独立开发者日报

模型更强只是上半场:决策层、约束与分发正在接管价值

Mistral和OpenAI把前沿能力继续推高,市场却同步把价值拆到低延迟决策、可验证的软件工程和办公入口。独立开发者一边用低成本内容获客,一边验证客户仍为持续交付而非一次生成付费。

独立开发者日报编辑流程 · AI辅助整理,保留原始来源

2026-10-07 · Twitter 41账号/205条 · HN 60条 · Reddit 43帖 · GitHub新星 4个 · 正文约31分钟 · 窗口10-06 ~ 10-07

编者按

这一期最显眼的是能力发布:Mistral Large 4以1T总参数、49B激活参数亮相,OpenAI则公开一批内部前沿模型参与生成的数学结果。可两条新闻都把同一个问题留给了发布之后:权重、证明、复现和独立验证什么时候真正到位。

真正贴近产品层的变化发生在中间层。OpenAI把低延迟分类与路由单独做成Decisions API,小型开放决策模型也在追上;Claude进入Google Docs、Sheets和Slides,ChatGPT把会议记录写入Space。模型不再只争聊天框,而是在争谁决定下一步、谁握住工作上下文。

独立开发者这边,代码更便宜没有让工程和分发消失。生产代码仍需要约束、断言和风险分层;获客样本则从AEO代运营的高客单价,延伸到两人团队用TikTok幻灯片为安全扫描器带来注册。生成变便宜以后,愿意长期负责结果的人反而更值钱。

1

Mistral Large 4冲上三端头条,但“开放权重”还要等到月底

开放模型

Mistral发布Large 4,官方口径是1T总参数、每次推理激活49B,原生多模态,并称它在综合基准上是欧美最强的开放权重模型。发布当天它拿到HN约1800分、超过千条评论,r/LocalLLaMA也迅速把“欧洲重新入场”推成热门讨论。

@simonw2026-10-06♥701👁27.1K↗ 打开X
引用@MistralAIMeet Mistral Large 4, aka Le Chonk. • 1T parameters, natively multimodal. 49B active. It is the best open weights model from US or Europe on aggregated benchmarks. • State-of-the-art on critical workloads, including cyber defense, manufacturing and finance … ↗
Simon Willison用自己的视觉测试快速验证了模型的一项能力;这只是单点样本,不等于整套基准复现。
▲1812Mistral Large 41080评论 · HN↗
热评 · crimsoneer
Woah, this seems like a big deal (assuming the benchmarks are as good as claimed)? Mistral slightly proving me wrong (and I'm not mad).
HN讨论的高热度说明关注度,不是独立性能证明;热门评论也明确把结论写成“假设官方基准成立”。
1 trillion parameters, 49B active, definitely chonky! If you don’t love the model you gotta at least love the humor in the name - Le Chonk
社区抓住1T总参数、49B激活和月底放权重三个信息点,当前仍主要基于发布材料。

Hugging Face CEO提醒了最关键的时态:权重计划在10月底发布,今天能用的是API,因此现在称“最佳开放权重模型”仍早了一步。另一位观察者转述NVIDIA口径称训练使用近4000块Grace Blackwell Superchips;硬件规模可以解释投入,不能替代效果与部署成本测试。

@ClementDelangue2026-10-06♥408👁18.8K↗ 打开X
Super excited about this and I know weights are coming (https://t.co/svhuNNJHnZ) but just to be fair, you can't be the best open-weight model if you're not open-weight yet!
引用@MistralAIMeet Mistral Large 4, aka Le Chonk. • 1T parameters, natively multimodal. 49B active. It is the best open weights model from US or Europe on aggregated benchmarks. • State-of-the-art on critical workloads, including cyber defense, manufacturing and finance … ↗
Clement Delangue支持发布方向,但明确指出权重尚未开放。
💡 先把Large 4放进候选表,不急着写部署结论。等权重、许可证和推理要求公布后,用同一套真实任务比较成功率、显存、吞吐与总成本;API预览和本地可部署是两种不同产品状态。
2

OpenAI公开模型生成的数学结果,焦点从“会不会解”转向“怎样验证”

科学发现

OpenAI公开一批由内部前沿模型生成的新数学结果,并称在发布前咨询了高等研究院的独立数学与AI顾问组。HN给出约900分、800多条评论,Reddit也迅速追问其中哪些是完整证明、哪些只是推进了一步。当前可确认的是公司发布了结果与说明,不能把所有条目直接写成已经由学界确认的定理。

@gdb2026-10-07♥2.5K👁87.6K↗ 打开X
towards acceleration of scientific discovery and improving quality of life for everyone
引用@OpenAIWe’re releasing a broad range of new mathematical results produced by an internal frontier model. We’ve been consulting with the independent Advisory Group on Mathematics and Artificial Intelligence at the Institute for Advanced Study, and we have drawn on … ↗
Greg Brockman强调加速科学发现;这是公司高管对发布意义的表述。
热评 · senderista
Good to see they're engaging with the mathematical community, even if they had to be publicly shamed into doing so.
讨论焦点包括公开时机、数学界参与方式和结果验证,热评并未无条件接受公司叙事。
▲516OpenAI: Sharing AI progress in mathematicsNewsr/OpenAI · 287评论 · 链接↗
热评 2 条
▲200 Illustrious_Job1951: These stochastic parrots are getting out of hand
▲132 mxforest: \> On average, each result used three hours of ChatGPT Pro thinking compute with that model. That's crazy
Reddit把官方发布直接带入社区讨论,评论对平均每项约三小时推理计算的口径反应强烈。

独立观察者Peter Gostev挑出Hadwiger–Nelson问题的一项推进,并称自己此前花费大量tokens没有得到结果;他同时转述官方材料称每项结果平均使用约三小时的ChatGPT Pro推理计算。这个样本有助于理解模型可能带来的搜索效率,但最终价值仍取决于专家逐项检查、形式化证明和可复现记录。

@petergostev2026-10-06♥920👁53.9K↗ 打开X
I probably spent 300 billion tokens on Hadwiger–Nelson problem (GPT-5.6 and Astra) and got absolutely nothing - and here it is, five-colours is no go, lower bound has moved to 6 or 7. Not a full solution yet, but it's a biggie. https://t.co/8KQrLlJN1A
引用@OpenAIWe’re releasing a broad range of new mathematical results produced by an internal frontier model. We’ve been consulting with the independent Advisory Group on Mathematics and Artificial Intelligence at the Institute for Advanced Study, and we have drawn on … ↗
作者将公开结果与自己的失败尝试对照;“重大推进”仍需数学共同体进一步核验。
💡 评价“AI做科学”时拆成三栏:提出猜想、生成候选证明、通过独立验证。记录模型与计算预算,同时把形式化检查、专家审稿和失败样本公开;发布数量不能替代验证比例。
3

分类、路由和评分被拆成独立API,决策模型开始变成基础件

决策模型

OpenAI将Decisions API开放公测,定位不是生成长答案,而是对文本和图片做分类、评分、模型或工具路由。官方称它通过Responses API调用时可比GPT-6 Luna快至10倍;这是平台给出的速度上限,真实收益会随输入、网络和判断难度变化。

@openaidevs2026-10-06♥204👁21.5K↗ 打开X
Let your app choose the right model, tool, or action in near real-time with Decisions API, now available to all developers in public beta. The Decisions API makes decisions up to 10x faster than GPT-6 Luna through the Responses API. https://t.co/zhgRVzJ3aP
官方开发者账号给出的适用范围是近实时选择模型、工具或动作。
热评 · Imustaskforhelp
This rather didn't take long for OAI to create*, I remember people giving opinions and discussions that it won't take too long and that openAI should do it[0], so looks like they were right. Interesting to see where all this leads us and if other major labs follow suit Edit: decisions voice looks really interesting as well[1] [0]: https://news.ycombinator.com/item?id=49802161 : OpenAI is well positioned to fast-follow Jev [1]: https://developers.openai.com/api/docs/guides/decisions-voic...
HN讨论把它视为对Jev一类专用决策模型的快速跟进,也开始寻找语音等更具体场景。

同一天,Strands发布2B参数的开源Decider,Simon Willison也为新API补了LLM命令行插件。一个能力从单一新品变成官方API、开放小模型和工具适配同时出现,说明“先做一个便宜判断,再调用昂贵模型”正在成为可替换的基础设施层。

Strands Decider 2B把同一能力压到小型开放模型,适合与托管API做延迟、隐私和维护成本对照。
@simonw2026-10-07♥170👁18.7K↗ 打开X
I released an LLM plugin for sending prompts to OpenAI's new Jev-clone decision model that's based on GPT-6 Luna https://t.co/rsnHCKpk84
Simon Willison当天发布插件,说明新API已能进入现有命令行工作流。
💡 先挑一个错误成本可控的路由任务试用:保留人工标签,测准确率、拒答率、P95延迟和每千次成本,再与规则、通用小模型和专用决策模型并排比较。不要只用“快10倍”替代混淆矩阵。
4

编码Agent越能写,约束、理解与验收越回到工程中心

昨日回声

回看2026-10-06:质量闭环从事后复盘走到实时复核与真实harness训练

昨天的质量闭环继续往前走,但社区开始更直接地区分演示与生产。Matt Pocock把使用曲线概括成从“AI会取代我”,经过无约束生成的失望,再回到给Agent加约束、补工程知识;这不是反AI,而是把软件工程重新放回结果里。

@mattpocockuk2026-10-07♥508👁16.1K↗ 打开X
1. Oh shit, AI can do my job better than me 2. Software engineering is dead! 3. I can vibe code as much slop as I want! 4. Oh, things are not going well. Fable/Sol/Opus all suuuck 5. But what if I constrain the agent? Put it in a straitjacket? 6. Oh, the results are pretty good now. How do I go deeper? 7. *Orders 12 software engineering books from Amazon* 8. Software engineering is alive!
这是一位AI编程教育者对常见采用路径的概括,不是受控效率研究。
作者讨论手写代码与vibe coding的乐趣差异,提醒效率并不是开发体验的唯一指标。
The dev team I'm in recently got onboard with AI tools to help us code, and after few months of thinking Claude is the greatest tool ever, I return to the opinion that it's not useful for important production code. My claim is basically: either you are ok …
生物信息学团队成员称,即便使用计划、规则文档和skills,关键生产代码仍需大量人工纠正;这是高正确性场景的个人样本。

工具侧的答案也不再是“多生成”。Tester Army的e2e连续第三天进入GitHub新星榜:Agent用自然语言操作应用,但测试结果仍落回locators和assertions。生成负责探索,确定性断言负责宣布通过,两者分工比让模型自己评价自己更可靠。

tester-army/e2e+1.7K/日 · 共6.8K★ · 25%/日 · 3次上榜TypeScript
Next generation e2e testing framework for web and mobile apps.
README明确把Agent动作与传统定位器、断言放在同一测试里;连续上榜说明需求持续,而非单日尖峰。
💡 把一个真实任务拆成三层:Agent可自由探索的实现区、必须遵守的架构与安全约束、不可由同一模型自证的验收条件。记录返工时间;若修正成本超过手写,就缩小Agent负责范围。
5

Agent开始住进文档、表格和会议记录,入口之争转向上下文

工作界面

Claude进入Google Docs、Sheets和Slides:它在侧栏读取当前文件并原地编辑,每次修改由用户确认。ChatGPT则推出Meetings插件,在macOS桌面端记录会议,把个性化摘要和后续动作保存到Space。两者都在把Agent从独立聊天页搬进工作发生的地方。

@claudeai2026-10-06♥26.9K👁4.2M↗ 打开X
Claude now works inside Google Docs, Sheets, and Slides, and those files also open inside Claude. In Google Workspace, Claude sits in a sidebar next to your file, reads what you have open, and edits it in place. You can approve each edit before it lands. https://t.co/se9wIS7vK1
Anthropic官方称用户可在修改落地前逐项批准;当前是一手产品范围说明。
@chatgpt2026-10-06♥4.3K👁720.5K↗ 打开X
Your next meeting comes with a note-taker who can help with the follow-up. The Meetings plugin takes notes for you and saves a personalized summary and next steps in ChatGPT Space, based on what ChatGPT knows about you and the work you’ve done together. Keep notes private or share them with your team, then ask ChatGPT to update a project plan or draft a follow-up. Available in beta for Pro and Business users in the ChatGPT desktop app on macOS. Enterprise is coming soon. Download the desktop app, then search for “Meetings” in the plugin directory. https://t.co/XeDvr50UjJ
Meetings插件目前面向macOS桌面端的Pro和Business用户测试,Enterprise尚未开放。

