丹·麦卡蒂尔
立场时间线 5 条 · 5 个议题
同一议题按时间排列，说法变化一目了然。
智能体2025年末可用性提升并非某个模型突然变强，而是模型能力曲线与框架需求曲线在恰当时机相交的结果
““到底发生了什么？”的答案不完全在于模型权重，而在于围绕权重发展起来的整个系统。"The answer to 'What happened?' isn't solely in the model weights. It's in the system that grew up around the weights."”
来源访谈 →框架对智能体实际表现影响巨大，同一模型在不同框架下完成相同任务可产生23.8分的分数差距
“Harness-Bench用同一个模型在不同框架下完成相同的106项任务，分数从52.4到76.2不等：在模型本身毫无变化的情况下，产生了23.8分的差距。"Harness-Bench ran the same model over the same 106 tasks in different harnesses, and scores ranged from 52.4 to 76.2: a 23.8-point spread with zero change to the model."”
来源访谈 →框架能力正通过训练被吸收进模型权重，形成“训练-吸收-精简”循环，删除与吸收过程结束后剩下的是权限、身份、信任等以人类为中心的能力
““模型权重接下来会吸收什么？……在这个删除和吸收过程结束后，剩下的是以人类为中心的智能体能力。比如权限、身份、信任和可解释性。”"What do the model weights absorb next? ... What's left at the end of this deletion and absorption process are the human-centric agent capabilities. Things like permissions, identity, trust and legability."”
来源访谈 →当模型吸收完所有面向计算机的能力后，剩余的框架将专注于管理人类注意力，成为模型与操作它的人类之间的核心接口
““框架变成了模型与我们人类注意力之间的接口。它成了‘注意力接口’。”"The harness becomes the model's interface to our human attention. It becomes the attention-interface."”
来源访谈 →在模型和算力变得丰裕之后，团队同步的人类注意力成为唯一根本稀缺的资源，新挑战将从“如何让模型工作”转向“如何让人类高效监督和指导模型工作”
““唯一真正稀缺的东西，是我团队同步的人类注意力。”"The only fundamentally scarce thing is the synchronous human attention of my team."”
来源访谈 →金句墙 5 条
“The answer to 'What happened?' isn't solely in the model weights. It's in the system that grew up around the weights.”
“到底发生了什么？”的答案不完全在于模型权重，而在于围绕权重发展起来的整个系统。
Agent框架演变：从模型包裹到人类注意力接口 · 2026/8/22“Harness-Bench ran the same model over the same 106 tasks in different harnesses, and scores ranged from 52.4 to 76.2: a 23.8-point spread with zero change to the model.”
Harness-Bench用同一个模型在不同框架下完成相同的106项任务，分数从52.4到76.2不等：在模型本身毫无变化的情况下，产生了23.8分的差距。
Agent框架演变：从模型包裹到人类注意力接口 · 2026/8/22“The only fundamentally scarce thing is the synchronous human attention of my team.”
“唯一真正稀缺的东西，是我团队同步的人类注意力。”
Agent框架演变：从模型包裹到人类注意力接口 · 2026/8/22“What do the model weights absorb next? ... What's left at the end of this deletion and absorption process are the human-centric agent capabilities. Things like permissions, identity, trust and legibility.”
“模型权重接下来会吸收什么？……在这个删除和吸收过程结束后，剩下的是以人类为中心的智能体能力。比如权限、身份、信任和可解释性。”
Agent框架演变：从模型包裹到人类注意力接口 · 2026/8/22“The harness becomes the model's interface to our human attention. It becomes the attention-interface.”
“框架变成了模型与我们人类注意力之间的接口。它成了‘注意力接口’。”
Agent框架演变：从模型包裹到人类注意力接口 · 2026/8/22