-World 0.1 Preview: A Low-Compute Real-Time Controllable World Model","submittedOnDailyBy":{"_id":"6039478ab3ecf716b1a5fd4d","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/6039478ab3ecf716b1a5fd4d/_Thy4E7taiSYBLKxEKJbT.jpeg","isPro":true,"fullname":"taesiri","user":"taesiri","type":"user","name":"taesiri"},"summary":"We present DreamForge-World 0.1 Preview, a preview foundational world model for real-time interactive world simulation. 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arxiv:2606.30292

DreamForge-World 0.1 Preview: A Low-Compute Real-Time Controllable World Model

Published on Jun 29
· Submitted by
taesiri
on Jun 30
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Abstract

DreamForge-World 0.1 Preview adapts a video generation architecture with a residual action pathway to enable real-time interactive world simulation on consumer hardware with low computational requirements.

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.

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love this guys! i saw daniel's curseforge profile (insane numbers!) and the curseforge founder is actually an investor in my gaming startup!

would love to meet you! hmu at cris@thelifesim.com!

cris

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