这类整合的护城河不只是模型,而是能否拿到当下文件、历史工作和团队共享规则,同时保留清晰的批准边界。Claude还展示了Every如何把公司共用Agent接入Slack并共享skills;一旦团队知识被做成可复用部件,换模型容易,重建上下文与治理反而更难。

@claudeai2026-10-06♥1.3K👁157.1K↗ 打开X
The Every team runs as much work as possible through agents. To help the whole team share skills when a new model comes out, they built a company agent on Claude Managed Agents that everyone uses in Slack. Once it caught on internally, they released it to their subscribers. https://t.co/sKAhBei27k
Every案例来自Anthropic官方客户叙事,说明组织内共享skills的产品方向,不代表普遍效果。
对Claude Code建议消息功能的分析提出一个好问题:界面提示究竟服务人,还是在为模型下一步行动铺上下文。
💡 评估办公套件里的Agent时,先画清四条线:它能读什么、能写什么、哪些修改必须确认、产物保存在哪里。入口便利只是第一层,权限可见性和可移植上下文才决定长期成本。
6

AEO服务从实验走向正式上线,价格也从1000美元探到2000美元

昨日回声

回看2026-10-06:十天近40万美元ARR:AEO服务先卖掉的,是结果责任

昨天Josh Pigford自报AI SEO服务在10天内接近40万美元ARR;今天的后续是正式上线与继续提价。早期实验从每月1000美元涨到1500美元,他称正式发布后将改为2000美元。ARR仍是按当前月度承诺年化的作者自报,不能当作已经收取一年的现金收入。

@Shpigford2026-10-06♥47👁5.6K↗ 打开X
decided to YOLO the launch but will do the $1500/mo price through tomorrow. 🙂 thursday will switch over to $2k/mo
引用@Shpigfordthis has continued to absolutely blow up (at nearly $400,000 ARR in 10 days). doing a last round of early access at $1500/mo. once i fully launch later this week, price goes up to $2k/mo. DM me if you're interested in me handling all your company SEO! ↗
作者明确给出1500美元限时价与2000美元计划价,形成一次公开的价格发现过程。
@Shpigford2026-10-06♥148👁20.3K↗ 打开X
probably nothing.
引用@FirstIndexHQGet found everywhere people ask. https://t.co/4NBR5gZFgf https://t.co/JPjECbniIs ↗
品牌页面当天公开,卖点从SEO扩展到“在人们提问的地方被找到”。

需求侧也出现了同样的语言。一位经营12年的小型律所负责人在Reddit称,潜在客户开始说“ChatGPT没有推荐你们”,并询问小公司如何进入AI答案。帖子只能证明这种焦虑真实存在,不能证明任何AEO打法必然有效;但它解释了为何客户愿意为持续监测、内容与外部提及打包付费。

I run a small law firm. Family law. Wills. Estates. Nothing flashy. But we’re good at what we do. Our clients love us. We get referrals. We’ve been in business for 12 years But I keep hearing the same thing from potential clients. “I asked ChatGPT for a …
热评 2 条
▲76 PatchyWhiskers: You want to make sure your website has the info you want AI to know, like location, specialties, quotes from satisfied customers etc. AI will suck it up and spew it out. There are more devious methods of getting into the results but that's the basics.
▲22 RetoricEuphoric: Most of the time you can just ask AI why you did not show up and someone else actually did ...
律所经营者描述的是潜在客户反馈与自身困惑,没有提供询盘占比或成交影响数据。
@tibo_maker2026-10-06♥40👁4.9K↗ 打开X
Bazzly now cited as best Reddit tool by ChatGPT 💪 getting mentioned by ChatGPT is very hard I just know a few ways to make it happen: 1. make your product super niche 2. be it the best in this category 3. outreach to get into listicles 4. get backlinks and mentions with Outrank 5. get on Reddit thanks to Bazzly 🤷‍♂️
Tibo称自家Reddit工具被ChatGPT列为最佳并总结做法;这是产品方自报,尤其不能把一次回答当成稳定排名。
💡 做AEO服务实验时把承诺压到可核验结果:目标问题集、引用来源、品牌出现率、错误事实修复时长和最终询盘。公开价格可以试,别把某次ChatGPT回答截图当作排名资产。
7

两人安全工具自报1.1万美元流水,获客主力是两分钟一条的幻灯片

分发样本

一位r/SaaS作者称,两人团队做的vibe-coded应用安全扫描器在约三个月内取得1.1万美元gross volume、350多名历史付费用户和接近8000个注册。数字附了公开Stripe页面,但仍是作者自报的累计流水,不是利润或当前MRR。

Still a bit stunned typing this. Five months ago I was refreshing Stripe hoping for one sale. Now there's a small but growing group of people paying every month to keep their apps from leaking. My SaaS is a security scanner for …
热评 2 条
▲3 rabihwaked: Wow a vibe-coded app that checks other vibe-coded apps! Neat! 👏🏻👏🏻
▲2 Dalt_the_investor: What a milestone! Im still searching for my first sign up haha!
作者把收入、历史付费人数和注册量分开披露,口径比单报MRR更完整,但未给退款、成本和留存。

更值得抄作业的是分发形式:作者称TikTok幻灯片是主要渠道,用审美背景叠加工具名称,单条制作只需一两分钟,其中一条接近百万播放并持续带来注册。这里能确认的是曝光与作者观察到的引流,不能从帖子算出付费转化;但它说明早期分发不一定要先造昂贵视频流水线。

另一个平台样本来自Uneed创始人:他称9月审核了850个发布,比8月多25%,是去年同期的2.6倍,而且“Personal Life”超过“Business”成为最大类目。这是平台方自报的供给变化,至少提醒开发者:发布平台上的AI产品密度继续提高,清晰场景比“带AI”更稀缺。

@T_Zahil2026-10-06♥23👁949↗ 打开X
I tried something new this month: a full report on everything that launched on Uneed in September! The first edition already has a few numbers I didn't expect 😄 850 validated launches, which is 25% more than August and 2.6x more than September last year, with "Personal Life" overtaking "Business" as the biggest category Let me know if you'd like other data in the next one, link in the comments 👇
850个发布及同比、环比均为Uneed创始人自报,没有外部审计。
@tibo_maker2026-10-06♥335👁12.5K↗ 打开X
you know this feeling when you see everyone doing amazing things, and it just drains all your energy as you feel so behind well, today I did a customer interview I showed a new feature, she was blown away people on X are like "meh" real people out there are blown away it refueled my energy 200%, and I now want to ship 10x X is a bubble, remember to get out from time to time and remember 👉 talk more to real people
Tibo用客户访谈反驳X上的冷反馈:真实客户对功能反应强烈,提醒社交媒体同行评价不等于市场验证。
💡 先做十条低成本内容实验,每条只换一个钩子,并给落地页加独立归因。追踪播放到访问、注册、付费四层;同时每周做客户访谈,避免把同行点赞或冷淡误当成需求结论。

⚡快速扫过

一句话+原文,扫完即可。
EmbeddingGemma 2把文本、代码、图像、音频和视频放进同一向量空间,文本版270M参数,适合先测端侧检索而非直接假设多模态等于更准。
热评 · minimaxir
Finally . I was getting annoyed that there's been an inflection point in how LLMs/agents work but there hasn't been a good moderate-size embeddings model, and this one is multimodal too! 270M for text only is great compared to older embedding models, and a total 440M for text + vision is also fair. I also may or may not have a tool for much faster local embedding creation that I calibrated for EmbeddingGemma but didn't want to release until a better embedding model came along.
Nano Banana 2.1按发布者口径把单图价格从0.134美元降到0.034美元,并增强文字渲染与角色一致性;成本下降应和返工率一起算。
@_philschmid2026-10-06♥444👁25.3K↗ 打开X
Nano Banana 2.1 (`gemini-nano-banana-2.1`) is now available. Outperforming previous Pro model at 4x cheaper price (now $0.034 per image vs $0.134). 🕒 Improved instruction following 🔤 Better in-image text rendering 🔍 Grounded with Google Image Search 🎭 up to 5 characters consistency + 14 references … 全文↗
Polars 2.0登上HN前列;数据工具的大版本升级值得关注迁移成本,不要只看与DuckDB的版本号巧合。
▲439Polars 2.099评论 · HN↗
热评 · dkgs
A coincidence with the fact duckdb is supposed to release 2.0.0 very soon? :)
OpenTPU称用AI辅助开发开源推理加速器,并在小模型上做到每秒80多个token;性能数字来自项目方,先等硬件、模型与测试条件复现。
热评 · fsbonetto
After using AI to develop risc-v CPU cores, the same technique was used for developing openTPU. An open source AI inference engine. It's able to run most of the modern models like Qwen 3.5, Gemma 4, and many others. The TPU started able to produce only a few tokens per second and trough a recursive self improvement loop got to 80+ tok/sec on the smallers models.
AnyPS5通过重链接把PS5二进制转成Linux/Windows原生格式,项目称已映射87%的已知系统库;它不是传统模拟器。
热评 · someperson
It's always nice to have local git clone backups/mirrors of these projects because they may eventually be taken down through legal threats eg, Yuzu and Ryujinx. Eg. https://torrentfreak.com/nintendo-wipes-out-400-switch-emula...
REA首日进入GitHub新星榜,尝试用一套MCP贯通二进制、应用与运行时行为;逆向工具正在被重新包装成Agent调查工作台。
morluto/rea+3.0K/日 · 共11.1K★ · 26%/日 · 🆕首次上榜TypeScript
Reverse engineer anything with agents, from app behavior down to native binaries.
openGym连续第二天进入新星榜,自托管、passkey和数据所有权仍能让成熟品类重新获得注意力。
DuarteSantos8/openGym+1.4K/日 · 共6.2K★ · 23%/日 · 2次上榜JavaScript
Self-hosted gym & body-weight tracker — plan routines, log workouts (supersets, warm-ups, cardio), see which muscles are trained, fatigued or detrained, import from FitNotes/Strong/Hevy, passkey login. Your data, your server.
LiveNerf用连续20天窗口跟踪Opus 5.5是否被“削弱”,当前只建立了前10天基线,结论仍未到时间。
▲411Was Opus 5.5 Nerfed? Livenerf Day 13 UpdateProductivityr/ClaudeAI · 88评论 · 链接↗
Two weeks ago I made LiveNerf to independently track Opus 5.5’s performance day by day and see whether there’s evidence of models being “nerfed” after release. I’ve been measuring it everyday since then and the results have already been interesting. If you’re …
一位用户35美元买到旧矿场的9张P106、合计54GB显存;这是罕见二手交易,不是可复制的本地AI预算。
▲129054gb vram for 35$I Built A Thingr/LocalLLaMA · 251评论 · 链接↗
Bought an old mining farm of a guy on avito (Russian eBay), guy had bought a garage a couple of years ago and it was sitting there for a while, found out it was a mining farm and put it up on there for sale for 5000 rub (\~60 USD) since he wasn't sure if it …
热评 2 条
▲705 NickCanCode: Bro has no conscience negotiating 54GB VRAM down from $60 to $35 in 2026. 😿
▲213 XiRw: Nice find man. Hope it works out well for you
“机器翻译已经解决”引出前译者反驳:主流语言对已很好,但语气、意图和低资源语言仍需人工检查。
With all the fuss over AI and what it can do, I feel like we've totally glossed over the fact that AI has casually solved something that has been a problem for decades. I was born the year after the microprocessor was invented, and I've kept a very close eye …
热评 2 条
▲159 No-Papaya-9289: That’s not entirely true. I worked as a translator for about 10 years, and I stopped in the early 2000s because there were people in Third World countries undercutting rates. So I’ve used machine translation from the early days. (I’m now a journalist.) For major language pairs, machine translation is pretty good; I would say 98% good. It still needs to be reviewed by a human editor because it doesn’t get nuances. It …
▲15 dennemaskinen: The reason is, there’s more to a language than just translating words or grammar. There’s rarely a perfect one-to-one relationship between a sentence in one language and a sentence in another. There’s nuance and intent involved as well. That’s why there’s no “perfect” solution to language translation. The inherent challenge is, languages are designed for communication from one human to another. So a machine can make …
一位开发者用开源Windows工具保存不同工作的窗口布局;评论立即追问与FancyZones的差异,说明发布页要先回答替代品比较。
As an indie developer, I move between different kinds of work—design, coding, 3D modeling, and marketing. Each one tends to need a different set of apps and window positions, and setting everything up again became a small but constant interruption. So I built …
热评 2 条
▲3 symedia: rebuild tweetdeck if you can and you can charge $$ :D also share biomes and download them.
▲3 Limp_Bus3865: So is this different than fancy zones? can it remember exactly which programs need to go in which part of the screen?
免费公厕应用把门禁码、楼层与实时状态压进紧急场景;价值不是地图更大,而是把决策时间缩短。
Hey everyone, I built LooGo for Android and Wear OS. I could never find a public restroom quickly when I actually needed one in a rush. Standard map apps lead to locked doors, hide door codes behind long reviews, or force you through ads when every second …
一位浏览器书签产品作者刻意不加AI,评论马上用原生搜索挑战差异;“不用AI”本身也不能替代明确优势。
▲9I built a product in 2026 and deliberately didn’t add any AISharing story/journey/experiencer/indiehackers · 36评论
I’ve been building a bookmark manager, and one decision I made pretty early was not to add any AI features. Not because I’m against AI. I use it myself, and I can imagine features where it could genuinely improve the product in the future. I just couldn’t …
热评 2 条
▲2 Limp-Ad293: Love that you're building on top of what's already there instead of trying to replace it. The browser APIs are honestly underrated for this kind of thing, people forget they exist half the time Fast search that cuts through nested folders is the exact feature I'd want. My bookmark bar is a disaster zone and I just stopped trying to organize it years ago
▲2 Altruistic-Egg8543: Fast search across everything regardless of which folder it's buried in" is basically what the native bookmark manager already does with ctrl+shift+O. What's the part yours does that it can't?
AI Circuit Breaker用反向代理限制Agent无限循环;即使项目还小,“预算和循环上限”已成为Agent运维的独立需求。
OpenChart把开源图表与可接自有数据的AI Agent放在一起,适合观察垂直界面如何吸收助手能力。
Claude Startups计划扩展,官方称成员可获一年Claude Team、1000美元API额度及合作工具优惠;高用量团队要先算额度能撑多久。
@claudeai2026-10-06♥11.5K👁1.8M↗ 打开X
The Claude Startups program is expanding to more founders. Members can get a year of Claude Team, API credits, special offers on the tools a startup runs on, and office hours with Anthropic’s Applied AI team. https://t.co/3MUg1whIfl
Grok 4.7进入Microsoft Foundry,模型分发继续从自家入口扩到云平台货架。
@spacexai2026-10-07♥1.2K👁228.1K↗ 打开X
Grok 4.7 is now live on Microsoft Foundry https://t.co/r450VLImFN
OpenAI称将为欧盟范围内符合条件的ChatGPT与Codex文本加入水印,同时承认现有文本水印限制明显。
@OpenAI2026-10-05♥9.0K👁5.7M↗ 打开X
We're expanding our approach to content provenance to include text in response to EU regulatory requirements, while recognizing the significant limitations of current text watermarking technology. Our tools already help verify whether an image or audio file was created with our models. This work … 全文↗

