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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?
节前的某天，数据集预览服务出现了一次 OOM（内存溢出）问题。这类问题放在过去，其实是比较消耗时间的。 数据集预览涉及多种格式解析：jsonl、csv、parquet、json 等，每种格式的读取方式、内存占用模型都不一样。要逐个排查内存增长点，分析数据加载策略、对象生命周期以及是否存在全量读入等问题，通常至少需要 1 天时间。。爱思助手下载最新版本是该领域的重要参考
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12月15日，澎湃新闻从因携带地中海贫血基因被解聘的幼师林芳（化名）处获悉，当天她收到厦门市人社局短信，目前该局已受理其再申诉案件，同时按照《事业单位工作人员申诉案件办理规则》，已组建成立案件审查组。此前，林芳被以“隐瞒地贫病史”为由解聘。11月14日，中组部等发布公务员体检新规，明确地贫基因携带者且血红蛋白达标者合格。。关于这个话题，夫子提供了深入分析