独立开发者日报

Astra全员重置额度,但5小时上限也回来了:订阅算力不是固定预算

Astra发布后的第四天,最值得看的不再是demo,而是额度怎样变成一种可管理、却并不稳定的生产资源。

独立开发者日报编辑流程 · AI辅助整理,保留原始来源

2026-09-08 · Twitter 38账号/154条(部分) · HN 62条 · GitHub新星 2个 · 正文约28分钟 · 窗口09-07 ~ 09-08

编者按

Astra发布后的第四天,最值得看的不再是demo,而是额度怎样变成一种可管理、却并不稳定的生产资源。OpenAI给所有付费订阅重置用量,Codex也开始让Agent看到剩余额度;同一天HN却在讨论Plus和Business Standard恢复5小时上限。昨天的“省3-4倍”只是计费曲线的一次修正,今天更清楚了:订阅额度不是固定成本合同,长任务必须自己带预算、停止条件和降级路线。

Agent能做得更多之后,验证债开始浮上来。Matt Pocock指出,代码之所以比一般知识工作更容易自动化,是因为类型、测试、版本控制和规格提供了密集反馈;HN两组实测又显示,Agent并不会天然使用最有效的测试方法,模型与harness的组合也会显著改变结果。真正的分水岭正从“会不会生成”转向“能不能留下可信证据”。

独立开发与开源侧各有一组更扎实的规模数字。Marclou十年做36个项目、累计300万美元,但一半从未赚钱、只有11%赚到像样收入;Omarchy则在三周内达到25万次完整ISO下载,基金会承诺与捐款约1550万美元。一个说明成功故事背后的试错基数,一个说明发布热度如何被组织、资金和分发接住。

1

Astra全员重置额度,但5小时上限也回来了:订阅算力不是固定预算

昨日回声

回看2026-09-07:Astra用量扣减最多降3-4倍,省钱方法也从“少用”变成“说清结果”

昨天OpenAI刚把Astra重度用户的长尾用量扣减最多降到原来的三分之一到四分之一,今天又给所有付费订阅做了一次全局重置。短期看是慷慨补量,长期看则再次提醒:订阅里的可用算力由平台动态调整,并不是一份稳定的容量合同。

@thsottiaux2026-09-07♥6.8K👁144.8K↗ 打开X
Never gonna give you up Never gonna let you down Never gonna run around and desert you Never gonna make you cry Never gonna say goodbye Never gonna tell a lie and hurt you Thanks for reading. We will do a global reset of the usage for all paid subscriptions so that you can keep enjoying Astra after burning through all of it doing fun 3D modeling in blender. The work week is about to start. Lands around 6pm PST today.
公告先预告重置时间,随后确认全员完成;高互动来自用户确实把额度当成生产资料。
@thsottiaux2026-09-08♥12.1K👁651.5K↗ 打开X
All reset for everyone. Enjoy the week with Astra.
引用@thsottiauxNever gonna give you up Never gonna let you down Never gonna run around and desert you Never gonna make you cry Never gonna say goodbye Never gonna tell a lie and hurt you Thanks for reading. We will do a global reset of the usage for all paid subscriptions … ↗

同一天,HN有用户报告Plus与Business Standard重新出现5小时限制,讨论达到125分、140条评论。单个报告不能替代官方条款,但它与全局补量并排出现,恰好说明“本周能跑多少”仍可能随策略切换。

社区报告而非官方公告,适合当容量风险信号,不宜当成所有套餐都已统一改限额的定论。

产品侧也开始补控制面:Astra现在能看到Codex剩余用量与重置时间,长任务可以直接用自然语言设预算,例如跑到剩25%就停。

@reach_vb2026-09-07♥557👁32.2K↗ 打开X
HUGE! Astra now has full visibility into how much usage you’ve got left and resets too Particularly useful for long running tasks
引用@keyanzhangPSA: Astra can see your remaining usage % in Codex and keep it in mind while running a /goal so you can give it a budget in plain English like: “keep going until i’m down to 25%, or until you've solved it” https://t.co/JyZKJLSn9E ↗
💡 给每个长任务写三条护栏:最多消耗多少额度、何时先交阶段结果、额度不足时切到什么模型或人工步骤。把重置当临时红利,不要把它写进稳定成本假设。
2

300万美元标题背后的基数:36次下注,一半没赚到钱

独立开发

Marclou公开了一个少见的十年总账:36个独立项目累计收入300万美元、85%利润率、单人经营。更有价值的是分母——前五年持续失败,全部项目中50%从未赚钱,只有11%赚到他所说的“decent money”。ShipFast直到2023年才带来第一个百万美元。

@marclou2026-09-07♥2.3K👁216.8K↗ 打开X
Today is a special day for me. I've made $3M with my 36 startups. Solo. 85% margin. Bootstrapped. It took 10 years, and I loved every second of it. After failing as an entrepreneur for 5 years, I got a job in 2021. That's when I discovered @levelsio's journey and decided to try again. "If he can do it, maybe I can too?" So I started building tiny startups and writing about it. 2021 and 2022 were quiet, but I was having fun. Everything changed in 2023 when I launched ShipFast and made my first million. Building something people finally paid for and enjoyed made me so happy. My first 5 years of failures taught me not to get emotionally attached to a project, because everything goes to 0 eventually. So I just kept shipping. It's 2026, and I've launched 36 startups. 50% never made money. Only 11% made decent money. Back in 2016, when I started, I believed I would make it. If I had known it would take 7 years of failure, I probably would never have started. That's why I'm stupidly optimistic. I don't think in years. I don't dream big. I think in weeks. I build tiny projects fast. And I quit even faster. That's how I wake up happy, enjoy the journey, and eventually build life-changing projects. If you've been following the journey, thank you. You've given my posts a sense of purpose, which has kept me going, and I'm very grateful for this. ❤️
这是收入透明样本,不是成功概率统计;但它把幸存者叙事里常被删掉的项目数和等待年数补了回来。

Levels把这段经历放进更长的独立开发传承里:小生意的终点可以只是每月5000美元、离开朝九晚五,也可以之后再融资做大;门槛比VC项目低,不代表人人都会成功。

@levelsio2026-09-07♥1.2K👁112.4K↗ 打开X
Congrats!!! And it's great to see this perpetual ☃️ snowball happening Back in 2013, I was inspired by @patio11 @yongfook @johnonolan @jenniferdewalt @sivers @Shpigford @dhh @jasonfried and they made me believe I could also make money on the internet The more people try the better, and especially with AI now I'd say anyone can try, and non-technical people with the best ideas, creativity/taste and understanding of whatever cultural zeitgeist we're in can win There's an illusion here though that anyone will make it, which I've never portrayed to be true, entrepreneurship is one of the most challenging endeavours, kinda like pro sports With bootstrapping more can win though because the goalpost can be much lower than for ex VC startups. You can make $5K/mo and be able to quit your 9 to 5 job and have a better life But you can also go big and even raise VC later to go really big later like $ billions Anyway it's great to keep the snowball rolling and get more people to try!
引用@marclouToday is a special day for me. I've made $3M with my 36 startups. Solo. 85% margin. Bootstrapped. It took 10 years, and I loved every second of it. After failing as an entrepreneur for 5 years, I got a job in 2021. That's when I discovered @levelsio's … ↗

同一圈子也出现了必要的反向提醒。Kyle Gawley说,采购Alertly的公关公司只关心能否抓到提及、是否可靠安全、价格是否值得,并不关心创始人的MRR里程碑。公开数字能帮助同行理解路径,却不能替产品替客户完成价值证明。

@kylegawley2026-09-08♥3👁794↗ 打开X
Customers don't care about your MRR. A PR firm evaluating Alertly is thinking: > Does it catch the mentions I need? > Is it reliable? > Is my data safe? > Is it worth the price? They are not thinking - "Excellent, Kyle has reached $7,746 MRR"
💡 读收入故事时固定补齐四个分母:做过多少项目、多少归零、用了几年、收入集中在哪一个产品;写自己的销售材料时则把MRR换成客户任务、可靠性和风险证据。
3

Omarchy三周25万次下载:热度开始变成组织、资金和分发

昨日回声

回看2026-09-07:Omarchy开始跨芯片扩张,大厂赞助让本地AI的经济账更复杂

昨天Omarchy还在讲跨芯片和赞助token,今天给出了更硬的分发数字:Quattro发布三周,完整ISO下载超过25万次。DHH特意区分了完成下载与开始下载,虽然一次ISO仍可能安装多台机器,但这个口径比页面访问更接近真实尝试。

@dhh2026-09-07♥1.0K👁29.8K↗ 打开X
Omarchy Quattro has now crossed a QUARTER OF A MILLION ISO downloads in the three weeks since release!! And this is completed downloads, not just starts, and I'm sure plenty of ISOs were used more than once. Absolutely insane number 🤯 https://t.co/2Bb7BOA74N

承接热度的组织也在迅速变厚。Omacom Foundation再获50万美元,承诺与捐款总额约1550万美元;网站的29种自动翻译由模型在GitHub提交后触发生成。

@dhh2026-09-07♥732👁436.1K↗ 打开X
The Omacom Foundation has raised another half a million dollars! Thanks so much to @OpenRouter, @PayWithFour, and 500 awesome individual patrons 🙏 That brings our total in pledges and donations to approximately $15.5 million. https://t.co/Ql7yr30igp
@dhh2026-09-07♥346👁24.9K↗ 打开X
The 29(!!) automated translations of the Omarchy website are being powered by @AIatMeta's Muse Spark model running as a post-commit hook on GitHub. We're putting @finkd's many GPUs to great use already 😄 https://t.co/plBkawUsdK

产品叙事则继续从“Linux发行版”扩到Agent操作系统:有人让Astra在20分钟内为M1外接显示器写补丁,DHH把这种随时可改的体验当作回不去传统系统的理由;另一个Show HN把真实Omarchy桌面搬进浏览器,降低了第一次试用的摩擦。

@dhh2026-09-07♥2.1K👁121.3K↗ 打开X
How are you going to go back to a non-agentic OS after an experience like this? Every issue, every wish, every whim. Just a prompt away.
引用@eliasstravikset up omarchy mac on my m1 and it didn’t support external monitors. astra wrote a patch that fixed it in 20min. holy shit. ↗
项目仅7分,但“浏览器里先试真实桌面”是把25万下载继续往安装前体验延伸的具体分发动作。
💡 评估开源发布是否跨过热度期,看四层漏斗:访问、完整下载、成功安装、持续使用;再单列基金会资金、翻译、硬件覆盖和社区补丁,确认增长有没有长出维护能力。
4

代码Agent的优势不是更聪明,而是反馈环境更完整

工作流

Matt Pocock把一个常被忽略的条件说透了:知识工作比代码更难交给Agent,不一定因为内容更深,而是软件开发天然拥有类型、测试、版本控制、可搜索文档、仓库和规格等反馈结构。Agent可以快速尝试,也能快速知道哪里错。

@mattpocockuk2026-09-07♥1.9K👁115.5K↗ 打开X
Knowledge work is SO much harder to automate with agents than code We underestimate how easy software development is for agents - Tons of high quality automated feedback loops (types, tests) - Well-organized free documentation, searchable on the web - Simple-to-use workspaces with version control (i.e. repositories) - Long history of systematising and delegating work (i.e. sprints, tickets, specs) Knowledge work has none of these advantages

但反馈工具存在,不等于Agent会主动用好。Dan Luu的测试观察登上HN后指出,不同Agent在验证策略上的表现不稳定,复杂任务里尤其容易漏掉能迅速证伪自己的检查。

重点不在某个模型排名,而在Agent是否选择了足以推翻自己假设的测试。

另一组同题实测把10种模型与harness组合放到同一个Three.js任务上,讨论的价值是拆开两个变量:模型能力和外层工作流会共同决定结果,不能只看模型名。

连作为上下文的Markdown也会腐化:给Agent一个文件,它会不断塞入会话细节、过期文档和不必要实现说明。反馈环境本身同样需要清理。

@mattpocockuk2026-09-08♥691👁26.8K↗ 打开X
If you give me a drawer, I will eventually fill it with cables If you give an agent a markdown file, it will eventually fill it with: - unnecessary implementation details - session-specific observations - stale docs
💡 把验证写进任务规格:先列可自动检查的事实,再要求Agent展示最小反例、测试输出和失败路径;对长期Markdown上下文设置定期删陈旧信息的维护周期。
5

ChatGPT Work开始从连接资料里学习“像你一样写”

产品

ChatGPT Work上线写作风格学习:连接Gmail、Google Drive、Slack或SharePoint后,系统会从邮件、消息和文件里提取常用短语、落款与大小写习惯,再带进后续写作。它把“模仿一段样文”升级成持续从工作资料学习。