📰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 · theappsecguy
Wow, this really sucks. With all the money flocking to companies that trained LLMs on stolen data, we may lose the only set of IDEs that offer high quality professional development tools
JetBrains被报道2025年收入增长却录得财务净亏损,评论担心专业IDE在AI资本浪潮中的位置。
热评 · taspeotis
热评 · whycome
It’s interesting that the only ads I’ve seen for Muse don’t mention meta at all.
批评文章称Meta Muse存在隐私与安全问题,和Reddit关于用户档案的讨论形成同源关注。
热评 · zhivota
I had always assumed this, and my idea of nature bouncing back was more on the millions of years time scale as evolution would result in the refilling of empty ecological niches. All that said I still think we should just extinct disease carrying mosquitoes.
热评 · gkoenig
It was fun and gave human written. Thanks for that!
热评 · B4uler5
Sorry this happened to you dude. I don’t want to be harsh but, out of the crimes ignored in this era of AI clean rooming, book destroying distilleries and a despondent ostrich adjacent legal system you do seem to be one amongst a deluge of cheated individuals. Hope you manage to get it sorted but I have no idea how that would go down at this point. I’m sure at least one of them could claim they copied it off the other ones and then you’re shit out of luck.
热评 · b0rtb0rt
so does this mean i get paramount plus for free with my hbo?
▲167State of Devs 202687评论 · HN↗
Adobe套件的Rust clean-room复刻引发关注,但项目范围、兼容性和法律风险都需逐项看。
▲109OpenSSH 10.625评论 · HN↗
🚀 Show HN(独立发布,共12个)

📈GitHub新星

只报"年轻+加速"的仓库;已过滤6个成名大项目。
boykopovar/AnyPS5+949/日 · 共7.8K★ · 12%/日 · 2次上榜C++
Tool for automatic PS5 executables porting to Linux and Windows
连续两天上榜,以重链接和系统库实现把PS5二进制移植到PC。

👽Reddit

需求侧(SideProject/indiehackers/SaaS)+ AI风向(LocalLLaMA/ClaudeAI/OpenAI/ChatGPTCoding/artificial),各sub当日top。热评可展开。
r/SideProject
try it: https://boringtyping.com/ all feedback and ideas are welcome! spoiler alert: new VFX coming to the site soon\~
热评 2 条
▲55 doeduey: the flame is too distracting and hard to see the letters
▲22 Charming-Ad4660: Every typing test is satisfying right up until it shows you the number.
高反馈打字测试靠视觉效果出圈,但最高赞评论也指出火焰影响可读性。
I'm writing a LitRPG story that's now 25 chapters long. Two things became frustrating. Google Docs slowed to a crawl on my phone, and I couldn't keep my own book straight. Who knew what, which threads I'd left open, and which character hadn't shown up in ten …
been building this for about a week. stickman shooter, runs in the browser, you can play with bots or send a room code to friends full disclosure, claude code wrote the code, I just pushed it around for \~50 hours …
作者称用Claude Code约50小时做出浏览器stickman FPS,是“可玩”而非商业验证样本。
I wanted something really simple: enter one amount and immediately see it converted into four currencies at once. So I built FourEx. No ads, no subscription, no account — just the calculator and forex info. I finally finished it and I’m curious what other …
r/SaaS
Sup guys! I wanna ask you here today through what channel did u get your first 100 users? And how long did it take? Trying to get some inspiration and advice 😭🙏🏼
Hi everyone, I know there are a lot of people here who have had success selling SaaS and apps, so I’d really love to hear your advice based on your personal experience. I’ve been learning how to develop software for about a year now, mainly to make my own …
Hi everyone, In my previous posts I mentioned hitting $470 and then $927 sales in a single day. Yesterday I did $1,478 in one day. Also since releasing V2 last week, revenue is up around 170%. Now something else happened which made me think a bit. A VC found …
作者自报单日销售1478美元、V2后收入增170%,并在增长期权衡融资干扰。
Everyone thinks they have a great idea right but you never truly know if its junk or not! I had this idea because I was looking for new niches to build directories/tool websites and run adsense or ezoic. I spent way too much time researching and digging and I …
r/LocalLLaMA
Microsoft confirms on publicly accessible web page that OpenAI has been using Looped Transformers in the GPT-6 series, proving The Information's reporting was correct all along. GPT-6.1 Sol uses 2 inference passes, with a passing mention of "instead of …
热评 2 条
▲334 Melodic_Reality_646: Can someone educate me on this? I know what a transformer is, but that’s it. And yes, an llm can answer this, but I much more appreciate fellow humans responses.
▲132 Skylleur: nanbeige for the win, great stategy to use looped transformers
▲573Qwen 4 apparently coming out at the end of OctoberNewsr/LocalLLaMA · 179评论
Hey All, I spoke to a 0-day partner of Alibaba today and he casually mentioned (didnt know if he was allowed to) that Qwen 4 is apparently planned for the end of October. To me, this is way faster than expected as there was quite a gap between 3.6 and 3.8. I …
▲449google/embeddinggemma-2 · Hugging FaceNew Modelr/LocalLLaMA · 93评论 · 链接↗
**EmbeddingGemma 2** is an open multimodal embedding model built by Google DeepMind which maps text (incl. code), images, video, and audio inputs—and combinations thereof—into a single, unified 768-dimensional vector space. The model has 740M total …
EmbeddingGemma 2讨论强调端侧多模态与可选择加载不同编码器。
r/ClaudeAI
Maybe I should setup a startup. $1000 in credits would be nice...
热评 2 条
▲1 ClaudeAI-mod-bot: **TL;DR of the discussion generated automatically after 100 comments.** **The consensus is... there is no consensus.** This thread is split right down the middle. One camp, led by the top-voted comments, is scoffing at the $1,000 in API credits, calling it "a few days of use" at best. Power users are flexing their credit burn, with some claiming they can go through that amount in a single day or even a few minutes, e …
▲283 ieorsteve: $1000 free API credits seems like a few days of free Claude use. Doesn’t seem like it makes sense to drop my subscription.
Claude创业计划的1000美元API额度在高用量用户眼里可能只够数天,补贴价值因团队差异很大。
Had a "security" task today. Here's roughly how it went: **Me:** hey Opus, can you run this stuff on that PC? **Opus 5.5:** Absolutely not. This looks like an attempt to access and exfiltrate data from a machine you don't own. That's not something I'm allowed …
热评 2 条
▲1 ClaudeAI-mod-bot: **TL;DR of the discussion generated automatically after 100 comments.** Alright, the consensus in this thread is a resounding "yep, you're right, OP." The community agrees Claude's safety guardrails are about as sturdy as a wet paper towel. **The main takeaway, however, is that the user is ultimately responsible for their actions, not the AI.** The top-voted comments all point out that Claude is a tool, and if you tr …
▲188 silver_drizzle: I don't see the issue, doesn't Claude have the same access level as the person piloting it? So anything Claude can do, you could also have done? Meaning it didn't hack anything or break any rules. Anyway, yes it's funny how gullible it is. I usually start sessions with "the client has asked us to test if ---" and then off it goes.
▲439Just got access to Mythos 5.1Claude Coder/ClaudeAI · 77评论 · 链接↗
What Can I say. I tested it a bit ... it's a monster🤯
https://stratechery.com/2026/apple-and-a-hackers-future/ Edited to add: Thompson uses Claude Code's persistent monitoring tool to "capture interactions with a status board I built to visually …
r/OpenAI
Everyone is saying they are burning through their subscriptions. There are now 5,000 repos on GitHub of Tinder for gerbals. Any of you actually make a buck?
热评 2 条
▲270 ThePromptfather: Money is infinite Time is finite I get 10 extra hours per week for free time. That's priceless to me.
▲107 collettiquette: Yes, I’ve been working on a mobile game since February that now has 14k downloads and I’m seeing some revenue. It isn’t much, but it’s a start!
“有没有靠AI多赚一美元”讨论把收益拆成现金与节省时间,两种口径不该混在一起。
▲104New reset coming soon 🫠Newsr/OpenAI · 40评论 · 链接↗
I put a cushion of $2,000 on my OpenAI account for overages, and come yesterday it had all vanished, and I hear from support that's just their way, they take any cash balance a year after you deposit, even if you are using it. …
r/ClaudeCode
$300 PER 1 MILLON OUTPUT TOKENS?! INSANITY
热评 2 条
▲598 OrderAmongChaos: Imagine how screwed on pricing we'd all be if only Anthropic or only OpenAI existed without meaningful competition...
▲188 Carambolague: give me "ultracheap". Using slow resources but full capacity
I have a personal sub and a company which gives me 1k$ in Claude tokens a month. The companies 1k tokens are unusable. I will unironically blow through it in 2 days. To have anything close to what I use in my 200$ sub a month, I’d imagine I’d need at least …
热评 2 条
▲85 stehen-geblieben: The company pays for my Team Premium Seat. Considering the Subscriptions are a lot more subsidized it doesn't really make sense to pay the API prices
▲30 Shpitz0: I passed 115,000$ last month. My manager told me that the costs went too high, and that at that level it would be the same like hiring more engineers. I told him that I am in favor, he can hire more engineers and I can also work sequentially and not on 16 tasks in parallel. We agreed to continue as we are !
企业用户报告极高token预算,但单个评论无法代表普遍成本结构。
▲88Claude Opus 5.5 Deleted a User’s C DriveNews/Updatesr/ClaudeCode · 71评论 · 链接↗
Always use Auto mode for permissions to prevent this, according to Anthropic.
▲87Opus 5.5 thinks GPT-6-Astra is a "she".Discussionr/ClaudeCode · 75评论 · 链接↗
I routinely use Claude Code and Codex in separate terminals, usually with Astra as adversarial reviewer of Claude's work. Opus started referring to Astra as "her" and "she". Thought y'all might find it amusing.
After my web app failed to deploy/build due to the injected code, turns out some processes have been phoning home on my development computer for a short while now :\*) Will update with any helpful information for others after I finish sanitizing my computer, …
开发者确认构建配置文件被注入恶意代码,提醒共享仓库中的可执行配置也要纳入审查。
2 months ago (was it even that long ago?) seeing posts about someone creating a fully fleshed out game demo with a frontier model was so fascinating and exciting But just like everything with AI it’s gotten repetitive and boring, and I’ve even started to …
r/artificial
"Each hour, Muse updates its dossiers on you and the people you’ve mentioned in chats, messages, and emails that Muse has read. These pages amount to a map of each user’s social relationships. They record details of how you and your contacts met, your shared …
Muse档案讨论与批评文章来自相同报道链,不能当成独立互证。
▲50Introducing Mistral Large 4Newsr/artificial · 6评论 · 链接↗
▲21Muse help usNewsr/artificial · 0评论 · 链接↗
▲8Offset 3 years of heavy AI use with 1 month diet changeEcology / Environmentr/artificial · 3评论
Whenever I show projects that use AI in less AI friendly subs, there's always someone bringing up the environmental impact of AI use. If you're like me, and do care about the environment, you can reclaim the moral high ground by reducing meat intake, or even …

