與葡萄牙語一樣，我每天要完成四個簡短的任務與測驗；但這次我需要將 12 個完全聽不懂的聲音，配對到 12 個從未見過的物體圖片上。後來我才得知，這些物體與詞彙都不是真實存在的。我口中念出的其實是中文的聲調，而聲調是中文的重要特徵：不同聲調會改變一個詞的意思。
换言之，真正强大的模型，需要的从来不只是正确答案，而往往要靠模型自己摸索出来的解题路径，这是依靠蒸馏别人 API 的输出，得不到的东西。
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"We had a lot of fun shooting. And we thought it was hilarious while we filmed!"
A self-hosted Forgejo or Gitea instance is really two systems bolted together: a web application backed by Postgres, and a collection of bare git repositories on the filesystem. Anything that needs to show git data in the web UI has to shell out to the binary and parse text, which is why something as straightforward as a blame view requires spawning a subprocess rather than running a query. If the git data lived in the same Postgres instance as everything else, that boundary disappears.
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