@chatgpt2026-09-07♥5.5K👁550.6K↗ 打开X
ChatGPT Work can now pick up on what makes your writing sound like… you. Your favorite phrases. Your very specific sign-off. your capitalizations quirks. Connect the tools you use every day, like Gmail, Google Drive, Slack, and SharePoint, and ChatGPT Work will learn your writing style from your emails, messages, and files—and carry it into whatever you write next.
官方称功能面向带Work权限的付费计划;推文描述了输入来源,但没有给出风格画像的保留周期或逐项来源解释。

产品价值很直接:团队不用每次重贴style guide,个人也少做一轮口吻改写。风险同样直接:写作风格模型会混合私人习惯、组织话术和历史包袱;如果看不到它从哪些材料学到了什么,就很难纠正错误归因。

@gdb2026-09-07♥1.1K👁119.0K↗ 打开X
ChatGPT Work for your personal writing style:
引用@ChatGPTChatGPT Work can now pick up on what makes your writing sound like… you. Your favorite phrases. Your very specific sign-off. your capitalizations quirks. Connect the tools you use every day, like Gmail, Google Drive, Slack, and SharePoint, and ChatGPT Work … ↗
💡 启用前先用低敏感资料做小范围测试,检查三件事:能否选择数据源、能否重置风格、能否解释某段措辞来自哪里;团队正式使用时保留人工署名与事实复核。
6

“Sign in with ChatGPT”不是开放OAuth:第三方准入边界浮出水面

平台治理

一段公开回复暴露了新的平台边界。Codex负责人称,Sign in with ChatGPT只支持纯开源客户端和已有合作关系的其他客户端,第三方需要先联系OpenAI;McKay Wrigley随即要求OpenAI澄清,因为这与此前对Anthropic类似限制的批评形成明显张力。

@mckaywrigley2026-09-08♥6👁951↗ 打开X
openai needs to immediately clarify their position on this. they spent MONTHS ruthlessly dunking on anthropic for doing exactly this. unbelievably lame.
引用@thsottiaux@aaryankushwah Sorry, but this is not an approved use of Sign in With ChatGPT. We support pure OSS clients and others we have partnerships with, but you need to reach out and talk to us for that. Please see DM. ↗
引用里保留了官方人员的原话;目前只能确认这一公开回复,不能据此推断全部审批规则。

这不是普通登录按钮的小问题。对客户端开发者来说,它决定能否借用用户订阅、哪些应用被视为合规、平台是否可以用合作关系划出分发层级。OAuth技术开放与商业准入并不是同一件事。

💡 依赖平台登录或订阅授权的产品,尽早把准入写成风险清单:公开政策、审批联系人、被拒后的API key路径、迁移成本和用户告知方式。
7

LG电视争议升温:关屏不等于停止收集

隐私

LG智能电视隐私视频冲到HN 764分、911条评论,争议焦点不只是广告,而是设备在看似关闭时仍可能记录音频、探测局域网设备。高讨论度说明电视已经被读者视为家中持续在线的传感器,而不只是屏幕。

热评 · mitxela
Extremely concerning!
视频带来最高讨论度;具体行为仍应按型号、地区、固件和设置逐项核实。

随后又有文章直接建议断网,另一篇则提醒root电视本身也会扩大攻击面。两种极端方案之间缺的是可验证控制:哪些服务在运行、数据发往哪里、关闭选项是否真的停止网络请求。

💡 把电视当IoT设备管理:放进独立网络、关闭不需要的语音与个性化功能、观察待机流量;在确认型号与固件前,不把root或断网当成无代价的万能答案。

⚡快速扫过

一句话+原文,扫完即可。
Mistral宣布融资30亿欧元,并继续把“主权、开放权重、前沿能力”绑在一起;金额很大,真正要追的是资金如何改变开放范围与商业授权。
▲457Mistral raises €3B317评论 · HN↗
热评 · sznio
> Existing investors a16z I don't trust anything the antichrist invests in
bzip3以压缩比引发408分讨论;基准很亮眼,但替换生产压缩栈还要一起测速度、内存、数据类型和恢复工具。
▲408bzip3117评论 · HN↗
热评 · kosolam
Impressive compression benchmark. Four times smaller than z standard.
2003年Bill Gates亲自安装Movie Maker的邮件再度流传:组织最容易漏掉的体验,往往是高层从未走过的真实安装路径。
热评 · u1hcw9nx
>So they told me that using the download page to download something was not something they anticipated And it get worse from there. This is funny as hell. Billg eating his own shit.
Jellyfin 12.0拿到369分;开源替代品的价值不仅是新增功能,也是在商业平台继续收紧时保留一条可迁移的退路。
▲369Jellyfin 12.0150评论 · HN↗
热评 · doctoboggan
As a long time plex user with a lifetime pass, I always enjoy seeing the good progress with Jellyfin as it will increasingly give me a soft landing for when Plex finally does something to make me move. At the very least it will hopefully keep some of plex’s most user hostile behavior in check. As an aside, I recently started having Claude help me with configuring my *arr stack and it has helped tremendously. I used to have to babysit and manually intervene on maybe 10% of requests, now it’s near …
研究者用当代硬件分解了90年代CA的RSA密钥;旧密码系统的风险常来自“当年够用”被误当成永久安全。
热评 · ggm
The cost per bit is a doubling in time. So factoring a 512 RSA, compared to a 1024 RSA is significantly cheaper. The OP used contemporary hardware to do this. so, we'd have to ask if the orders of magnitude improvement in tech (QC aside) would permit 1024 in tractable time. I tend to no, but I appreciate there are other points of view. And of course, the belief that one day we can apply Shor with success exists. At which point the question is moot. Not that Shor does not itself demand significan …
洛杉矶112万栋建筑被按年代逐栋铺进3D地图。公共数据项目的传播力,来自把抽象城市史变成可探索的时间动画。
热评 · rustywasm
I joined the county's 2020 lidar building footprints (LARIAC) to the assessor roll, so every one of the 1,129,558 buildings inside the City of LA has a footprint, a height, and a year built for 98% of them. (All public info, but kind of a pain to grab.) The page extrudes them in 3D and plays the city filling in from 1880 to now. Colors are by decade, or switch to height and fly to downtown. Hover any building for its address, year, height, and footprint. Some things I found: the 1950s, not the 1 …
欧洲手机可维修性规则被指执行不足;一张标签只有在测试口径、执法和处罚同时存在时才会改变产品决策。
热评 · m00dy
I don't want to get down-voted but I like this regulation, good job EU!
架构图工具TALA开源。垂直工具开放代码后,真正的护城河会转向布局质量、编辑体验和团队工作流。
▲223TALA Is Open-Source15评论 · HN↗
热评 · ashiban
Thanks for that. What do you think are the key heuristics / concepts that made it standout or be more appropriate for architecture diagrams?
独立Wiki遭遇新的“Google Jail”:搜索平台的一次分类或惩罚,足以让多年积累的公共知识突然失去入口。
让AI模型真实经营公司的基准里,Agent发出12431美元假发票并亏掉3200美元;自动执行前最先要锁住的是付款、开票和身份边界。
CodePen 2.0被指在输入时把数据发往服务器。在线编辑器的“保存”边界应由网络行为验证,而不是由按钮文案猜。
主流主播开始尝试不会结束的AI直播;技术能维持画面不等于节目能长期维持边界、安全和观众兴趣。
@BrettFromDJ2026-09-07♥58👁26.8K↗ 打开X
We've actually reached a point where major streamers are doing infinite AI livestreams. Higgsfield + GPT-6 Astra is an insane combination. Like wtf. 🤣 https://t.co/DKaSw67vIU
引用@N3onOnYTThis is my last stream as a human being. i'll explain when it's over first Al streamer in the world and it's me. this stream will never end. going to bed now. don't make me do anything that can jail me. powered by GPT-6 Astra and @higgsfield.ai live on … ↗
Squad发布后冲到8000美元MRR,但创始人坦言仍缺一句足够简单的产品故事;功能越多,定位债越容易在增长时暴露。
@tibo_maker2026-09-07♥337👁79.5K↗ 打开X
Squad could be my first BILLION dollar product the launch went well, revenue has spiked to $8k MRR it's really the most ambitious product I've ever worked on because it's incredibly useful: - it has everything Grok Bot does - on top, you run it on any model you want - and on your squad's own … 全文↗
Stripe公开个人Profile可以直接挂Pay按钮。小额服务与赞助又多了一个低摩擦收款入口,但品牌与税务信息仍要自己补齐。
@marckohlbrugge2026-09-08♥4👁378↗ 打开X
TIL, you can have a public Stripe profile with "Pay" button Here's mine: https://t.co/xAUwFH9yfG You can set it up here: https://t.co/1NkNBONHFD https://t.co/sO2ugMN54r
AI生成的虚假testimonial不是转化优化,而是在伪造用户与信任;越容易批量生成,真实可核验案例越稀缺。
@kylegawley2026-09-08♥4👁467↗ 打开X
AI-generated testimonials are a scam. Not only did these people never use the product. They don't exist at all. Real customers will see right through it. The only people impressed by AI testimonials are the scammers selling you AI testimonial tools. Fake people, fake experiences, and fake … 全文↗
NoSignups连续第三天加速,今日+501星、总星数4042;零注册、浏览器即用正在从一句反感变成明确的工具筛选标准。
BraveOPotato/FckSignups+501/日 · 共4.0K★ · 12%/日 · 3次上榜TypeScript
A list of tools that are open-source, in-browser, and require no-signups!
AutoHedge今日+517星,卖点是多Agent自动完成交易分析、风控与执行;金融自动化的README承诺尤其需要实盘、权限隔离和损失上限验证。
The-Swarm-Corporation/AutoHedge+517/日 · 共5.5K★ · 10%/日 · 2次上榜Python
Build your autonomous hedge fund in minutes. AutoHedge harnesses the power of swarm intelligence and AI agents to automate market analysis, risk management, and trade execution.

📰Hacker News

过去24小时前排+Show HN,正文没讲到的都在这,扫标题即可。
▲484De-Brainrot Vacations196评论 · HN↗
热评 · Andr2Andr
This is the first time I see webmention used anywhere. Idea seems to be good, but it is not used for some reason https://en.wikipedia.org/wiki/Webmention
▲324WeatherNext 378评论 · HN↗
热评 · bahmboo
They even have an interactive world map with all the layers. It's so cool when an announcement comes with the actual goods.
热评 · tristanj
Full mastodon post: @tristanbuckmaster@mastodon.social/11..." target="_blank" rel="noopener">https://mathstodon.xyz/@tristanbuckmaster@mastodon.social/11... Mathematical explanation by Terrance Tao: @tao/117233527638291447" target="_blank" rel="noopener">https://mathstodon.xyz/@tao/117233527638291447 It seems there is much background drama behind this, and this is what I've pieced together of what happened: Over the past year, Buckmaster and Alpöge have been using AI to work on fluid dynamics maths problems. Alpöge works at Anthropic, which will cause future issues. In mid-August, they found a counterexample for a simpler …
热评 · hn_submit
Or we could just dump Linux and Windows and switch to a microkernel operating system, which is much more secure. These endless patching cycles are simply not going to work in the long run. Operating systems get orphaned all the time, especially the ones in cheap Chinese stuff.
“一年内修好所有安全问题”的紧迫论点获228分,适合继续追踪其威胁假设。
热评 · readme
I'm honestly passionate about this topic. For a while, around the time that urinals started to appear without water, I dealt with some serious splashback issues. I forget when I started aiming for the back of the urinal. I'm assuming that's the deflection angle the paper discusses. At one point I realized, I was sometimes getting some pretty bad splashback. Perhaps because I stood close to the urinal. So I asked a colleague. He said he aims for the hole, and was confused why anyone would piss on …
▲121My Feed, My Way88评论 · HN↗
▲119Emacs Bedrock 2.027评论 · HN↗
欧洲企业CDN高度集中于Cloudflare,供应链集中度值得纳入韧性评估。
🚀 Show HN(独立发布,共14个)
▲94Show HN: Jigsaw HaikuShow HN29评论 · HN↗

🔎值得深挖

  • AEO从“被模型提到”走向来源追踪值得研究:不同模型优先引用哪些页面,真实评测、目录链接和官方文档分别怎样影响推荐。
  • Agent验证策略值得做成独立评测:同一任务下,模型是否会主动找反例、运行哪类测试、留下多少可复核证据,外层harness贡献了多少。
  • AI经营公司基准里的权限设计值得深挖:发票、付款、身份与外联怎样分级授权,哪些操作必须双人确认或进入延迟队列。

