Toby! (@TobyAtLarge) header
Toby! (@TobyAtLarge) profile picture

engineer & creator, AI x 教育 cofounder 搭建系统: 用同一套工程师方法做很多有趣的东西,AI 工程,播客拆解,小游戏,知识系统 合作: tobyatlarge2

Shanghai
Joined May 2024
Photo by Toby! (@TobyAtLarge)Photo by Toby! (@TobyAtLarge)Photo by Toby! (@TobyAtLarge)Photo by Toby! (@TobyAtLarge)Photo by Toby! (@TobyAtLarge)Photo by Toby! (@TobyAtLarge)Photo by Toby! (@TobyAtLarge)Photo by Toby! (@TobyAtLarge)Photo by Toby! (@TobyAtLarge)
导航贴: 我是 Toby。ML+全栈背景,AI x 教育项目 Cofounder。 1. 如果你关注 AI 产品工程化落地: 我们在国内市场做了一款 16 万+ 注册用户的 AI 教育产品(团队小于 10 人)。我会持续复盘真实的 Token 成本控制、系统架构与创业踩坑。 2. 如果你想要高密度商业与科技认知: 我用自动化代码精炼了 90 期顶级播客(75 小时内容,823 个知识索引),拒绝长音频废话。 完整知识库公开在:tobysguide.com/episodes 3. 如果你想找同频合作与交流: - 团队持续招募优秀的 UIUX 设计师与 AI 工程师 - 坐标上海,欢迎同行约咖啡深聊(微信:tobyatlarge2,烦请备注来意)
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嘉宾阵容看起来好有意思 朋友们下下周深圳见啦o(^▽^)o 好期待哈哈哈
深圳 GEO 大会嘉宾和议程基本都定好了,计划每天介绍一位参会嘉宾,直至大会召开。 姚老师负责介绍 GEO 圈朋友,我负责介绍 AI 圈的朋友,哈哈哈。 今天介绍参会嘉宾 @AAAAAAAJtoy ,她是WaytoAGI 发起人AJ。 WaytoAGI 是国内做的最好的 AI 科普社区,这几年看 AJ 带着一群社区小伙伴,组织了无数有趣的活动。 她精力超旺盛,想法天马行空,常年带降噪耳机 🎧 ,为了随时随地开会。 这次会议她的分享主题: WaytoGrowth 海外营销增长策略。 分享时间是 11.21 日上午,深圳线下见。 更多信息见评论活动官网
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一直很好奇,咸鱼上的低价停车是怎么弄的 居然!是退款积分😂 这羊毛薅的…要认真说的话,是做积分系统的同学,当初system design不过关导致的 不过侧面看,商场报警处理这个事情 那未来咸鱼上的低价停车,可能也要大幅减少了 对商家而言 也未必是件好事吧🤔
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别到时候把人家黄仁勋直接挤兑的举家搬到中国来了😂 那样彻底中美AI竞争一步到位大结局
福克斯已经用间谍来形容夹克黄了,是不是又让我说中了🤣
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找一个周末 远离手机 远离电脑 远离推特和各种AI资讯 可以极大提升幸福感ƪ(˘⌣˘)ʃ 顺便推荐一下嘉兴这个清池温泉 虽然地方小,但房间里有私汤🤫
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很合理的怀疑 正所谓同行之间才是最深沉的仇恨 (见sam和dario) 在美帝 纯种老中和abc之间 其实也有很大的间隙,特别是abc对老中,恨得很 abc其实是一群很可怜的群体 老美把他们当中国人,非我族类 老中把他们当外国人,中文都说不溜 完全的里外不是人 而且属于既没吃上老中的基础教育红利,又吃满了美国的少数族裔歧视(亚裔和白人是一档的待遇,望周知) 属于往上没根,往下没社群的凄惨群体 abc回国也很拧巴,一切都很陌生,尤其是小地方出生的abc,来国内完全等于刘姥姥进大观园,但又觉得不能丢了老美利坚的高贵人设 哎,这拧巴劲,别提了
真不是我怀疑 Cat Wu 这个人 OpenAI 封号事件恰好赶在她入职后 2025 年 7 月,Cat Wu 短暂跳槽到 Cursor,随后 Cursor 开始限制中国地区用户使用 Claude 等模型。 这次她刚跳槽到 OpenAI,OpenAI 就开始出现大规模封号,感觉不像是巧合…有点搞针对的意思。
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闭源模型的稳定性,未来会成为又一大硬伤🤔 对于大部分ai企业来说 api调用的稳定性和质量 = 命根子 如果有得选 谁不希望把命根子放在自己手里呢? 总不能真这么多抖m喜欢被别人捏着命根子吧╮(•́ω•̀)╭
Opus 5.5 turned to absolute garbage today. After using it for 3 weeks nailing everything i threw at it, it can no longer do the most basic tasks. @ClaudeDevs fix this!
