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行情不好,看最近X上很多人吐槽,什么一篇PR只要3U,动不动就是白嫖。 别看X了兄弟们,来看看币安广场 @binance 吧,内容挖矿又又又升级了! 以前在广场挣钱靠什么?全看读者有没有顺着帖子里挂的币去下单,写得再用心,没人交易也白搭。 现在帖子能引来真讨论,每周就能分一份互动奖励金, 交易返佣 20% 照拿,开直播冲进周榜前 30,总佣金直接 50%。 更良心的是刷量一律不算,互赞群、小号、脚本统统作废,等于给认真写的人兜了底。 认证完发一篇自动记入收益,不用报名,每周的 USDC 直接打进现货账户。 熊市不用靠喊单,认真创作就有奖励! 感谢一姐 @heyibinance 和表哥 @cz_binance , 杰尼君今晚也去开个播,冲一把周榜!🫡
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The spy hoax flopped. So they pulled a new rabbit out of the hat. Right when people finally started seeing the witch hunt against Jensen Huang for what it is— right when the sympathy turned— the Ivy League spin doctors ran the same play again. Same quiet weekend. Same meaningless signature stunt. Same goal: kill the heat and let Anthropic (@AnthropicAI) walk away clean. Please. I could sign Putin and Kim Jong Un onto that standwithjensen list myself. And you know what hurts? It worked. Again. I'm nobody. No clout. No machine. No PR firm. But I have a conscience. And my money goes where my conscience goes. Zero shares. Zero derivatives. Zero exposure. Not me. Not anything I own. Not a dime for $ANT.
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『日本直販 AI CM AWARD カニのCMコンテスト』への応募用に制作したCM第5弾です🙌🏻 作品タイトル:推しガニ。〜推せる太さ〜 ぜひ最後までご視聴ください〜!😌✨ 紹介用50%OFFコード:CRAB5979 対象商品・利用条件・購入: 主催:AILand Studio @AILAND_STUDIO @nichoku_jp #PR# #日本直販AICMアワード#
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🔥 太实用了,Plannotator 能让你像改作业一样,在浏览器里直接圈改 AI agent 写的计划和代码,批注一键送回给 agent。 Plannotator 上过 GitHub 热榜,已经 1 万+ star,11 月 10 日到 13 日四天连发了四个版本。 用 Claude Code 这类 agent 干活,最磨人的是审计划:它甩出一大段方案,你只能在终端里打字回「第三步不对,第五步换个思路」,来回几轮上下文就乱了。 Plannotator 把计划、规格文档、HTML 和代码 diff 都打开成一个本地网页,哪句不对就选中哪句写批注,改完一键送回,agent 拿到的是逐条定位好的反馈。审代码也一样,本地改动和 GitHub、GitLab 上的 PR 都能看。 它支持 Claude Code、Codex、Gemini CLI、OpenCode 等一串 agent。新加的 Inbox 还能让 agent 主动把问题和文件丢给你,你回复后答案会回到提问的那个会话。不收集遥测,计划、批注和历史默认都存在本地。同名组织下还有个终端版 plannotator-tui,不想开浏览器也能批。 盯 agent 干活,总算有了一支红笔。 GitHub:
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My first merge ever 👉🏼👈🏼 A year ago I didn’t even know what "PR" meant. Today something I built is part of the Hermes ecosystem, and it’s the first code I’ve ever submitted anywhere. As an engineering dropout, it blows my mind. It might not mean much to the average dev, but for a meat proxy like me, it’s a huge deal. Thank you @Teknium, @witcheer and the @NousResearch team for the Hackathon and for the incredible community you’ve built around your mission. Fuck tyrants. Open source will win 🪽
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操你妈个傻逼,为了流量脸都不要了? 我们一两个月前测试出来 sub2api 的漏洞第一时间和作者沟通,并且提了 PR 修复漏洞 现在到处瞎说我们拿这个漏洞打猎 搞得我们开发者天天被人肉 是人吗你?
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if you want to automerge thousands of pull requests , this is how she does it (via @poteto). 809 in june. 10,926 in october. merged prs a month that touch the grok bot team's code. i went through her posts and put the setup in one place. every pr still gets an agentic risk review plus bugbot. low- and medium-risk ones automerge. only higher-risk ones get a person. day to day, in her words, it's just grok bot and cursor projects. she used to have more cursor automations and replaced them with slack bots that have routines. she works on many streams in parallel with pstack: perf, bug fixes, agent-friendly refactors, her own skills, features, ui polish, the harness, release and observability. not from sitting in a review inbox. she's said the speed gains come from parallelizing. a single chat can take longer because of verification. she handholds it less, so she can run several large projects at once. the real setup is in the codebase and the checks around it. she treats the codebase as memory. every agent mistake needs to turn into a constraint. her team built their own framework for grok bot so some anti-patterns become hard to write at all. agents have to verify their own work. they run the app, and can sometimes model it in tla+. they produce screenshots or video that are easier to check than the whole pr. formal verification skills and ordinary run-and-debug skills work together. she calls this an inverse pyramid. push as much as you can into determinism (fuzzing, property tests, formal and runtime verification, stricter languages) instead of spinning up more agent swarms. in her oct 6 post, she tells sandcastle, a grok team bot, to cut. it runs a buildkite dry run, dms every pr author (they can object), kicks the build, and watches it. then it starts a fuzz swarm: usually 10+ agents on grok 4.7 xhigh, some directed, some chaos monkey, using their verification skills and feature map. when something is high priority, she tells sandcastle to @ mention poteto, her engineer bot, which then spins up a cursor project to triage and fix. her team ships a new stable version of the client at least once a day. that's a lot of machinery under "just grok bot and cursor projects."
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牛逼, 我 Tibo 哥又更新了, OpenAI今天正式放出两个新工具,都在 Daybreak计划里: •Defense Factory(防御工厂):AI代理直接扫你的代码库,找到漏洞后自动调查、验证,然后直接给你写好补丁,生成可以直接合并的PR(带测试)。工程师只要审核一下就行,不用自己从头修。 •Red Team(红队):一群AI代理组成“自动化红队”,能对你的Web应用做超大规模持续渗透测试,验证漏洞报告,再回头验证你修的补丁到底管不管用。相当于有一支永不休息的黑客团队在帮你打自己。 核心就是:以前找漏洞、修漏洞、做渗透测试都靠人,现在AI代理能端到端跑通,速度快到传统安全团队跟不上。
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SpaceX团队一个月上线1.1万个PR,大部分不用人看
2026硅谷AIE大会判断2:代码不用人看,靠确定性检查而不是人审 SpaceX Superintelligence 的 Lauren Tan,上个月带着 agent,往生产环境上线了三千个 PR。 回滚率,只有百分之零点五左右。 敢不看就合并,不是更信 agent,是把信任写进了检查。 三件事:纠正一次,多一条检查;只看回执,不看故事;放权按战绩。最后,一件还没解决的。 配音与动画由 AI 生成。
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