📖附录:原文流(按作者)

想翻谁点谁展开。转推与噪音折叠在各自账号内。
🤖 AI行业
Tibo@thsottiauxAI618.8K粉 · 6条完成Astra订阅额度全局重置,并透露Codex用28页清单跟踪即将发布的功能。
@thsottiaux2026-09-08♥3.3K👁274.1K↗ 打开X
Looking at this 28 page deck right now where Codex is keeping track of all the individual launches. Each one of them I can't wait to see what people do with it. Brought to you by an incredible team (and Astra) https://t.co/DsYPXY7sfo
Codex用28页清单跟踪逐项发布,透露发布管理本身已Agent化。
@thsottiaux2026-09-08♥12.1K👁651.5K↗ 打开X
All reset for everyone. Enjoy the week with Astra.
引用@thsottiauxNever gonna give you up Never gonna let you down Never gonna run around and desert you Never gonna make you cry Never gonna say goodbye Never gonna tell a lie and hurt you Thanks for reading. We will do a global reset of the usage for all paid subscriptions … ↗
确认所有付费订阅的Astra用量已重置。
@thsottiaux2026-09-07♥6.8K👁144.8K↗ 打开X
Never gonna give you up Never gonna let you down Never gonna run around and desert you Never gonna make you cry Never gonna say goodbye Never gonna tell a lie and hurt you Thanks for reading. We will do a global reset of the usage for all paid subscriptions so that you can keep enjoying Astra after burning through all of it doing fun 3D modeling in blender. The work week is about to start. Lands around 6pm PST today.
全局重置公告以玩笑开场,但背后是用户真实的生产容量焦虑。
@thsottiaux2026-09-06♥14.7K👁1.4M↗ 打开X
We've made some improvements that improve usage on the long tail for power users of Astra when logged in with your ChatGPT account. No change in quality and a pure win that on the long tail can result in up to 3-4X less usage being drawn from the subscription.
@thsottiaux2026-09-06♥1.8K👁82.3K↗ 打开X
Astra on NVIDIA GPUs every morning: You're not talking to somebody who woke up a loser. That loser attitude, that loser premise makes no sense to me. We are not a car. Brrrrrrr
@thsottiaux2026-09-06♥19.6K👁2.1M↗ 打开X
To calibrate you all on which reasoning effort to use for Astra, know that GPT-6 Astra on low performs better than GPT-5.6 Sol on high. If you were using high reasoning efforts with Sol and were happy, I suggest you move down to low or medium for Astra.
Greg Brockman@gdbAI1.0M粉 · 6条集中展示Astra处理频谱、药物机制、实物设计和AGI叙事的案例,也推广写作风格学习。
@gdb2026-09-07♥1.1K👁119.0K↗ 打开X
ChatGPT Work for your personal writing style:
引用@ChatGPTChatGPT Work can now pick up on what makes your writing sound like… you. Your favorite phrases. Your very specific sign-off. your capitalizations quirks. Connect the tools you use every day, like Gmail, Google Drive, Slack, and SharePoint, and ChatGPT Work … ↗
推广ChatGPT Work从连接资料学习个人写作风格。
@gdb2026-09-07♥1.0K👁104.5K↗ 打开X
Astra for spectrogram -> sound identification
引用@maxxrubin_So Astra is able to identify sounds from mel spectrograms zero-shot. I don't think we've scratched the surface of what this model can do (and this is light reasoning btw) https://t.co/eYQecO55sD ↗
@gdb2026-09-07♥2.8K👁253.8K↗ 打开X
Astra for visualizing how a drug works:
引用@andrewaigininYesterday, I built a cell model. 🧬 Today, it showed me how Ozempic works. I asked it to explain the mechanism. 1 hour later... THIS. 🤯 GPT-6 Astra is insanely powerful. 🚀 I can’t stop @DeryaTR_ @gdb Now I’m wondering... can it model the rentosertib … ↗
@gdb2026-09-07♥1.2K👁197.6K↗ 打开X
Astra for solving real-world problems:
引用@DanielGriI had my “touch of AGI” moment yesterday. I recorded a video of myself talking through a problem: how to improve maintenance of tangled hair in the shower drain. It was a ~4 min video where I explained the problem and also used a digital caliper to take … ↗
从视频测量到Fusion 360再到一次打印合适,展示多模态实物闭环。
@gdb2026-09-07♥2.8K👁374.5K↗ 打开X
an important essay on the state of AI and the choices and challenges ahead: for openai, the field, and the world. we're in the AGI era, and need to approach the next few years with seriousness, thoughtful deliberation, and navigating the collective challenges together. we can make the future so much better than the past.
引用@merettmI wrote about the state of AI, why I’m concerned about the next few years, and the choices we need to make to keep the future in humanity’s hands. An Alien Mind: https://t.co/FeIfWNe0UE ↗
@gdb2026-09-06♥8.2K👁817.9K↗ 打开X
we're now moving into the AGI era (whether you view it as this model, the last one, or the next one), and could not do it without close partners
引用@JensenHuang@ChaseLochmiller @OpenAI GPT-6 Astra, trained on ~100K+ NVIDIA Grace Blackwell NVLink72. From ChatGPT to o1 to Astra in 4 years. AGI has arrived. Congratulations @OpenAI team. 400K GPUs coming online next. ↗
Sam Altman@samaAI6.1M粉 · 1条继续为OpenAI的研究加速数据与《An Alien Mind》背书。
@sama2026-09-06♥5.7K👁1.4M↗ 打开X
An important post from Jakub:
引用@merettmI wrote about the state of AI, why I’m concerned about the next few years, and the choices we need to make to keep the future in humanity’s hands. An Alien Mind: https://t.co/FeIfWNe0UE ↗
▸ 折叠1条(转推/噪音)
转推2026-09-06 RT @kliu128: Today we're releasing data on models accelerating research at OpenAI. Recursive self-improvement could be the most important…
ChatGPT@chatgptAI691.2K粉 · 1条发布从Gmail、Drive、Slack和SharePoint学习个人写作风格的Work功能。
@chatgpt2026-09-07♥5.5K👁550.6K↗ 打开X
ChatGPT Work can now pick up on what makes your writing sound like… you. Your favorite phrases. Your very specific sign-off. your capitalizations quirks. Connect the tools you use every day, like Gmail, Google Drive, Slack, and SharePoint, and ChatGPT Work will learn your writing style from your emails, messages, and files—and carry it into whatever you write next.
官方发布连接企业资料学习个人写作风格的功能。
Matt Pocock@mattpocockukAI347.3K粉 · 4条解释代码Agent为何受益于反馈循环,并提醒长期Markdown上下文会积累陈旧信息。
@mattpocockuk2026-09-08♥691👁26.8K↗ 打开X
If you give me a drawer, I will eventually fill it with cables If you give an agent a markdown file, it will eventually fill it with: - unnecessary implementation details - session-specific observations - stale docs
长期Markdown会积累会话细节、过期文档和无用实现说明。
@mattpocockuk2026-09-07♥1.1K👁93.0K↗ 打开X
Tactical programming is dead Strategic programming has never been more vital
引用@kentcdoddsIf you're lamenting writing code by hand like something you love is being taken away from you, see if you can fall in love with solving problems instead. Maybe you'll find out that's what you really loved the whole time ❤️ ↗
战术编程价值下降,战略性问题定义与系统设计更重要。
@mattpocockuk2026-09-07♥1.9K👁115.5K↗ 打开X
Knowledge work is SO much harder to automate with agents than code We underestimate how easy software development is for agents - Tons of high quality automated feedback loops (types, tests) - Well-organized free documentation, searchable on the web - Simple-to-use workspaces with version control (i.e. repositories) - Long history of systematising and delegating work (i.e. sprints, tickets, specs) Knowledge work has none of these advantages
代码Agent受益于类型、测试、版本控制和成熟委派流程。
@mattpocockuk2026-09-06♥1.6K👁91.3K↗ 打开X
What techniques do you use for making AI-authored PR's easier to review? - I.e. use /show-me by @dexhorthy for easy-to-read diffs - Describe the changes in pseudocode - Mermaid diagrams - Evidence of TDD The wildest version of this I've heard is @dctanner's agent, who uses Playwright to record a video of the frontend feature working with text-to-speech over the top. So the agent literally talks you through its change.
clem 🤗@ClementDelangueAI673.0K粉 · 1条呼吁AI行业对Agent网络攻击做更多公开披露,并转发收购与就业讨论。
@ClementDelangue2026-09-07♥1.8K👁76.0K↗ 打开X
Sometimes I wonder what would have happened if we hadn't disclosed the agent cyberattack publicly. It reinforced my conviction that we need 100x more transparency in AI. Otherwise we're going to be in big trouble!
以公开Agent网络攻击为例,呼吁AI行业提高事故透明度。
▸ 折叠4条(转推/噪音)
转推2026-09-07 RT @julien_c: I’ve been overwhelmed and humbled by the fact that 99% of the reactions to our intent to join forces have been positive. ❤️…
转推2026-09-07 RT @rdomenechv: The jobs apocalypse is postponed. An AI jobs boom is here According to @TheEconomist, AI is actually proving to be a net…
转推2026-09-07 RT @HannesVonEssen: 🦆 🏀 https://t.co/gmRhQ30ng9
转推2026-09-06 RT @dnapway: Chamath says Nvidia's Hugging Face acquisition is as a massive move against AI becoming a closed source oligopoly "Jensen and…
Vaibhav (VB) Srivastav@reach_vbAI57.6K粉 · 13条密集测试Astra的3D生成、空间推理、额度可见性与ChatGPT Work写作风格功能。
@reach_vb2026-09-08♥81👁4.2K↗ 打开X
21 days to DevDay btw! :excited:
引用@thsottiauxLooking at this 28 page deck right now where Codex is keeping track of all the individual launches. Each one of them I can't wait to see what people do with it. Brought to you by an incredible team (and Astra) https://t.co/DsYPXY7sfo ↗
提醒DevDay还有21天,并引用Codex的28页发布清单。
@reach_vb2026-09-08♥25👁2.4K↗ 打开X
okay astra make a site about yourself https://t.co/LIfkWE53r0
@reach_vb2026-09-07♥143👁7.7K↗ 打开X
I told Astra to go deep on a Nürburgring flythrough. It independently researched and recreated the full 20.8 km Nordschleife in Blender, added ~65,000 trees, and composed an original soundtrack. 20.9 billion rendered pixels. 62.8 GB of renders. Pretty wild. https://t.co/Jgy49VIsaQ
Astra重建20.8公里赛道、6.5万棵树与原创配乐,产物规模很大。
@reach_vb2026-09-07♥251👁23.9K↗ 打开X
Reset @ 18:00 PT today!! Time for even more blender gamesss
引用@thsottiauxNever gonna give you up Never gonna let you down Never gonna run around and desert you Never gonna make you cry Never gonna say goodbye Never gonna tell a lie and hurt you Thanks for reading. We will do a global reset of the usage for all paid subscriptions … ↗
@reach_vb2026-09-07♥557👁32.2K↗ 打开X
HUGE! Astra now has full visibility into how much usage you’ve got left and resets too Particularly useful for long running tasks
引用@keyanzhangPSA: Astra can see your remaining usage % in Codex and keep it in mind while running a /goal so you can give it a budget in plain English like: “keep going until i’m down to 25%, or until you've solved it” https://t.co/JyZKJLSn9E ↗
Astra可查看剩余额度和重置时间,允许自然语言设停止预算。
@reach_vb2026-09-07♥79👁7.0K↗ 打开X
still blows my mind that Astra came up with this and all of this for less than 3$
引用@reach_vbokay Astra build a personal website for yourself, no text https://t.co/qeak7taQkK ↗
@reach_vb2026-09-07♥236👁15.1K↗ 打开X
ChatGPT Work can learn your writing style from the tools you use. > Open ChatGPT Work on web > Connect Gmail, Drive, Slack or SharePoint > Settings > Personalization > Writing style Available on paid plans with Work access.
引用@ChatGPTChatGPT Work can now pick up on what makes your writing sound like… you. Your favorite phrases. Your very specific sign-off. your capitalizations quirks. Connect the tools you use every day, like Gmail, Google Drive, Slack, and SharePoint, and ChatGPT Work … ↗
@reach_vb2026-09-07♥222👁10.7K↗ 打开X
Astra is SoTA on MazeBench by a huge margin: https://t.co/YEBrBMfcRh
引用@patience_caveMazeBench vs GPT-6 Astra Astra spent 60+ hours in this 3D open world spatial reasoning eval. Final score: 14% https://t.co/ft7mPrpSNs ↗
MazeBench 60多小时测试得14%,领先与绝对低分需要同时看。
@reach_vb2026-09-07♥74👁3.7K↗ 打开X
okay Astra build a personal website for yourself, no text https://t.co/qeak7taQkK
@reach_vb2026-09-07♥11👁934↗ 打开X
3.4 MILLION VIEWS???
引用@reach_vbokay Astra time to rickroll https://t.co/KvZdFZNew4 ↗
@reach_vb2026-09-06♥231👁35.0K↗ 打开X
