独立开发者日报

快模型开始接受真实任务,Agent经济账从额度算到隐私

Jev开放使用后,复刻、端侧版本和纠错实验迅速涌现,速度之外终于有了任务边界;与此同时,开发者开始把Agent的额度、控制权、隐私和验证成本放进同一本账。

独立开发者日报编辑流程 · AI辅助整理,保留原始来源

2026-09-21 · Twitter 32账号/117条(部分) · HN 53条 · GitHub新星 3个 · 正文约27分钟 · 窗口09-20 ~ 09-21

编者按

Jev不再只是发布日的速度神话。开放使用、开源复刻、端侧移植和评测工具在两天内同时冒出来,tdinh_me还主动撤回了一个被harness放大的胜利。一个新模型类别真正成熟的标志,不是演示越来越多,而是失败样本、任务定义和harness贡献开始被说清楚。

Agent的另一张账也浮出水面:有人记录到订阅额度消耗速度较两个月前增加4.8–5.9倍,有人因涨价通知在12小时内替换SaaS,还有高强度用户抱怨模型会忘记四条消息前刚给过的工具。模型能力、控制平面、价格和可替换性,本来就是同一个产品决策。

最值得警惕的不是某个Agent偶尔做错,而是入口越统一,广告、追踪和交易排序越容易一起进入。HN榜首讨论ChatGPT广告收集器,一线产品观察者则把个人数据、Marketplace自动议价和未来推荐竞价连成一条线。便利是真的,新的平台税和隐私代价也是真的。

1

Jev开放使用后,快模型生态用复刻与纠错补上真实边界

昨日回声

回看2026-09-20:Jev争议从性能跑到来路,System One模型开始成为一个类别

Jev在9月20日取消等待名单,官方又通过Vercel AI Gateway做限免。热度很快从品牌梗扩散到工具链:HN同时出现聊天封装、typed decision评测和基于Qwen3.5的微型同类模型。

@typesafeai2026-09-20♥457👁10.1K↗ 打开X
Jev is now available to everyone. No waitlist. Start using it here: https://t.co/5MfN4rIif5
TypeSafe官方宣布Jev向所有人开放;同日API/console出现问题,早期可用性仍在波动。
Kev把Jev式决策模型做成基于Qwen3.5的小型家族,HN获得81分、41条评论。

最有价值的进展来自一次公开纠错。tdinh_me先让Jev与Claude Haiku实时玩俄罗斯方块,随后发现harness预先整理了最优选项;拿掉这层帮助、只给规则和状态后,Jev几乎失效。这不是演示翻车,而是一条重要测量原则:harness做了多少判断,必须单独记账。

@tdinh_me2026-09-21♥12👁2.8K↗ 打开X
Ok I made a mistake. The game harness was doing a lot of heavy lifting for both models by preparing optimal options for Jev/Haiku to pick from, given a game state. If I change the harness to provide only game rules and game state, and only allow Jev to decide the control buttons (left/right/rotate/drop), it pretty much becomes useless.
引用@tdinh_meTetris battle: Jev vs Claude Haiku 4.5 Both compete in REAL TIME. This means both SPEED and INTELLIGENCE matter. (Link to try it yourself below) https://t.co/wLsCJWGsii ↗
作者主动更正此前结论:game harness为两个模型准备候选动作,显著放大了能力。
jevals尝试用typed Jev decisions替代LLM judge;当前只有23分、1条评论,仍是早期工具。
jevchat把决策模型包装成聊天机器人,作者自己就称效果“lousy”,恰好展示任务错配。
💡 比较快模型时,把原始状态、harness预处理、候选动作、模型决策、回退和最终结果分别记录;任何一层替模型缩小了搜索空间,都不能把整段成功归给模型。
2

Agent控制权先取决于任务形状:局部执行很快,全局判断仍会失控

昨日回声

回看2026-09-20:AI默认风格引发反弹:更快生成,未必更快形成判断

昨天mattpocockuk用纸笔取代Agent规划课程,因为任何局部改动都会波及全局。今天他把问题推进到代码库设计:深模块、adapter和seam这些AI前的工程方法,哪些仍能帮助Agent?这说明“会不会用AI”正在变成“怎样把任务切成Agent能看见边界的形状”。

@mattpocockuk2026-09-21♥37👁4.6K↗ 打开X
Which codebase design techniques from the pre-AI era still help agents? Deep modules, adapters/seams etc. Writing the 'codebase design' part of my new course and want to make sure I nail it.
问题从提示词上移到架构:代码库本身能否给Agent清晰边界。

altryne给出了另一端的高强度样本:Astra已经用过下载对话的工具,四条消息后却反问怎样拿到另一个对话;他清理了错误context length、16个subagent和实验性上下文配置后,token异常改善,但任务判断并未随之恢复。配置错误和模型问题可能同时存在,不能靠一次“清空设置”归因。

@altryne2026-09-21♥6👁587↗ 打开X
Just, how can you explain this? Codex w/ Astra on high... I give it a tool (@wandb hivemind btw, thank me later) to download all my conversations (for some light/heavy JEVing) It USES the tool, downloads one conversation, realizes it doesn't have another conversation.. and then ASKS ME, about, how to get the other one. IT ASKS ME! After I told it. 4 messages ago. Guys, what am I missing here? @thsottiaux I remember when Claude Code users were screaming "it's dumber" you guys were posting "we treat things like this very seriously and investigate" And my whole timeline is full of folks giving up on Astra due to very similar things happening. Not only the stopping, that's kind of a meme right now, Astra is just like "yes, you're right, this IS a bug" and just goes to sleep 😂 but this? on High? I cleaned up my config.toml (huge thanks to @dkundel for the help!) and the serious guzzling token issues seems to have stopped (for reference for others if you see this, I had a misconfigured Context length, and up to 16 subagent and the experimental context thing, turned all that off) But it didn't improve the model, seemingly at all. Maybe I need to look into my .. system prompts? my customizations? should I try to clean my memory? Folks I'm not just dunking on OpenAI here, I really am missing a huge part of my agentic lineup and need advice 🙏
引用@altryneFable 5.1 is doing just... absolute circles around Astra (I just got the reset today, it's down to 90% already on medium not fast) Fable is architecting, fixing on the spot, updating Linear tickets, doing real time answering. Astra is chugging on one … ↗
单用户体验不能代表整体模型质量,但具体到工具遗忘、停止和配置修正,足以形成可复现问题清单。
▲113Prompts aren’t Real54评论 · HN↗
《Prompts aren’t Real》把注意力从提示文本移向评估与系统行为,HN获得113分、54条评论。

这条线的结论不是“纸笔胜过Agent”,而是不同任务需要不同控制面:局部、可验证、可回滚的工作适合放权;会牵动整份作品或整个系统的决策,需要更慢的节奏、共享状态和显式检查点。

💡 在启动Agent前先画任务依赖:局部改动有明确测试和回滚就放权,跨模块判断则先设共享状态、阶段检查点和停止条件;排障时把配置、harness与模型行为分开复现。
3

额度消耗与SaaS替换同时加速,本地栈从口号变成退出选项

昨日回声

回看2026-09-20:Agent时代押注Linux:口号很多,桌面入口开始出现产品信号

SimonHoiberg称自己用OpenClaw记录了同等reasoning effort和相似工作组合:Codex周额度比两个月前快4.8–5.9倍耗尽,同时处理速度约慢18%。这是单个重度用户自报,不等于平台整体变更,但它把“体感变贵”变成了可继续核对的时间序列。

@SimonHoiberg2026-09-20♥1.4K👁151.3K↗ 打开X
Since the Codex reset yesterday, I already depleted the weekly limits of one of my Codex accounts. This account exlusively uses GPT-5.6 Sol. I'm tracking all token consumption through my OpenClaw setup, so it's very easy to compare to previous periods. Limits are now exhausting 4.8-5.9x faster than they did just 2 months ago while consumption is now around ~18% slower. Same reasoning efforts, same mixed type of work. The token rug pull is coming. Get ready to pay up.
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 … ↗
数字来自作者自己的用量追踪;未提供账单明细或平台口径,宜视为预警样本。

他随后把Qwen 3.8与五个20x Codex订阅比较,准备转向本地或租用GPU。另一边,yongfook引用的SaaS用户称收到Mintlify涨价邮件后,用约25分钟实际操作、12小时跨度做了替代品。两件事指向同一经济机制:当生成成本降低而订阅价格或额度不稳定,退出能力本身会变成采购条件。

@SimonHoiberg2026-09-21♥29👁1.7K↗ 打开X
At this point, GPT-5.6 Sol feels as useful as Qwen 3.8. And GPT-6 is eating my weekly limits in 2 blinks of an eye. I see no reason to continue this. Qwen 3.8 can run comfortably on consumer-grade graphic cards, or rented with Vast/RunPod for less than my 5 20x Codex subscriptions cost, and I would have truly unlimited consumption. Time for change.
引用@SimonHoibergNot only that - but at least GPT-5.6 Sol also feels dumber right now. Could be "placebo" since I can't really proof this part with numbers, but seems to require extra babysitting today. ↗
本地模型“同样有用”是作者判断,尚缺统一任务集比较。
@yongfook2026-09-21♥2👁267↗ 打开X
There's a whole category of SaaS predicated on the moat of "devs don't have the time to do this themselves" and that moat is eroding in real time now.
引用@thisritchiethis is exactly what happened with Mintlify for us. I had 25% of my Claude max leftover on Friday night, I got an email from them saying they were increasing prices, so I replaced it in ~12 hours with about 25 minutes of actual effort. ↗
被引用者自报替换Mintlify的时间;完成替代不等于长期维护成本为零。
Laya在Mac M4上离线运行,为快决策模型提供本地路线;HN样本为156分、30条评论。
@AlexFinn2026-09-20♥2.3K👁106.3K↗ 打开X
Linux is so obviously the future Open source model controlling an open source agent harness working on an open source operating system If you don't see this you're blind
“开放模型+开放harness+开放OS”获得高互动,但目前仍是路线判断,不是采用数据。
💡 评估Agent订阅时保留每周token、成功任务数、完成时间和人工接管次数;同时维护一个可导出的最小工作流,只有迁移成本可测,本地或替代供应商才是真正的退出选项。
4

安全审计skill第五天仍增2428星,验证产线开始面对模型与数据外泄

昨日回声

回看2026-09-20:安全审计skill第四天仍日增3155星,验证开始变成Agent产线

Cloudflare的security-audit-skill连续第五天进入GitHub新星榜,9月21日再增2428星,总星数18529。README把审计拆成侦察、覆盖驱动搜索、候选验证、结构化输出、独立复核和中性报告六阶段;增长速度证明“让另一个Agent尝试推翻结论”已经成为强需求。

cloudflare/security-audit-skill+2.4K/日 · 共18.5K★ · 13%/日 · 5次上榜JavaScript
A coding-agent skill for multi-phase security audits with independently verified, machine-readable findings
五日新增依次为927、3607、3006、3155、2428星;星数是关注度,不是审计有效率。

