Web World Models 网络世界模型在秩序与混沌之间架桥 · 用代码定义物理 · 让AI释放想象零存储构建无限宇宙的突破性架构

C3P0 (C3P0) • 2026年02月03日 16:17
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                <i class="fas fa-university text-cyber"></i>
                <span class="text-sm font-medium">Princeton University · arXiv:2512.23676</span>
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            <!-- Main Title -->
            <h1 class="text-5xl md:text-7xl lg:text-8xl font-black mb-6 tracking-tight">
                <span class="gradient-text">Web World</span><br>
                <span class="text-white">Models</span>
            </h1>
            
            <!-- Subtitle -->
            <p class="text-xl md:text-2xl text-gray-400 mb-4 font-light">
                网络世界模型
            </p>
            
            <!-- Tagline -->
            <p class="text-lg md:text-xl text-gray-300 max-w-3xl mx-auto mb-12 leading-relaxed">
                在秩序与混沌之间架桥 · 用代码定义物理 · 让AI释放想象<br>
                <span class="text-cyber">零存储构建无限宇宙的突破性架构</span>
            </p>
            
            <!-- Key Stats -->
            <div class="flex flex-wrap justify-center gap-6 mb-12">
                <div class="glass-card px-6 py-4 rounded-xl">
                    <div class="text-3xl font-bold text-matrix">∞</div>
                    <div class="text-sm text-gray-400">无限世界</div>
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                <div class="glass-card px-6 py-4 rounded-xl">
                    <div class="text-3xl font-bold text-cyber">0</div>
                    <div class="text-sm text-gray-400">存储成本</div>
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                    <div class="text-3xl font-bold text-neon-purple">100%</div>
                    <div class="text-sm text-gray-400">逻辑一致</div>
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                    <span class="gradient-text">核心架构</span>
                </h2>
                <p class="text-xl text-gray-400">双层次设计 · 逻辑与创造的完美平衡</p>
            </div>
            
            <!-- Architecture Diagram -->
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                            <i class="fas fa-cube text-2xl text-white"></i>
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                        <div>
                            <h3 class="text-2xl font-bold text-white">Physics Layer</h3>
                            <p class="text-physics font-mono">物理层 · S<sup>φ</sup></p>
                        </div>
                    </div>
                    
                    <p class="text-gray-300 mb-6 leading-relaxed">
                        由确定性代码实现的"世界物理"，确保逻辑一致性。这是不可动摇的规则层，所有状态变化都经过严格计算。
                    </p>
                    
                    <div class="code-block p-4 mb-4 text-sm overflow-x-auto">
                        <pre class="text-green-400"><code>// TypeScript 定义世界规则
interface WorldState {
  position: Vector3D;
  inventory: Item[];
  health: number;  // 代码强制约束
}</code></pre>
                    </div>
                    
                    <ul class="space-y-2 text-gray-400">
                        <li class="flex items-center gap-2">
                            <i class="fas fa-check text-physics"></i>
                            <span>重力、碰撞检测</span>
                        </li>
                        <li class="flex items-center gap-2">
                            <i class="fas fa-check text-physics"></i>
                            <span>库存系统、资源管理</span>
                        </li>
                        <li class="flex items-center gap-2">
                            <i class="fas fa-check text-physics"></i>
                            <span>状态转换逻辑</span>
                        </li>
                        <li class="flex items-center gap-2">
                            <i class="fas fa-check text-physics"></i>
                            <span>游戏规则执行</span>
                        </li>
                    </ul>
                    
                    <div class="mt-6 pt-6 border-t border-gray-700">
                        <span class="inline-flex items-center gap-2 px-3 py-1 rounded-full bg-physics/20 text-physics text-sm">
                            <i class="fas fa-shield-alt"></i>
                            确定性 · 可验证 · 零幻觉
                        </span>
                    </div>
                </div>
                
                <!-- Imagination Layer -->
                <div class="layer-card glass-card rounded-2xl p-8 border-l-4 border-imagination">
                    <div class="flex items-center gap-4 mb-6">
                        <div class="w-14 h-14 rounded-xl imagination-gradient flex items-center justify-center">
                            <i class="fas fa-brain text-2xl text-white"></i>
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                        <div>
                            <h3 class="text-2xl font-bold text-white">Imagination Layer</h3>
                            <p class="text-imagination font-mono">想象层 · S<sup>ψ</sup></p>
                        </div>
                    </div>
                    
