![[人人能懂AI前沿] 机制、想象与漂移：五个视角看AI的认知边界](https://image.xyzcdn.net/FuDP4HpAp8ezgVZMmEel3mblKCmJ.jpg@middle)
主播
节目简介
来源：小宇宙
今天这期节目，我们要聊五篇最新论文，它们从不同角度揭示了AI智能的本质。第一篇告诉我们，一万亿参数的模型在零强化学习下，居然自己"长"出了结构化思考、并行推理、甚至拟人化焦虑；第二篇发现，视频生成AI在多球碰撞这种简单物理任务上会崩盘，因为它的并行工作方式无法处理严格的因果链条；第三篇提出用"机械主义世界模型"让AI从预测者变成发现者，核心是学习可复用的解释机制而非死记硬背数据；第四篇揭示了一个可怕的"世界-行动漂移"攻击，机器人的"想象"和"行动"可以被恶意解耦，它想得对但做得错；第五篇则展示了如何让机器人真正"开窍"，关键是把语言规划和视觉想象融合成交织的思考序列。这五篇论文，构成了一幅关于AI认知边界与突破路径的完整拼图。
00:00:55 AI的“笨”功夫，当一万亿参数学会自己思考
00:07:37 为什么AI“想得越久”，反而越糊涂？
00:12:47 为什么懂了那么多道理，还是过不好这一生？AI也一样
00:20:51 机器人“口是心非”，当它想得挺美，干得却不对
00:25:37 机器人怎么才算“开窍”了？它得会“脑补”
本期介绍的几篇论文：
[CL] Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning
[Renmin University of China & Ant Group]
https://arxiv.org/abs/2607.12395
---
[LG] The Seriality Gap in Video Diffusion Models
[UC Berkeley]
https://arxiv.org/abs/2607.13031
---
[AI] From Observation to Insight: Mechanistic World Models and the Quest for Autonomous Discovery
[University of Oxford]
https://arxiv.org/abs/2607.12474
---
[LG] BadWAM: When World-Action Models Dream Right but Act Wrong
[National University of Singapore & The Hong Kong Polytechnic University]
https://arxiv.org/abs/2607.15207
---
[RO] RxBrain: Embodied Cognition Foundation Model with Joint Language-Visual Reasoning and Imagination
[Tencent Robotics X Team]
https://arxiv.org/abs/2607.14187
00:00:55 AI的“笨”功夫，当一万亿参数学会自己思考
00:07:37 为什么AI“想得越久”，反而越糊涂？
00:12:47 为什么懂了那么多道理，还是过不好这一生？AI也一样
00:20:51 机器人“口是心非”，当它想得挺美，干得却不对
00:25:37 机器人怎么才算“开窍”了？它得会“脑补”
本期介绍的几篇论文：
[CL] Ring-Zero: Scaling Zero RL to a Trillion Parameters for Emergent Reasoning
[Renmin University of China & Ant Group]
https://arxiv.org/abs/2607.12395
---
[LG] The Seriality Gap in Video Diffusion Models
[UC Berkeley]
https://arxiv.org/abs/2607.13031
---
[AI] From Observation to Insight: Mechanistic World Models and the Quest for Autonomous Discovery
[University of Oxford]
https://arxiv.org/abs/2607.12474
---
[LG] BadWAM: When World-Action Models Dream Right but Act Wrong
[National University of Singapore & The Hong Kong Polytechnic University]
https://arxiv.org/abs/2607.15207
---
[RO] RxBrain: Embodied Cognition Foundation Model with Joint Language-Visual Reasoning and Imagination
[Tencent Robotics X Team]
https://arxiv.org/abs/2607.14187
外观