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简单说,真的很魔幻 国内是工业电补贴民用电 在美国是民用电补贴工业电… 换谁谁都跳脚啊 数据中心带来了巨大的噪音,更高的水价和电价 虚无缥缈的产业红利和就业红利又惠及不到大部分人 要么政策制定者是傻子 要么政策制定者完全没把普通人当人看
미국 사람들이 데이터센터를 싫어하기 시작한 이유 이번 미국 중간선거에서 의외의 쟁점이 하나 터졌슴다 바로 AI 데이터센터임다 원래 데이터센터는 일자리 생기고 세금 들어오는 시설이라 주마다 서로 유치하려고 했쥬 그런데 이번엔 분위기가 완전 반대였슴다 데이터센터 짓지 말자는 주민투표가 41건 중 40건 통과됐다고 함다 이유는 결국 전기요금임다 AI 돌리는 데 전기를 엄청 먹다 보니 동네 전기요금이 같이 올라버린 거쥬 미국 동부 쪽은 전기요금 오른 이유의 절반 넘게가 데이터센터 때문이라는 분석까지 나왔슴다 그러다 보니 새로 뽑힌 주지사들이 데이터센터 건설을 멈추겠다고 공약했고 미국에 지으려던 데이터센터의 약 40%가 그런 주에 몰려 있다고 함다 빅테크도 급해졌슴다 OpenAI는 데이터센터 전기요금을 전부 자기들이 내겠다고 하고 건설 계획도 공개하겠다고 나섰쥬 한국도 데이터센터 많이 짓겠다고 하는데 전기요금 얘기 나오기 시작하면 비슷한 분위기 될 수도 있겠슴다
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The US🇺🇸 neocon deep state launched the long-planned war on Iran to weaken China🇨🇳…and fatally shot the US empire instead. The plan was to choke off Iranian oil exports to China, and eliminate a core part of China’s Silk Road. With the elimination of the Iranian government and installing of a puppet regime, the plan was to return Iran decisively to its pre-1979 status as a US vassal state. Instead, the fantasies of regime change went up in smoke as the Iranian government became more hardline with the arrival of Mojtaba Khamenei to power. The plan to neutralise Iran, a key part of the Silk Road, has failed, and Russia and China are already planning for the future after war. China simply deployed its massive petroleum reserves, and diversified its supplies, increasing imports from countries like Russia, Iraq, and Brazil. The goal was to put pressure on China’s economy, and instead the US and its European vassals suffer from rising inflation and their governments appear increasingly fragile from the anger of their populations stemming from the rising cost of living. China’s year-on-year inflation after this Epstein coalition disaster? 0.9%. Aside from completely failing to attack China’s economy through Iran, the US has destroyed whatever remained of its soft power. The GCC states are understandably fed up, trying to pull Washington back from the brink of restarting a war they had no interest in and did not ask for. While China brought the gulf region peace and economic development with the Saudi-Iran normalisation agreement in 2023, leading to an era of peace and cooperation, all the US brought the region was chaos, war, and destruction. The rest of the world sees the desperation of Washington’s declining empire; willing to throw the entire world into chaos and economic crisis to try and fail to keep its hegemony together. China is viewed as the source of business, trade, predictable international stability and economic development. The US is viewed as a dangerous, violent rogue state. China continues to ascend, the US empire continues to degenerate into chaos.