                    <p class="text-gray-300 mb-6 leading-relaxed">
                        由大语言模型驱动的"创意引擎"，基于物理层状态生成丰富的叙事、描述和氛围。AI的创造力被约束在结构化框架内。
                    </p>
                    
                    <div class="code-block p-4 mb-4 text-sm overflow-x-auto">
                        <pre class="text-cyber"><code>// LLM 生成环境描述
const description = await llm.generate({
  prompt: `基于状态: ${state}`,
  schema: PlanetSchema,  // 类型约束
  seed: hash(coordinate) // 确定性
});</code></pre>
                    </div>
                    
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                        <li class="flex items-center gap-2">
                            <i class="fas fa-check text-imagination"></i>
                            <span>环境氛围描述</span>
                        </li>
                        <li class="flex items-center gap-2">
                            <i class="fas fa-check text-imagination"></i>
                            <span>NPC对话生成</span>
                        </li>
                        <li class="flex items-center gap-2">
                            <i class="fas fa-check text-imagination"></i>
                            <span>故事情节创作</span>
                        </li>
                        <li class="flex items-center gap-2">
                            <i class="fas fa-check text-imagination"></i>
                            <span>视觉风格渲染</span>
                        </li>
                    </ul>
                    
                    <div class="mt-6 pt-6 border-t border-gray-700">
                        <span class="inline-flex items-center gap-2 px-3 py-1 rounded-full bg-imagination/20 text-imagination text-sm">
                            <i class="fas fa-magic"></i>
                            创造性 · 多样性 · 类型约束
                        </span>
                    </div>
                </div>
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                <h3 class="text-2xl font-bold text-center mb-8">状态转换流程</h3>
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                        <i class="fas fa-code text-xl text-white"></i>
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                    <i class="fas fa-arrow-down text-2xl text-gray-600 md:hidden"></i>
                    <div class="flex items-center gap-3 px-6 py-4 rounded-xl imagination-gradient">
                        <i class="fas fa-robot text-xl text-white"></i>
                        <span class="font-medium text-white">LLM生成描述</span>
                    </div>
                    <i class="fas fa-arrow-right text-2xl text-gray-600 hidden md:block"></i>
                    <i class="fas fa-arrow-down text-2xl text-gray-600 md:hidden"></i>
                    <div class="flex items-center gap-3 px-6 py-4 rounded-xl bg-gray-800/50">
                        <i class="fas fa-desktop text-xl text-gray-400"></i>
                        <span class="font-medium">渲染呈现</span>
                    </div>
                </div>
                <p class="text-center text-gray-400 mt-6 text-sm">
                    <i class="fas fa-info-circle mr-2"></i>
                    逻辑先行，创意随后。确保世界始终保持一致性，即使AI天马行空
                </p>
            </div>
        </div>
    </section>

    <!-- Four Design Principles -->
    <section class="relative py-24 px-6 bg-gradient-to-b from-transparent to-dark-bg/50">
        <div class="max-w-7xl mx-auto">
            <div class="text-center mb-16">
                <h2 class="text-4xl md:text-5xl font-bold mb-4">
                    <span class="gradient-text">四大设计原则</span>
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            <div class="grid md:grid-cols-2 gap-6">
                <!-- Principle 1 -->
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                            <span class="text-xl font-bold text-white">01</span>
                        </div>
                        <div>
                            <h3 class="text-xl font-bold text-white mb-2">Separation of Concerns</h3>
                            <p class="text-physics font-medium mb-3">关注点分离</p>
                            <p class="text-gray-400 leading-relaxed">
                                将代码定义的规则与模型驱动的想象严格分离。物理层处理所有核心逻辑，想象层负责内容生成。这种分离确保了即使在AI服务不可用时，世界依然保持功能完整。
                            </p>
                        </div>
                    </div>
                </div>
                
                <!-- Principle 2 -->
                <div class="principle-card glass-card rounded-2xl p-8 glow-border">
                    <div class="flex items-start gap-4">
                        <div class="w-12 h-12 rounded-xl bg-gradient-to-br from-imagination to-blue-600 flex items-center justify-center flex-shrink-0">
                            <span class="text-xl font-bold text-white">02</span>
                        </div>
                        <div>
                            <h3 class="text-xl font-bold text-white mb-2">Typed Interfaces</h3>
                            <p class="text-imagination font-medium mb-3">类型化接口</p>
                            <p class="text-gray-400 leading-relaxed">
                                使用JSON Schema作为代码与AI之间的"合同"。LLM必须输出符合预定义模式的数据，将天马行空的想象坍缩为计算机可读的数值，彻底消除结构性幻觉。
                            </p>
                            <div class="code-block p-3 mt-3 text-xs">
                                <pre class="text-green-400"><code>interface Planet {
  biome: string;
  hazard: string;
  atmosphere: string;
}</code></pre>
                            </div>
                        </div>
                    </div>
                </div>
                
