許多專家因此分析，德國一貫的典型戰略便是在美中夾擊下尋求平衡：一方面需維持對華經濟聯繫，以緩解國內產業危機與就業壓力；另一方面繼續「去風險」，以防過度依賴中國關鍵供應鏈（如稀土與晶片出口管制）。
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The main lesson I learnt from working on these projects is that agents work best when you have approximate knowledge of many things with enough domain expertise to know what should and should not work. Opus 4.5 is good enough to let me finally do side projects where I know precisely what I want but not necessarily how to implement it. These specific projects aren’t the Next Big Thing™ that justifies the existence of an industry taking billions of dollars in venture capital, but they make my life better and since they are open-sourced, hopefully they make someone else’s life better. However, I still wanted to push agents to do more impactful things in an area that might be more worth it.
val encodedData = UserAccount.ADAPTER.encode(account)，这一点在搜狗输入法2026中也有详细论述