Brandon Weichart: ‘China is decisively WINNING the silent race against US🇺🇸. The Iran War has SUPERCHARGED China🇨🇳.’ ‘The Iran war did not hurt China the way that Mar-a-Lago thought it would. The Iran war has supercharged China, and they now have the ability to be self-sufficient in key areas. They now appear to be more attractive, which as trade partners, which is one of the reasons why Latin America has been pivoting for years to China. That’s now, even though there’s this right-wing push in Latin America, you have people like Milei in Argentina, they’re still doing gobs of business with China and they’re not going to stop anytime soon. So China appears as the more stable, rational actor which makes them more appealing for trade. So all of this works in their favour in terms of the sort of the silent race between China and the United States. China is decisively winning.’ Watch the full interview in the quoted post below 👇 @WeTheBrandon
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甚至可以拓展一些讲 所有ai套壳软件,或者说api调用软件 核心的护城河,都是用户 用户对你的认知 用户用你的习惯 以及最重要的 用户的行为数据🤔
腾讯混元负责人姚顺雨一语点破AI大模型真正的护城河! 被清华大学教授问到DeepSeek、Claude、GPT和混元Hy,谁更能留住用户? 他直接说:模型的护城河,第一不在参数,而在稀有的上下文;第二,是你信不信得过它掌握你的数据。 信任+独特场景记忆,才是用户粘性真正的杀器。 #AI #大模型 #姚顺雨 #混元 #DeepSeek #用户粘性 #护城河 #马化腾 #腾讯
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alex wang完全可以算是外行鉴别器🤔 (⁎⁍̴̛ᴗ⁍̴̛⁎)觉得alex wang技术很强的,基本都是看新闻不动脑的,广告说啥就信啥 当然你回过头来,alex的营销能力是厉害的,所以才能和小扎彼此欣赏坠入爱河
从 Meta Superintelligence Labs 工作的朋友那里,听到一些内部八卦。 主角是 @alexandr_wang AI 创始人,二十多岁就成为亿万富翁。2025 年,Meta 豪掷 143 亿美元,买下 Scale AI 49% 的股份,并把 Wang 挖来担任首席 AI 官,负责领导 Meta Superintelligence Labs。 但 Wang 根本就不算AI 科学家,Scale AI 本质上就是一家血汗数据标注公司,靠低薪员工处理数据。 今年 Meta 收购了 Scale AI 49% 的股份,并让他担任首席 AI 官,负责领导 Superintelligence Labs。 他的管理风格相当有争议,作风激进,喜欢在会议上玩权力游戏,设定疯狂的截止日期,把团队逼到精疲力尽,原本的合作氛围也被彻底破坏。 Yann LeCun,这位 AI 元老级首席科学家,如今也得向 Wang 汇报,重大决策基本由 Wang 拍板。 据说有一次会议,LeCun 反对激进计划,强调伦理问题,Wang 却直接回怼: “我们是在打造超级智能,不是在讨论哲学。” 现场气氛一度尴尬,甚至传出 LeCun 可能离职的消息。 Meta 还开出天价,从 OpenAI 挖来了 ChatGPT 核心开发者 Shengjia Zhao。 没想到才过两个月,Zhao 就因为 GPU 资源和奖金分配问题,与管理层产生矛盾,甚至扬言要回 OpenAI。 如今,拿高薪的不开心,拿低薪的更不开心。有些东西,真的不是钱可以买到的。
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敌不动,我不动
CONFIRMED: GPT-6.2 Astra is not releasing until Fable 5.5 is released. AND Fable 5.5 is not releasing until Astra 6.2 is released.
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推上这么多财经大佬,有现身说法的不?
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这么恐怖的吗…五毒俱全???🌚
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资本主义并不傻… 里面精英聪明人多着呢 只是坏😂
이딴식으로 데이터 센터 지어놓고 역풍으로 규제 안 당하는걸 바라는게.이상한거 아니냐.. -_-
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太牛逼了😂 这才是真正的财富密码! 把国内烈士子女被欺负的爽文剧本套到美帝背景 红脖子们看了根本把持不住啊… 正的发邪 而这,我的朋友们,才是真正的财富密码 别惦记推特流量这仨瓜俩枣了😱
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绝区零的卡芙卡实机演示来了 从星铁的12+变到绝区零的16+ 卡芙卡也是被水熊塑炼过了😂… u1s1,脚踩丝线这个设定很酷啊(¯﹃¯)
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大空头喊了这么多年 终于得吃得喝了😂 甲骨文会是新一任的雷曼吗?🤔
Breaking: Michael Burry was right about Oracle • Nov 2: Oracle files to raise $20B in stock and debt to keep funding its Al data centers • Nov 4: Cancels a $7B Al chip lease with Tencent after U.S pressure • Nov 5: Falls 7% as the broader Al infrastructure selloff hits, down 17% in five days • Today: $ORCL down 66% from its record high It’s been 301 days since Burry shorted Oracle and it’s down 43% since
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作为dontbesilent的老牌粉丝 我其实有点难以理解这个做法🤔 有限的收入 vs 无限的交付承诺 1. 考虑到交付承诺(本人 + 无限期),299显然是非常便宜的 2. 但作为引流款,299这个数字本身是贵的,哪怕是在xhs平台 有没有认知高的朋友来教教我(´_ゝ`)
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我至今很难理解 为啥android上的x app不支持定时发帖… 这究竟是pm的懒惰,还是vibe coding的罪过?
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hot take: 虽然现在AI日新月异 但和很多短剧一样 你缺个几集回来,完全可以无缝衔接 没必要fomo
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