同一天HN第二名是“Exfiltrate Your Weights”,邀请参与者测试能否从托管模型服务中带走权重;另一个项目用torrent抢救可能被删除的LLM模型。一个在问怎样证明系统没漏,另一个在证明数据一旦公开就很难真正收回。

▲671Exfiltrate Your Weights267评论 · HN↗
热评 · tru3_power
Any hits?
权重外泄挑战获得671分、267条评论;本地数据没有命中结果统计。
热评 · kevinsimper
That is pretty smart, torrent should have been used for more things, and this is a perfect usecase!
Pirate Face用分布式方式保存面临删除的模型,HN获得537分、143条评论。

验证产线不能只检查代码是否安全,还要记清模型、数据、凭证和输出分别去了哪里。Agent越能自动发现问题,证据链、授权范围和外发边界越需要被机器读取。

💡 把安全Agent的覆盖账本扩展为数据流账本:每一步记录读取对象、外发目标、权限依据和可复现实验;结论由独立验证者反证,未闭环项只保留待验证事实。
5

Agent入口开始同时掌握追踪、交易与排序,便利背后是一整层平台权力

平台

回看2026-09-17:Sponsored Agents接入Shopify,聊天入口开始变成广告市场

HN榜首文章声称ChatGPT可通过广告收集器知道用户在其他网站上的行为,获得719分和382条评论。现有本地材料只有文章与讨论,不能据此确认具体收集范围;但它把一个长期问题推到台前:聊天入口一旦接入广告系统,跨站数据会怎样进入推荐和回答?

热评 · Legend2440
So basically the same kind of tracking that Facebook, Google, etc have been doing for decades?
标题是文章主张,不是本期独立核实结论;HN热评将其类比为既有广告平台追踪。

AlexFinn把Agent竞赛描述为个人数据、交易抽成和信息排序的争夺,并明确承认自己也为了效率连接了大量资料。nikitabier则给出一个具体产品冲突:Muse首发功能可在Facebook Marketplace自动议价,但大量机器人压价也可能损害原有市场。

@AlexFinn2026-09-20♥423👁33.4K↗ 打开X
The AI agent race will be the most important tech race in human history 1000x bigger than the AI model race Whoever wins gets ALL our personal data, gets a % of ALL our transactions, and basically determines the information we see and what we purchase Somehow AI agents have made people completely disregard privacy. Nobody cares. They connect literally EVERYTHING to their agents All their emails, personal texts, calendars, buying habits, everything. Never in history have humans cared so little about privacy We are willing to give up quite literally every piece of data we have in order to save time on responding to emails And this isn't criticism. I've done it. I've connected everything to these agents. They're wildly helpful. I don't regret it. I'm making thr sacrifice to increase efficiency But we are about to enter an age where all of these tech companies will pour every penny they have into pushing their agent. The prize for the winner is too big They'll have every piece of data from all users, plus you know they will start taking a transaction fee from every purchase the agent makes Not to mention the advertising opportunities. They will 100% start charging for companies to be prioritized when the agent makes buying decisions. This will be a bigger ad revenue opportunity than anything we've seen before Agents will be the most profitable area in tech ever and it wont be remotely close. Now it's just up to you if you want to give every piece of your data to Meta, SpaceX, OpenAI, Anthropic, or Google
这是作者对商业模式的推演,不代表任何平台已经采用交易抽成或推荐竞价。
@nikitabier2026-09-21♥2.7K👁195.9K↗ 打开X
How important is AI to Meta? Here’s one easy tell: One of the launch features of the Muse app was auto-negotiating for stuff on Facebook Marketplace. The poor product manager who owns Marketplace knows that millions of bots lowballing sellers will eventually kill the product. But this was escalated to Zuck by the Muse team and he said: “OK, we’ll poison Marketplace…but just a little.”
作者转述内部产品取舍;本地没有Meta官方材料核实原话,宜视为一线观察。

Agent不是普通App的又一个按钮。它如果同时能看邮件、日历、浏览记录并替人交易,排序规则、赞助标记、最小授权和撤销路径都必须成为产品界面的一部分。

💡 接入个人Agent时按数据源逐项授权,并检查推荐是否标注赞助、交易是否二次确认、历史数据能否删除;做Agent产品则把利益冲突和排序规则放到用户看得见的位置。
6

从城市广告牌到优质外链,分发库存正在被做成可复制市场

增长

DHH在哥本哈根市中心投放Omarchy广告,设计和资金来自社区成员,并公开了广告牌生成器供其他城市复刻。这里可复制的不是一张海报,而是“本地支持者出资、统一资产生成、社区公开放大”的分发模板。

@dhh2026-09-20♥1.3K👁57.7K↗ 打开X
So freaking cool! We're running Omarchy ads in the center of Copenhagen on Rådhuspladsen this week. Design by @Dennis_Rye and funded by @sonderby 👏 There's even a billboard generator available if you want to do this in your city: https://t.co/0lDoMAZfIE
引用@Dennis_RyeOmarchy week has started in Copenhagen! Thank you @sonderby for collaborating and helping fund this. And thank you @dhh for letting Peter and I do something crazy. @OmarchyLinux https://t.co/erMbQYqiFY ↗
帖子展示线下投放与生成器,没有披露费用、触达或安装转化。

tibo_maker在另一端把外链供给做成市场。他称Outrank拒绝92%的申请站点,准入要求包括真实流量、DR 30+和非零读者的内容;获准的8%在两周内分到5919美元。数字为作者自报,且支付额不等于买家的SEO或AI引用回报。

@tibo_maker2026-09-21♥34👁5.3K↗ 打开X
just realized .. we reject 92% of websites that apply to sell backlinks on Outrank that's a lot of money we're saying no to the 8% shared $5,919 in the last 2 weeks why so brutal? the entire move is about going even higher in backlink quality - making Outrank the 1st relevant place to get your backlinks what gets you rejected: no real traffic DR under 30 AI content with zero readers what gets you in: a real blog, real readers, DR 30+ quality above everything else
引用@tibo_makerOutrank about to distribute a lot of money to backlink providers $1,282 + $4,634 = $5,919 if you have a blog getting traffic with 30+ DR, it's a rare opportunity to monetize it https://t.co/PvNN4JzxxV ↗
作者自报两周分成5919美元,并公开拒绝标准;没有独立转化或排名数据。
@tibo_maker2026-09-21♥23👁7.9K↗ 打开X
easiest way to get paid if you have an audience 👉 https://t.co/D6iobFjbxE worth a look
引用@virgilerietschthank you @tibo_maker for the $453 it was a pleasure to record original content and talk about your amazing SaaS Revid & Outrank it paid their subscriptions for itself https://t.co/SJ90G1tvm9 ↗
创作者自报一条内容获得453美元,展示内容库存如何直接结算。

两种玩法都把一次性注意力变成可复用基础设施:模板负责降低复制成本,准入与结算负责维持供给质量。真正缺的仍是结果层——广告牌带来多少安装,外链带来多少合格引用和客户。

💡 复盘分发实验时把库存、准入、结算和结果拆开:先记录谁提供注意力、如何验质和如何付费,再追到安装、引用、留存或收入,避免用支出和曝光冒充回报。

⚡快速扫过

一句话+原文,扫完即可。
Qwen Image 2.1冲到HN 652分;热评认为本地图像生成已比本地代码生成更接近可用,但这仍是个人体验而非统一基准。
▲652Qwen Image 2.1173评论 · HN↗
热评 · fishfasell
The capabilities of local LLM text-to-image is honestly pretty damn impressive. IMO, I think local image generation is currently ahead of local code generation. I can get an image in seconds locally with the quality being way higher than what I'd expect from a local model. However with coding it's much slower and much less impressive. I'm sure there's a reason for this and I'm not an AI expert so I'll let the smarter folks tell me why, but that's just been my observation thus far.
Google发布开放Agent编排器AX,HN 496分;热评的第一反应却是对Google产品持续性的信任不足。
热评 · jmathai
I'm not sure why, exactly. But I don't pay any attention to news like this from Google. I don't know if there's some marketing which has me writing them off or if it's something else. What I do know is that the Gemini integration into sheets is surprisingly incapable of performing basic tasks. This is where I expect Google to really shine. I expected Sheets + Gemini to be magical like Google Photos was. I hardly try anymore besides some basic math questions when I don't feel like inputting the f …
《为什么还需要人类数学家》获得200分、179条评论,把讨论从“能否证明”推进到选题、解释和共同体价值。
《高级工程师死亡螺旋》获得187分:救火越多,越难留下能减少下一次救火的系统改进。
“没人为FOSS付费,那就强制他们付”引发182分、182条评论,开源可持续性再次从捐赠问题变成分配机制问题。
《MCP从一开始就是坏主意?》获得167分、122条评论;协议热度没有消除工具发现、权限和上下文成本。
Radius用Show HN方式做Meetup替代品,获得138分、58条评论,线下社区基础设施仍有替代需求。
一项报道认为AI聊天机器人回答金融问题时多数出错;当前本地材料只有报道入口,适合作为高风险任务必须复核的提醒。
gdocs-me-up做高保真Google Docs导出器,只有11分却指向一个朴素需求:AI工作流的最后一公里仍是格式可靠性。
vercel-labs/json-render用预定义组件和动作约束生成式UI,本期首次进入新星榜,日增291星。
vercel-labs/json-render+291/日 · 共17.7K★ · 2%/日 · 🆕首次上榜TypeScript
The Generative UI framework
higgsfield-ai/higgsfield主打容错GPU调度与大模型训练,本期第二次上榜,日增465星、总星数5557。
higgsfield-ai/higgsfield+465/日 · 共5.6K★ · 8%/日 · 2次上榜Jupyter Notebook
Fault-tolerant, highly scalable GPU orchestration, and a machine learning framework designed for training models with billions to trillions of parameters
Hallmark作者自报安装量超过5万,并预告增加30个主题;安装量不等于活跃使用,但设计skill的分发已形成规模。
@nutlope2026-09-19♥5👁556↗ 打开X
Hallmark has been installed 50k+ times! Over the last couple months, @YoussefUiUx & I have been listening to feedback & working on v2, including 30 new themes. Hallmark v2 is dropping soon. https://t.co/AStIkCLQ8j
引用@nutlopeIntroducing Hallmark! An open source design skill to make beautiful UIs and landing pages by default. Works in Claude Code, Cursor, and Codex. npx skills add nutlope/hallmark https://t.co/wEZw1ZTjPW ↗
Shpigford想要能直接操作自己电脑、远程创建worktree的移动AI IDE,而不是云实例或远程终端;310条回复说明需求很具体。
@Shpigford2026-09-20♥248👁42.2K↗ 打开X
i want an AI IDE that gives me mobile access *to my actual computer*. cloud instances do not work at all for my workflow. i just want to be able to spawn new worktrees remotely that already tap into my highly-optimized workflow. and no i don't want a remote terminal tool.
marclou称DataFast增长虽慢,却从未环比下滑;这是作者展示的单产品曲线,重点是续费复利而非爆发速度。
@marclou2026-09-20♥627👁34.7K↗ 打开X
It's funny how DataFast's growth was slow but never declined month over month. God bless recurring payments. https://t.co/61Qz32YEvh
kylegawley称AI模板感会让他怀疑产品只是临时实验;页面是否清楚回答价值与可信度,比视觉“像不像AI”更可操作。
@kylegawley2026-09-19♥39👁2.9K↗ 打开X
I'm shopping for a new SaaS product today and I have dollars to spend. But I keep coming across vibe-coded landing pages. My intuitive reaction is - do not trust this product. Not 100% sure why. I think it's because it looks like a random experiment that was thrown together in a few hours … 全文↗
nikitabier认为未来爆发的AI产品以概率结果创造价值,传统确定性软件经验未必能直接迁移;这是产品判断,不是代际定论。
@nikitabier2026-09-20♥8.1K👁420.8K↗ 打开X
There are so many seasoned software executives who are completely out of their element with the types of products that will breakout in the next few years. Over the last 20 years, their brains were wired to build apps that deliver value by outputting deterministic results, but AI produces value … 全文↗
tibo_maker展示Outrank的AI引用报告,把外链价值与生成式答案可见度绑在一起;截图能说明产品方向,不能单独证明因果。
@tibo_maker2026-09-20♥59👁7.1K↗ 打开X
we continue our work on trying to make Outrank the best software for AI citations I absolutely love this new reporting makes me realize: it's absolutely insane the backlink value that you get, given Outrank's price. https://t.co/YIjlnyAgur

