For complex multi-step workflows, Claude Opus 4.7 is a clear step up: plus 14% over Opus 4.6 at fewer tokens and a third of the tool errors. It's the first model to pass our implicit-need tests.
在复杂工作流中实现14%的提升同时减少token使用和工具错误，这表明AI正在变得更加高效和可靠。'implicit-need tests'的通过意味着AI开始理解未明说的需求，这是理解力的重大飞跃。