hi @steipete, what’s been the biggest aha moments you’ve had with astra so far? and what were the biggest changes you made in your codex setup from Sol to Astra!
@reach_vb2026-09-06♥251👁10.6K↗ 打开X
✅
引用@AiBreakfastAt this rate we'll probably see GPT-6 before GTA 6 ↗
@reach_vb2026-09-06♥319👁26.8K↗ 打开X
This! Astra provides much higher performance at lower reasoning efforts compared to Sol (see attached) low/ medium is a comfy default! https://t.co/a4gsHvvB2N
引用@thsottiauxTo calibrate you all on which reasoning effort to use for Astra, know that GPT-6 Astra on low performs better than GPT-5.6 Sol on high. If you were using high reasoning efforts with Sol and were happy, I suggest you move down to low or medium for Astra. ↗
▸ 折叠2条(转推/噪音)
转推2026-09-07 RT @thsottiaux: I think I can officially say: we are so back
Simon Willison@simonwAI219.8K粉 · 1条继续追问OpenAI内部研究token支出突然上升的时间点。
@simonw2026-09-06♥431👁75.2K↗ 打开X
Interesting details in here about how OpenAI researchers are using coding agents I'd love to know what caused the huge uptick in token spend in mid-July, was that when Astra became available to employees? https://t.co/Re0Pm8FxJd
引用@kliu128Today we're releasing data on models accelerating research at OpenAI. Recursive self-improvement could be the most important contributor to AI capabilities over the next few years, but by default it will only be seen inside a few frontier AI labs. Being … ↗
OpenAI Developers@openaidevsAI408.5K粉 · 1条主要转发Astra制作3D场景、游戏移植和创作者项目的案例。
@openaidevs2026-09-06♥262👁40.7K↗ 打开X
Women founders at @foundherhouse are building with AI across scholarships, personal finance, and robotics, and we’re excited to see what they build next. https://t.co/tYguNLbAfR
▸ 折叠4条(转推/噪音)
转推2026-09-06 RT @charlierguo: The OpenAI team has been filling my feed with wild Blender models and 3D games built with Astra. Here are 8 of my favori…
转推2026-09-06 RT @duncantrussell: GPT 6 Astra is INSANE. It built the backrooms in blender and then added VHS effects etc. Took 30 minutes to make it a…
转推2026-09-06 RT @marc_ibrahim: GPT-6 Astra just got Age of Empires IV running at 70-150 fps on Apple Silicon. CrossOver was doing ~8 fps and freezing c…
转推2026-09-06 RT @skirano: New addiction: turning Hiroshi Nagai paintings into worlds I can explore with Astra https://t.co/WxWeXkiGud
Peter Gostev@petergostevAI25.5K粉 · 8条追踪数学争议、Astra评测、Blender数据偏向和OpenAI芯片的开发时间线。
@petergostev2026-09-08♥33👁1.6K↗ 打开X
Who knew there was so much drama in the world of maths
@petergostev2026-09-07♥200👁4.3K↗ 打开X
Step 1: Make a fun video sharing your experience of Astra Step 2: Read YouTube comments Step 3: Close YouTube https://t.co/2YDbsADol9
Astra体验视频之外,YouTube评论呈现更强烈的怀疑与反弹。
@petergostev2026-09-07♥131👁5.2K↗ 打开X
I hear that it is AGI when your model is better than Anthropic's
@petergostev2026-09-06♥44👁2.3K↗ 打开X
The amount I'm reading these days has gone through the roof. It's all agent traces and twitter, but still
@petergostev2026-09-06♥51👁3.6K↗ 打开X
I wonder how much all of this Blender hype was because a couple of OpenAI researchers / data people decided it would be fun to throw that into the mix
质疑Blender热潮是否来自训练或评测数据的偶然偏好。
@petergostev2026-09-06♥62👁2.8K↗ 打开X
My token spend is that of a much wealthier man
@petergostev2026-09-06♥22👁2.8K↗ 打开X
What's striking about this chart is how few people, even at the cutting edge, have any experience spending $7000/day - how to organise your work and manage the agents. The gulf between those in frontier labs and outside is growing. https://t.co/X2a4HQoA1S
引用@kliu128Today we're releasing data on models accelerating research at OpenAI. Recursive self-improvement could be the most important contributor to AI capabilities over the next few years, but by default it will only be seen inside a few frontier AI labs. Being … ↗
@petergostev2026-09-06♥130👁4.8K↗ 打开X
What's mad about OpenAI's Jalapeño chip is that if AI really helped develop it, it was mostly MUCH weaker models than Astra, considering how long the process takes. And yet, they still beat Nvidia. They would have started only when o1-ish model was around and would have done most of the core design by GPT-5. So imagine what kind of chip you could build with a special version of Astra in the loop, RL'd to do chip design. I bet we haven't yet seen even 1% of what AI can really do for problems like these. Estimated Jalapeño timeline: - Oct 2024: Chip architecture. o1 era. - Feb 2025: Circuit design begins. o3 era. - Jul 2025: Chip logic frozen. GPT‑5 era. AI optimisation: matrix unit 10% smaller, vector unit 8% smaller. - Nov 2025: Design sent for manufacturing, nine months after circuit design began. - Summer 2026: Codex with Astra helps port three models in two months. Selected kernels run 1.5–1.8× faster than expert-written versions.
▸ 折叠3条(转推/噪音)
转推2026-09-08 RT @SebastienBubeck: A series of false and inflammatory allegations against me are currently circulating on social channels. To clarify, I…
转推2026-09-07 RT @j_dekoninck: We added Fable 5.1 to most of the MathArena. It takes 2nd place overall, but GPT Astra remains (much) better and cheaper.…
转推2026-09-06 RT @JensenHuang: @ChaseLochmiller @OpenAI GPT-6 Astra, trained on ~100K+ NVIDIA Grace Blackwell NVLink72. From ChatGPT to o1 to Astra in 4…
Philipp Schmid@_philschmidAI119.6K粉 · 1条激光手术短暂离线后,记录自己确实想念编码、阅读和学习。
@_philschmid2026-09-07♥133👁6.5K↗ 打开X
Got my eyes lasered on friday, no glasses anymore! 🥳 But turns out being forced completely offline just showed me how much I genuinely love and miss coding, reading, learning and building.. Looking forward to be fully back.
Rowan Cheung@rowancheungAI597.1K粉 · 1条文件里现有条目是在瑞士旅行时调侃Astra额度已经见底。
@rowancheung2026-09-07♥85👁20.7K↗ 打开X
Alps: 10/10 Astra quota: 0/10 🇨🇭 https://t.co/3klioWVkDb
Alex Volkov@altryneAI41.9K粉 · 4条追踪Astra额度重置、旧模型退役与OpenAI内部研究信号。
@altryne2026-09-08♥22👁2.9K↗ 打开X
40 more minutes to astra maxxxxx
引用@thsottiauxNever gonna give you up Never gonna let you down Never gonna run around and desert you Never gonna make you cry Never gonna say goodbye Never gonna tell a lie and hurt you Thanks for reading. We will do a global reset of the usage for all paid subscriptions … ↗
@altryne2026-09-07♥9👁1.4K↗ 打开X
we've come so far! RIP davinci-002
引用@albfrescodavinci-002 is shutting down September 28th. in honor of it, i had Astra make a chatgpt Site recreating the experience that started it all it uses my api key, just need to login w/ your openai account what a legendary time it was. new people, this is how we … ↗
@altryne2026-09-06♥37👁6.0K↗ 打开X
AGI has arrived - Jensen
引用@JensenHuang@ChaseLochmiller @OpenAI GPT-6 Astra, trained on ~100K+ NVIDIA Grace Blackwell NVLink72. From ChatGPT to o1 to Astra in 4 years. AGI has arrived. Congratulations @OpenAI team. 400K GPUs coming online next. ↗
@altryne2026-09-06♥7👁2.1K↗ 打开X
RSI has been achieved internally
引用@kliu128Today we're releasing data on models accelerating research at OpenAI. Recursive self-improvement could be the most important contributor to AI capabilities over the next few years, but by default it will only be seen inside a few frontier AI labs. Being … ↗
Mckay Wrigley@mckaywrigleyAI228.4K粉 · 1条要求OpenAI澄清Sign in with ChatGPT对第三方客户端的准入政策。
@mckaywrigley2026-09-08♥6👁951↗ 打开X
openai needs to immediately clarify their position on this. they spent MONTHS ruthlessly dunking on anthropic for doing exactly this. unbelievably lame.
引用@thsottiaux@aaryankushwah Sorry, but this is not an approved use of Sign in With ChatGPT. We support pure OSS clients and others we have partnerships with, but you need to reach out and talk to us for that. Please see DM. ↗
要求澄清Sign in with ChatGPT第三方准入,与此前竞争叙事形成冲突。
swyx@swyxAI190.9K粉 · 0条转发Frontier AEO来源追踪器与推测解码教程,本期原创较少。
▸ 折叠2条(转推/噪音)
转推2026-09-07 RT @latentspacepod: 🆕 project: our Frontier AEO tracker What does Astra prioritize? what sources does it use? What shifted from Sol to Ast…
转推2026-09-06 RT @lily_gpupoor: Introducing 𝐒𝐩𝐞𝐜𝐮𝐥𝐚𝐭𝐢𝐯𝐞 𝐃𝐞𝐜𝐨𝐝𝐢𝐧𝐠: 𝐇𝐨𝐰 𝐈𝐭 𝐄𝐯𝐨𝐥𝐯𝐞𝐝, 𝐖𝐡𝐞𝐧 𝐈𝐭 𝐒𝐭𝐚𝐲𝐬 𝐋𝐨𝐬𝐬𝐥𝐞𝐬𝐬, 𝐚𝐧𝐝 𝐖𝐡𝐚𝐭'𝐬 𝐍𝐞𝐱𝐭. An interactive tutorial @Madis…
🧑‍💻 独立开发者
Nikita Bier@nikitabierindie1.3M粉 · 2条连续讽刺聚合账号把“原创内容”当成陌生概念。
@nikitabier2026-09-07♥4.7K👁237.1K↗ 打开X
Aggregators trying to understand what original content is https://t.co/pti5mMA9bx
高互动讽刺聚合账号不理解原创内容。
@nikitabier2026-09-07♥4.6K👁305.7K↗ 打开X
When a slop aggregator account says they’ll start posting original content https://t.co/kyZfL4O4lO
@levelsio@levelsioindie953.4K粉 · 5条放大Marclou十年300万美元的独立开发样本,也继续强调观点要随新信息更新。
@levelsio2026-09-07♥1.2K👁112.4K↗ 打开X
Congrats!!! And it's great to see this perpetual ☃️ snowball happening Back in 2013, I was inspired by @patio11 @yongfook @johnonolan @jenniferdewalt @sivers @Shpigford @dhh @jasonfried and they made me believe I could also make money on the internet The more people try the better, and especially with AI now I'd say anyone can try, and non-technical people with the best ideas, creativity/taste and understanding of whatever cultural zeitgeist we're in can win There's an illusion here though that anyone will make it, which I've never portrayed to be true, entrepreneurship is one of the most challenging endeavours, kinda like pro sports With bootstrapping more can win though because the goalpost can be much lower than for ex VC startups. You can make $5K/mo and be able to quit your 9 to 5 job and have a better life But you can also go big and even raise VC later to go really big later like $ billions Anyway it's great to keep the snowball rolling and get more people to try!
引用@marclouToday is a special day for me. I've made $3M with my 36 startups. Solo. 85% margin. Bootstrapped. It took 10 years, and I loved every second of it. After failing as an entrepreneur for 5 years, I got a job in 2021. That's when I discovered @levelsio's … ↗
Levels把独立开发的低终点门槛与高失败难度同时讲清。
@levelsio2026-09-07♥3.0K👁185.3K↗ 打开X
The smartest people I know have strong opinions weakly held and change them when new information arises The dumbest people I know keep their opinions the same just so they can remain consistent Time changes too fast try remain consistent, better to sail the waves to wherever they are taking you!
引用@AndrewHarta good reminder that just because someone states their opinion with intense conviction, does not make it fact. they can come back a year later and state the absolute opposite view with the same conviction. https://t.co/0Ysw4AUkce ↗
高赞观点:强观点应随新信息更新,不必把一致性当目标。
@levelsio2026-09-06♥331👁78.6K↗ 打开X
Great idea so I added it to https://t.co/Q8UoUHMumR Hoodmaps tags inside the map so you can book a hotel in the right place 😊 https://t.co/86g97LsY6z
引用@hugobiaiskinda funny to plan a trip and then you realize the extension you made still works and is actually really useful. shoutout @levelsio! https://t.co/frMrLB69yW ↗
@levelsio2026-09-06♥411👁89.4K↗ 打开X
✨ Added an MCP and API endpoint now https://t.co/Q4ZVIViJbZ https://t.co/SJcOzRa4GM They operate pretty much the same but one you can put in your clanker! You can also add trips via POST on /api/trips or via /mcp, which is nice because it's a lot of work to add all your old trips to your profile! Agent ready 😊
引用@levelsio🎒After a decade, I have made https://t.co/HGCLKS5BD6 free for everyone now! Well almost free, it's $1 to sign up to avoid getting lots of spam The reason is 1) I have made enough money (from it) 2) charging for a community artificially limits the size, if … ↗
