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12:14EN → 简体中文Gemini 4 Argon 实测：3D 演示、电子表格原型与基准成绩Matthew Berman · Forward FutureMatthew Berman 用游戏和视觉项目测试 Google 模型，并比较公布的编程与智能体基准。
10:36EN → 简体中文Meta Muse Wonder 实测：基准成绩强劲，演示表现不一，额度限制影响体验Matthew Berman · Forward FutureMatthew Berman 测试 Meta 模型的浏览器演示，并分析公开的基准成绩、使用方式和成本。
11:11EN
Lex Fridman播客 · 2 人对谈Yann LeCun on Benchmarks, Interactive Environments, and Why Human Intelligence Is Not General嘉宾 Yann Lecun · 主持 Lex FridmanIn a 2019 clip, LeCun defends benchmarks as a test of AI claims, explains why interactive environments break the usual train-test protocol, and argues that "general intelligence" is a misnomer.
14:41ENLex Fridman播客 · 2 人对谈Talking for 20 Minutes: How the Alexa Prize Turns Real Customers into a Testbed for Conversational AI嘉宾 Rohit Prasad · 主持 Lex FridmanRohit Prasad, head scientist of Amazon Alexa, explains the Alexa Prize grand challenge, how it is judged and why true conversation still needs reasoning.