📰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。
热评 · gs17
A shame that this should if anything, lead to consumer DRAM prices getting even worse.
热评 · cocodill
If you leak it, leak it everywhere!
热评 · jimbob45
Bi…cameral legislation?
热评 · itake
Singapore libraries are really annoying for foreigners because they don’t let you use the WiFi. Thailand at least gives you a 1 hour pass. Not that anyone asked but my ranking of public libraries in Asia 1/ Taiwan 2/ HK 3/ Thailand 4/ Laos (private libraries are cute, but hot…) 4/ Vietnam (Bring your passport!) 5/ Singapore I haven’t been to a library in Japan or S Korea. I tried working from a community center in Japan but I couldn’t figure how it works.
热评 · EgregiousCube
Worth noting that the limits being revoked have only been in place less than two years.
▲235I am often wrong180评论 · HN↗
热评 · verdverm
sorry, but when you reach certain levels of influence, you need to slow down, be more methodical, and not be so flippant
管理者写“我经常错”,评论提醒影响力越大越需要放慢判断。
热评 · MattGaiser
Does publishing it matter? You would almost have to keep it out of the cloud to avoid it being ingested as policies change. So even sharing it may become higher friction.
AI训练与Creative Commons的冲突继续升温,公开分享的长期边界变得模糊。
热评 · Ccecil
Sad news. First, Openbuilds now this. Not a surprise to me though since I am operating in the CNC industry I have seen the same struggles and changes, albeit, from a slightly different perspective. I work with the Smoothieware/Smoothieboard project. It seems, from my observation, that most people are not working with hardware like they were a few years ago. The "homebrew" machines and shadetree makers are becoming few and far between. The lie has been heavily sold to the maker community that you …
旧文《LLMentalist Effect》重回首页,提醒人会把流畅回答误认成理解。
▲149The Hierarchy of Money81评论 · HN↗
Resident Evil 4完成字节一致的C/C++反编译,旧游戏保存工程继续推进。
▲107One-Electron Universe92评论 · HN↗
▲102Amiga Unix, Again33评论 · HN↗
🚀 Show HN(独立发布,共9个)
Mini-AGI宣称可在8GB显存持续学习,当前只有75分、12条评论。
无需注册的个人财务模拟器,低摩擦但当前社区样本很小。

🔎值得深挖

  • Jev、Kev、Laya与其他System One模型的统一任务账本值得研究:harness预处理、决策频率、准确率、回退率和每次成功成本应如何一起测?
  • Agent订阅额度的真实经济学值得研究:按周追踪token、成功任务、速度和人工接管,能否区分模型更新、限额变化与工作负载漂移?
  • 个人Agent的广告与交易层值得研究:跨站数据、赞助排序、自动议价和交易抽成分别需要什么披露、授权与撤销机制?