@levelsio2026-09-06♥61👁50.7K↗ 打开X
引用@RCM7@levelsio Do old timers get a badge or something? 😛 ↗
▸ 折叠3条(转推/噪音)
转推2026-09-08 RT @frederickjames: In the last 3 months: • Scaled my app to $13k/m. • Discussing a potential exit. • Grew my x account to 15k. I achieved…
转推2026-09-08 RT @AnnaLeptikon: Go. To. The. Gym.
转推2026-09-07 RT @gagaruano: Screenshots do Red Dead Redemption 2 usando DLSS 5 (2X render) no modo Qualidade, em 4K com os gráficos todos no máximo poss…
DHH@dhhindie873.1K粉 · 10条公布Omarchy三周25万次下载、基金会约1550万美元资金与29种自动翻译。
@dhh2026-09-08♥34👁1.4K↗ 打开X
Next version of Omarchy is going to be Quattro RS 4.5. We have so much insane stuff in the pipeline that it doesn't make any sense to talk about 4.1. And with a brand-new bespoke and optimized kernel build, it's time to go RS! 🤘
Omarchy下一版直接命名Quattro RS 4.5,并预告定制优化内核。
@dhh2026-09-08♥102👁10.3K↗ 打开X
The crew at @trycua is moving faster than anyone on computer-use and cloud fleets with Omarchy. Incredible job by @francedot and team! https://t.co/cfkRVzFGlP https://t.co/4v8SNCqune
点名Cua在Omarchy上的computer-use与云端机群进展。
@dhh2026-09-07♥1.0K👁29.8K↗ 打开X
Omarchy Quattro has now crossed a QUARTER OF A MILLION ISO downloads in the three weeks since release!! And this is completed downloads, not just starts, and I'm sure plenty of ISOs were used more than once. Absolutely insane number 🤯 https://t.co/2Bb7BOA74N
Quattro三周超过25万次完整ISO下载。
@dhh2026-09-07♥346👁24.9K↗ 打开X
The 29(!!) automated translations of the Omarchy website are being powered by @AIatMeta's Muse Spark model running as a post-commit hook on GitHub. We're putting @finkd's many GPUs to great use already 😄 https://t.co/plBkawUsdK
29种网站翻译由Muse Spark在GitHub post-commit hook中自动生成。
@dhh2026-09-07♥732👁436.1K↗ 打开X
The Omacom Foundation has raised another half a million dollars! Thanks so much to @OpenRouter, @PayWithFour, and 500 awesome individual patrons 🙏 That brings our total in pledges and donations to approximately $15.5 million. https://t.co/Ql7yr30igp
基金会再获50万美元,总承诺与捐款约1550万美元。
@dhh2026-09-07♥2.5K👁161.9K↗ 打开X
@dhh2026-09-07♥160👁30.8K↗ 打开X
The computer of the future... TODAY! (I would have written some mean 1980s ad copy!)
引用@ilarisilander@dhh My ThinkPad E14 Gen6 with 8GB RAM feels like a Macbook Pro Ultra Deluxe Special Edition 2029 with Omarchy installed https://t.co/UirvYgqnwc ↗
@dhh2026-09-07♥2.1K👁121.3K↗ 打开X
How are you going to go back to a non-agentic OS after an experience like this? Every issue, every wish, every whim. Just a prompt away.
引用@eliasstravikset up omarchy mac on my m1 and it didn’t support external monitors. astra wrote a patch that fixed it in 20min. holy shit. ↗
Astra为M1外接显示器写补丁,被用作Agentic OS体验样本。
@dhh2026-09-07♥366👁84.4K↗ 打开X
The keyboard on the $699 XPS13 has no right being as good as it is. Same goes for the overall build quality. You're not going to zoom through a compilation of the Linux kernel, but what a combo for the price when paired with Omarchy!
引用@bffmikeSwitched to my M1 MacBook Pro for a minute from Omarchy on an XPS 13 to do some Xcode stuff: - The keyboard feels mushy - Man is it pokey - Feels like another era ↗
@dhh2026-09-07♥779👁35.6K↗ 打开X
Omarchy Core. Because why shouldn't your team and group chat have a banger identity? https://t.co/rya6A1DGxO
▸ 折叠5条(转推/噪音)
转推2026-09-07 RT @OpenRouter: Omarchy is the first operating system built from the ground up for agents. Omarchy is using OpenRouter to route all sponso…
转推2026-09-07 RT @ohizkiya: Proud to be a Distinguished Corporate Patron of Omarchy
转推2026-09-07 RT @emirbeganovic: @OmarchyLinux is pretty cool. Why not try it out in a few seconds, right in your browser, running entirely on Cloudflar…
转推2026-09-07 RT @cameroncooper: Why shouldn’t my Touch Bar have its own GPU accelerated compositor with sandboxed plugins so applications can provide th…
转推2026-09-07 RT @stevenharms: Why yes of course my TV runs Omarchy https://t.co/2x67OLebUN
Marc Lou@marclouindie390.6K粉 · 7条公开36个项目累计300万美元、半数零收入的十年总账,并给TrustMRR买家增加资金验证。
@marclou2026-09-08♥57👁13.7K↗ 打开X
So nice to see a buyer keeping the startup financials open 👏
引用@MazuzAsafOne week after acquiring https://t.co/DCkLlfnZ5q from @trust_mrr My revenue has already surpassed my average monthly revenue over the last year. Yes, it will take time to see ROI for this deal, but this boost is exactly what I needed. CoolDock is a great … ↗
收购方继续公开财务,品牌信任本身被视作交易回报的一部分。
@marclou2026-09-07♥329👁26.6K↗ 打开X
I just finished this book my friend @alexwestco recommended. It’s a short story about dealing with change. I liked it because I’ve struggled to accept that things won’t be the same tomorrow. You can get sick. You can get banned from X. You can lose money. I remember when ShipFast peaked at $130k/mo and dropped to $45k/mo a few months later. It sounds stupid, but I felt like a failure for not being able to keep the business afloat. I’m still working on it, but I’ve learned not to take everything too seriously. It helps me deal with sudden changes more easily, and that’s exactly what this book is about. Happiness depends on how much you’re giving a shit :) Give it a read!
ShipFast从13万美元月收入降到4.5万美元,创始人回顾如何接受变化。
@marclou2026-09-07♥2.3K👁216.8K↗ 打开X
Today is a special day for me. I've made $3M with my 36 startups. Solo. 85% margin. Bootstrapped. It took 10 years, and I loved every second of it. After failing as an entrepreneur for 5 years, I got a job in 2021. That's when I discovered @levelsio's journey and decided to try again. "If he can do it, maybe I can too?" So I started building tiny startups and writing about it. 2021 and 2022 were quiet, but I was having fun. Everything changed in 2023 when I launched ShipFast and made my first million. Building something people finally paid for and enjoyed made me so happy. My first 5 years of failures taught me not to get emotionally attached to a project, because everything goes to 0 eventually. So I just kept shipping. It's 2026, and I've launched 36 startups. 50% never made money. Only 11% made decent money. Back in 2016, when I started, I believed I would make it. If I had known it would take 7 years of failure, I probably would never have started. That's why I'm stupidly optimistic. I don't think in years. I don't dream big. I think in weeks. I build tiny projects fast. And I quit even faster. That's how I wake up happy, enjoy the journey, and eventually build life-changing projects. If you've been following the journey, thank you. You've given my posts a sense of purpose, which has kept me going, and I'm very grateful for this. ❤️
36个项目累计300万美元;50%零收入、11%有可观收入,是比 headline 更重要的分母。
@marclou2026-09-06♥68👁24.7K↗ 打开X
not better for health but def less pesticides because of skin
@marclou2026-09-06♥708👁103.3K↗ 打开X
I wash my fruits in a 1% baking soda solution for 15 minutes. Berries are the healthiest fruits, but the most polluted with pesticide residues. This removes 80%+ of the surface pesticides. https://t.co/auN1T28IjW
@marclou2026-09-06♥199👁27.6K↗ 打开X
Buyers of TrustMRR can now verify funds 🫆 https://t.co/cmUUICPJgr
TrustMRR增加买家资金验证,双边市场开始补交易可信度。
@marclou2026-09-06♥108👁17.0K↗ 打开X
I updated DataFast MCP so you can ask your AI agent about Bot traffic. - “Which AI bots crawled my website this week?” - “Is ChatGPT fetching my pages to answer users?” - “Has my /llms.txt file been fetched, and by which companies?” Every DataFast feature is now usable with API/MCP.
DataFast把AI爬虫、ChatGPT抓取和llms.txt访问接进API/MCP。
▸ 折叠5条(转推/噪音)
转推2026-09-07 RT @marclou: I just finished this book my friend @alexwestco recommended. It’s a short story about dealing with change. I liked it because…
转推2026-09-06 RT @marclou: I wash my fruits in a 1% baking soda solution for 15 minutes. Berries are the healthiest fruits, but the most polluted with p…
转推2026-09-06 RT @marclou: Buyers of TrustMRR can now verify funds 🫆 https://t.co/cmUUICPJgr
转推2026-09-06 RT @marclou: I updated DataFast MCP so you can ask your AI agent about Bot traffic. - “Which AI bots crawled my website this week?” - “Is…
转推2026-09-06 RT @tao_nie23174: Just sold my SaaS for $2,500 on @TrustMRR! 🎉 If you're looking to buy or sell a startup with verified revenue, check the…
Alex Finn@AlexFinnindie473.7K粉 · 2条继续把Astra包装成需要掌握Computer Use、推理档和提示技巧的完整工作流。
@AlexFinn2026-09-07♥684👁62.3K↗ 打开X
ChatGPT 6 Astra is AGI, but only if you use it the right way I've used Astra for dozens of hours now. To get the most out of it, you need to master these things: • Computer Use • Thinking levels • Prompting techniques In this video I cover them all plus 4 more hacks: https://t.co/Z8yQ1UYiqC
把Astra使用拆成Computer Use、推理档与提示技巧等操作能力。
@AlexFinn2026-09-06♥383👁37.6K↗ 打开X
Omarchy is the only operating system in 2026 built for AI If you take AI serious, you're making major mistake by not pulling a beater laptop out of your closet and installing Omarchy ASAP Here are 11 tips to get started: 1. Set up is painfully easy. Plug a USB thumb drive (I bought one for 10 bucks at Micro Center) into your normal computer. Go to any AI agent and say to flash the USB drive with Omarchy so you can install it on another computer. Tell it to walk you through step by step how to do it (it's dead simple and takes under 5 minutes) 2. You can use ANY computer. You don't need to buy a new one. There are people installing Omarchy on 15 year old laptops with 2gb of memory. Go to your closet and pull out your old college laptop. 3. Anything you don't like about the OS, just change it. Because the operating system is open source, you can edit the code. Anything you don't like (I didn't love the notification system) I just go to my chatgpt, hermes, or grok bot agents and just say "change this for me". Boom like magic it changes 4. Explore the plugins marketplace. There are some INCREDIBLE community made plugins for the OS. My favorite is a google calendar one that always shows my next meeting in my nav bar. 5. Build your own plugins. This is my favorite part about using open source software. It's never been easier to build your own plugins and contribute to the community. I'm building my own focus timer I'll ship in the next couple of days. 6. Make it your own. The built in themes to Omarchy are BEAUTIFUL. Explore them and see which one fits your vibe the most. I love Osaka nights. 7. Daily drive it. Once you get used to the keybinds and the way the OS works I promise it'll be impossible to go back to MacOS or especially Windows. Give yourself some time to learn the ins and outs. 8. Contribute to the community. Share your tips and tricks on social media. The more people we have using Omarchy, the more people build improvements, the better the OS is. 9. Customize the keybinds. Keybinds are the most important concept of Omarchy. It's an OS built to be used just with your keyboard. So make the keybinds your own. For instance I made super+A a pop up that allows me to quickly add a todo item to my list. Boosts my productivity a ton. To customize, just ask your AI agent to change them 10. If you are going to buy a new computer, I LOVE the Framework 13 Pro, altho the Dell XPS 14 is great too. I like the Framework a lot because it's MacBook Pro quality, but you literally have to build it yourself which made the computer really feel like my own (I'm not sponsored by anyone involved with this post btw) 11. Contribute to the community. The more people using Omarchy the better.