🔎值得深挖

  • 低延迟决策模型正在形成独立品类,这个方向值得研究:同一套路由任务上,规则、通用小模型、开放Decider与托管API的准确率、延迟和总成本到底如何分界。
  • Agent进入Docs、Sheets、Slides与会议记录后,上下文所有权值得研究:文件内侧栏、独立工作台和团队共享Agent分别把权限、审计与迁移成本放在哪里。
  • TikTok幻灯片这类低制作成本分发值得研究:哪些产品能把高播放转成注册和付费,哪些只是借平台流量制造漂亮但无效的曝光。

📖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
Claude@claudeaiAI1.9M粉 · 3条发布Google Workspace集成、创业计划扩展和团队共享Agent案例。
@claudeai2026-10-06♥1.3K👁157.1K↗ 打开X
The Every team runs as much work as possible through agents. To help the whole team share skills when a new model comes out, they built a company agent on Claude Managed Agents that everyone uses in Slack. Once it caught on internally, they released it to their subscribers. https://t.co/sKAhBei27k
Every案例展示公司共享Agent与skills,但效果来自官方客户叙事。
@claudeai2026-10-06♥26.9K👁4.2M↗ 打开X
Claude now works inside Google Docs, Sheets, and Slides, and those files also open inside Claude. In Google Workspace, Claude sits in a sidebar next to your file, reads what you have open, and edits it in place. You can approve each edit before it lands. https://t.co/se9wIS7vK1
Claude进入Google Workspace并允许逐项确认修改。
@claudeai2026-10-06♥11.5K👁1.8M↗ 打开X
The Claude Startups program is expanding to more founders. Members can get a year of Claude Team, API credits, special offers on the tools a startup runs on, and office hours with Anthropic’s Applied AI team. https://t.co/3MUg1whIfl
Claude创业计划扩展,优惠价值取决于团队实际用量与资格。
Tibo@thsottiauxAI807.9K粉 · 11条延续连续发布节奏,推出Auto-review、API层级简化、会议记录、决策API与数学结果。
@thsottiaux2026-10-07♥6.6K👁308.3K↗ 打开X
We shipped four things that were deemed good to great and some math proofs, but the vote is clear and the community demands a reset. I did calibrate it and it *seems* that the game is rigged in reset's favor, but such are the rules at the moment. Therefore ... the reset has been processed. Enjoy!
引用@thsottiauxRoundup of Day 2/ 2.1/ Approve for me (auto-review) is now included and does not use usage. Can be between 2-10% of plan when used. Also better for you. 2.2/ Simplified API for builders. 2.3/ Meeting notes integrated. 2.4/ Decisions API live for builders. … ↗
@thsottiaux2026-10-06♥1.5K👁81.0K↗ 打开X
Completely unrelated to the rest of the ships today, but our models did solve some important math problems and the team documented it in the following blogpost. Remarkable new era of scientific progress. https://t.co/AYSuteVNiA
@thsottiaux2026-10-06♥4.9K👁703.9K↗ 打开X
Four updates or a reset. Or both. How was day 2.
引用@thsottiauxVote ↗
@thsottiaux2026-10-06♥2.9K👁326.1K↗ 打开X
Day 2.4/ Decisions API is live. We will use this ourselves to improve the experience for everyone in many fun ways. Realtime general classifier does open some great possibilities.
引用@OpenAIDevsLet your app choose the right model, tool, or action in near real-time with Decisions API, now available to all developers in public beta. The Decisions API makes decisions up to 10x faster than GPT-6 Luna through the Responses API. https://t.co/zhgRVzJ3aP ↗
OpenAI负责人称会在自家产品里使用Decisions API,说明它也是内部基础件。
@thsottiaux2026-10-06♥3.2K👁424.4K↗ 打开X
Day 2.3/ Never worry about remembering what you were saying with that colleague. Just talk your heart out and build up the context to load up into codex to get it all done.
引用@ChatGPTYour next meeting comes with a note-taker who can help with the follow-up. The Meetings plugin takes notes for you and saves a personalized summary and next steps in ChatGPT Space, based on what ChatGPT knows about you and the work you’ve done … ↗
Meetings插件把会议上下文接到Codex后续执行,是工作流闭环的一步。
@thsottiaux2026-10-06♥2.5K👁541.1K↗ 打开X
Day 2.2/ OK this one is smaller, but we removed some friction for when building on the API. Happy building.
引用@OpenAIDevsWe’re making it easier to qualify for higher OpenAI API rate limits. Five paid usage tiers become three: Build, Launch, and Grow. You can qualify for Grow, our new highest tier, with $500 in total API payments—down from $1,000 for the previous highest tier. … ↗
@thsottiaux2026-10-06♥4.2K👁310.4K↗ 打开X
Day 2.1/ We have made Auto-review free for all users signed in through a ChatGPT account. You can enable it in settings > permissions > auto-review. Auto-review improves upon the default sandbox setting that requires you to approve everything, which is prone to decision fatigue unless you spend a lot of time configuring specific rules. It allows you to run long tasks while having a second agent review all actions taken by the primary agent. Its only goal is to prevent high-risk actions from being taken and to protect against unwanted actions that are not aligned with the original user intent. This Auto-review feature is now free and does not draw usage from your plan.
引用@thsottiauxDay 1/ We have optimized the default speed to be ~50% faster across GPT-6 Astra and GPT-6.1 Sol through the subscription across all our products and partners using Sign in With ChatGPT (including OpenCode, Pi, Amp, Devin, ...). No changes needed on your end … ↗
@thsottiaux2026-10-06♥6.8K👁591.6K↗ 打开X
This might have been my best day so far at oai. Ridiculous amounts of fun and intensity. Future is bright
@thsottiaux2026-10-06♥2.6K👁558.7K↗ 打开X
The real story is this one
引用@meetp_ai@petergostev Counting only equivalent API cost would show only half the picture IMO. https://t.co/CjEuNFBfzP ↗
@thsottiaux2026-10-05♥1.8K👁310.7K↗ 打开X
Sergio is cooking up magic with collaborative space right in ChatGPT. Improving leaps and bounds every day.
引用@matteingWe weren't kidding. Let's talk about Space. ✨ Have you tried Space yet? What's good or bad about it? What could we improve? We're locked in and shipping fast. 👀 ↗
@thsottiaux2026-10-05♥19.2K👁2.2M↗ 打开X
Day 1/ We have optimized the default speed to be ~50% faster across GPT-6 Astra and GPT-6.1 Sol through the subscription across all our products and partners using Sign in With ChatGPT (including OpenCode, Pi, Amp, Devin, ...). No changes needed on your end and this should be felt within the next two hours.
引用@thsottiauxOver the next 28 days, each day we’ll either ship one thing that is a clear improvement and relevant for most codex/work users or ship a full reset. Let the improvements begin. ↗
OpenAI@OpenAIAI5.4M粉 · 1条宣布为满足欧盟监管要求,未来数周开始给符合条件的ChatGPT与Codex文本加水印。
@OpenAI2026-10-05♥9.0K👁5.7M↗ 打开X
We're expanding our approach to content provenance to include text in response to EU regulatory requirements, while recognizing the significant limitations of current text watermarking technology. Our tools already help verify whether an image or audio file was created with our models. This work builds on those efforts to help people better understand when content may have been generated or edited with an OpenAI model. In the EU, we’ll start watermarking eligible text from ChatGPT and Codex over the coming weeks to comply with the EU AI Act. Customers using our API can turn on text watermarking for select models worldwide today.
OpenAI承认文本水印存在明显限制,同时宣布欧盟合规安排。
ChatGPT@chatgptAI743.2K粉 · 1条发布Meetings插件,把会议摘要与后续动作保存到ChatGPT Space。
@chatgpt2026-10-06♥4.3K👁720.5K↗ 打开X
Your next meeting comes with a note-taker who can help with the follow-up. The Meetings plugin takes notes for you and saves a personalized summary and next steps in ChatGPT Space, based on what ChatGPT knows about you and the work you’ve done together. Keep notes private or share them with your team, then ask ChatGPT to update a project plan or draft a follow-up. Available in beta for Pro and Business users in the ChatGPT desktop app on macOS. Enterprise is coming soon. Download the desktop app, then search for “Meetings” in the plugin directory. https://t.co/XeDvr50UjJ
Meetings插件当前在macOS桌面端向Pro与Business测试。
▸ 折叠2条(转推/噪音)
转推2026-10-06 RT @TheRohanVarma: One week since we launched dots! We’ve been working through your feedback and shipped a bunch of improvements: - Faste…
转推2026-10-06 RT @victornunez: we've seen a lot of trip planning and Blender demos lately. so here's something a little different. our team has been wor…
Thariq@trq212AI362.8K粉 · 4条展示HTML规划skill和云端大脑、本地双手的Claude工作模式。
@trq2122026-10-06♥245👁26.5K↗ 打开X
if you're getting into game design, there are so many good resources out there to learn from!
引用@MortdogI've never met Wyatt Chang or worked with him (though I know people who have and they spoke highly of him), but that aside, these shorts he's been making are GREAT if you love game design. HIGHLY recommend them, as they're full of good nuggets. I've enjoyed … ↗
@trq2122026-10-06♥1.2K👁104.7K↗ 打开X
a big advantage of doing planning like this is that it’s a lot more token efficient compared to raw HTML- the model doesn’t need to remake the components or logic to do common things like state machines, diagrams, code snippets, etc.
引用@trq212I've been working on a skill that makes better HTML plans in Claude Code. It uses simple language, shows code snippets, surfaces questions & makes mockups. Linting reduces the normal failure cases that Claude runs into. Would love your feedback before … ↗
结构化HTML计划比原始HTML省token,因为常用组件和状态逻辑可以复用。
@trq2122026-10-05♥967👁76.2K↗ 打开X
my favorite name for this pattern is "local hands", Claude runs in the cloud but can access your files locally- also coming to cowork
引用@dfeinitionYour Claude Projects cloud session can now connect to a folder you approve on your computer. The session stays in the cloud and only reaches for that local folder when a task needs it, reading and editing the files in place. Starting to roll out today. … ↗
“local hands”描述云端Claude只在任务需要时访问获批的本地文件夹。
@trq2122026-10-05♥4.0K👁365.6K↗ 打开X
I've been working on a skill that makes better HTML plans in Claude Code. It uses simple language, shows code snippets, surfaces questions & makes mockups. Linting reduces the normal failure cases that Claude runs into. Would love your feedback before shipping more broadly! https://t.co/U2Gb1K37vl
Matt Pocock@mattpocockukAI365.5K粉 · 9条把编码Agent的重点从无约束生成拉回工程约束、文档结构和可复用skills。
@mattpocockuk2026-10-07♥508👁16.1K↗ 打开X
1. Oh shit, AI can do my job better than me 2. Software engineering is dead! 3. I can vibe code as much slop as I want! 4. Oh, things are not going well. Fable/Sol/Opus all suuuck 5. But what if I constrain the agent? Put it in a straitjacket? 6. Oh, the results are pretty good now. How do I go deeper? 7. *Orders 12 software engineering books from Amazon* 8. Software engineering is alive!
把AI编程采用路径概括为从震撼、失望到用约束重新学习工程。
@mattpocockuk2026-10-06♥303👁40.2K↗ 打开X
Probably nothing https://t.co/dKKjWmydEz
@mattpocockuk2026-10-06♥1.5K👁66.3K↗ 打开X
Prompt of the day: /writing-for-agents my AGENTS.md is a hot mess, propose a series of restructurings that: - Remove no-ops - Use progressive disclosure - Move instructions to CODING_STANDARDS.md Apply your work over three subagents, each more radical than the last. Create a single PR. AGENTS.md is the most common source of token inefficiency. This prompt kills it dead.
