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Skyfall AI unveiled SKY-001, an engineering world model that reconstructs a Jaguar car with thousands of 3D parts, claiming CAD accuracy on par with GPT-6 Astra while running 51× faster and costing 150× less.
Skyfall AI released SKY-001, a world model that designs physical products by planning parts and build steps in 3D, matching GPT-6 Astra's CAD accuracy at roughly 150x lower cost per design.
Google 隆重回顾了 2026 年 10 月的重大 AI 更新，包括推出 Gemini 4 Argon 与 Gemini 4 Carbon 前沿模型、Genie 4 实时交互世界模型、Fitbit Edge 以及量子计算瓶颈突破。
Israeli startup 42AI emerges from stealth with $62.5M in seed funding for a 'behavioral world model' that predicts individual decision probabilities, initially deployed at financial brokerages to forecast trader behavior under volatile conditions.
tinyworldformer runs two tiny neural networks—a looped-transformer world model and an MLP actor—on a Raspberry Pi Pico 2 W to generate and play simple games like Breakout, Pong, and Flappy Bird entirely on-device, with optional on-board RL learning via stream-x.
WorldFlow 是一个生成式世界模型，通过连续位移 token 与 Mixture-of-Transformers 骨干联合预测未来视频和 3D 轨迹，在多个基准上显著降低了位移误差，并发布了包含 1,678 个样本的 WorldFlowBench 评测集。
HiFOR proposes a hierarchical foresight framework with action-guided world retrieval for vision-language-action models, jointly predicting short-term states, semantic milestones, and goal states to better guide robotic manipulation action generation.
Tencent's Hy-Nomas interactive video world model is now available as a HuggingFace demo space, with a duplicate running on ZeroGPU inference via Tencent's official account for public experimentation.
Google DeepMind 发布了 Genie 4 世界模型研究预览版，新增实时音频生成、更逼真的可交互世界，以及支持中途提示词编辑的实时操控功能。该模型可维持最长两分钟的场景一致性，并与 Gemini 深度集成，用于机器人仿真、游戏和影视原型制作等场景。
Google DeepMind 发布 Genie 4，一个面向创作者、游戏开发者和 AI 研究者的实时世界模型，可根据文本提示生成可交互探索的动态世界，并生成音频、模拟物理运动，目前开放研究预览候补名单。
Google DeepMind announces Genie 4, a new real-time interactive world model with native audio generation, photorealistic physics, and Gemini-powered reasoning that keeps simulations coherent. It is rolling out as a research preview to trusted testers, Google AI Ultra subscribers, and Gemini API/Gemini AI Studio early-access partners.
PDRVLA 是一篇机器人操作研究论文，提出在视觉-语言-动作（VLA）模型中加入轻量级物理动力学模块，通过世界模型监督预测未来视觉特征，从而在不引入在线视频生成延迟的情况下提升机器人动作生成性能，并在 LIBERO、RoboTwin 2.0 等仿真基准上取得领先成功率。
RynnWorld-Latent is a cross-embodiment video world model that uses 3D-grounded latent actions as a shared conditioning interface, enabling joint pretraining on human videos, robot demonstrations, and simulation rollouts to generate synthetic data that improves robot policy performance on LIBERO and real-world platforms.
Hy-Nomas是一个8B参数的视频世界模型，通过action-aware因果注意力与结构化字幕，支持多轮自由文本指令和连续相机控制的交互式世界生成，并开源了模型权重、代码与基准。
ThinkWorld 是一个 VLA 学习框架，通过 Chain-of-Dynamics（CoD）运动 token 表示动作，并利用世界想象进行强化学习，从而从无标注人类视频中获取监督，提升机器人操作在未见任务和环境中的泛化能力。
MLE-World: a world model finetuned from Qwen3.5-4B that predicts ML experiment outcomes (error traces, logs, validation scores) without execution, enabling affordable test-time scaling for AI research agents. It matches real terminal outputs on 77.9% of held-out programs and boosts mean performance by up to 22.1% on MLE-bench Lite tasks.
Psi-0.6 is a unified vision-language world model that adaptively composes perception, language, geometry, and simulation via 'streams of thought', achieving zero-shot gains on multi-view spatial reasoning and supporting counterfactual simulation optimized with RL from task feedback.
作者微调了一个 360M 参数的 Qwen2.5-Coder-0.5B 模型，使其像真正的终端一样预测屏幕变化，可以模拟 vim、tmux、snake 等应用，展示了小型世界模型在字符网格界面中维持一致状态的可行性。
A compact 2.7M-parameter world model trained to play NES Tetris, demonstrating that very small models can capture enough dynamics to master the game.
CausGround 提出一种非参数化的因果交互 grounding 框架，从交互经验中提炼可复用的动作前置条件与效果，无需重训模型即可提升 MLLM 在 VirtualHome、RoboCasa 等基准上的具身规划成功率（如 24.9% 提升至 53.3%）。