2026.08.13 | 演化环境揭示智能体风险；组合技能实现论文生成

【赞助商】OpenClaw快报每天五分钟，听听 OpenClaw 快报，带你了解最新动态和业内讨论传送门 https://www.xiaoyuzhoufm.com/podcast/6a1732a2dffa135d0ab5ef43【目录】本期的 15 篇论文如下：[00:26] 🧬 OpenART: Scaling Agent Red Teaming via Open-Ended Environment Evolution（OpenART：通过开放式环境演化扩展智能体红队测试）[01:35] 📄 Spark-to-Paper: End-to-End Research Paper Generation as a Composable Skill（从火花到论文：作为可组合技能的端到端研究论文生成）[02:43] 🧩 AI4AI at Test-Time: Strong-to-Weak Capability Transfer via Harnesses（测试时AI4AI：通过推理支架实现强到弱能力迁移）[03:37] 🔬 Mechanist: AI as a Scientific Instrument for Discovering the Mechanisms of Intelligence（Mechanist：将人工智能作为揭示智能机制的科学仪器）[04:33] 🎭 Can LLM Agents Stick to the Script? A Benchmark for Long-Horizon Consistency in Interactive Narratives（大语言模型智能体能否坚守剧本？交互式叙事中长程一致性的基准测试）[05:33] 🌍 StateFlow: Building, Evolving, and Accessing 3D World States for Previsualization（StateFlow：为预可视化构建、演化与访问3D世界状态）[06:28] 📐 Self-Geometry: GT-Free and Plug-and-Play Test-Time Adaptation for Geometrically Consistent 3D Vision Foundation Models（自几何：面向几何一致的3D视觉基础模型的无真值即插即用测试时自适应）[07:25] 🪞 From Synthesis to Removal: Physics-Grounded Reflection Simulation and Diffusion-Based Video Dereflection（从合成到去除：物理驱动的反射模拟与基于扩散模型的视频去反射）[08:22] 🛡 ToolHazard: Scaling Adversarial Environments for Security Evaluation and Alignment of LLM-based Agents（ToolHazard：扩展对抗性环境，用于基于大语言模型的智能体的安全评估与对齐）[09:15] 🔍 The Illusion of Visual Tool-Use: A Causal Audit of Thinking with Images（视觉工具使用的幻象：图像思维的因果审计）[10:16] 🤖 Self-Evolving Embodied Agents via Skill-Harness Evolution（基于技能与执行框架演化的自进化具身智能体）[11:19] 🧩 SkillZip: Contract-Preserving Graph Compression for Scalable Agent Skill Libraries（SkillZip：面向可扩展智能体技能库的合约保持图压缩）[12:14] 🛡 Agent Safety Should Be a Runtime Contract（智能体安全应当是一种运行时契约）[13:01] 🧬 Persistent Recursive Worlds Enable Autonomous Software Evolution（持久递归世界赋能自主软件演化）[13:46] 💡 MBA: Multimodal Benchmark and Agents for Real-World Business Ideation（MBA：面向真实世界商业构思的多模态基准与智能体）【关注我们】您还可以在以下平台找到我们，获得播客内容以外更多信息小红书: AI速递在小宇宙查看该单集文稿