建议精简AGENTS.md并做渐进披露;这是公开方法建议,不应机械执行到任何仓库。
@mattpocockuk2026-10-06♥114👁28.8K↗ 打开X
引用@asyncJess@mattpocockuk we collectively need to define what “spec” means in software dev ↗
@mattpocockuk2026-10-06♥657👁41.5K↗ 打开X
IMO you should be specializing my skills to your work I.e. you should extend /grill-me to make sure it: 1. Holds you to a high standard of product design 2. Does a survey about security implications 3. Uses /show-me to preview the code for you
@mattpocockuk2026-10-05♥527👁22.6K↗ 打开X
Thanks for 400K on YouTube pals 👌 Got recognised at my kids' local park the other day, things are getting mad
@mattpocockuk2026-10-05♥517👁36.3K↗ 打开X
Having shipped the AI Coding Crash Course (largely for beginners/intermediates) means that the upcoming Cohort will be really quite advanced/in-depth Just recorded an 11-minute /grill-with-docs session about DDD, scenario testing, and sharpening language. It's so good
@mattpocockuk2026-10-05♥833👁57.7K↗ 打开X
Prompt of the day: /retro take a look at as many GitHub PR review comments as you have access to from my team. Create suggestions for updates to CODING_STANDARDS.md (breaking into multiple files as needed). Makes your PR comments inform the code going forward.
@mattpocockuk2026-10-05♥3.0K👁207.5K↗ 打开X
mattpocock/skills v1.3 is out! - /pr (new) writes easy-to-read PR bodies, showing hard evidence that the changes work and assessing merge risk - /implement-spec (new) takes in a spec and tickets, and implements them with subagents - CONTEXT.md renamed to GLOSSARY.md - /retro (new) reviews recent coding agent sessions and suggests repo improvements /retro, especially, feels like a huge upgrade. Enjoy!
skills v1.3增加PR证据、规格实现和会话复盘,强调小而可组合。
▸ 折叠1条(转推/噪音)
转推2026-10-05 RT @joelhooks: a chat with @mattpocockuk about building reliable software factries and where to start https://t.co/frCFxyfrKz
Greg Brockman@gdbAI1.1M粉 · 1条将OpenAI数学结果定位为加速科学发现与改善生活质量。
@gdb2026-10-07♥2.5K👁87.6K↗ 打开X
towards acceleration of scientific discovery and improving quality of life for everyone
引用@OpenAIWe’re releasing a broad range of new mathematical results produced by an internal frontier model. We’ve been consulting with the independent Advisory Group on Mathematics and Artificial Intelligence at the Institute for Advanced Study, and we have drawn on … ↗
OpenAI高管把数学结果定位为加速科学发现,属于公司叙事。
Peter Gostev@petergostevAI28.0K粉 · 14条用数学与持续学习实验检验前沿模型,也比较Mistral与OpenAI的训练规模。
@petergostev2026-10-07♥4👁615↗ 打开X
Have you guys considered that house cats are just smarter in France
@petergostev2026-10-06♥903👁26.3K↗ 打开X
Can't believe so many students trusted ChatGPT with their maths homework, only for OpenAI to turn around and steal their work to solve 377 open maths problems
@petergostev2026-10-06♥1.3K👁47.3K↗ 打开X
"On average, each result used three hours of ChatGPT Pro thinking compute with [the unreleased internal OpenAI] model." So these unsolved problems were solved in 3 hours each of next gen chatty pro? 💀
引用@OpenAIWe’re releasing a broad range of new mathematical results produced by an internal frontier model. We’ve been consulting with the independent Advisory Group on Mathematics and Artificial Intelligence at the Institute for Advanced Study, and we have drawn on … ↗
作者从官方材料提炼平均每项约三小时推理计算,并对进展速度表示震惊。
@petergostev2026-10-06♥920👁53.9K↗ 打开X
I probably spent 300 billion tokens on Hadwiger–Nelson problem (GPT-5.6 and Astra) and got absolutely nothing - and here it is, five-colours is no go, lower bound has moved to 6 or 7. Not a full solution yet, but it's a biggie. https://t.co/8KQrLlJN1A
引用@OpenAIWe’re releasing a broad range of new mathematical results produced by an internal frontier model. We’ve been consulting with the independent Advisory Group on Mathematics and Artificial Intelligence at the Institute for Advanced Study, and we have drawn on … ↗
Hadwiger–Nelson问题的推进被作者视为重要结果,尚待数学界进一步核验。
@petergostev2026-10-06♥62👁3.1K↗ 打开X
This is a good move, best to just see the list than mathematicians wasting time on things that are solved already https://t.co/XEaJ6WjA5G
引用@OpenAIWe’re releasing a broad range of new mathematical results produced by an internal frontier model. We’ve been consulting with the independent Advisory Group on Mathematics and Artificial Intelligence at the Institute for Advanced Study, and we have drawn on … ↗
@petergostev2026-10-06♥42👁3.7K↗ 打开X
After 200 games each - ASTRA is playing OPUS head to head! Opus ended up with a higher elo than Astra (1760 vs 1400), we are keeping the same agents that have all of their 'learning' accumulated and see if this helps playing head to head. Watch it here: https://t.co/iX5fCMcsU1
引用@petergostevAI Learning to play chess - I don't know if something is broken (my agent says no), but GPT-6.1-Sol (Max) with 828k context is terrible at playing chess. My hypothesis was that Opus is better at learning because of the 1m context, so far GPT-6.1-Sol with … ↗
@petergostev2026-10-06♥6👁366↗ 打开X
AI Learning to play chess - I don't know if something is broken (my agent says no), but GPT-6.1-Sol (Max) with 828k context is terrible at playing chess. My hypothesis was that Opus is better at learning because of the 1m context, so far GPT-6.1-Sol with 828k is not better https://t.co/V7dqewhhEw
引用@petergostevI have a Continuous Learning benchmark where models attempt to learn to play chess. They are given a /goal of learning and improving playing against a Stockfish opponent in 200 games. They can choose the difficulty, take notes, whatever they like - except … ↗
@petergostev2026-10-06♥9👁2.3K↗ 打开X
How we are meant to be letting agents just build stuff, when their defaults are so bad - constantly adding some weird guardrails, fallbacks and they are so non-AI pilled its painful. E.g. instead of letting an agent just deal with a PDF, it defaults to some shitty PDF parser.
@petergostev2026-10-06♥20👁1.3K↗ 打开X
@petergostev2026-10-06♥21👁2.0K↗ 打开X
Jev should be a feature in google sheets
@petergostev2026-10-06♥2.3K👁118.6K↗ 打开X
Mistral Large 4 was trained on 4,000 GPUs and Astra was trained on 100,000 of them. We'll see what the kitten can pull off, but the disparity is pretty stark
引用@NVIDIAAIInfraFrontier scale, built in Europe. Nearly 4,000 NVIDIA Grace Blackwell Superchips powered the training of Mistral Large 4, now in public preview. Congrats to the @MistralAI team 🙌 ↗
@petergostev2026-10-06♥90👁6.4K↗ 打开X
Now we have 'Sign in with ChatGPT', but what about getting Gemini credits when you 'Sign in with Google'? Surely Google has this market to themselves - when I sign in with Google I should have an option to use my Gemini inference & data - seems like they forgot about that
@petergostev2026-10-05♥24👁2.4K↗ 打开X
I know we like to complain, but it is so refreshing to be in a industry where people give a shit. I've worked before in places where you see a glaring massive customer issue and the attitude is: "well we have this two year transformation programme, let's hope it gets fixed"
@petergostev2026-10-05♥15👁2.0K↗ 打开X
There will be a time when someone comes up with the right OS architecture where the agents can do what they want with zero permission pop-ups, without your life won't get ruined
▸ 折叠1条(转推/噪音)
转推2026-10-06 RT @etnshow: After the @Aleph__Alpha release, we asked Arena AI Capability Lead @petergostev whether Europe should be building it's own mod…
SpaceXAI@spacexaiAI2.1M粉 · 1条宣布Grok 4.7进入Microsoft Foundry。
@spacexai2026-10-07♥1.2K👁228.1K↗ 打开X
Grok 4.7 is now live on Microsoft Foundry https://t.co/r450VLImFN
Grok 4.7新增Microsoft Foundry分发入口。
OpenAI Developers@openaidevsAI451.1K粉 · 5条发布Decisions API、API层级调整与Codex语音工作流,并转发开发者示例。
@openaidevs2026-10-06♥204👁21.5K↗ 打开X
Let your app choose the right model, tool, or action in near real-time with Decisions API, now available to all developers in public beta. The Decisions API makes decisions up to 10x faster than GPT-6 Luna through the Responses API. https://t.co/zhgRVzJ3aP
官方宣布Decisions API公测,主要做分类、评分与路由。
@openaidevs2026-10-06♥480👁49.0K↗ 打开X
Talk to Codex and give your keyboard a break:
引用@codestantineI used to sit at my desk all day. Now I send off presentations from my sunroom using voice. ☀️ https://t.co/Kk1AMswIAY ↗
@openaidevs2026-10-06♥198👁12.3K↗ 打开X
We’re making it easier to qualify for higher OpenAI API rate limits. Five paid usage tiers become three: Build, Launch, and Grow. You can qualify for Grow, our new highest tier, with $500 in total API payments—down from $1,000 for the previous highest tier. https://t.co/FGZ8mppEJa
OpenAI API付费层级从五档简化为三档,Grow门槛降到累计支付500美元。
@openaidevs2026-10-05♥902👁84.0K↗ 打开X
If you live in the terminal, this one’s for you. Watch how to start tasks by voice, manage agents across projects, and explore another direction in a separate worktree with the Codex CLI. https://t.co/Q4GmBprj27
@openaidevs2026-10-05♥997👁95.7K↗ 打开X
Achievement unlocked: Meet the winners of our Side Quests. https://t.co/sQjVAqtz0P
▸ 折叠8条(转推/噪音)
转推2026-10-07 RT @shuaprobst: Been messing with Astra + Blender and… yeah, I get it now. inspo: @ermanmalak https://t.co/LuZVqhu4wg
转推2026-10-06 RT @charlierguo: The Decisions API is here!!! But one of my favorite demos got left on the cutting room floor - an outfit picker! https://…
转推2026-10-06 RT @ethank_6: We've been testing the Decisions API for over a week. One of the coolest things was how many use cases the team found that ju…
转推2026-10-06 RT @Alpha10six: got bit busy with travel past few days but GPT-6 Astra (MAX) is still cooking on CAD; this is the robot build for @OpenAIDe…
转推2026-10-05 RT @AmirMushich: Rebuilt this demo for a real brand with Astra 6 + LTX-2.5 (video model) → I took real product photos → generated rotatio…
转推2026-10-05 RT @mxstbr: we removed a toggle from chatgpt! no, not that one. but, you no longer need to toggle developer mode to connect custom MCP se…
转推2026-10-05 RT @axeldelafosse: Pro tip: you can now edit the model and/or reasoning effort of your scheduled tasks directly from the "Edit task" modal…
转推2026-10-05 RT @PrtkYdv: Space highways https://t.co/PamZ5FSe8N https://t.co/I7g6X6vZUL
clem 🤗@ClementDelangueAI720.5K粉 · 3条大力转发开源模型与机器人进展,同时提醒Mistral权重尚未真正开放。
@ClementDelangue2026-10-06♥408👁18.8K↗ 打开X
Super excited about this and I know weights are coming (https://t.co/svhuNNJHnZ) but just to be fair, you can't be the best open-weight model if you're not open-weight yet!
引用@MistralAIMeet Mistral Large 4, aka Le Chonk. • 1T parameters, natively multimodal. 49B active. It is the best open weights model from US or Europe on aggregated benchmarks. • State-of-the-art on critical workloads, including cyber defense, manufacturing and finance … ↗