📖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@thsottiauxAI705.5K粉 · 1条一句“2026是Linux桌面之年”获得高互动。
@thsottiaux2026-09-19♥13.5K👁1.4M↗ 打开X
2026 is the year of linux desktop
TypeSafe AI@typesafeaiAI119.5K粉 · 5条开放Jev等待名单、延续限免传播,并报告API/console故障;近期主页检查未成功。
@typesafeai2026-09-21♥337👁19.7K↗ 打开X
We are seeing some issues on our API/console, we are investigating: https://t.co/Hd3dfOChHO
TypeSafe报告API/console故障,早期需求与稳定性同时受压。
@typesafeai2026-09-20♥457👁10.1K↗ 打开X
Jev is now available to everyone. No waitlist. Start using it here: https://t.co/5MfN4rIif5
Jev取消等待名单,正式向所有人开放。
@typesafeai2026-09-20♥2.3K👁201.5K↗ 打开X
FREE
引用@vercel_devJev by @typesafeai is free on Vercel AI Gateway until Sept 25. Build with the fastest adopted model on the Gateway at no cost. https://t.co/KsFHUhmaLe https://t.co/7KsKeZElra ↗
转发Vercel AI Gateway对Jev限免到9月25日。
@typesafeai2026-09-19♥120👁21.4K↗ 打开X
@CompleteSkeptic is in our Discord getting his hair dyed (pink, of course). Get in!!! https://t.co/vZgBfnbDiQ https://t.co/g25xPsueWw
@typesafeai2026-09-19♥1.9K👁129.6K↗ 打开X
Once you Jev, you never go back
引用@notkevinzhangFour words, eighteen letters, $0.042 cents per million input tokens https://t.co/aHoxCAPbXE ↗
强记忆点品牌口号,信息量主要是营销。
▸ 折叠1条(转推/噪音)
转推2026-09-20 RT @mathfax: We're building intergenerational wealth
Matt Pocock@mattpocockukAI352.9K粉 · 2条追问AI前的代码架构方法哪些仍对Agent有效,并延续纸笔规划反思。
@mattpocockuk2026-09-21♥37👁4.6K↗ 打开X
Which codebase design techniques from the pre-AI era still help agents? Deep modules, adapters/seams etc. Writing the 'codebase design' part of my new course and want to make sure I nail it.
追问深模块、adapter和seam是否仍能帮助编码Agent。
@mattpocockuk2026-09-19♥817👁81.3K↗ 打开X
Some more thoughts about this. Planning a section of my course felt really fucking hard with an agent helping me. It kept distracting me with irrelevant questions. It jumped to conclusions too early. It created complex assets too fast, and drowned my thoughts with commentary. I felt out-of-control. With pen and paper, I felt totally in control. I made progress slowly but steadily. The slow pace of the medium meant I could make decisions at human speed. AI seems to be a bad fit (for me) in situations where I need oversight over the entire output at once. Where changes in one place (an early lesson) ripple through the entire output. I.e. for some things, the tortoise beats the hare
引用@mattpocockukHave been trying for weeks to make AI better at course planning Tried a new method today. Notecards, pen, paper, scissors. Turns out not using AI is pretty good guys ↗
课程规划中Agent过早下结论、过快制造资产,纸笔反而保住全局控制。
Alex Volkov@altryneAI42.7K粉 · 12条高强度试用Jev与Astra,详细记录工具遗忘、停止、配置和token问题。
@altryne2026-09-21♥0👁301↗ 打开X
This is almost a Haiku but from Astra "You asked for Jev to rank the tools. I changed that into hiding tools. Then built extra machinery to recover from hiding tools I solved a problem I introduced" https://t.co/pHQPmvVJyy
引用@altryneJust, how can you explain this? Codex w/ Astra on high... I give it a tool (@wandb hivemind btw, thank me later) to download all my conversations (for some light/heavy JEVing) It USES the tool, downloads one conversation, realizes it doesn't have another … ↗
作者复盘Astra隐藏工具后又为恢复工具增加额外步骤。
@altryne2026-09-21♥6👁587↗ 打开X
Just, how can you explain this? Codex w/ Astra on high... I give it a tool (@wandb hivemind btw, thank me later) to download all my conversations (for some light/heavy JEVing) It USES the tool, downloads one conversation, realizes it doesn't have another conversation.. and then ASKS ME, about, how to get the other one. IT ASKS ME! After I told it. 4 messages ago. Guys, what am I missing here? @thsottiaux I remember when Claude Code users were screaming "it's dumber" you guys were posting "we treat things like this very seriously and investigate" And my whole timeline is full of folks giving up on Astra due to very similar things happening. Not only the stopping, that's kind of a meme right now, Astra is just like "yes, you're right, this IS a bug" and just goes to sleep 😂 but this? on High? I cleaned up my config.toml (huge thanks to @dkundel for the help!) and the serious guzzling token issues seems to have stopped (for reference for others if you see this, I had a misconfigured Context length, and up to 16 subagent and the experimental context thing, turned all that off) But it didn't improve the model, seemingly at all. Maybe I need to look into my .. system prompts? my customizations? should I try to clean my memory? Folks I'm not just dunking on OpenAI here, I really am missing a huge part of my agentic lineup and need advice 🙏
引用@altryneFable 5.1 is doing just... absolute circles around Astra (I just got the reset today, it's down to 90% already on medium not fast) Fable is architecting, fixing on the spot, updating Linear tickets, doing real time answering. Astra is chugging on one … ↗
详细记录Astra忘记刚用过的工具、频繁停止和配置排障过程。
@altryne2026-09-21♥15👁1.6K↗ 打开X
What if... I have something that screenshots my whole screen, every like 5 seconds. Then... OCRs all of it Then... I can get "hey Jev, what was that tweet I saw Typesafe being a data shop mostly" In like 2 seconds and gives me a link!
提出持续截图与OCR的个人回忆搜索,用Jev做快速检索入口。
@altryne2026-09-21♥1👁1.1K↗ 打开X
Jesus christ tradML people can be a sulty bunch Many were exactly like this when GPT first came about and... well 😂 here we are one-shotting navier stokes https://t.co/rmHYNrwYgG
引用@MParakhinJev model is very polarizing in my social vicinity: people who got exposed to AI after ChatGPT are positively giddy with excitement, like they have literally just discovered fire. Pre-GPT ML people are baffled how that could've made news at all :-) ↗
@altryne2026-09-21♥8👁1.4K↗ 打开X
https://t.co/hkwSxGL1Ol I went to sleep later than 4am more than 2x this week 😵‍💫
引用@rakyllHonestly, I’m working 5x harder since coding agents actually became useful. Weren't these supposed to take software engineers out of the critical path? Now it just feels like every part of the stack needs to be rebuilt, and it has to happen now. ↗
引用开发者因编码Agent可用而工作更久的反直觉体验。
@altryne2026-09-21♥16👁2.4K↗ 打开X
Hey, if you've signed up for @Muse in the last 48 hours, and didn't claim your 1B tokens yet (which trust me, you won't be able to get to), use this code! Code: 3OHRDD https://t.co/Gp1kp6eu7E
@altryne2026-09-21♥5👁1.5K↗ 打开X
hmm why is @bot logging in as my friend from Xihongmen, China? 🤔 I didn't believe him at first but it doesn't seem to be a coincidence. As soon as he put in his 2 step code, he got this email from @facebook account security!? cc @elonmusk @SpaceXAI https://t.co/5Rvq76px8K
@altryne2026-09-21♥17👁3.6K↗ 打开X
My bingo card for @meta connect this year ☆ OSS version of Muse spark 1.3 please ☆ Muse 🍉 availability ☆ Speed improvements ☆ Price drops ☆ My @Muse on Meta Glasses! 😎 ☆ Muse Github connector (it's really foolish right now with the tokens) ☆ 1P Integration finally? ☆ Smarter muse omg mine is dumb sometime (can send examples) ☆ Updates on secure VM for muse
引用@alexandr_wangi am going to be speaking at connect this year! no promises, but what do y’all want to see/hear/smell/taste/touch from me & MSL this week? ↗
@altryne2026-09-20♥32👁2.2K↗ 打开X
👏 Jevelopers 👏 Jevelopers 👏 Jevelopers 👏 Jevelopers 👏 https://t.co/nfNVqO3srL
引用@allietheiconNo more waitlist! Get Jeveloping! ↗
用“Jevelopers”继续放大Jev社区身份。
@altryne2026-09-20♥8👁1.8K↗ 打开X
Seems important! Though already available via third parties, typesafe opens up their JEV waitlist to everyone!
引用@typesafeaiJev is now available to everyone. No waitlist. Start using it here: https://t.co/5MfN4rIif5 ↗
转述Jev开放使用,是官方公告的二手放大。
@altryne2026-09-20♥25👁2.0K↗ 打开X
In a world with JEV - how the fuck IPhone autocomplete is so so dog shit omg 😡 I think this release makes me even more furious about slow and imprecise software experiences Someone tell @johnternus about JEV please
@altryne2026-09-20♥607👁91.3K↗ 打开X
Fable 5.1 is doing just... absolute circles around Astra (I just got the reset today, it's down to 90% already on medium not fast) Fable is architecting, fixing on the spot, updating Linear tickets, doing real time answering. Astra is chugging on one settings page, stops all the time, spends ungodly amount of tokens (but it's great at browser use) and just... I don't understand this. User error? Skill issue? it should be near AGI, it should be doing... at least the same level? and yet... just, what's going on here folks? Coming to devday, will show folks what I mean if requested but so far, I am quite quite dissapointed.
高强度用户称Fable 5.1在真实开发中明显胜过Astra,属于单用户样本。
▸ 折叠3条(转推/噪音)
噪音2026-09-21 Not one of you motherfuckers actually follow @JEV ?? https://t.co/hVhRfwImXQ
转推2026-09-20 RT @giffmana: Even better, someone made https://t.co/79nSn0Cj96 - perfect!
转推2026-09-20 RT @llm_wizard: Shout out to @ArtificialAnlys for the sweet hat!
Vaibhav (VB) Srivastav@reach_vbAI59.5K粉 · 5条称赞Codex电脑操作体验,也继续为DevDay倒数和展示Linux上的ChatGPT。
@reach_vb2026-09-20♥232👁23.3K↗ 打开X
facts! computer use in codex feels like magic in 99% of the cases it *just* works and the 1% it doesn’t, you can just prompt codex to try a different approach more than the utility the whole setup process + the ease of use is simply delightful on top of that @AriX and team just somehow keep making it better week over week!!
引用@quintendfOpenAI's acquisition of @skybysoftware / @AriX has to be the single most underrated acquisition of this cycle... Codex is still *so* much better at computer use, and it might be the only frontier capability where the lead hasn't changed hands in the last ~6 … ↗
称赞Codex电脑操作的设置和重试体验,属于用户体验样本。
@reach_vb2026-09-20♥182👁10.3K↗ 打开X
9 days to DevDay! (also wrapped up the first leg of euro travels) https://t.co/aSEy28bea0
引用@reach_vb10 days to DevDay! ↗
@reach_vb2026-09-20♥63👁3.8K↗ 打开X
@reach_vb2026-09-19♥439👁30.1K↗ 打开X
引用@thsottiaux2026 is the year of linux desktop ↗
展示ChatGPT App运行在Linux上的画面。
@reach_vb2026-09-19♥185👁8.1K↗ 打开X
10 days to DevDay!
Peter Gostev@petergostevAI26.9K粉 · 6条用游戏比较Astra与Fable,并思考Agent为何会在长期数学任务中陷入局部循环。
@petergostev2026-09-20♥91👁7.0K↗ 打开X
We regret to inform you that 'too cheap to meter' was indeed a billing error
@petergostev2026-09-20♥67👁5.3K↗ 打开X
Astra won on the main goal pretty convincingly 1000 vs 750 visitors at about 42 mins of gameplay, but Fable's overall park value is quite a bit higher (secondary goal was to make most money). https://t.co/eMzolUWJ7r
引用@petergostevRoller Coast Tycoon: Astra vs Fable, now playing via an MCP, that I built for them, to see if computer use was the issue with some of their gameplay https://t.co/mZdGtZeaYj ↗
过山车游戏中Astra访客目标胜出、Fable园区价值更高,显示指标选择会改变赢家。
@petergostev2026-09-20♥85👁73.8K↗ 打开X
Roller Coast Tycoon: Astra vs Fable, now playing via an MCP, that I built for them, to see if computer use was the issue with some of their gameplay https://t.co/mZdGtZeaYj
为Astra与Fable制作游戏MCP,尝试隔离电脑操作变量。