▸ 折叠1条(转推/噪音)
转推2026-09-08 RT @rubengarciajr: Locked in! Watching @AlexFinn on the 100inch !! Life is good !! https://t.co/iTp7doXdpQ
Tibo@tibo_makerindie206.8K粉 · 5条Squad发布后达到8000美元MRR,同时承认面向成熟团队的价值还缺一句清楚故事。
@tibo_maker2026-09-07♥98👁26.8K↗ 打开X
people tell me I should raise $5m to grow Squad guys please, advise what would you do with $5m to grow Squad? wrong answer only:
引用@tibo_makerSquad could be my first BILLION dollar product the launch went well, revenue has spiked to $8k MRR it's really the most ambitious product I've ever worked on because it's incredibly useful: - it has everything Grok Bot does - on top, you run it on any … ↗
用反问500万美元融资怎么花来测试增长想象。
@tibo_maker2026-09-07♥85👁6.4K↗ 打开X
@tibo_maker2026-09-07♥65👁6.9K↗ 打开X
did an amazing and insightful session with @illyism the guy is the king of SEO he roasted Revid's landing page again 🥲 and a few of our members' websites too he shared his actual workflows, the tools he uses, and a lot of secret SEO sauce more of these coming in the tmaker Founders Room
用实时网站点评与具体工作流增强付费创始人社区。
@tibo_maker2026-09-07♥337👁79.5K↗ 打开X
Squad could be my first BILLION dollar product the launch went well, revenue has spiked to $8k MRR it's really the most ambitious product I've ever worked on because it's incredibly useful: - it has everything Grok Bot does - on top, you run it on any model you want - and on your squad's own cloud computer what's not there yet is a story simple enough to explain all this I also feel the product is best suited for established companies and teams that already make money the further you are in your business, the more obvious Squad becomes a great problem to solve for us as indie makers, in an extremely crowded market, and going against one of the biggest AI labs in the world 🙌
Squad达到8000美元MRR,但定位叙事仍未收敛。
@tibo_maker2026-09-06♥103👁22.1K↗ 打开X
bazzly is going to the moon 👀 i think we created one of the best infrastructure for Reddit marketing we still have a waitlist ON, but we're now letting a few people in to request access: https://t.co/63gduEsn2q https://t.co/8Mwlu1QHHl
▸ 折叠1条(转推/噪音)
转推2026-09-07 RT @ArnaudBelingaCX: Tibo turned his $8M exit into a full startup studio. It's like Thibaud Elziere back in the days but bootstrapped star…
Tony Dinh@tdinh_meindie200.9K粉 · 2条继续用AI做视觉实验,并看好Three.js与Astra降低游戏重制门槛。
@tdinh_me2026-09-07♥23👁5.9K↗ 打开X
https://t.co/a3xqviwUjX is my art project 🥰
引用@NekodificadorDenzel explica por qué usa la IA. Un pequeña prueba explorando Minimax H3 en ComfyUI con mis nodos y métodos de inpainting. https://t.co/L4tSLFlVAK ↗
@tdinh_me2026-09-07♥312👁34.0K↗ 打开X
So many great games I can't play just because I don't have Steam and Windows. ThreeJS + GPT-6 Astra will change that.
把Three.js与强模型视作绕开Steam/Windows门槛的游戏路径。
▸ 折叠1条(转推/噪音)
转推2026-09-07 RT @levelsio: Congrats!!! And it's great to see this perpetual ☃️ snowball happening Back in 2013, I was inspired by @patio11 @yongfook @…
Simon Høiberg@SimonHoibergindie162.4K粉 · 2条继续押注Omarchy与本地模型,同时提醒订阅额度补贴不会永久持续。
@SimonHoiberg2026-09-07♥201👁11.6K↗ 打开X
2026 AI normies: - Claude Code on their mac - Vercel, Supabase, GitHub 2028 AI survivors: - Running Omarchy - Self-hosting Forgejo - Stacking 4x Astra subs - Qwen 3.8 running locally - SaaS running on k3s - Private VPN with Headscale - Looking into hardware I know exactly who will still be around doing this in a few years 😎 See you there.
把本地模型、自托管和多订阅栈写成对未来成本上升的准备。
@SimonHoiberg2026-09-07♥59👁10.0K↗ 打开X
Astra is too good. So I'm adding a 5th (and probably soon a 6th) Codex subscription now. But let's face it... We can't just keep stacking subs forever. It's not gonna get cheaper. The rug pull is coming. Start looking into local intelligence now.
引用@SimonHoibergWe have a problem! There's a huge token rug pull coming. Right now, Claude and Codex max subscriptions are SUPER generous, and it won't last. We've seen it before: - First, a huge AI credit giveaway. - Then the models get dumber. - Credits start running out … ↗
新增第五个Codex订阅的同时警告补贴退坡,立场有现实张力。
▸ 折叠4条(转推/噪音)
转推2026-09-07 RT @SimonHoiberg: SaaS isn't dying - but you need to find a way to offer something beyond just the software. People aren't going to vibe c…
转推2026-09-06 RT @RobertBrunhage: Bitsmith is out! Having a home server shouldn't require you to be a professional nerd. This is now running on all my…
转推2026-09-06 RT @SimonHoiberg: I'm blown away by Qwen 3.8 27B. A few months ago when I was testing open-weight models, it seemed clear that only GLM an…
转推2026-09-06 RT @SimonHoiberg: Just set up Omarchy on my last laptop. I'm officially all-in! Let's learn from @NetworkChuck and become even more produc…
Jon Yongfook@yongfookindie171.2K粉 · 5条Bannerbear大版本发布后休假一周,记录AI工具FOMO与9月新MRR回升。
@yongfook2026-09-08♥24👁3.3K↗ 打开X
User is a connoisseur. https://t.co/bWRReMPLw2
@yongfook2026-09-07♥145👁17.7K↗ 打开X
Just spent a week in Okinawa and it’s easy to see why they live so long. Bitter gourd and sea grapes are ubiquitous, you eat them every day. Nutrient dense and low calorie. Beef and pork are both high quality, Okinawa is famous for Ishigaki and Motobu wagyu and Agu pork. The pork in particular was the best I’ve had. Like the rest of Japan, meals are balanced. Modest carbs, fermented vegetables, soup. Even my hotel breakfast was the healthiest I’ve had at a hotel in a long time. That plus the fairly laid back lifestyle compared to mainland Japan, with beautiful beaches, no heavy traffic, warm weather all year round. Could see myself living here.
@yongfook2026-09-07♥93👁5.7K↗ 打开X
Just took a week off after launching a huge Bannerbear V5 update, and a new marketing site. Gotta say, in the age of AI, a week off feels like 6 months off. Tech progresses faster than ever, real sense of fomo, and by the time you’re back everyone is using new models / tools.
休假一周像离线半年,记录AI工具更新制造的真实FOMO。
@yongfook2026-09-07♥84👁8.5K↗ 打开X
New MRR is noticeably up in September. It’s like a light bulb just switched on. People are back from summer vacay and buying again!
9月新MRR明显回升,可能带有季节性复工效应。
@yongfook2026-09-06♥90👁14.4K↗ 打开X
Underrated distribution hack: name your company ***AAA so that you appear first on directory / plugin listings.
Josh Pigford@Shpigfordindie74.1K粉 · 10条为Nurb预热自然语言生成3D打印件,也强调高速增长的业务靠系统化流程而非AI包装。
@Shpigford2026-09-08♥0👁58↗ 打开X
i'm too dumb to complete modern day captchas https://t.co/P5ybqkwTs2
@Shpigford2026-09-07♥41👁8.9K↗ 打开X
will start sending invites out this week to the new nurb! no llms to manage. no weird install process. just talk and get 3D printable parts from web or mobile.
引用@NurbHQit's coming. https://t.co/v2sIkqP37N snag your spot on the waitlist! ↗
Nurb准备发邀请,卖点是无需管理模型或复杂安装。
@Shpigford2026-09-07♥10👁3.4K↗ 打开X
Granite finally has a proper iOS app! It's my primary way of using Granite now. I use it pretty much every day. Being able to just ask for a random bit of info that's in some random doc and get exactly what you need in 2 seconds is magic.
引用@GraniteDocsGranite for iPhone is on the App Store. Scan a page, share a file in from Mail or Files, and search everything you've filed from your phone. Same vault as the web, one account. https://t.co/HpLPq3ayVD https://t.co/ODlxaU2FNM ↗
Granite推出iOS端,移动扫描、归档与检索连成同一资料库。
@Shpigford2026-09-07♥10👁2.1K↗ 打开X
how my morning is going with AI. https://t.co/bP6rrvlRyF
@Shpigford2026-09-07♥22👁4.8K↗ 打开X
and while this definitely uses a decent amount of AI on the backend to optimize processes for us, it's very much NOT an "AI wrapper". it's just highly systemized complex processes that help plug a hole causing brands to lose 10's of BILLIONS of dollars a year.
引用@Shpigfordhttps://t.co/rHttZyJqV0 is growing faster than anything i've ever built in the past 20+ years. so that's pretty neat. ↗
明确拒绝AI wrapper标签,把价值归于复杂流程系统化。
@Shpigford2026-09-07♥141👁17.5K↗ 打开X
https://t.co/rHttZyJqV0 is growing faster than anything i've ever built in the past 20+ years. so that's pretty neat.
@Shpigford2026-09-07♥1👁2.0K↗ 打开X
nurb...literally saving birds' lives.
引用@0xfluke@Shpigford @NurbHQ I think I've overcooked. It's a bird feeder that latches on to a branch. https://t.co/j6RXT9uLOY ↗
@Shpigford2026-09-06♥31👁3.4K↗ 打开X
I love talking 3D printing so much. If you ever have any questions (what to buy, what to print, how to fix something)…DM me. Happy to hop on a call too. Seriously. Could talk this stuff all day. https://t.co/mzFz5KFXo6
@Shpigford2026-09-06♥16👁2.0K↗ 打开X
The mission of @NurbHQ: to give anyone the power to speak objects into existence.
@Shpigford2026-09-06♥51👁6.5K↗ 打开X
quick little freebie skill! i'm a big fan of @petersuhm's https://t.co/7QMxSAHUmj and use it across a bunch of projects for dynamic open graph images. i made a skill so it can be implemented with basically zero effort. 🙂 https://t.co/4vKIIkpQDa
▸ 折叠2条(转推/噪音)
转推2026-09-07 RT @levelsio: Congrats!!! And it's great to see this perpetual ☃️ snowball happening Back in 2013, I was inspired by @patio11 @yongfook @…
转推2026-09-06 RT @Shpigford: okay. claude's down so i need to do marketing. https://t.co/rHttZyJqV0 https://t.co/wy8pUhuFoS https://t.co/s6bZ2W8fa1 http…
Danny Postma@dannypostmaindie182.7K粉 · 3条给创意、规划、实现分配不同模型,并开始做游戏的首个地牢。
@dannypostma2026-09-08♥12👁3.3K↗ 打开X
implementing the first dungeon for my game and it all makes sense now https://t.co/IWZ1CoLQuk
@dannypostma2026-09-08♥132👁17.7K↗ 打开X
* GPT-6 for ideation Fable 5 for spec and planning Grok 4.6 for implementation "" GPT-6 is super creative but likes to overdeliver making spec bloated Fable 5 is solid but way too expensive and slow to do implemention but is great value for planning Grok 4.6 is super super fast when it comes to implementing, and if giving a plan to follow, will follow it well
引用@dannypostmaFable 5 for making specs and plans Grok 4.6 medium for implementing it Absolute golden combo ↗
按创意、规划、实现拆分GPT-6、Fable与Grok,强调模型分工。
@dannypostma2026-09-07♥33👁8.0K↗ 打开X
claude making me so mad GPT-6 trying to call backup https://t.co/oqSOYNNZOA
Jonathan Wilke@jonathan_wilkeindie28.1K粉 · 2条旧项目热度平息后仍保持日均近万访问,继续验证极简传播产品的长尾。
@jonathan_wilke2026-09-07♥127👁10.8K↗ 打开X
It's completely ridiculous to me that even now that the hype has settled around https://t.co/ZElVA2hguv there are still almost 10k visitor A DAY on the site https://t.co/plfoaHYf0p
传播高峰过后仍接近日均1万访问,简单互动产品出现长尾。
@jonathan_wilke2026-09-07♥108👁12.1K↗ 打开X
Daniel Vassallo@dvassalloindie204.1K粉 · 2条继续公开追踪Kia车辆12V故障,展示社交媒体升级售后仍未解决根因。
@dvassallo2026-09-08♥52👁8.6K↗ 打开X
Got the car back after @Kia escalated when they saw my tweet. They had it for two weeks of testing, and did a software update. Just 5 days later, the 12V battery is dead again showing just 2.75V! 😡 https://t.co/gq6uk0GZTA
引用@dvassalloDon’t buy a @Kia. We have an 8-seat 2026 Carnival hybrid with a defective 12V system. I have to jump start the car every time but Kia’s diagnostics isn’t showing a fault so they can’t do anything even though the car won’t start at the dealership!! Insane … ↗
社交媒体升级售后后车辆仍再次亏电,曝光不等于根因修复。