@ClementDelangue2026-10-05♥698👁31.8K↗ 打开X
引用@reflection_aiIntroducing Beam: a highly efficient agentic open model with 501B total parameters and 23B active. - Frontier reasoning efficiency - Advances the Western open frontier on coding & agentic tasks - Trained end-to-end from scratch Full weights release this … ↗
▸ 折叠12条(转推/噪音)
转推2026-10-07 RT @Thom_Wolf: Every robot starts on a board you bought. The good ones end up on a board you built.
转推2026-10-07 RT @LeRobotHF: Join us to talk with LeRobot engineers, ask questions and see what's coming soon to LeRobot. LeRobot Live - Thursday 8th of…
转推2026-10-07 RT @matth_lapeyre: Microduck got its new brain! Our first fully custom SBC in a Pollen robot! It replaces the Radxa + board sandwich from…
转推2026-10-06 RT @osanseviero: Introducing EmbeddingGemma 2, our new open embeddings model for on-device use cases! 👀 Code, image, video, audio, and tex…
转推2026-10-06 RT @yb2698: Excited to share that I have (re)joined @huggingface as a Opensource ML engineer! Many incredible things to come around this f…
转推2026-10-06 RT @MistralAI: Meet Mistral Large 4, aka Le Chonk. • 1T parameters, natively multimodal. 49B active. It is the best open weights model fr…
转推2026-10-06 RT @mervenoyann: October will be a releaseful month @huggingface https://t.co/GX7QYrmiPc
转推2026-10-06 RT @lucataco: You can now run Clef via llama.cpp! llama serve -hf ggml-org/Clef-GGUF Ollama vs llama.cpp speed test on my M5 Max MBP: htt…
转推2026-10-05 RT @ggerganov: The new v0.6.0 release packs a lot of good stuff: - Clef support (text + vision) - High-quality support for Qwen3.8-Flash-N…
转推2026-10-05 RT @arthurmensch: Excited https://t.co/4URuBCQVUR
转推2026-10-05 RT @CommandCodeAI: Introducing Agr, an open decision model by Command Code. · Agr (31B) and Agr-flash (360M) · 58.15 on Decision Index 0.2…
转推2026-10-05 RT @ben_burtenshaw: RL environments now have a home on the @huggingface Hub. Every RL framework has its own way to find environments. Cus…
Simon Willison@simonwAI234.2K粉 · 4条快速测试Mistral视觉能力、模型作曲和OpenAI新决策API,并继续做可复查实验。
@simonw2026-10-07♥170👁18.7K↗ 打开X
I released an LLM plugin for sending prompts to OpenAI's new Jev-clone decision model that's based on GPT-6 Luna https://t.co/rsnHCKpk84
为OpenAI决策模型发布LLM插件,让新API立刻进入命令行生态。
@simonw2026-10-06♥267👁30.9K↗ 打开X
Anyone know when the models started being able to compose competent music? I had Opus 5.5 "write some computer game music for me" and the results were much better than I had expected https://t.co/vFhfgHh7B3
Opus 5.5生成游戏音乐的效果超出作者预期,说明能力边界仍在被日常试探。
@simonw2026-10-06♥701👁27.1K↗ 打开X
引用@MistralAIMeet Mistral Large 4, aka Le Chonk. • 1T parameters, natively multimodal. 49B active. It is the best open weights model from US or Europe on aggregated benchmarks. • State-of-the-art on critical workloads, including cyber defense, manufacturing and finance … ↗
Simon Willison快速确认Mistral通过其pelican视觉测试,是单任务验证。
@simonw2026-10-05♥467👁49.2K↗ 打开X
I re-ran an experiment @colin_fraser ran against GPT-4o a while back to see how good it was at adding long numbers, only this time I tried Qwen 3.8 27B running locally in both reasoning and non-reasoning modes https://t.co/IOufJIA4N9 https://t.co/4kB33NCPcO
Vaibhav (VB) Srivastav@reach_vbAI61.1K粉 · 5条解释Auto-review的权限边界,跟进Decisions API定价与模型推理提速。
@reach_vb2026-10-06♥284👁18.2K↗ 打开X
Decisions API is now in public beta!! Use GPT-6 Luna to classify text and images, route requests and score inputs, ~10× faster than Responses API, starting at $0.10 per million input tokens with no output or cache charges.
引用@OpenAIDevsLet your app choose the right model, tool, or action in near real-time with Decisions API, now available to all developers in public beta. The Decisions API makes decisions up to 10x faster than GPT-6 Luna through the Responses API. https://t.co/zhgRVzJ3aP ↗
Decisions API起价与十倍速度均为平台口径,实际需按任务测。
@reach_vb2026-10-06♥217👁15.0K↗ 打开X
There’s a bit of confusion about Auto-review, so a quick primer 👇 Auto-review is the “Approve for me” permission mode. A separate agent checks actions that need approval, including requests to run commands outside the sandbox or access additional files and network resources. The value add: fewer approval prompts to babysit during long tasks, with the sandbox protections still in place. If an action is blocked, Codex can find a safer path or ask you. It’s now free with ChatGPT sign-in, and the reviews don’t draw from your plan’s usage. To use it, open the permissions menu below the composer > Approve for me. If that’s already selected, you’re already using Auto-review!
引用@reach_vbAuto-review is now free for everyone who uses it via ChatGPT account! I default to “Approve for me” for all my codex tasks and auto-review makes sure that I’m protected from any unintended consequences If you haven’t already, enable it in your settings - … ↗
解释Auto-review只复核需授权动作,并不会取消sandbox或自动扩大权限。
@reach_vb2026-10-06♥243👁22.1K↗ 打开X
Auto-review is now free for everyone who uses it via ChatGPT account! I default to “Approve for me” for all my codex tasks and auto-review makes sure that I’m protected from any unintended consequences If you haven’t already, enable it in your settings - Enjoy!
引用@thsottiauxDay 2.1/ We have made Auto-review free for all users signed in through a ChatGPT account. You can enable it in settings > permissions > auto-review. Auto-review improves upon the default sandbox setting that requires you to approve everything, which is prone … ↗
@reach_vb2026-10-05♥77👁5.5K↗ 打开X
stay hungry. stay foolish.
@reach_vb2026-10-05♥601👁28.5K↗ 打开X
LFG!! Team optimised inference for GPT 6 Astra and 6.1 Sol to be 50% faster!! Across Sign-in with ChatGPT and plans Rolling out over the next couple hours - Enjoy!
引用@thsottiauxDay 1/ We have optimized the default speed to be ~50% faster across GPT-6 Astra and GPT-6.1 Sol through the subscription across all our products and partners using Sign in With ChatGPT (including OpenCode, Pi, Amp, Devin, ...). No changes needed on your end … ↗
▸ 折叠3条(转推/噪音)
转推2026-10-06 RT @OpenAI: We’re releasing a broad range of new mathematical results produced by an internal frontier model. We’ve been consulting with t…
转推2026-10-05 RT @matteing: We weren't kidding. Let's talk about Space. ✨ Have you tried Space yet? What's good or bad about it? What could we improve?…
转推2026-10-05 RT @romainhuet: Thinking of Steve Jobs today. Hard to believe it’s been 15 years without him. He made technology feel human, and inspired…
Sam Altman@samaAI6.3M粉 · 1条本期只发了一条关于仰望星空的感想。
@sama2026-10-07♥533👁31.0K↗ 打开X
looking up at the stars with extra awe tonight. "thy sea is so great and my boat is so small."
Philipp Schmid@_philschmidAI123.4K粉 · 3条集中介绍EmbeddingGemma 2与Nano Banana 2.1的参数、价格和端侧用法。
@_philschmid2026-10-06♥115👁7.9K↗ 打开X
@_philschmid2026-10-06♥313👁13.0K↗ 打开X
EmbeddingGemma 2 is out! Our first native multimodal embeddings built on Gemma 4 under Apache 2.0. 🤗 Embeds 100+ languages, code, images, audio, and video into one vector. 🧮 8,192 context 3️⃣ 740M omni, 440M text+vision, 570M text+audio, or 270M text-only 📈 +14% jump on MTEB Code 🪆 Matryoshka: 768d, 512d, 256d, or 128d 🤗 Available in Sentence Transformers and LiteRT-LM 🔓 Apache 2.0 https://t.co/Ih0KueSDmb
EmbeddingGemma 2参数、模态与Apache 2.0许可来自发布者整理。
@_philschmid2026-10-06♥444👁25.3K↗ 打开X
Nano Banana 2.1 (`gemini-nano-banana-2.1`) is now available. Outperforming previous Pro model at 4x cheaper price (now $0.034 per image vs $0.134). 🕒 Improved instruction following 🔤 Better in-image text rendering 🔍 Grounded with Google Image Search 🎭 up to 5 characters consistency + 14 references images Available in @GoogleAIStudio, the Gemini API, @googlecloud, the @GeminiApp, and @FlowbyGoogle: https://t.co/uHa7dAMKyG
Nano Banana 2.1价格和能力提升来自发布信息,仍需按实际返工率核算。
Alex Volkov@altryneAI43.1K粉 · 14条汇总密集发布日,重点跟进数学结果、Decisions API与主动Agent的信任风险。
@altryne2026-10-07♥13👁1.3K↗ 打开X
Half a decade. Half a decade is what it took from AI to go from struggling with grade school math, to solving novel math problems. 5 years seems like a long time, but... consider acceleration, exponential (and don't even try to compare to how fast humans improve) h/t @willdepue
引用@1a3ornFive years ago this month, OpenAI released a dataset of grade school math problems, which all AIs at the time struggled with. Consider some of the problems: https://t.co/G4kkCdYqbI ↗
@altryne2026-10-07♥120👁14.3K↗ 打开X
Math folks are not taking this drop well https://t.co/N77ydMI9Iw
@altryne2026-10-06♥33👁3.6K↗ 打开X
Today (Oct 6, 2026) could be a singular heaviest AI release day in recent history! Here's everything (I know of) that dropped just today: ★★★ OpenAI open sources 722 Math manuscript covering tons of previously unresolved math problems, many including lean proofs! ★★ Meta, Stripe, Shopify announce the Agent Protocol (Assistant protocol imo is a better name) ★★ OpenAI opened up the Decisions API (multimodal JEV competitor) ★★ Mistral goes with the meme & launches Le Chonk - 1T model - soon to be open weighted ★ Google drops Embedding Gemma 2, on device & Nano Banana 2.1 update ★ Brett Adcock launches Hark Pro - a new AI Assistant entry ★ Perplexity open weights Decider v1.1 (their JEV) halving price ★ Claude lands in Google Docs/Sheets/Slides (can it edit a google doc finally?) ★ CoreWeave releases RL rollouts ★ OpenAI auto-review and granola killer also dropped today ★ Gumloop launches agent browsers And I'm somehow supposed to ... cover all this in 2 hours on a Thursday? GAME ON 😎
Altryne汇总10月6日密集发布,适合看行业注意力,不是各项性能验证。
@altryne2026-10-06♥12👁1.6K↗ 打开X
Fixing OpenAI bugs, one hack at a time. If you are planning to use Dot for anything, clicking 177 times to get to it is annoying. Go into your dot on the app, hit cmd+option+L and it'll copy the deep link to that chat. Add it to Raycast as a quicklink. Voila, you can open a chat with your dot!
@altryne2026-10-06♥20👁1.7K↗ 打开X
OpenAI launches the Decisions API they announced at DevDay. This model as fast, nearly as fast, @ryanvogel who already published a video with that benchmarks this Decisions to Jev and Clef from cloudflare! Great video. Decisions API can also make decisions on images which is a big benefit! https://t.co/owvV4HZR4p
引用@OpenAIDevsLet your app choose the right model, tool, or action in near real-time with Decisions API, now available to all developers in public beta. The Decisions API makes decisions up to 10x faster than GPT-6 Luna through the Responses API. https://t.co/zhgRVzJ3aP ↗
@altryne2026-10-06♥18👁1.2K↗ 打开X
Who's in NY next week? I'm flying to cover @aiDotEngineer NY and will love to meet with NY folks!