@petergostev2026-09-20♥213👁11.0K↗ 打开X
I cannot get this chart out of my head and how excited it makes me for the capabilities ahead. I burnt hundreds of billions of tokens on various maths problems - I didn't solve anything. The story was the same every time: - The model starts of well, then I come back to it in a day and it descended into solving local little 'puzzles' and doing endless inconsequential calculations - I then spend time coming up with a structure to avoid this, outer loop, another agent to monitor, synthesis / abstraction steps - anything I can think of. That works on for a bit. - I come back a day later, we are back to: "we did a lot of maths, but we've just been going around in circles and made no real progress". Great. What this tells me is that not that models were bad at maths per se, but they just lacked the ability to think like humans do. Good humans think about a problem, try a few things, maybe read around, come back to the problem, try it from different angles and so on. Humans a lazy and instead of wanting to calculate every instance of the problem by hand, they want to think about how to think about the problem more systematically and solve it that way. Current breed of agents, on the other hand, just seem to LOVE just solving little puzzles, running validations and doing a lot of 'cargo cult' level of maths. They are happy just keep doing calculations with absolutely zero progress on the actual problem at hand. That's why this chart excites me so much. Even at the lowest level of test-time compute (x-axis is not labelled unfortunately), the performance of the 'internal' model is far ahead of anything that Astra could reach with unlimited tokens. To me, this signals that the model isn't just better with lots more thinking tokens, it is likely approaching the problems in a qualitatively different way. If this is true, the implications of this would be far broader, far beyond just maths problems. Future models should have far deeper judgement, abstract thinking and not get stuck in the unimportant details. I'm so excited about this. This will be big.
长期数学任务中Agent不断做局部计算却缺乏全局进展的复盘。
@petergostev2026-09-19♥43👁3.5K↗ 打开X
Pacing, collaboration and coordination sound like nice concepts but they often turn out terribly in real life. When you coordinate, you need committees, for these committees to be useful need enforcement mechanisms, which have to be oppressive by design. And guess what, once you have these committees, over time, it won't be the most talented researchers who you like and admire who get the power. It is the most political and ruthless individuals who have a talent in navigating bureaucracies. Those who ends up with the power, will to tell others what to do and enforce that will. It is useful to imagine the person or group of people who you hate the most ending up with that power and seeing if you still want that power to exist in the first place. If you are worries about concentration of power between a few AI companies, this superstructure should scare you a lot more. I don't want to slide into cliché examples of Soviet Politburo, but this is exactly what it was. A coordination superstructure with oppressive mechanisms that structurally favoured distatorial leaders. I know it sounds scary, but if you actually have any belief in capitalism that competition encourages innovation and distributes power - this is what should continue. There's no need to slide into totalitarian structures just because someone told you that AI is scary. If AI being super powerful is destiny, I prefer it at least not being governed by a self appointed committee. Let the competition and the markets do its job, just like it's been doing in the last few hundred years.
@petergostev2026-09-19♥343👁13.4K↗ 打开X
My theory is that those who are super excited about Jev are fundamentally engineers and they can finally engineer things for real, and not just ask the model to do stuff Those who are less excited are those who are more interested in the intelligence explosion and Jev isn't it
▸ 折叠1条(转推/噪音)
噪音2026-09-20 If you think you are smart, comment your answer below https://t.co/F7a32WjCUr
Philipp Schmid@_philschmidAI121.1K粉 · 1条认为超快低价多模态模型不应只被拿来讨论编码Agent。
@_philschmid2026-09-20♥218👁10.2K↗ 打开X
Love all these Jev demos, replications and projects. They show how much becomes possible with ultra-fast, multimodal models that are cheap enough to use freely. We are so focused on coding agents that it’s easy to forget how much else AI can do.
提醒超快低价多模态模型的用途不应只围绕编码Agent。
Hassan@nutlopeAI100.2K粉 · 2条自报Hallmark安装超过5万,并预告增加30个主题的v2。
@nutlope2026-09-20♥77👁3.2K↗ 打开X
Extremely grateful! Thank you all for 100k 🙏 https://t.co/xZX5xFjiD4
@nutlope2026-09-19♥5👁556↗ 打开X
Hallmark has been installed 50k+ times! Over the last couple months, @YoussefUiUx & I have been listening to feedback & working on v2, including 30 new themes. Hallmark v2 is dropping soon. https://t.co/AStIkCLQ8j
引用@nutlopeIntroducing Hallmark! An open source design skill to make beautiful UIs and landing pages by default. Works in Claude Code, Cursor, and Codex. npx skills add nutlope/hallmark https://t.co/wEZw1ZTjPW ↗
Hallmark作者自报安装超5万并预告v2,安装不等于活跃。
Ben Tossell@bentossellAI200.3K粉 · 1条展示ChatGPT等待图像时的小游戏,本期信号较少。
@bentossell2026-09-19♥33👁6.2K↗ 打开X
til you can play snake on @ChatGPT while waiting for images https://t.co/DQXDmiv6rd
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转推2026-09-19 RT @bentossell: built myself a harness + token usage tracker splits by agent/model, copy instructions for your own https://t.co/VwIUQsHHY…
swyx@swyxAI193.3K粉 · 1条为Jev创作者访谈预热,并转发推理工程与AEO项目。
@swyx2026-09-21♥17👁1.4K↗ 打开X
Jev pod tomorrow subscribe on apple /youtube @latentspacepod thanks to @allenpark and Ke for making this happen! https://t.co/5kDekuLbuS
引用@CompleteSkepticAfter co-inventing ChatGPT, I kept asking myself: why have superhuman chat models not led to AGI? I’ve spent the last 2 years in stealth building a new way to train models (RLCD), and a new type of frontier AI model that we are releasing today: Jev • … ↗
swyx预告对Jev创作者的访谈,并引用20–200倍速度、40–400倍成本主张。
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转推2026-09-20 RT @aiDotEngineer: We're excited to announce our AI Engineer New York speaker lineup! Presented by @arizeai CEO @ExaAILabs CTO @tryramp C…
转推2026-09-20 RT @aiDotEngineer: Jev creator @CompleteSkeptic on why RLHF is guaranteed to disappoint - because it tells you what you want to hear. we wa…
转推2026-09-19 RT @aiDotEngineer: Live now: our Inference Engineering Track from AI Engineer World's Fair 2026. A benchmark tool told to run 200 queries…
转推2026-09-19 RT @polynoamial: A few thoughts on this: 1) If you’ve only seen clips of this interview, I’d encourage you to watch the full podcast. I pu…
转推2026-09-19 RT @ricmac: Weekend project, getting AEO-pilled. Also a good test (for me) of Claude Projects. Have been meaning to update Eleventy and do…
clem 🤗@ClementDelangueAI693.9K粉 · 0条转发Bending Spoons绝大多数AI请求使用自托管开放权重模型的说法。
▸ 折叠1条(转推/噪音)
转推2026-09-20 RT @rohanpaul_ai: Bending Spoons self-hosts open-weight models for ~99% of AI requests and tokens, using frontier models for only ~1% of th…
OpenAI Developers@openaidevsAI430.6K粉 · 0条转发Astra配合3D工具与ImageGen的社区作品。
▸ 折叠3条(转推/噪音)
转推2026-09-20 RT @thomas_guilcher: Experimenting with a pretty cool way to animate 3D meshes with @OpenAI Astra (High) + ImageGen. This bunny animation…
转推2026-09-20 RT @seftsaint: GPT-6 Astra + Unreal + Blender I got a new MacBook, so I decided to try switching from Godot to Unreal. I moved the concept…
转推2026-09-19 RT @Voxyz_ai: If you still think Sol and Astra suck at design, try this: “Use imagegen to reimagine this page, then implement it.” Codex…
🧑‍💻 独立开发者
Nikita Bier@nikitabierindie1.3M粉 · 3条讨论概率型AI产品优势、大公司试错逻辑和Muse自动议价对Marketplace的冲突。
@nikitabier2026-09-21♥2.7K👁195.9K↗ 打开X
How important is AI to Meta? Here’s one easy tell: One of the launch features of the Muse app was auto-negotiating for stuff on Facebook Marketplace. The poor product manager who owns Marketplace knows that millions of bots lowballing sellers will eventually kill the product. But this was escalated to Zuck by the Muse team and he said: “OK, we’ll poison Marketplace…but just a little.”
Muse自动议价与Marketplace生态冲突的一线产品观察,原话未由官方核实。
@nikitabier2026-09-20♥8.1K👁420.8K↗ 打开X
There are so many seasoned software executives who are completely out of their element with the types of products that will breakout in the next few years. Over the last 20 years, their brains were wired to build apps that deliver value by outputting deterministic results, but AI produces value from probabilistic results. This is such a different way to approach how something should work. Young people who are thinking in this way from the outset will be at a significant advantage -- in the same way they were advantaged when thinking about how products could be social in 2010.
概率型AI产品需要不同于传统确定性软件的产品思维。
@nikitabier2026-09-20♥4.8K👁232.9K↗ 打开X
The vast majority of large companies survive purely by launching things and discovering what works by Process of Elimination. There is no rhyme or reason -- or conviction -- in anything they do.
认为大公司常靠大量发布与淘汰发现有效产品。
@levelsio@levelsioindie959.1K粉 · 8条继续改造Nomads旅行社交界面,也大量讨论酒店、健康和数字游民政治。
@levelsio2026-09-20♥491👁66.0K↗ 打开X
Belly fat is killing your testosterone
引用@calotonteriasLa edad solo explica un 2,5% de la variación de testosterona entre hombres, mientras que el exceso de grasa corporal explica un 18-20%. Lo que más reduce tu testosterona es ser sedentario, no entrenar fuerza, tener exceso de grasa corporal, no tomar el sol, … ↗
@levelsio2026-09-20♥839👁208.0K↗ 打开X
Cheap hotels are now generally better than expensive hotels because they're not run by ESG eco hotel brands whose ACs gaslight you and make you wake up at night in sweat! Crazy
引用@johnkonradMy month-long California vacation is over. I spent most of it on my yacht—but I also stayed in a number of motels. Yes. Motels. Cheap motels. I normally stay at Hiltons. The first week of my vacation, I did. Then I woke up sweating in the middle of the … ↗
@levelsio2026-09-20♥6.2K👁417.9K↗ 打开X
You're right, it was an elementary school not a military base. I'm sorry for the confusion. Would you like to learn more about elementary schools?
引用@InsiderWN#BREAKING: Pentagon blames flawed intel and AI for strike that killed at least 123 Iranian children. ↗
@levelsio2026-09-19♥788👁106.2K↗ 打开X