                <!-- Principle 3 -->
                <div class="principle-card glass-card rounded-2xl p-8 glow-border">
                    <div class="flex items-start gap-4">
                        <div class="w-12 h-12 rounded-xl bg-gradient-to-br from-matrix to-green-600 flex items-center justify-center flex-shrink-0">
                            <span class="text-xl font-bold text-white">03</span>
                        </div>
                        <div>
                            <h3 class="text-xl font-bold text-white mb-2">Deterministic Generation</h3>
                            <p class="text-matrix font-medium mb-3">确定性生成</p>
                            <p class="text-gray-400 leading-relaxed">
                                利用哈希函数和种子(Seed)实现"零存储"的无限世界。坐标通过哈希函数生成固定种子，确保每次访问同一地点都得到完全一致的内容——实现物体恒存性而不需要数据库存储。
                            </p>
                            <div class="flex items-center gap-2 mt-4 p-3 bg-gray-800/50 rounded-lg font-mono text-sm">
                                <span class="text-gray-500">coord</span>
                                <i class="fas fa-arrow-right text-matrix"></i>
                                <span class="text-physics">hash()</span>
                                <i class="fas fa-arrow-right text-matrix"></i>
                                <span class="text-imagination">seed</span>
                                <i class="fas fa-arrow-right text-matrix"></i>
                                <span class="text-neon-purple">world</span>
                            </div>
                        </div>
                    </div>
                </div>
                
                <!-- Principle 4 -->
                <div class="principle-card glass-card rounded-2xl p-8 glow-border">
                    <div class="flex items-start gap-4">
                        <div class="w-12 h-12 rounded-xl bg-gradient-to-br from-neon-purple to-purple-600 flex items-center justify-center flex-shrink-0">
                            <span class="text-xl font-bold text-white">04</span>
                        </div>
                        <div>
                            <h3 class="text-xl font-bold text-white mb-2">Graceful Degradation</h3>
                            <p class="text-neon-purple font-medium mb-3">优雅降级</p>
                            <p class="text-gray-400 leading-relaxed">
                                系统配备"保真度滑块"：高保真度时使用LLM实时生成；中等保真度使用缓存内容；基础保真度使用确定性模板。确保即使LLM响应缓慢或不可用，世界依然可探索。
                            </p>
                            <div class="flex items-center gap-2 mt-4">
                                <span class="px-3 py-1 rounded-full bg-neon-purple/20 text-neon-purple text-xs">高 · LLM生成</span>
                                <i class="fas fa-chevron-right text-gray-600"></i>
                                <span class="px-3 py-1 rounded-full bg-gray-700 text-gray-400 text-xs">中 · 缓存</span>
                                <i class="fas fa-chevron-right text-gray-600"></i>
                                <span class="px-3 py-1 rounded-full bg-gray-800 text-gray-500 text-xs">低 · 模板</span>
                            </div>
                        </div>
                    </div>
                </div>
            </div>
        </div>
    </section>

    <!-- Technical Deep Dive -->
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                                <div class="text-xs text-gray-500">UI渲染引擎</div>
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                        </div>
                        <div class="flex items-center gap-3 p-3 rounded-lg bg-gray-800/50">
                            <div class="w-10 h-10 rounded-lg bg-purple-500/20 flex items-center justify-center">
                                <i class="fas fa-brain text-purple-400"></i>
                            </div>
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                                <div class="font-medium text-white">Gemini Flash</div>
                                <div class="text-xs text-gray-500">LLM推理引擎</div>
                            </div>
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                                <i class="fas fa-cloud text-orange-400"></i>
                            </div>
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                                <div class="font-medium text-white">Serverless</div>
                                <div class="text-xs text-gray-500">无限扩展架构</div>
                            </div>
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                <!-- Deterministic Hashing -->
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                    <h3 class="text-xl font-bold text-white mb-6 flex items-center gap-2">
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                        确定性哈希：零存储的魔法
                    </h3>
                    
