从最终效果来看，这类 Expert 和传统 Agent 最大的区别在于，它从边聊天边拼凑，转成了沿着一条完整生产流程在推进，结果的稳定性和完成度明显更高。
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The company’s gross margin has consistently been below the industry average, dropping to 23% in 2024 and then recovering to 24.7% in the first three quarters of 2025—still far below the 28%–32% level of leading players. Raw material costs accounted for as much as 87.5%, and rapid expense growth further squeezed profit margins. Overall, the company’s scale advantage stands out, but its earnings are not sufficiently stable. Growth remains primarily driven by store count, and operating efficiency urgently needs improvement.
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In Sacramento, letters supporting legislation should include a statement of support in the subject line. If you do not have a clear subject line, then even if you're Anthropic, the California Governor's staffers won't sort it into the category of letters in support, even if there's a mildly positive opinion on a bill inside the letter.
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