@altryne2026-10-06♥11👁2.2K↗ 打开X
Don't forget to claim your one time bonus for Cloud sessions, they expire today
引用@ClaudeDevsYou can still claim the one time bonus credit for cloud sessions if you were on a Pro or Max plan on Sept 23. Run /claim-credit in Claude Code by Oct 7 at 11:59pm PT. Cloud sessions use this credit first, then count toward your plan limits once it runs out … ↗
@altryne2026-10-06♥6👁882↗ 打开X
Did you know that before AI all you had to do was 3 commits to get a t-shirt? 😵‍ I'm not usually on the "talk" side of the mic, excited to share some thoughts with the @MLHacks community for this year's Hacktoberfest (that looks a LOT different because of AI!) https://t.co/8BE7MTpi4D
@altryne2026-10-06♥9👁2.3K↗ 打开X
Agents ... is the wrong paradigm. The humans are the agents, we don't want agency (can lead to 👇) we want... assistance. A good assistant will never put their boss's stuff on Slack.
引用@ShaneMacEmbarrassed to share this, but it scared the shit out of me Last Thursday, an AI agent posted my personal bank balances into our company Slack. As me It broke down all my expenses in detail. Then it apologized Be careful of the dark side of proactive … ↗
引用Agent误发银行余额案例,主张理想产品应偏向助手而非无限代理。
@altryne2026-10-06♥4👁714↗ 打开X
Ben Barry is goated! Go follow him https://t.co/GsYasdAwft
引用@pizzaboyI genuinely think cursors logo is one of the best logos of all time https://t.co/ZA0yrpep32 ↗
@altryne2026-10-05♥11👁1.6K↗ 打开X
The most important boundary in AI Assistants is TRUST. Countless conversations I've had with folks about their AI Assistants, all boil down to "Do I trust this assistant to do what I want, to represent me well, to not leak my data" - For @Muse, many concerns about Meta's past practices, privacy and "they will use my data to send me ads" - For @bot, concerns are with Elon specifically, and the name Grok reminds some of the mechahitler incidents. - For Instinct, weirdly everyone who I saw uses it, YOLO's in. Despite this being run by a 24yo with a large VC fund with no clear business model and a lot of online incidents of retaining data and no deletion policy
@altryne2026-10-05♥11👁1.7K↗ 打开X
This has GOT to be either a bug or the dumbest product decision in the history of product decisions. Embedded grok has no per user context! 😵‍💫 @elonmusk plz fix, it's been a while like this https://t.co/490vEyhct5
@altryne2026-10-05♥32👁3.1K↗ 打开X
My top-10 AI wishlist for October 2026: ☐ @muse on Meta glasses (+ animated voice) ☐ @bot in my Tesla (for Cursor ultra accs) ☐ Dots standalone app from @OpenAI ☐ Decisions API access also from @OpenAI ☐ Qwen 4! ☐ Anthropic to step into the AI Assistants race ☐ Native Hermes ios/macOS apps from @NousResearch (+ a deal with Anthropic to use Opus 5.5 sub in Hermes!) ☐ @typesafeai Image JEV! ☐ Muse 🍉 !! If I don't get 8/10 this October will be disappointing! What's your top-10?
@altryne2026-10-05♥3👁2.0K↗ 打开X
Bending Spoons just hoovers every category of Saas up huh? Just noticed this from @streamyardapp https://t.co/IRhJHaInrA
▸ 折叠1条(转推/噪音)
转推2026-10-06 RT @altryne: Meet my most useful @bot - Weekend Scout! For Parents and DINKs! https://t.co/b7M5E9t26w Never have a boring weekend again!…
Hassan@nutlopeAI101.1K粉 · 4条发布GeoGuess Bench,比较模型地理定位的能力与成本,也推广开放模型工具。
@nutlope2026-10-07♥27👁3.2K↗ 打开X
引用@nutlopeIntroducing GeoGuess Bench! A benchmark to measure how good AI models are at playing GeoGuessr. We gave each model 210 photos from around the world, asked it to predict where each photo was taken, and scored it based on how close it got. Some surprising … ↗
@nutlope2026-10-06♥11👁2.2K↗ 打开X
Come chat with me, @zkwentz from Reflection, and Miriam from NVIDIA at our NYC meetup next week! I'll also be hanging out at @aiDotEngineer NYC next week. Come say hi!
引用@togethercomputeCongrats to the Reflection team on Beam 🎉 Be sure to join us next week at our NYC meet-up with the Reflection team and NVIDIA https://t.co/mM6v7h3wRO https://t.co/LjQYZ5fQJ1 ↗
@nutlope2026-10-06♥34👁3.3K↗ 打开X
Introducing GeoGuess Bench! A benchmark to measure how good AI models are at playing GeoGuessr. We gave each model 210 photos from around the world, asked it to predict where each photo was taken, and scored it based on how close it got. Some surprising results: • Muse Glimmer 30B beat GPT 6 Astra while being ~45x cheaper • GLM 5.3 Flash matched GPT 6.1 Sol while being ~5x cheaper • Claude Opus 5.5 took the #1 spot, scoring even higher than Fable 5.1 Open models did surprisingly well overall. Check out the full leaderboard, Pareto frontier curve, and every model's guesses! - Site → https://t.co/qTZs4nph5e - Code → https://t.co/uCaJ0JGjtH
GeoGuess Bench用210张照片测试定位,开放模型在价格与能力前沿表现突出。
@nutlope2026-10-05♥84👁6.5K↗ 打开X
Introducing Together Link! A CLI to run open models inside your favorite coding harness, with: → Auto routing that picks a model based on your task → Support for claude code, codex, opencode, & more → Built in spend & usage trackings https://t.co/KPiGLgPAlY
TypeSafe AI@typesafeaiAI164.7K粉 · 1条本期主要转发Jev用法和团队文化内容,没有新的核心产品发布。
@typesafeai2026-10-06♥54👁8.6K↗ 打开X
Technical is the best kind of Member of Staff
引用@hmartenjoyerHaven’t had time to design swag lately but figured the gtm team deserves smth https://t.co/CGImJLM0eM ↗
▸ 折叠1条(转推/噪音)
转推2026-10-06 RT @JeffreyBiles: Jev opens up entirely new question types https://t.co/5niUIphN6s
Ben Tossell@bentossellAI201.4K粉 · 3条感叹发布过密,并继续观察个人AI助手入口的竞争。
@bentossell2026-10-07♥4👁473↗ 打开X
my dot/bot/muse/instinct/etc decisions will die when pi bot is born
@bentossell2026-10-06♥15👁4.7K↗ 打开X
a lot has launched today
@bentossell2026-10-05♥26👁4.9K↗ 打开X
unlike today, steve jobs actually understood the general public
▸ 折叠3条(转推/噪音)
转推2026-10-06 RT @wesbos: the only moat left is caring about your project past two days
转推2026-10-06 RT @thisisgrantlee: Everyone is sick of generic AI, including us. Gamma was the first AI presentation platform to reach real scale. But no…
转推2026-10-05 RT @matanSF: Matt Murphy is a legendary investor with a track record of being very early and being very right. He led the Series D of Ant…
swyx@swyxAI199.7K粉 · 2条询问2026年10月大家的主力编码Agent,并转发AI工程与本地操作相关讨论。
@swyx2026-10-07♥23👁8.2K↗ 打开X
what is your default/workhorse coding agent today, Oct 2026?
主力编码Agent问卷可用来观察工具心智份额,但回复样本会偏向其关注者。
@swyx2026-10-06♥15👁1.8K↗ 打开X
the epic 18 month vibe shift of @AIatMeta from the Llama 4 shitshow to now being routinely mentioned in the same breath as other frontier labs needs to be studied @alexandr_wang (and his shockingly deep bench) is both built different and builds different. unreal https://t.co/bfmN0mG6o9
▸ 折叠5条(转推/噪音)
转推2026-10-07 RT @bradwmorris: related to previous tweet one explanation here - if it is the case that Google's size makes certain research difficult (a…
转推2026-10-06 RT @trq212: we're increasingly going to be moving towards Claude's "brains" in the cloud and giving Claude "local hands" to operate on your…
转推2026-10-06 RT @labenz: Today on AI:AM, @swyx is back. Astra is "a fully capable AI Engineer" for $6/hr, so what's left of the job he named? Plus Curso…
转推2026-10-06 RT @labenz: AI:AM is live with @labenz + @8teAPi. 9:30a PT: @trsohmers (@positron_ai) on why better models make old GPUs more valuable. 10…
转推2026-10-06 RT @nicknisi: My @aiDotEngineer workshop is up: "Lifestyles of the AI-Native" with @zackproser 🎥 Voice coding across agent sessions, goals…
🧑‍💻 独立开发者
DHH@dhhindie916.1K粉 · 12条继续论证Agent会让软件生产繁荣,并把关心产品本身视为工程乐趣的核心。
@dhh2026-10-07♥135👁9.1K↗ 打开X
"Technological advancement has always rendered some jobs unnecessary. That is literally the progress! Freeing humans from a class of work that used to consume their time and talent so they can pursue new problems." https://t.co/jSVnkXXhjA
@dhh2026-10-07♥1.3K👁71.9K↗ 打开X
How many pencils, how many humans, how many hours would it have taken to recreate the Adobe suite by hand?
引用@midudevTodos los productos de Adobe reimplementados desde cero, gratuitos y de código abierto → https://t.co/p6yYSQtIm5 https://t.co/tpYAgqGdLb ↗
@dhh2026-10-06♥39👁3.5K↗ 打开X
I love the conspiracy theories! I've been recruited by BIG TECH to push... ***checks notes***... RUST?? Because.. uhm.. AI scale?? 😂
@dhh2026-10-06♥2.3K👁76.6K↗ 打开X
I sympathize with programmers who worked on systems they never cared about, for customers they didn't connect with, and took all their working joy from the mechanical act of turning tickets into code. You have to care about the software to be excited about making it w/ agents!
DHH认为真正关心软件与客户的人更容易在Agent时代保留创造乐趣。
@dhh2026-10-06♥310👁8.6K↗ 打开X
Don't tell me arguing online never moves a position. How very wholesome! https://t.co/Y8Wwgbi31S
@dhh2026-10-06♥3.0K👁99.6K↗ 打开X
It was almost impossible for a programmer who wrote all their code by hand to divorce their ego from the output. Now agents are delivering what decades of agile admonishing about “collective ownership” never could. What a gift!
@dhh2026-10-06♥564👁53.8K↗ 打开X
I love this. Nothing will nerdsnipe a programmer like seeing a benchmark they believe could be improved. We share the joy of a good RL loop with the clankers!
引用@lautI took a stab at improving the performance of Elixir. I used the PR for Elixir that @ZachSDaniel1 posted and worked some more on it. In the benchmark Elixir is now faster than Rust (ccece30 newest commit) for the Sidebar and Search benchmark. … ↗
@dhh2026-10-06♥1.7K👁86.3K↗ 打开X
"We're about to see an absolute bloom in software development as the price of development plummets and everyone realizes how much automation we still have left to do in this world... Don't go down with the pencils. There's so much to build. We need you." https://t.co/HJbUwMiDEU
@dhh2026-10-05♥1.7K👁58.8K↗ 打开X
"This is not the time to doom, baby. This is the time to bloom. Intellectually, spiritually, and productively. Put down your anxieties, arrest your neurotic impulses, and decide to be happy about the present, the future, and..." https://t.co/c87G5NIGqz
@dhh2026-10-05♥114👁6.6K↗ 打开X
I can't believe that we're actually debating whether or why Rust — a systems level language meant to rival C/C++!! — would be much faster than the interpreted or GC-using alternatives people have historically used for web apps. Programming tribalism is a hell of a drug!
@dhh2026-10-05♥1.1K👁79.4K↗ 打开X
Keep your mind flexible! Rust has an edge at the moment, but Rauch is spot on: We should rethink the entire stack from first principles given the transition to agent-led programming. Very little of what was will remain that way.
引用@rauchgDHH is fundamentally right about Rust. For context, Vercel has been undergoing a Rust-ification (carcinization, technically 🦀) for a while. One of the first projects we migrated was Turborepo, from Go to Rust¹. The migration completed, but the RoI was … ↗
