Marcus 的观察点明了 AI 研究范式的关键转向，关注认知架构和符号推理的开发者值得一读，看看自己是否站在了趋势上。
Gary Marcus 在 X 上发文，感叹整个 AI 领域正朝着他在 2019-2020 年倡导的神经符号与世界模型方向发展，而批评者却声称他“总是错的”。他指出，六年前他的文章《AI 的下一个十年》就以世界（认知）模型为核心，如今这一方向终于迎来时机。Marcus 的言论反映了 AI 研究范式的转变，从纯深度学习向更结构化、可解释的模型演进。
it’s truly astonishing to see the entire field move in the neurosymbolic and world model directions ...
it’s truly astonishing to see the entire field move in the neurosymbolic and world model directions I advocated in 2019 and 2020 and then simultaneously see people claim (invariably without specific evidence) that I am always wrong. Gary Marcus @GaryMarcus six years ago world (cognitive) models were the centerpiece of my essay The Next Decade in AI. their time is finally coming. 🔗 View Quoted Tweet 💬 6 🔄 2 ❤️ 24 👀 3146 📊 6 ⚡