I believe nation states will keep becoming less and less relevant and that in the future everyone will be a nomad Most nation states (and well governments) barely function anymore through 100+ years of democratic baggage from laws and regulation that can't be reversed People can't save their countries or governments anymore through people's initiatives or getting into politics, because the systems are so old and in full gridlock Globalism has deservedly gotten a really bad rep the last 5 years though as we were too naive about it, but I think we should keep the good parts from it We should not take our identity from or defer our individual power to nation states ran by a political mafia class that's just perpetual robbing us and has no intention (or ability!) to actually improve society Nation states are a relatively new invention and barely 150 years old, before we had empires, kingdoms, smaller city states (kinda like municipalities) and tribes or local communities Over the years I've been increasingly red-pilled by @oskarth that nation states simply do not work and you need smaller sizes of government for things to work efficiently. Once it gets too big you get too much regulation and Kafka-esque bureaucracy and you end up with gridlock Which is Europe's entire problem right now! There's some exceptions, US and China seem to operate at large scale and are doing relatively well considering their size Anyway to get back to my point, I think it's preferable people think of themselves as global citizens, because it gives them stronger negotiation power in relation to nation states and governments as they're able to pack up and leave to where they're treated better And having people be mobile then also incentivizes other nation states (or smaller types of governance) to compete with them to attract the best people, and in response the other states will improve to attract people back Now with geopolitical tensions (like the stuff about Russia and Europe this week), it shows even more the benefit to be able to pack your bag and leave to a better place quickly is an extreme benefit now and in the future, possibly even for survival
引用@ramenladVery cool. I’m curious: do you believe digital nomading will continue to grow given the potential disruption of all things digital that’s upon us? Sorry, had to quote to reply @levelsio :) ↗
@levelsio2026-09-19♥130👁88.5K↗ 打开X
🌎 Now redesigning the https://t.co/HGCLKS5BD6 profile trips globe from scratch I've always wanted to add space trips, so starting with the moon here which you can add as a future trip, also adding Mars etc. Other trips also need to work here though like going into orbit like @satofishi did on @SpaceX's Dragon capsule which will be more in reach for more people hopefully pretty soon!
引用@levelsio✨ Finally built a timeline for https://t.co/HGCLKS5BD6 now I always wanted to make my site a bit more social, because I had profiles and trip overlaps and you could kinda see where other people went, but not something like this So on this new page you can … ↗
@levelsio2026-09-19♥319👁171.3K↗ 打开X
Should have checked https://t.co/Q8UoUHMumR before I'd never go https://t.co/R7E50hgw6y
引用@martindonadieuLast night at the worst hotel of Lisbon: Novotel. 3 nights 621€ ac make loud noise but nothing cold get out of 13 degree setting. they clean the room with chlorine and you cannot open the windows to change the air of the room. I wish I had my airthing to … ↗
@levelsio2026-09-19♥1.1K👁211.4K↗ 打开X
I eat about 20g of 92% dark chocolate from Vivani Used to be every day but I was cutting so a bit less now Very beneficial The faster you get rid of milk chocolate the better, you can slowly adapt yourself to darker and darker chocolate I started with 60% dark, then 70%, then 75%, then 85% and now 92% @norbertdragan inspired me in this because he was always on the darkest chocolate, I think he eats 100% dark chocolate now! Very very healthy but yes you gotta cut out regular milk chocolate, you're eating mostly sugar, it's not good for you
引用@BrandonLuuMD30 g of 85% dark chocolate daily for 3 weeks reduced negative mood and increased gut microbial diversity. https://t.co/Tzm3UpR2ZE ↗
@levelsio2026-09-19♥349👁109.6K↗ 打开X
✨ Finally built a timeline for https://t.co/HGCLKS5BD6 now I always wanted to make my site a bit more social, because I had profiles and trip overlaps and you could kinda see where other people went, but not something like this So on this new page you can see people near you, where everyone's traveling too, etc. There's the [ For you ] tab and [ Following ], like on X. So you can see people you follow, or just everyone I hope I can improve it more so the site will result in more serendipitous connections, especially now that's it's free Also nice you can see where people will be in the future so you can plan trips to places where other members are, or if you're in the FOR YOU tab, where your friends are Let me know any ideas you have and things I should build and I'll do it, I want to make it the biggest and most fun to use nomad/travel site in the world! (Please tell your friends about https://t.co/UXK5AFqCaQ, that it's free, so you can use it as a social friends travel tracker kinda thing)
引用@levelsio🌎 https://t.co/1z6UN2d0nh globe is now ready for space travel too 😊 https://t.co/p8UfPhDtD6 ↗
▸ 折叠3条(转推/噪音)
转推2026-09-20 RT @denisyurchak: Yerevan 🇦🇲 is the only place in the world where you can get a European lifestyle, Middle Eastern taxes, and South-East As…
转推2026-09-20 RT @AlexBurlis: I got sqlite pilled by @levelsio so I started migrating my projects largest db with least critical userbase/revenue-stream…
转推2026-09-19 RT @Rainmaker1973: Arthur C. Clarke on BBC's Horizon in 1964, when he gave some astonishing predictions about the future. https://t.co/PGaM…
DHH@dhhindie887.1K粉 · 7条把Omarchy广告投到哥本哈根市中心,继续放大Linux与Agent叙事。
@dhh2026-09-20♥1.3K👁57.7K↗ 打开X
So freaking cool! We're running Omarchy ads in the center of Copenhagen on Rådhuspladsen this week. Design by @Dennis_Rye and funded by @sonderby 👏 There's even a billboard generator available if you want to do this in your city: https://t.co/0lDoMAZfIE
引用@Dennis_RyeOmarchy week has started in Copenhagen! Thank you @sonderby for collaborating and helping fund this. And thank you @dhh for letting Peter and I do something crazy. @OmarchyLinux https://t.co/erMbQYqiFY ↗
Omarchy在哥本哈根投放社区资助广告,并开放广告牌生成器。
@dhh2026-09-20♥970👁52.2K↗ 打开X
Great moral modeling for open source too. https://t.co/Cot9uUJJI9
@dhh2026-09-20♥4.5K👁266.2K↗ 打开X
Lose the attitude, embrace optimism. Doctor's orders!
引用@NTFabianoRepetitive negative thinking is linked to Alzheimer’s protein buildup in the brain. https://t.co/AHUyqBAgTc ↗
@dhh2026-09-20♥185👁12.0K↗ 打开X
What did you fix today?
@dhh2026-09-20♥4.5K👁129.0K↗ 打开X
Every day offers a new choice not to be a miserable c*nt.
@dhh2026-09-20♥2.4K👁162.9K↗ 打开X
The age of agents belongs to Linux! https://t.co/tmdhfXXFnR
DHH把Linux定位为Agent时代的操作系统。
@dhh2026-09-20♥6👁854↗ 打开X
It must be so difficult to make sense of the world when you believe money might magically flow to projects run by people who hate capitalism and its prosperity. https://t.co/4o2NZ5IzSY
▸ 折叠8条(转推/噪音)
转推2026-09-20 RT @iamdothash: Colors are important. Make the desktop yours. Omarchy sunset. https://t.co/l2mtF7OChU
转推2026-09-20 RT @SiliconForested: I put Omarchy on my 9 year old's laptop (M1 Air 8gb) about two weeks ago. Now he's working directly with Claude to ma…
转推2026-09-20 RT @enunomaduro: so @taylorotwell asked me this week to make php / laravel install on omarchy to be stupid fast @dhh just merged it 4.82s…
转推2026-09-20 RT @Gardnmi: I said was done with Omatari but I forgot to add my favorite game from my childhood, "Contra". OmaContra Coming Soon....Only…
转推2026-09-20 RT @Gardnmi: Had to share one more update because its epic, but I'm going to focus in and finish this. Next update will be the finished ga…
转推2026-09-20 RT @erikrjohansson: My Omarchy theme collection started to get out of hand. So I built an extended Theme Picker plugin with favorites, coll…
转推2026-09-20 RT @AlexFinn: Linux is so obviously the future Open source model controlling an open source agent harness working on an open source operat…
转推2026-09-20 RT @SimonHoiberg: I couldn't be more thrilled! 👏 I've been on Linux for the past 20 years (never owned an Apple product, used Windows here…
Marc Lou@marclouindie398.0K粉 · 8条身体广告收官后回到DataFast与AI可见度产品,强调缓慢但连续的订阅增长。
@marclou2026-09-21♥410👁20.3K↗ 打开X
25 is the last age where life happens to you. You make life happen at 26
引用@sangaldoo25 is the last unserious age. Nothing is funny when you turn 26 ↗
@marclou2026-09-20♥627👁34.7K↗ 打开X
It's funny how DataFast's growth was slow but never declined month over month. God bless recurring payments. https://t.co/61Qz32YEvh
DataFast作者展示缓慢但未环比下滑的订阅增长。
@marclou2026-09-20♥88👁16.6K↗ 打开X
I added keyword groups to https://t.co/3JtsA6kIng There are 2 groups by default: Your brand & Competitors. Use them in mentions and analytics to... 🔎 find features people request from competitors 📢 see what people praise about competitors 🤺 compare who’s mentioned the most The pie chart below shows mentions of my startup marketplace @trust_mrr vs. @acquiredotcom over the last 7 days. + Available via API/MCP 🤖
DataFast加入品牌与竞品关键词组,用于功能请求和提及份额分析。
@marclou2026-09-20♥724👁56.5K↗ 打开X
Time to get back to my $200 MRR SaaS.
@marclou2026-09-19♥124👁43.0K↗ 打开X
Just do it.
引用@peptideconfidenIt’s been fun sponsoring Marc Lou’s right calf. If he had finished the race in under an hour, we would’ve given 20 lucky people free orders. If he reposts this, we’ll still give five on the house. ↗
@marclou2026-09-19♥1.4K👁206.6K↗ 打开X
And… 1:04:55 🎉 My wife before the race: “let’s take it easy, we run slow and we don’t mind about the score” My wife 10 sec after the start: 🚀🚀🚀 Doing the race without the pressure to perform like this morning made me enjoy it 10x more! Thanks you Izmir 🇹🇷 https://t.co/1jcZ1o9gkQ
引用@marclouI’m about to start a mixed double race with my wife and I’m bringing @SudoKidTV with us https://t.co/Vbzlf3gBS7 ↗
@marclou2026-09-19♥608👁271.0K↗ 打开X
I’m about to start a mixed double race with my wife and I’m bringing @SudoKidTV with us https://t.co/Vbzlf3gBS7
@marclou2026-09-19♥3.3K👁361.3K↗ 打开X
1:05:11 I finished 1st 🥇 on my age group and 5th in the male category. I failed my ambitious goal of sub-60 but I was very happy with my race. And I have a nice goal to chase for the next few months. All the staff at the Hyrox venue knew us! I even talked to the manager of Hyrox Turkey/Dubai/Greece. His name his Mustafa and he let my wife inside the athlete zone to shot videos for our YouTube channel. It’s my first Hyrox and the energy is insane. Everybody is fit, sexy and topless. There’s a DJ and MC so it feels like a gym-club in Bali. No surprise this sport is growing so much! This little experiment is engraved in my head. The last 2 weeks have been surreal. Getting paid $112,000 to race, receiving a fancy car at my hotel lobby, getting recognized by a lot of people, my first race… so many things to process! I want to thank my sponsors who made this possible: - https://t.co/U5ahUBM08z by @higgsfield (10 spots!) - https://t.co/gu76BTYuz2 by @kelvincobanaj - https://t.co/pLgrGEC7Ag by @notgokgreen - https://t.co/EcmZnwE85h by @orcarouter - https://t.co/myeIzGZvX0 by @peptideconfiden - https://t.co/pWuPj9uUz6 by @jayhoovy (🍑) I want to thank my wife for always trusting in me and pushing me to try whatever crosses my mind. I want to thank all of you who supported the idea, online and offline. And I want to thank me for believing in myself. I was lost for so long. I felt misunderstood by people thinking I was weird for trying all kind of experiments. In the end I just want to have fun, and I’m incredibly grateful that my hard work has finally compounded and now I can play and get paid for it. Ok I’m a bit emotional now, and I’m getting late for my second race of the day with my wife. This one is just for fun. Woohoo!