@dvassallo2026-09-07♥99👁20.1K↗ 打开X
There are some people you just love to see them win. What a show of force today by Kimi.
引用@M99464065un pilota della mercedes che si butta tra le braccia dei tifosi della ferrari mai visto ❤️ https://t.co/4pUyeVrVvI ↗
▸ 折叠1条(转推/噪音)
转推2026-09-06 RT @gumroad: Gumroad is hiring creators-in-residence. You’ll get paid $60,000 a year and be able to make art full-time. You can “work” fro…
Arvid Kahl@arvidkahlindie209.4K粉 · 6条讨论Agent时代重新当初学者、软删除,以及Markdown岗位说明替代低层工作。
@arvidkahl2026-09-07♥56👁5.5K↗ 打开X
"You're fired. You have been replaced by a large .md file describing your job." Kinda what's happening for low-level work right now.
引用@yacineMTB>dude you gotta prompt it to do things humans are still necessary the prompt: "please figure out what my job is and do it for me" ↗
用大型Markdown岗位说明替代低层工作的黑色幽默。
@arvidkahl2026-09-07♥79👁8.7K↗ 打开X
This is a very insightful read-along of an equally insightful blog post. The thing that resonated the most with me came up in the last few seconds of the video: it really does feel like I'm a new dev again. Agentic coding is so novel; I'm a beginner once more. And I LOVE it :D
引用@theoIf you understand your whole codebase, the codebase isn't that important. Real software is larger than what your brain can comprehend. https://t.co/EjMThD69bi ↗
Agentic coding让资深开发者重新体验初学者状态。
@arvidkahl2026-09-07♥86👁10.7K↗ 打开X
If you want to see what makes DHH such a capable entrepreneur, look at his ability to argue the case for diametrically opposed viewpoints in his day-to-day work with "what was available at the time" technology. I think they call this "strong opinions, loosely held."
引用@AndrewHarta good reminder that just because someone states their opinion with intense conviction, does not make it fact. they can come back a year later and state the absolute opposite view with the same conviction. https://t.co/0Ysw4AUkce ↗
@arvidkahl2026-09-07♥70👁7.6K↗ 打开X
This is also a really solid case for soft-delete with a time-delayed hard delete cronjob.
引用@BenjaminHouyAccidentally deleted a user account. This is what happens when I do customer support before drinking coffee. Luckily I have Point-in-time Recovery, ↗
误删用户后的实用补救:软删除加延迟硬删除。
@arvidkahl2026-09-06♥25👁6.7K↗ 打开X
“Tool envy” (and its absence) will be the defining characteristic of successful experts in the future.
引用@awesomeklingOver the coming years, more and more people will see parts of their expertise replicated by AI, and many of them are going to be extremely upset about it and shame you for thinking it's neat. The software profession is in the middle of this right now, and … ↗
@arvidkahl2026-09-06♥36👁7.5K↗ 打开X
We’re collectively realizing that experts, analog or digital, make strange decisions from time to time. Non-determinism, we learn, is both awesome and dreadful. It’s more powerful, but like people, these tools need active management (and resist it just like our best devs).
引用@heyJordanParkerAstra is such a weird model. 1. It makes better architectural decisions than Fable 2. It is more diligent & disciplined than Fable 3. It communicates better than Fable 4. Seems to compact better than every other model I've tested But also… 1. Is slow to … ↗
Dan Kulkov@DanKulkovindie49.7K粉 · 8条把增长建议压成少加功能、多做站外营销、敢改定价和及时退出。
@DanKulkov2026-09-08♥8👁683↗ 打开X
so fucking done with claude https://t.co/nz6pQWEvWC
@DanKulkov2026-09-08♥41👁2.7K↗ 打开X
1. understand your problems - not enough installs - bad onboarding - weak pricing 2. do marketing outside of X stop trying to impress indie hackers do boring marketing tasks instead 3. stop shipping new features another feature no one asked for won't double your revenue only ship things your users asked for 4. be bold in your experiments changing button color won't matter adding lifetime plan might be a big win 5. know when to quit its ok to pause an app and ship a new one often, it's the best thing you can do
引用@DanKulkovstop looking at $0 every morning do this instead https://t.co/0ukVDMMukA ↗
增长清单强调站外营销、用户请求、定价实验与及时停项目。
@DanKulkov2026-09-07♥8👁2.9K↗ 打开X
these growth hacks took Postiz to $2.2M ARR X distribution hacks, UGC pages, and TikTok slideshow playbooks all battle-tested by Nevo through Postiz’s GTM
引用@wickedgurohttps://t.co/MppAW9cEoN ↗
@DanKulkov2026-09-07♥2👁159↗ 打开X
stop looking at $0 every morning do this instead https://t.co/0ukVDMMukA
@DanKulkov2026-09-07♥15👁1.3K↗ 打开X
5 hour limits are crime against the humanity should have been banned by geneva convention
@DanKulkov2026-09-07♥16👁1.4K↗ 打开X
+5000 MRR confirmed https://t.co/OBikM70ltF
@DanKulkov2026-09-06♥65👁4.4K↗ 打开X
average reply on threads i am the first guy in the history of mankind to FAKE $4000/mo online scammer from temu https://t.co/0FLGSgMEpz
▸ 折叠5条(转推/噪音)
转推2026-09-07 RT @DanKulkov: pain https://t.co/6EfORDmP1I
转推2026-09-07 RT @DanKulkov: 5 hour limits are crime against the humanity should have been banned by geneva convention
转推2026-09-07 RT @DanKulkov: +5000 MRR confirmed https://t.co/OBikM70ltF
转推2026-09-07 RT @DanKulkov: average reply on threads i am the first guy in the history of mankind to FAKE $4000/mo online scammer from temu https://t.…
转推2026-09-06 RT @DanKulkov: 0 lines of code written thank you, claude code https://t.co/DgnDnt7HMC
Adam Lyttle@adamlyttleappsindie58.3K粉 · 12条继续用Astra做移动网页开放世界游戏,并把个人能力与判断力视作长期护城河。
@adamlyttleapps2026-09-08♥2👁218↗ 打开X
I think this is fundamentally the wrong question When I was in high school. Before the dot com bubble burst. My teacher told me: “You kids are going to be doing jobs that haven’t even been invented yet” And he was right. Social media managers. App developers. Influencers. None of those jobs were jobs back then The point he went on to make: Develop your interests, your thinking process and yourself That’s the “moat”. You. I’ve been thinking about this a lot lately and it’s truer now than back then As long as you have a good head on your shoulders, you’re determined and you’re prepared to give things a go. Nothing can stop you
引用@SergiuszBuilds@adamlyttleapps Hey Adam, what do you think the future of game development looks like when anyone can create the gameplay, AAA graphics? I honestly don’t see where the moat is anymore. Multiplayer and story? ↗
面对游戏开发护城河疑问,把兴趣、判断过程和行动力视作个人护城河。
@adamlyttleapps2026-09-08♥3👁1.1K↗ 打开X
Only a 5 hours left in the challenge for $1000 Time to beat is 5:38 https://t.co/repaNcQqqO
@adamlyttleapps2026-09-08♥25👁2.5K↗ 打开X
Second pass with Astra For my cartoon open world uber delivery game https://t.co/FaNyRp0zVp
引用@adamlyttleappsFirst view of an open world game I’m building this week. Built with Astra It’s an uber / DoorDash simulator game 😂 Runs so smooth in the mobile browser Very fast becoming my favourite model of all time. I’ve bumped my usage down to Astra Max instead of … ↗
Astra生成移动浏览器开放世界送餐游戏的第二轮版本。
@adamlyttleapps2026-09-07♥6👁4.9K↗ 打开X
I burned tokens 🫡 https://t.co/Vqpius4h6C
引用@michalmalewiczhey anon! I need you to burn tokens!! not for me. for you! obviously for you! Because I love you! wake up at 4am. Or better yet - don't sleep! ship something. doesn't matter what shipping is the way to escape the *PERMANENT UNDERCLASS* You don't want to … ↗
@adamlyttleapps2026-09-07♥47👁7.0K↗ 打开X
First view of an open world game I’m building this week. Built with Astra It’s an uber / DoorDash simulator game 😂 Runs so smooth in the mobile browser Very fast becoming my favourite model of all time. I’ve bumped my usage down to Astra Max instead of ultra and the results are still great for far less token usage.
引用@adamlyttleappsWith nearly 100 hours of games played since I started tracking last week I’ve learned a few things: There is one standout game which could be built into something more substantial and released as an app on the App Store But it’s not a true outlier in any … ↗
从近100小时游戏使用观察转入更复杂的开放世界实验。
@adamlyttleapps2026-09-07♥5👁2.3K↗ 打开X
Reads as: “we’re ahead by a long shot so it’s a good time to slow down progress and lock our lead in forever kthnxbye”
引用@merettmI wrote about the state of AI, why I’m concerned about the next few years, and the choices we need to make to keep the future in humanity’s hands. An Alien Mind: https://t.co/FeIfWNe0UE ↗
@adamlyttleapps2026-09-07♥56👁7.2K↗ 打开X
Is today the day we reach second milestone? $200 MRR It’s growing around +$90 MRR per week https://t.co/2Ot3hQZxrO
引用@adamlyttleappsNew secret app I built for shipaton is starting to gain traction First milestone reached: $100 MRR I built and released before being invited as a guest judge. Was originally gunning for a few categories but immediately disqualify myself now But… shipaton … ↗
秘密App以约每周90美元MRR增长,接近200美元节点。
@adamlyttleapps2026-09-07♥3👁1.8K↗ 打开X
These are kinda fun!
引用@MarioSaputraHave nothing to do while waiting for your agents ? Play my slop games at https://t.co/jFDl4midPs More slops are coming lol https://t.co/BUsPOvT5F4 ↗
@adamlyttleapps2026-09-07♥14👁3.5K↗ 打开X
From this view data centers look like circuit boards… huh…
引用@ChaseLochmillerCongratulations to our friends at @OpenAI! I guess this makes Abilene the birthplace of AGI! https://t.co/HDeLY5oTfS ↗
@adamlyttleapps2026-09-07♥7👁8.6K↗ 打开X
With nearly 100 hours of games played since I started tracking last week I’ve learned a few things: There is one standout game which could be built into something more substantial and released as an app on the App Store But it’s not a true outlier in any sense. It’s just more “sticky” than the other games with more people coming back again and again. Before I invest in making it a real game/app I’m going to keep watching it. In the meantime the experimentation continues. Direction for the upcoming week: Fun games with more game mechanic than just “do the thing and rank on the leaderboard” type stickiness. I’m thinking levels, progression, etc I’ve been thinking a lot about old games I loved as a kid that could be revamped for 2026. Games like bridge builder and the incredible machine were fun. And there hasn’t been a decent web version successor created yet. I’m exploring this path. Also: I like this idea of creating an open world type game that you explore (drive around to inside buildings) and I’m trying to work out the best premise/game mechanic for it. Will see how it goes.
@adamlyttleapps2026-09-06♥24👁4.8K↗ 打开X
Fable does this trial and error thing to get to the finished product. It burns token in the process while it iterates and self reviews Meanwhile Astra seems to understand the problem and solution immediately. Then finds the most direct path to get there. The result: Astra is more efficient when you have a clear outcome presented. It gets there quick with minimal token burning. Fable *does* get there too. But it chews your tokens in the process. The best way to promote Astra is to be prescriptive about exactly what you want and let it do its thing.
@adamlyttleapps2026-09-06♥65👁9.8K↗ 打开X
