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15 张数据图帮你了解 DeepSeek Harness 昨天 DeepSeek Harness 发布,于是就想着让 Codex 分析一下,找到了一个很好的角度,就是从一些数据上向大家介绍这个产品。 确实也发现了一些很有意思的东西: 插件系统与 Koishi 高度相似: 他们主打的插件系统与 Koishi 的插件平台相似度高达 75%。大概率是整个平台都挪过来了,不知道是不是他们的核心开发者入职了。 大量使用 AI 开发: Codex 命名的主干 PR 达到了 21.2%,分支信息中提到 Codex 的比例有 28.2%。 猜测他们肯定用了 Claude Code 开发,只是删掉了一些 Claude 的痕迹。 参考了大量外部 Agent 项目: 提到最多的外部项目是 Pi,第二多的是 Codex,之后是 Claude Code。甚至直接引用了一些 Pi 的 TypeScript 文件。 高效的代码产出: 整个产品在 GitHub 上有记录的是 65 天,总共的代码产出量是 84 万行,有一万多个 commit,非常高效。 交互入口的演变: 他们曾经押注 TUI,后来改成 Web UI 和 TUI 的双入口,再之后整个删除了所有的 TUI,只留下了 Web UI。 开发与工程规范: 整个项目的测试代码比生产代码多很多,基本上达到了 1:1。 全仓库的 Markdown 文档也非常多,说明他们是基于文档去控制 Harness 开发的。他们有完整的工具和科学模型 schema 共 52 个,但最后只留下了一个,目的是为了减少上下文占用。 社区热度与生态:从昨天发布到现在 20 小时,GitHub 已经涨到了 8 万多的 star,非常快。插件体系标签(DSH plugin)已经有 1425 个项目,但有很多并不是真正的插件,看来有不少蹭热度的。 精选清单收录了 211 个仓库,主要补充的是工具、UI 和运行的一些基础设施,甚至一上来就出现了插件市场和插件管理的插件。 学术论文: 他们顺便发了一篇 88 页的论文,其中 57% 都在做一些形式化的理论推导和展示。论文主要讨论的是插件的热插拔和系统稳定性问题。
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YOUR LAST CHANCE TO GRAB TICKETS! Don’t miss Novelbright’s first ever concert in Singapore - Scream your lungs out to your favourite songs like “Walking with You,” “Tsukimisou,” and “Ai toka Koi toka”!
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Jackson Koivun just won the 3M Open at 21 years old 😯 He is the youngest American to win a PGA TOUR event by multiple shots in 94 years (20-year-old Ralph Guldahl at the Arizona Open by 5 shots in 1932) 😳
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During MLB All-Star Week at the Jennie Finch Classic, we teamed up with @armandhammer, the Official Toothpaste of MLB, asking what makes our athletes show off their pearly whites on the diamond! 😁
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Prime Andre Johnson was a different breed. 😤🏈
古韵浓郁、纹样惊艳、氛围感拉满的菏泽鲁锦,属实让人着迷! #非遗文化 #鲁锦
“We are going to have a multi-racial nation in Singapore. This is not a Malay nation. This is not a Chinese nation. This is not an Indian nation. Everybody will have his place here, equal: language, culture, religion.” — Lee Kuan Yew, August 9, 1965 LKY’s quote echoes Aristotle’s account of the polis as the highest koinonia, or community, formed not by blood or mere aggregation but for the sake of eudaimonia, the good life, through justice as its binding principle and the cultivation of virtue among citizens. A regime, or politeia, endures when it serves the common good rather than faction. Lee took a vulnerable, divided entrepôt and deliberately constructed a modern polis. He rejected ethnic clientelism, imposed equal rules under law, rewarded merit, and built habits of discipline and cohesion so citizens of every background could pursue security and rising prosperity together. He treated nationhood as a fragile achievement that required constant defense against stasis. Aristotle warned that when a politeia no longer aims at eudaimonia for the whole but instead manages competing interests and erodes the civic ethos, it decays into factional strife and eventual collapse. And Lee showed what deliberate counter measures look like in practice. America today is moving toward the condition Aristotle feared and Lee refused to accept. Identity based claims increasingly displace equal rules, merit yields to group outcome, and trust in shared institutions frays. Without a conscious recovery of the principles that once sustained our own politeia, namely justice applied without favor, habits of self-government, and a civic ethos oriented toward the flourishing of citizens as one people rather than rival tribes, America risks the very stasis and hollowing that have undone polities throughout history.
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@Koienjoyswim 饮食结构改变了。比如更少摄入了酒精,糖。
Auburn's Jackson Koivun turning pro after U.S. Open