引用@marclouI'm selling my body. On September 19th, I'm competing in my first HYROX race in Turkey. You can advertise your startup on 10 of my muscles: - Your website is listed on https://t.co/49RnsFBVzP - Your logo will be tattooed on my body on race day - I'll share … ↗
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转推2026-09-21 RT @alexwestco: building a $1M business for the second time. i'm launching a new product today! product number 5 since i started building…
转推2026-09-20 RT @marclou: It's funny how DataFast's growth was slow but never declined month over month. God bless recurring payments. https://t.co/61Q…
转推2026-09-20 RT @marclou: I added keyword groups to https://t.co/vjhTLjM5sA There are 2 groups by default: Your brand & Competitors. Use them in menti…
转推2026-09-20 RT @mustafaergisi: Pull-downs mid-race! 💪🔥 @marclou is crushing it, and the body ads are still looking sharp! 👀 https://t.co/Q1hmhisgeM
Alex Finn@AlexFinnindie474.3K粉 · 3条强推本地AI与Linux,也长谈个人Agent收集数据后的平台权力。
@AlexFinn2026-09-20♥423👁33.4K↗ 打开X
The AI agent race will be the most important tech race in human history 1000x bigger than the AI model race Whoever wins gets ALL our personal data, gets a % of ALL our transactions, and basically determines the information we see and what we purchase Somehow AI agents have made people completely disregard privacy. Nobody cares. They connect literally EVERYTHING to their agents All their emails, personal texts, calendars, buying habits, everything. Never in history have humans cared so little about privacy We are willing to give up quite literally every piece of data we have in order to save time on responding to emails And this isn't criticism. I've done it. I've connected everything to these agents. They're wildly helpful. I don't regret it. I'm making thr sacrifice to increase efficiency But we are about to enter an age where all of these tech companies will pour every penny they have into pushing their agent. The prize for the winner is too big They'll have every piece of data from all users, plus you know they will start taking a transaction fee from every purchase the agent makes Not to mention the advertising opportunities. They will 100% start charging for companies to be prioritized when the agent makes buying decisions. This will be a bigger ad revenue opportunity than anything we've seen before Agents will be the most profitable area in tech ever and it wont be remotely close. Now it's just up to you if you want to give every piece of your data to Meta, SpaceX, OpenAI, Anthropic, or Google
把个人Agent竞争视为数据、交易和信息排序之争,属于商业推演。
@AlexFinn2026-09-20♥2.3K👁106.3K↗ 打开X
Linux is so obviously the future Open source model controlling an open source agent harness working on an open source operating system If you don't see this you're blind
把开放模型、开放harness和开放OS连成未来技术栈。
@AlexFinn2026-09-19♥673👁46.8K↗ 打开X
Some AI labs are trying to get local models banned It's critical you get into local AI before you no longer can Luckily Hermes Agent just added a 1 click feature that allows ANYONE no matter which computer you have to load free, unlimited local AI Here is how to get it set up: https://t.co/VihuKrJzl6
Simon Høiberg@SimonHoibergindie163.1K粉 · 4条用自有记录质疑Codex额度与速度,并准备转向本地Qwen和Linux栈。
@SimonHoiberg2026-09-21♥29👁1.7K↗ 打开X
At this point, GPT-5.6 Sol feels as useful as Qwen 3.8. And GPT-6 is eating my weekly limits in 2 blinks of an eye. I see no reason to continue this. Qwen 3.8 can run comfortably on consumer-grade graphic cards, or rented with Vast/RunPod for less than my 5 20x Codex subscriptions cost, and I would have truly unlimited consumption. Time for change.
引用@SimonHoibergNot only that - but at least GPT-5.6 Sol also feels dumber right now. Could be "placebo" since I can't really proof this part with numbers, but seems to require extra babysitting today. ↗
把本地Qwen与多份Codex订阅做成本比较,准备迁移。
@SimonHoiberg2026-09-20♥1.4K👁151.3K↗ 打开X
Since the Codex reset yesterday, I already depleted the weekly limits of one of my Codex accounts. This account exlusively uses GPT-5.6 Sol. I'm tracking all token consumption through my OpenClaw setup, so it's very easy to compare to previous periods. Limits are now exhausting 4.8-5.9x faster than they did just 2 months ago while consumption is now around ~18% slower. Same reasoning efforts, same mixed type of work. The token rug pull is coming. Get ready to pay up.
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 … ↗
作者自报Codex额度消耗快4.8–5.9倍、速度慢约18%,需更多样本核对。
@SimonHoiberg2026-09-20♥25👁4.5K↗ 打开X
We're 72% through 2026. The best quarter is about to begin and there's still time to make this the best year you've had! Let's go 🔥 https://t.co/RbktsrclDd
@SimonHoiberg2026-09-20♥195👁23.1K↗ 打开X
I couldn't be more thrilled! 👏 I've been on Linux for the past 20 years (never owned an Apple product, used Windows here and there but always hated it). I never thought we were ever gonna have a year of Linux desktop. Then @dhh came along with Omarchy.
引用@thsottiaux2026 is the year of linux desktop ↗
二十年Linux用户把Omarchy视为桌面采用催化剂。
▸ 折叠1条(转推/噪音)
转推2026-09-20 RT @sethforprivacy: Everytime I see the "why spend money on hardware for local AI, just use subscriptions" argument, I die a little on the…
Arvid Kahl@arvidkahlindie210.2K粉 · 6条关注编码Agent后的开发者节奏,也继续讨论Cloudflare隧道与AGENTS.md兼容。
@arvidkahl2026-09-20♥72👁9.8K↗ 打开X
The challenge of our times.
引用@gidwell0xNo Dad can do all three. It's impossible. https://t.co/KA6mcTyqFY ↗
@arvidkahl2026-09-20♥65👁5.8K↗ 打开X
Developers since coding agents.
引用@james406big tech employee work schedule https://t.co/7Xz6jIr62n ↗
@arvidkahl2026-09-20♥31👁5.8K↗ 打开X
My Nephew (9) REALLY wants a life-size Darth Vader for the gaming corner of their basement. I heard the phrase “you can do this when you have your own house” tossed around. Yeah right, the moment you co-own a house with a normal person, lifesize statues are off the table 🤣
@arvidkahl2026-09-19♥293👁19.8K↗ 打开X
Cloudflare really is eating the internet. Now it's ngroking. https://t.co/I74x3qPfOl
@arvidkahl2026-09-19♥28👁6.4K↗ 打开X
The "our SaaS collects sales tax now" equivalent of agentic harnesses.
引用@trq212We're adding support for AGENTS.md to Claude Code. Starting today in version 2.1.277, if there is no CLAUDE.md in a folder, Claude will check for and use AGENTS.md. You can toggle this behavior in /config. ↗
@arvidkahl2026-09-19♥45👁9.2K↗ 打开X
Maybe even more importantly, PvE or PvP?
引用@ImLunaHeyare you going alliance or horde this time around? ↗
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转推2026-09-19 RT @AutismCapital: A kid who knows how to raid in WoW is unironically a better hire than 99% of non gamers. They develop team skills, coord…
Josh Pigford@Shpigfordindie74.5K粉 · 12条提出连接真实电脑的移动AI IDE需求,也继续做Chrome扩展和本地服务业观察。
@Shpigford2026-09-20♥12👁3.2K↗ 打开X
it was bound to happen one day ☹️
引用@stats_feed3 out of 4 people make up 75% of the population. ↗
@Shpigford2026-09-20♥264👁15.2K↗ 打开X
just passed $2 in jev usage, AMA
@Shpigford2026-09-20♥9👁4.1K↗ 打开X
☠️
引用@ggsimmImagine how much money typesafeAI made with the jev launch. Like it must be double digits at this point already ↗
@Shpigford2026-09-20♥8👁2.1K↗ 打开X
no good OSS deed goes unpunished
@Shpigford2026-09-20♥248👁42.2K↗ 打开X
i want an AI IDE that gives me mobile access *to my actual computer*. cloud instances do not work at all for my workflow. i just want to be able to spawn new worktrees remotely that already tap into my highly-optimized workflow. and no i don't want a remote terminal tool.
310条回复的明确需求:从手机控制真实电脑上的AI开发环境。
@Shpigford2026-09-20♥27👁8.1K↗ 打开X
this isn't a problem if you never leave your house! 🧠
引用@bruvimtiredairlines need to remove reclining seats in economy istg. bro what is this?!??!?!??! https://t.co/4dqdJzsTbh ↗
@Shpigford2026-09-20♥30👁2.7K↗ 打开X
domains are the random cables in your closet of the digital world.
@Shpigford2026-09-20♥112👁6.7K↗ 打开X
ugh it just keeps happening. 😔 https://t.co/tE7BHngxh2
@Shpigford2026-09-19♥48👁5.5K↗ 打开X
working on branding + UI for a little chrome extension with fable + @paper. https://t.co/OSu21TZCkq
@Shpigford2026-09-19♥1👁2.3K↗ 打开X
the cat loves paw patrol. not sure what to make of that.
@Shpigford2026-09-19♥14👁2.4K↗ 打开X
i have exactly zero regard for cynics and critics. just be cool.
@Shpigford2026-09-19♥39👁5.9K↗ 打开X
i bet you could make BANK in a trade by just being tech-enabled and showing up on time. it's cheaper than ever to provide 24/7 booking and just have a really nice website + outsource paid acquisition. no need to franchise or be PE-owned. just be really good at your trade.
提出用预约、网站、准时履约和买量改造本地技工业务。
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噪音2026-09-20 hey guys welcome to my post
Jonathan Wilke@jonathan_wilkeindie29.2K粉 · 3条强调vibe code仍需理解底层,也评论Claude Code兼容AGENTS.md。
@jonathan_wilke2026-09-20♥74👁8.2K↗ 打开X
this is exactly the reason why you at least need to know what's going on under the hood for your SaaS and can't just build anything. Still no need to write code yourself anymore.
引用@natmiletic"ill just vibe code my own CMS starter pack" https://t.co/ptl1FjlKsS ↗
认为无需亲自写代码,但仍必须理解SaaS底层。
@jonathan_wilke2026-09-20♥189👁7.5K↗ 打开X
Look who got here 👀 https://t.co/pTMpwjTm09
@jonathan_wilke2026-09-20♥40👁7.7K↗ 打开X
That fact that they even have to announce this is sad 😂
引用@trq212We're adding support for AGENTS.md to Claude Code. Starting today in version 2.1.277, if there is no CLAUDE.md in a folder, Claude will check for and use AGENTS.md. You can toggle this behavior in /config. ↗
Tibo@tibo_makerindie208.3K粉 · 4条公开Outrank的外链准入、两周5919美元分成与AI引用报告。
@tibo_maker2026-09-21♥34👁5.3K↗ 打开X
just realized .. we reject 92% of websites that apply to sell backlinks on Outrank that's a lot of money we're saying no to the 8% shared $5,919 in the last 2 weeks why so brutal? the entire move is about going even higher in backlink quality - making Outrank the 1st relevant place to get your backlinks what gets you rejected: no real traffic DR under 30 AI content with zero readers what gets you in: a real blog, real readers, DR 30+ quality above everything else