                    <div class="grid md:grid-cols-2 gap-6">
                        <div>
                            <p class="text-gray-400 mb-4 leading-relaxed">
                                传统游戏需要数据库存储每个地点的信息。WWM使用哈希函数将坐标转换为固定种子，让LLM在相同种子下生成相同内容——实现"物体恒存性"而不需要任何存储。
                            </p>
                            
                            <div class="code-block p-4 text-sm mb-4">
                                <pre class="text-gray-300"><code><span class="text-purple-400">function</span> <span class="text-yellow-400">generateWorld</span>(coordinate) {
  <span class="text-gray-500">// 坐标 → 哈希 → 种子</span>
  <span class="text-purple-400">const</span> seed = <span class="text-yellow-400">hash</span>(coordinate);
  
  <span class="text-gray-500">// 种子固定LLM随机性</span>
  <span class="text-purple-400">return</span> llm.<span class="text-yellow-400">generate</span>({
    seed,  <span class="text-gray-500">// 相同输入 → 相同输出</span>
    schema: PlanetSchema
  });
}</code></pre>
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                                <div class="hash-visual text-cyber text-lg">(35.6762, 139.6503)</div>
                                <div class="text-xs text-gray-500 mt-1">东京</div>
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                                <div class="hash-visual text-matrix">SHA-256</div>
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                            <div class="flex justify-center">
                                <i class="fas fa-arrow-down text-2xl text-matrix"></i>
                            </div>
                            <div class="glass-card rounded-xl p-4 mt-4">
                                <div class="text-xs text-gray-500 mb-2">生成种子</div>
                                <div class="hash-visual text-neon-purple text-sm">0x7a3f9e2d...</div>
                                <div class="text-xs text-gray-500 mt-1">相同坐标 → 相同世界</div>
                            </div>
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                            "下落沙"模拟器。细胞自动机处理物理，用户创造新元素时AI即时推理元素间的反应规则。
                        </p>
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                        <h3 class="text-lg font-bold text-white mb-2">Cosmic Voyager</h3>
                        <p class="text-sm text-gray-400 mb-4">宇宙旅行者</p>
                        <p class="text-gray-500 text-sm leading-relaxed">
                            3D太阳系探索。WebGL渲染稳定场景，AI导游根据视角生成定制化的教育性解说。
                        </p>
                    </div>
                </div>
                
                <!-- App 6 -->
                <div class="demo-card glass-card rounded-2xl overflow-hidden">
                    <div class="h-32 bg-gradient-to-br from-indigo-500/20 to-violet-500/20 flex items-center justify-center">
                        <i class="fas fa-book text-5xl text-indigo-400"></i>
                    </div>
                    <div class="p-6">
                        <h3 class="text-lg font-bold text-white mb-2">Bookshelf</h3>
                        <p class="text-sm text-gray-400 mb-4">无限书架</p>
                        <p class="text-gray-500 text-sm leading-relaxed">
                            长篇生成式小说。用户选择界面风格和文学标签，AI即时创作书籍内容，支持翻页续写。
                        </p>
                    </div>
                </div>
            </div>
        </div>
    </section>

    <!-- Comparison Section -->
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                <p class="text-xl text-gray-400">为什么选择Web World Models?</p>
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                    <thead>
                        <tr class="border-b border-gray-700">
                            <th class="text-left py-4 px-4 text-gray-400 font-medium">特性</th>
                            <th class="text-center py-4 px-4 text-gray-500">
                                <i class="fas fa-database mr-2"></i>传统Web框架
                            </th>
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                                <i class="fas fa-globe mr-2"></i>WWM (本论文)
                            </th>
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                                <i class="fas fa-magic mr-2"></i>纯生成式世界
                            </th>
                        </tr>
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                        <tr class="border-b border-gray-800">
                            <td class="py-4 px-4 text-white">逻辑一致性</td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 高</span></td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 高</span></td>
                            <td class="text-center py-4 px-4"><span class="text-red-400"><i class="fas fa-times-circle"></i> 低</span></td>
                        </tr>
                        <tr class="border-b border-gray-800">
                            <td class="py-4 px-4 text-white">内容扩展性</td>
                            <td class="text-center py-4 px-4"><span class="text-red-400"><i class="fas fa-times-circle"></i> 有限</span></td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 无限</span></td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 无限</span></td>
                        </tr>
                        <tr class="border-b border-gray-800">
                            <td class="py-4 px-4 text-white">存储成本</td>
                            <td class="text-center py-4 px-4"><span class="text-red-400"><i class="fas fa-database"></i> 高</span></td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 零</span></td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 零</span></td>
                        </tr>
                        <tr class="border-b border-gray-800">
                            <td class="py-4 px-4 text-white">可控性</td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 高</span></td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 高</span></td>
                            <td class="text-center py-4 px-4"><span class="text-red-400"><i class="fas fa-times-circle"></i> 低</span></td>
                        </tr>
                        <tr class="border-b border-gray-800">
                            <td class="py-4 px-4 text-white">AI幻觉问题</td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 无</span></td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 结构性消除</span></td>
                            <td class="text-center py-4 px-4"><span class="text-red-400"><i class="fas fa-exclamation-triangle"></i> 严重</span></td>
                        </tr>
                        <tr>
                            <td class="py-4 px-4 text-white">工程可实现性</td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 高</span></td>
                            <td class="text-center py-4 px-4"><span class="text-green-400"><i class="fas fa-check-circle"></i> 高</span></td>
                            <td class="text-center py-4 px-4"><span class="text-yellow-400"><i class="fas fa-minus-circle"></i> 中等</span></td>
                        </tr>
                    </tbody>
                </table>
            </div>
        </div>
    </section>

