Instruct Opus to minimize differences between agentic implementation and known good implementation without causing more than a 5% speed regression on any benchmarks
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最后，智能体还需要有很强的可靠性、可控性，才能规模化的带来价值。这既体现在智能体能否稳定、鲁棒地完成任务，也体现在其行为是否始终与人类的真实意图与价值观保持一致。在《2001：太空漫游》中，AI为完成任务选择牺牲人类乘员，正是目标函数与人类价值未能有效对齐的极端后果。随着智能体智能水平与自主性的提升，这类对齐失败带来的风险可能会被进一步放大。
Despite its intriguing (and salacious) hook, as well as strong performances from its three leads, DTF St. Louis risks fizzling like its characters' unsatisfying marriages. From dragging out its central investigation to almost repeating scenes word for word, the show's non-chronological storytelling too often feels like it's spinning its wheels. — B.E.