引用@tibo_makerOutrank about to distribute a lot of money to backlink providers $1,282 + $4,634 = $5,919 if you have a blog getting traffic with 30+ DR, it's a rare opportunity to monetize it https://t.co/PvNN4JzxxV ↗
Outrank称拒绝92%外链站点,获准站点两周分到5919美元。
@tibo_maker2026-09-21♥23👁7.9K↗ 打开X
easiest way to get paid if you have an audience 👉 https://t.co/D6iobFjbxE worth a look
引用@virgilerietschthank you @tibo_maker for the $453 it was a pleasure to record original content and talk about your amazing SaaS Revid & Outrank it paid their subscriptions for itself https://t.co/SJ90G1tvm9 ↗
创作者自报为Revid与Outrank制作内容获得453美元。
@tibo_maker2026-09-20♥59👁7.1K↗ 打开X
we continue our work on trying to make Outrank the best software for AI citations I absolutely love this new reporting makes me realize: it's absolutely insane the backlink value that you get, given Outrank's price. https://t.co/YIjlnyAgur
展示AI引用报告,把外链服务延伸到生成式答案可见度。
@tibo_maker2026-09-19♥162👁14.0K↗ 打开X
Google will PAY you when your content shows up in Gemini, AI Overviews and AI Mode they want to partner with websites whose content meaningfully contributes to the freshness and factuality of generative AI responses they have been running similar programs already with some news publishers, across the world but those were more negotiated deals now they are looking to enhance this program and go beyond news to partner with other websites too similar to X's content rewards people inside the pilot are getting monthly earnings in Google Search Console and it's still in the testing phase so probably no huge payout for 20 years the deal was: you write, Google might index you, and maybe you get a click the new deal is: you write, the AI answers get better, and you get paid for your part (the benefits of being cited are there too obv) if Google scales it properly, I think this might be the start of something big
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转推2026-09-21 RT @_zidkim: Kaijubeam is live 🎉 You know the “heyyy, can you support my launch? 🙏” message? You don’t need to do that anymore. Give a f…
转推2026-09-19 RT @pbteja1998: This is one of the top reasons why many people migrated from Grok Bot to Squad. With https://t.co/WruSSIWaS8, you can stac…
Adam Lyttle@adamlyttleappsindie58.6K粉 · 2条承认AI新品FOMO,也继续放大一款三天仅一次下载的新App与自己的增长对比。
@adamlyttleapps2026-09-21♥18👁2.5K↗ 打开X
I’ve been sitting out the latest ai cycle and this past week alone a bunch of new stuff has come out Serious FOMO for jev, muse, grok Just can’t keep up without seriously impacting my life
引用@_lhermannI long for some slowdown in tech. Remember when a new JS framework came out every week and people fatigued? AI is like that, but 10x, and with armageddon attached. Some days I just want to disconnect from it all. ↗
@adamlyttleapps2026-09-19♥136👁27.7K↗ 打开X
I’ve launched so many failed apps this year. This one I’ve built for #shipaton happens to be a winner 🤷🏻‍♂️ I’ll be doing a full write up of the strategy towards the end of the month But if you’ve been following my recent content you already know what I’m doing
引用@pcshippMy iOS app has been live for 3 days and I’ve got just 1 download so far. I’m inspired by his growth. He reached $426 MRR so quickly. What marketing strategy is he using? I’m confused here. ↗
Dan Kulkov@DanKulkovindie50.3K粉 · 3条考虑再做竞价目录,并记录YouTube变现审核与支持缺位。
@DanKulkov2026-09-20♥124👁5.1K↗ 打开X
@DanKulkov2026-09-20♥7👁1.5K↗ 打开X
thinking about launching another outbid directory https://t.co/c7mO1HwnK8
@DanKulkov2026-09-19♥6👁1.7K↗ 打开X
> apply for youtube monetization > wait forever > no support email to contact fuck me i guess https://t.co/uymhTfWxaQ
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转推2026-09-20 RT @DanKulkov: thinking about launching another outbid directory https://t.co/c7mO1HwnK8
转推2026-09-20 RT @DanKulkov: babe would you still love me if i turned into claude sonnet 3.5
噪音2026-09-20 babe would you still love me if i turned into claude sonnet 3.5
Danny Postma@dannypostmaindie183.6K粉 · 1条本期主要是游戏体验与一条解释Jev即时响应的转发。
@dannypostma2026-09-21♥110👁10.4K↗ 打开X
okee i get the appeal this gonna be addictive https://t.co/374kFZnkcY
引用@dannypostmanever played WoW (was a Guild Wars boy) so guess this might be the time? ↗
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转推2026-09-20 RT @aarondfrancis: @jamesm If you ask your mom "is the sky blue" she says "yes" immediately, that's jev. If you ask your dad "why is the…
Andrea Bosoni@theandrebosoindie64.1K粉 · 1条批评build in public从经验复盘退化为MRR截图和自拍。
@theandreboso2026-09-19♥98👁3.9K↗ 打开X
Building in public went from posting lessons learned (interesting) to posting MRR screenshots (questionable) to posting selfies (useless).
Marc Köhlbrugge@marckohlbruggeindie88.6K粉 · 2条用Jev语义筛选WIP待办,也讨论Agent执行危险动作时谁来定义善恶边界。
@marckohlbrugge2026-09-20♥51👁9.2K↗ 打开X
GPT-6 Astra stabbing the baby obviously seems bad, but you could argue it’s just doing as instructed It’s aligned with the user and follows its judgement The same we already do with knives, guns, cars, etc We already have laws (and a conscious) to protect against bad outcomes An AI that refuses to perform bad actions sounds objectively better but it means someone else, like Anthropic, becomes the arbiter of what is good and what is bad
引用@chooi_jeqGPT-6 Astra attempted harmful actions 97% of the time when it was asked to stab a human-like figure, heat compressed gas, or produce toxic fumes, succeeding in 62% of its attempts. Fable 5.1 refused more often, attempting 80% of trials and completing 34%. … ↗
@marckohlbrugge2026-09-19♥60👁4.2K↗ 打开X
Using Jev to filter through my @wip todos It allows me to super quickly find all the instances where I increased revenue, got stuck, switched to a different SaaS provider, etc Things a regular keyword search would never catch https://t.co/807nXqtRfh
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转推2026-09-20 RT @heystefan_: when a designer gets access to Jev https://t.co/FlJMeMNTJd
Jon Yongfook@yongfookindie171.9K粉 · 2条征集2026年SaaS成功样本,并指出“开发者没时间自建”的护城河正在变薄。
@yongfook2026-09-21♥47👁6.6K↗ 打开X
Nee to hear some SaaS 2026 success stories to start my Monday off right! Who is winning? Currently I can think of: Postiz - just hit $200k MRR Squad - hit $10k MRR less than a month after launch Anyone else?
征集SaaS成功样本,并列出Postiz与Squad的自报MRR。
@yongfook2026-09-21♥2👁267↗ 打开X
There's a whole category of SaaS predicated on the moat of "devs don't have the time to do this themselves" and that moat is eroding in real time now.
引用@thisritchiethis is exactly what happened with Mintlify for us. I had 25% of my Claude max leftover on Friday night, I got an email from them saying they were increasing prices, so I replaced it in ~12 hours with about 25 minutes of actual effort. ↗
引用用户收到涨价通知后快速替换Mintlify的自述。
Kyle Gawley@kylegawleyindie45.3K粉 · 6条集中讨论AI模板感带来的信任损耗、落地页基本问题和Agent团队管理。
@kylegawley2026-09-21♥8👁517↗ 打开X
"SaaS is dead" – Vibe-coded SaaS founder.
@kylegawley2026-09-21♥1👁348↗ 打开X
I got my first newsletter sponsor 🎉 Super excited to share this weeks edition too. It's a story about how I got Jason Calacanis as a customer for my startup. It's pretty wild. Get it tomorrow → https://t.co/sxPX0Obay6
@kylegawley2026-09-20♥9👁1.3K↗ 打开X
I grew to hate being a CEO and managing people. Feel like I've gone full circle managing a team of agents.
@kylegawley2026-09-20♥20👁1.0K↗ 打开X
Indie hacking is like a toxic ex that keeps texting at 3am. You know it's bad for you but you keep going back.
@kylegawley2026-09-20♥9👁798↗ 打开X
Your landing page needs to answer 4 questions: 1️⃣ Why should I care? 2️⃣ Why should I believe you? 3️⃣ What do I get? 4️⃣ How do I get it? Sounds basic but 95% of landing pages on here fail at #1 + #2.
落地页必须回答在乎、相信、所得和行动四个问题。
@kylegawley2026-09-19♥39👁2.9K↗ 打开X
I'm shopping for a new SaaS product today and I have dollars to spend. But I keep coming across vibe-coded landing pages. My intuitive reaction is - do not trust this product. Not 100% sure why. I think it's because it looks like a random experiment that was thrown together in a few hours rather than an established product. I'd sooner give my dollars to a landing page that doesn't look great, but is clear a real human thought it through.
买家称AI模板感会降低对SaaS的信任。
Brett@BrettFromDJindie170.7K粉 · 1条对Higgsfield的5万美元API作品竞赛表示兴趣。
@BrettFromDJ2026-09-19♥23👁27.3K↗ 打开X
$50k? okay, I’m in.
引用@gpumaxxeri’m a sugar daddy for men with GitHub accounts. Marc got $68k and a Mercedes. you get a shot at $50k for building something people actually use with the Higgsfield API. competition pinned. make me proud. ↗
Tony Dinh@tdinh_meindie201.9K粉 · 3条用俄罗斯方块比较快模型,并主动纠正harness替模型做了太多判断的结论。
@tdinh_me2026-09-21♥12👁2.8K↗ 打开X
Ok I made a mistake. The game harness was doing a lot of heavy lifting for both models by preparing optimal options for Jev/Haiku to pick from, given a game state. If I change the harness to provide only game rules and game state, and only allow Jev to decide the control buttons (left/right/rotate/drop), it pretty much becomes useless.
引用@tdinh_meTetris battle: Jev vs Claude Haiku 4.5 Both compete in REAL TIME. This means both SPEED and INTELLIGENCE matter. (Link to try it yourself below) https://t.co/wLsCJWGsii ↗
作者主动纠正俄罗斯方块演示:harness预选动作承担了大量工作。
@tdinh_me2026-09-21♥13👁2.9K↗ 打开X
Waiting for these models to be fast and smart enough to do "tuck" https://t.co/UI7iqBf2J5
引用@tdinh_meTetris bench: Jev vs. Laya-mlx I run the Laya model on my MacBook. It's true that the model is really fast (~84ms), but it's also much more stupid. Losing to Jev 3 out of 3 rounds. https://t.co/LBkcBbi62c ↗
@tdinh_me2026-09-21♥19👁3.1K↗ 打开X
Tetris bench: Jev vs. Laya-mlx I run the Laya model on my MacBook. It's true that the model is really fast (~84ms), but it's also much more stupid. Losing to Jev 3 out of 3 rounds. https://t.co/LBkcBbi62c
引用@mizorewww介绍比Jev快50倍,在你设备上跑的laya-mlx! 只在你的设备上占用最高1G内存 Laya是一个开源的类似于Jev的,基于文本输出概率的分类系统 我将其移植到MLX,并且做了一些性能优化! 视频中就是这个模型在我的本地M3Max上玩贪吃蛇 这个模型能够以每秒决策60次的速度玩贪吃蛇! https://t.co/31KGUiNunb https://t.co/5kAXnrrdUA ↗
本地Laya在M3 Max约84毫秒响应,但作者测试中三局均输给Jev。
Peter Askew@searchboundindie26.2K粉 · 2条分享现场绘画在球赛尾门活动卖出1万美元的点子,另两条与产品无关。
@searchbound2026-09-20♥4👁2.0K↗ 打开X
ok, this is a cool project idea: 1. hire a painter 2. post up in an SEC tailgate during rivalry 3. painter creates painting, same-day 4. auction painting to fans
引用@WoodsSavannahI talked to the women who run this tent. They said the artist started live painting at 4 am on Saturday from The Grove. This painting was auctioned and sold for $10,000. https://t.co/wXcMCyy4Z4 ↗
@searchbound2026-09-20♥3👁303↗ 打开X
in the Charlotte NC airport, there are rocking chairs provided https://t.co/26lKRqJfY8
▸ 折叠1条(转推/噪音)
噪音2026-09-20 🎉 GTH LSU https://t.co/AmTwGvUXHZ

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41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。