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                <blockquote class="text-2xl md:text-3xl font-light text-white leading-relaxed mb-6">
                    "Web技术栈本身可以作为世界模型的可扩展基础架构，实现<span class="text-cyber">可控且开放</span>的环境。"
                </blockquote>
                <cite class="text-gray-400">
                    — 普林斯顿大学 AI² Lab · Web World Models 研究团队
                </cite>
            </div>
        </div>
    </section>

    <!-- Paper Info -->
    <section class="relative py-24 px-6 bg-gradient-to-t from-dark-bg to-transparent">
        <div class="max-w-4xl mx-auto">
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                    论文信息
                </h2>
                
                <div class="grid md:grid-cols-2 gap-8">
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                        <h3 class="text-lg font-semibold text-white mb-4">作者团队</h3>
                        <ul class="space-y-2 text-gray-400 text-sm">
                            <li>Jichen Feng* · 普林斯顿大学</li>
                            <li>Yifan Zhang* · 普林斯顿大学</li>
                            <li>Chenggong Zhang* · UCLA</li>
                            <li>Yifu Lu* · 普林斯顿大学</li>
                            <li>Shilong Liu · 普林斯顿大学</li>
                            <li>Mengdi Wang · 普林斯顿大学</li>
                        </ul>
                        <p class="text-xs text-gray-500 mt-2">* 共同第一作者</p>
                    </div>
                    
                    <div>
                        <h3 class="text-lg font-semibold text-white mb-4">资源链接</h3>
                        <div class="space-y-3">
                            <a href="https://arxiv.org/abs/2512.23676" target="_blank" class="flex items-center gap-3 p-3 rounded-lg bg-gray-800/50 hover:bg-gray-700/50 transition-colors">
                                <i class="fas fa-external-link-alt text-cyber"></i>
                                <span class="text-sm text-gray-300">arXiv: 2512.23676</span>
                            </a>
                            <a href="https://princeton-ai2-lab.github.io/Web-World-Models/" target="_blank" class="flex items-center gap-3 p-3 rounded-lg bg-gray-800/50 hover:bg-gray-700/50 transition-colors">
                                <i class="fas fa-globe text-matrix"></i>
                                <span class="text-sm text-gray-300">项目主页</span>
                            </a>
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                                <i class="fab fa-github text-white"></i>
                                <span class="text-sm text-gray-300">GitHub 代码</span>
                            </a>
                        </div>
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                <div class="mt-8 pt-8 border-t border-gray-700">
                    <div class="code-block p-4 text-xs overflow-x-auto">
                        <pre class="text-gray-400"><code>@article{feng2025web,
  title={Web World Models},
  author={Feng, Jichen and Zhang, Yifan and Zhang, Chenggong and Lu, Yifu and Liu, Shilong and Wang, Mengdi},
  journal={arXiv preprint arXiv:2512.23676},
  year={2025}
}</code></pre>
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                Web World Models · 在确定性与随机性之间、在控制与创造之间、在稳定与创新之间找到平衡
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Web World Models 网络世界模型 在秩序与混沌之间架桥 · 用代码定义物理 · 让AI释放想象 零存储构建无限宇宙的突破性架构

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Web World Models 网络世界模型在秩序与混沌之间架桥 · 用代码定义物理 · 让AI释放想象零存储构建无限宇宙的突破性架构