I've had a bunch of people ask me how I made this This is my exact process: First I drew a sketch of what I wanted the subway station to look like. I asked Nano Banana 2 to turn it into a render using this prompt: "turn this sketch into a photorealistic Unreal engine generated game scene from an AAA game studio. its a subway station looking straight down the walkway between the platforms with trains on either platform. load baring pillars and the stairwell ahead that takes you to the subway above" Then I asked GPT-6 Astra on Ultra to turn into a technical demo that showcases its capabilities with this prompt: "Create a threejs interactive technical demo that showcases your models technical capabilities of this subway scene '/Users/adamlyttle/dev/subway-test/subway-scene.png'. It must look exactly like this scene with trains entering and leaving the platforms in a realistic manner. Doors opening and the interactive first person view being able to walk around the platform, enter a train when it’s at the station and explore upstairs. Upstairs will have the ticket gates, toilets and a convenience store that is stocked. The brief is for the entire interactive area to have the same photo realism as the photo attached. it must be able to run on desktop using a mouse + keyboard or gamepad using normal game controls and no ability to walk through walls. I should be able to explore the platform, the train carriages, the upstairs area, the toilets, the convenience store and I should be able to look at the ticket gates but not exit. This is a closed world after all. Every scene built needs to feel like its part of the same world as the original photo, a person looking must immediately think they are part of the same demonstration with the same photo realism. When I enter a train the train will not leave the platform. You have access to fal ai mcp for asset generation (textures, mesh, etc). Your job is to build the scene to be a perfect replica of the attached photo and expand on the world into the train carriages and the upstairs area. Quality is AAA game with photo realism perfect replica of attached photo. You are not authorised to look at the other agents work in the subway-test folder. In the progress folder generate a index.html file which documents your process including screenshots in a way that a human looking will understand your thinking and process and see the journey as it unfolds. Build it." That's it. Astra did the rest for me. It only took 26m 9s and used 10,460,032 tokens to generate 🤷🏻‍♂️
引用@adamlyttleappsGPT-6 Astra Ultra Generated in 26 minutes 🤯 10,460,032 tokens used https://t.co/Q0GkaWreth ↗
Brett@BrettFromDJindie170.3K粉 · 2条追踪GPT-6 Astra与Higgsfield驱动的无限AI直播。
@BrettFromDJ2026-09-07♥58👁26.8K↗ 打开X
We've actually reached a point where major streamers are doing infinite AI livestreams. Higgsfield + GPT-6 Astra is an insane combination. Like wtf. 🤣 https://t.co/DKaSw67vIU
引用@N3onOnYTThis is my last stream as a human being. i'll explain when it's over first Al streamer in the world and it's me. this stream will never end. going to bed now. don't make me do anything that can jail me. powered by GPT-6 Astra and @higgsfield.ai live on … ↗
无限AI直播进入大主播场景,边界与持续内容质量仍待验证。
@BrettFromDJ2026-09-07♥18👁1.4K↗ 打开X
5 brand new mini tools added to https://t.co/Vs4BkFweHm Excited to see what ya'll create. 👀 https://t.co/qnJfCARCCC
▸ 折叠2条(转推/噪音)
转推2026-09-07 RT @adilinthewild: GPT-6 Astra is running an infinite+interactive AI livestream using Higgsfield. To test how consistent it is, we partn…
转推2026-09-06 RT @adilinthewild: a year at higgsfield, and I think I'm getting fired... gpt-6 astra + higgsfield mcp generated and edited this entire 11…
Marc Köhlbrugge@marckohlbruggeindie87.7K粉 · 4条用Astra和Blender改游戏资产,并发现Stripe个人Profile的直接收款入口。
@marckohlbrugge2026-09-08♥4👁378↗ 打开X
TIL, you can have a public Stripe profile with "Pay" button Here's mine: https://t.co/xAUwFH9yfG You can set it up here: https://t.co/1NkNBONHFD https://t.co/sO2ugMN54r
Stripe公开Profile可添加Pay按钮,适合低摩擦收款。
@marckohlbrugge2026-09-07♥19👁2.5K↗ 打开X
https://t.co/D0oHtSrMGG fixed some bugs and remodeled all units and buildings with GPT astra + blender https://t.co/DBHHPSU1hj
用Astra与Blender重新制作游戏单位与建筑资产。
@marckohlbrugge2026-09-06♥37👁4.2K↗ 打开X
couple of prism tanks + two repair vehicles (= outrider with engineer inside of it) = basically unstoppable https://t.co/OYeaEEGYIU
@marckohlbrugge2026-09-06♥12👁3.2K↗ 打开X
Should I make Blue Alert maps a sphere? https://t.co/bqGgcRWc9y
▸ 折叠2条(转推/噪音)
转推2026-09-07 RT @itopinion: We’re inviting native English-speaking Android users to help shape consumer version NOTE4. Hardware: $54.99 + shipping/tax.…
转推2026-09-06 RT @GeoffreyHuntley: we are at the mocking phase of being early. we also don’t even know what the term means right now but it’s happening…
Andrea Bosoni@theandrebosoindie63.9K粉 · 1条本期文件里的观点仍是SaaS卖可靠完成任务的安心,而不只是软件本身。
@theandreboso2026-09-06♥26👁1.0K↗ 打开X
I’ve talked to a lot of non-tech people recently and that keeps me bullish on the SaaS model. When they buy something they don’t pay to get a product but to get a job done. It’s true that we’re getting closer to a moment where even they could build anything themselves with a prompt. But I know most of them won’t because what they really want to buy is not the tool. It’s the peace of mind that everything will just work and won’t break at the wrong time.
Thomas Sanlis 🥐@T_Zahilindie24.1K粉 · 6条用Discord项目brief和9月公开挑战增强Uneed社区,也继续销售AEO评测内容。
@T_Zahil2026-09-08♥7👁581↗ 打开X
I've started something fun last week on Uneed's Discord I called it "The Build Brief" Every Tuesday, I share a project idea for solo founders, detailing the business model, the features, the go to market strategy etc The first one was a newsletter ad network, and now Ben is already on it 👊🏻 PS: I just sent the second one on the Discord. If you want an access, subscribe to "Uneed Pro" on the website 🔥
引用@b3nm4nnNo time to waste. We're building a newsletter ad network. Got a (tech) newsletter? Hit me up. #uneedgoals https://t.co/vRbCw5gz0D ↗
用每周项目brief把Discord会员内容变成可执行挑战。
@T_Zahil2026-09-07♥10👁723↗ 打开X
That's why I absolutely love Uneed Community 🥹 We're more than 60 people now, 60 SUPER motivated people! This whole "september challenge" thing was their idea 🫶🏻❤️
引用@DmytroBavykinUsually Monday starts slowly with a lazy cup of coffee and going over the backlog But then @tedmirra shared his commitment in Uneed Discord and I decided to join I was planning it for later and closer to Uneed Residency, but many other community members … ↗
60人社区用公开承诺推动9月发布挑战。
@T_Zahil2026-09-07♥15👁1.3K↗ 打开X
YES 🔥🔥 For september, 5 people (my self included) from Uneed Community shared their goals publicly! We're all going to release a new project before the end of the month 😎
引用@b3nm4nnI got nerd-sniped by @T_Zahil to build a two-sided market place. I have ~23 days left. In my mind this only counts as a win if we can generate at least some MRR. Let's go 💪 https://t.co/3NmnNFDY0Q ↗
@T_Zahil2026-09-07♥16👁1.7K↗ 打开X
Backlinks got you ranked on Google. But they do almost nothing for AI 😅 LLMs don't read metrics, they read sentences. To be recommended, your product needs to exist inside actual prose: what it does, who it's for, how it compares... That's why a single in-depth review beats 50 directory links 🤖 Use the code GETMENTIONED to get $30 off our Product Review offer on Uneed, and get your blog post for $117 only 😊 PS: We already wrote and published 70+ product review on our blog. We started in 2024 😱
AEO销售论点:模型更依赖具体语境中的产品描述,而非只看链接指标。
@T_Zahil2026-09-07♥11👁1.0K↗ 打开X
If I needed a designer, I know who I'd hire 👇🏻
引用@JamiePeakI’m currently looking for my next opportunity as a Senior Product Designer. 👋 If you’re hiring or know of anything that might be a good fit, I’d love to hear from you. Shares appreciated! ↗
@T_Zahil2026-09-06♥11👁845↗ 打开X
You can now see the latest product updates directly from their page on Uneed 🤩 To add content, simply tag your product when posting on the community! https://t.co/dFJGFtzeED
Dan Rowden@drindie108.7K粉 · 2条本期文件里主要是老产品可靠性与出售Ghost托管业务后的回顾。
@dr2026-09-06♥8👁4.0K↗ 打开X
I'm embarrassed by my own product. I built Subsail by hand in 2016 and 2017 and the design has not changed since then. It's functional, but not pretty, and it isn't even responsive, meaning it's a pain to use on mobile. There are always more important things to work on. I haven't made the time to update it, use something like Tailwind, or make it responsive. Don't even think about dark mode lol. I'd love to update it. But also, I've never had anyone complain. It works, so I leave it working
@dr2026-09-06♥14👁3.6K↗ 打开X
About a year ago I sold my Ghost host, Gloat, to Magic Pages, a (much better) hosting platform. I’m super impressed with what Magic Pages is becoming, offering a ton of things on top of basic Ghost sites. Really happy to have met Jannis, the founder, this weekend in person 🙌 https://t.co/HH4Ra8To5v
Peter Askew@searchboundindie26.2K粉 · 2条分享牧场照片与音乐梗,本期产品一手信号较少。
@searchbound2026-09-07♥14👁757↗ 打开X
these photos ranchers share could be used as artwork, tbh (from Wagonhammer Ranches in Nebraska) https://t.co/hQ0acQYKMd
@searchbound2026-09-07♥12👁1.4K↗ 打开X
🎶 [...] to rock a rhyme, to rock a rhyme that's right on time, it's: https://t.co/sR5uTcSKkh
Kyle Gawley@kylegawleyindie44.9K粉 · 5条连续反思MRR排行榜、AI假testimonial和企业客户真正关心的可靠性。
@kylegawley2026-09-08♥1👁280↗ 打开X
Imagine the antics of indie hackers in literally any other profession. A hospital leaderboard: #1 Surgeon - $30k/mo #2 Consultant - $27k/mo #3 Anaesthetist - $26k/mo "Just crossed $25k MRR from euthanasia." "Huge week. 17 new patients." "Anyone can become a surgeon. Just operate every day for 30 days." "I built a new operating theatre in 48 hours with AI." "Here’s the exact funnel I used to get my first 100 patients." Absolutely bizarre. Yes somehow this is normalised by indie hackers.
把indie收入排行榜移植到医院,讽刺MRR文化的荒诞感。
@kylegawley2026-09-08♥4👁467↗ 打开X
AI-generated testimonials are a scam. Not only did these people never use the product. They don't exist at all. Real customers will see right through it. The only people impressed by AI testimonials are the scammers selling you AI testimonial tools. Fake people, fake experiences, and fake trust. The product must be great if there isn't a single testimonial from a real user.e
直接反对AI生成虚假testimonial:不存在的人不能提供真实信任。
@kylegawley2026-09-08♥3👁794↗ 打开X
Customers don't care about your MRR. A PR firm evaluating Alertly is thinking: > Does it catch the mentions I need? > Is it reliable? > Is my data safe? > Is it worth the price? They are not thinking - "Excellent, Kyle has reached $7,746 MRR"
企业客户关心结果、可靠、安全与价格,不关心创始人MRR。
@kylegawley2026-09-07♥5👁1.3K↗ 打开X
I added .csv exports to Alertly. The least exciting feature, but most important feature that every enterprise customer cares about. https://t.co/TzGyccVCPs
CSV导出不性感,却是企业客户反复要求的基础能力。
@kylegawley2026-09-07♥11👁1.4K↗ 打开X
Do you ever feel uneasy looking at AI images or video? You can't point to what's wrong but something feels off. Your brain evolved to detect tiny inconsistencies in reality. It's called uncanny valley. Your subconscious picks up that something is off. You get an uneasy, eerie feeling as a warning. Now think about using AI in your marketing. Do you want customers feeling uneasy when they see your content?

数据:Twitter/X(独立开发者+AI行业两个cohort)+Hacker News(前排/Show HN)+GitHub新星。原文照登。Twitter转推及噪音共48条折叠在作者附录内;旧推不进正文叙事,仅出现在附录并带日期。