“冰上划龙舟的重点是听鼓点、齐发力，鼓手是全队的灵魂。”冰上龙舟队队员刘慧兴致十足，“团队要同时发力，一个人慢半拍，龙舟就可能偏离赛道。”
The real annoying thing about Opus 4.6/Codex 5.3 is that it’s impossible to publicly say “Opus 4.5 (and the models that came after it) are an order of magnitude better than coding LLMs released just months before it” without sounding like an AI hype booster clickbaiting, but it’s the counterintuitive truth to my personal frustration. I have been trying to break this damn model by giving it complex tasks that would take me months to do by myself despite my coding pedigree but Opus and Codex keep doing them correctly. On Hacker News I was accused of said clickbaiting when making a similar statement with accusations of “I haven’t had success with Opus 4.5 so you must be lying.” The remedy to this skepticism is to provide more evidence in addition to greater checks and balances, but what can you do if people refuse to believe your evidence?
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选工具之前，先搞明白一个问题：这些模型都能写代码，到底差在哪？
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