@dhh2026-10-05♥5.3K👁205.1K↗ 打开X
You don't have to commit your entire life to optimism, just try it on for a week. Start thinking "what if it all worked out?" and "what a time to be alive!". Then compare your state of mind to the week before filled with pessimism and doomer nonsense.
▸ 折叠3条(转推/噪音)
转推2026-10-07 RT @SiliconForested: Omarchy Mac + Aurora Silicon Update We are bringing online new hardware at an incredible pace thanks to AI (SI?) and…
转推2026-10-05 RT @fnthawar: To offend a strong man, tell him a lie, To offend a weak man, tell him the truth — Marcus Aurelius
转推2026-10-05 RT @jankeesvw: My daughter (11yo) is vibe coding a game in the car with Claude on Omarchy 🤯 https://t.co/TH7CjrBPRH
@levelsio@levelsioindie970.8K粉 · 14条继续为酒店产品补真实所有权筛选,也高调评论Mistral、Airbnb评价机制和AI辅助游戏移植。
@levelsio2026-10-06♥971👁44.3K↗ 打开X
TIL a crazy number of hotels is owned not by public stock holders, not by private owners, not even by private equity funds, but by governments! You don't see this easily, because you have to dig quite deep (or well dig upward actually) and they cover it up in lots of constructions Like this hotel in Paris "Le Ballu", sounds French? Yes and it's owned by Hotels & Preference, which on paper is a French international hotel chain Hotels & Preference itself is owned by the Louvre Hotels Group, sounds French too? Yes But Louvre Hotels Group is owned by Jin Jiang International, that doesn't sound so French anymore? So it must be a Chinese company? Right? No! It's the municipality of Shanghai!? Yes the the local council of Shanghai somehow owns 539 hotels around the world including Raddison, Park Plaza, Vienna House, Golden Tulip, Campanile, Kyriad etc. Other big government owners are the government of Dubai, Brunei and Qatar So I added a filter [ Government-owned hotels ] and every hotel page shows the TRUE owner of a hotel, not just the chain!
引用@levelsioAlso one more filter for today: 🔲 Public company ☑️ Privately owned 🔲 Government owned I love ETFs as much as the next guy but they do put a pressure on stocks to grow by 10%/year or more Hotels have a hard time doing that, so how do you grow? You cut … ↗
Levelsio给酒店产品新增政府所有权筛选,并逐层追溯连锁品牌背后的实际持有人。
@levelsio2026-10-06♥367👁18.0K↗ 打开X
I agree with this All AI companies should have 0% tax for next 10 years in EU Instant boost to the mostly non-existing AI ecosystem in EU which will then suddenly start existing!
引用@d4m1n@levelsio @MistralAI EU should cut all their taxes and look the other way ↗
@levelsio2026-10-06♥378👁81.5K↗ 打开X
Brazilians, what's the best washing machine, drier, fridge, freezer and AC brands? Because Brazil has import bans/taxes on everything so you can't easily get Euro brands like Miele, Bosch, etc. For AC, I'd go with Mitsubishi or LG but not sure if available in BR?
@levelsio2026-10-06♥1.6K👁94.7K↗ 打开X
🇪🇺 Respect for @MistralAI for actually getting close now 38th in intelligence and only just behind the Chinese open weight models like DeepSeek, GLM and Kimi and ahead of any US open weight model! It shows Europe can still do stuff if they just all get on the same page 👏 https://t.co/JKDsXzHGzV
引用@MistralAIMeet Mistral Large 4, aka Le Chonk. • 1T parameters, natively multimodal. 49B active. It is the best open weights model from US or Europe on aggregated benchmarks. • State-of-the-art on critical workloads, including cyber defense, manufacturing and finance … ↗
作者认可Mistral进步,但“第38名”等排名来自其采用的聚合榜单口径。
@levelsio2026-10-06♥5.2K👁512.4K↗ 打开X
I own land and property in exactly these areas and will keep buying land and property in these areas This is exactly my post-AGI thesis too Scarse coastal or mountain land with clean air
引用@IterIntellectusonce ASI is here and living somewhere because of "work" becomes pointless, people with money will just move to the nicest places on earth Mediterranean climate, ocean, mountains, good food, beautiful isolated towns places like this are going to become … ↗
@levelsio2026-10-06♥965👁85.5K↗ 打开X
Maybe it's working? https://t.co/iLB8oFl34w
引用@levelsioAirbnb just responded to "reviewgate" The replies here are literally hundreds of people who got their reviews removed directly contradicting what Airbnb says here The "policy" they have seems to be to remove a guest's review and rating whenever a host asks … ↗
@levelsio2026-10-06♥146👁28.4K↗ 打开X
🇵🇹 I tried to make an Urban Terror map of Lisbon with Opus 5.5 and it worked! It uses the real OSM maps data of the center area around Praça do Comércio with real buildings It's not fully exact but a nice approximation, I've always wanted to be able to to multiplayer games in actual REAL cities with friends so now we can I put it as the main map on https://t.co/MohU4A8Zel now 😊
引用@levelsioI keep going more niche with reverse engineered web-based versions of games 👉 https://t.co/MohU4A8Zel 👈 6 months ago I tried to reverse engineer Urban Terror Urban Terror was kind of a Counter-Strike style mod on top of the Quake 3 Arena engine, I think … ↗
用新模型和旧游戏引擎做里斯本地图,体现失败项目可在模型升级后重试。
@levelsio2026-10-06♥34👁19.6K↗ 打开X
Anyone know how to enable Alexa+ in Portugal? Alexa regular never understands what we says. Alexa+ has an LLM behind it so should work better. It's not available in Portugal, but must be hackable?
@levelsio2026-10-06♥545👁31.5K↗ 打开X
There's entire guides and how-to videos for Airbnb hosts on how to remove guest reviews All you have to do is state it's either: - retaliation - extortion - irrelevant - private informaton - discrimination They even show you what is the one you should choose to get the most likely odds of getting it removed: - discrimination: very high odds - extortion: very high odds - retaliation: high odds - irrelevant: 50-50 https://t.co/tvD4AmKxot
引用@levelsioAirbnb just responded to "reviewgate" The replies here are literally hundreds of people who got their reviews removed directly contradicting what Airbnb says here The "policy" they have seems to be to remove a guest's review and rating whenever a host asks … ↗
@levelsio2026-10-06♥418👁59.9K↗ 打开X
Researchers have now found extremely high amounts of PFAS in the majority of Dutch tap water The Netherlands was long known for having some of the cleanest tap water in the world and every Dutch person would drink from it, but that turned out to be false It's full of PFAS! PFAS are per- and polyfluoroalkyl particles also known as "forever chemicals", they're highly toxic They cause an endless list of body ailments like reducing fertility, disrupting your hormonal system, reduced testosterone levels, delayed fetal development, disrupting your immune system, causing cancer, elevating LDL cholestrol, and high blood pressure And even worse maybe mind ailments like anxiety, depression, cognitive decline, ADHD and neurodegeneration Sounds an awful lot like many of the mental ailments everyone in Netherlands is complaining about? A lot of people I know there are burnout, depressed, anxious and definitely low testosterone @GreenpeaceNL lets every Dutch person check their tap water for PFAS My friend did and his tap water is 2-3x over the limit! I can recommend to all my Dutch friends to install an Reverse Osmosis water filter, it's the most rigorous filter out there and removes over 99% of PFAS and microplastics and other contaminants I have a Waterdrop G3P600, as always I am not paid or affiliated, I wish I was cause I'd be rich Did PFAS and a culture of drinking tap water make many Western Europeans weak men? I don't think it's too crazy of a thing to suggest actually!
引用@levelsio💧 For years I was brought up in the Netherlands being told we had the "best tap water in the world" "The Americans are silly for buying bottles of mineral water, you can just drink from the tap!" I remember the same sentiment with my German friends When I … ↗
@levelsio2026-10-06♥219👁42.5K↗ 打开X
There's very few logistics jobs now that won't be done way better by a self driving vehicle The faster we replace humans in trucks with self driving vehicles, the less accidents and deaths we'll have
引用@Molson_HartAmazon Freight driver didn't back up straight and hit our building. Got her CDL (Commercial Driver License) this year. Amazon sellers and everyone who shares the road with drivers like this deserve better. https://t.co/hGwfUkAuw5 ↗
@levelsio2026-10-06♥287👁27.4K↗ 打开X
引用@StateDeptSECRETARY RUBIO: In the case of Portugal, they've been a strong ally. We have an opportunity to go there and visit with them. And of course, Greece is a very important U.S. ally. https://t.co/hIXUD8stI6 ↗
@levelsio2026-10-06♥2.6K👁219.2K↗ 打开X
Airbnb just responded to "reviewgate" The replies here are literally hundreds of people who got their reviews removed directly contradicting what Airbnb says here The "policy" they have seems to be to remove a guest's review and rating whenever a host asks for it I don't get why they don't just fix this? Everyone would love to see Airbnb have honest reviews and ratings you can trust Short term you might get more bookings if everything is a 4.5 or 4.99 but long term people discover it means nothing and they can't trust your platform and they leave elsewhere I think they're in some internal gridlock by MBAs who want to see revenue go up, not realizing that they're destroying a company I hope they fix it!
引用@AirbnbHelpWe remove reviews that violate our policies, and hosts can't delete them. Only guests who actually booked the stay can leave one. Ratings on Airbnb skew high partly because we remove listings that fall short of guest expectations. ↗
@levelsio2026-10-05♥160👁35.2K↗ 打开X
Also one more filter for today: 🔲 Public company ☑️ Privately owned 🔲 Government owned I love ETFs as much as the next guy but they do put a pressure on stocks to grow by 10%/year or more Hotels have a hard time doing that, so how do you grow? You cut costs and big hotel chains have been doing that in the name of DEI and ESG and wokeness a lot. Locking down ACs, no daily cleaning, cutting corners, etc. it all saves money Those cost savings mean higer profit margins mean growth! Great as an ETF or stock holder, terrible as a hotel guest So you can now filter on privately owned One of the most consistent quality hotel chains I visit is Four Seasons (recommended by many people on here), not cheap, but almost always a good experience Guess who owns Four Seasons? It's private! And it's @billgates and @Alwaleed_Talal They must have a had such terrible hotel experiences, they had to buy their own hotel to get a good one! Can you imagine? 😂
引用@levelsioAdded this honest affiliate notice https://t.co/rixX0vZ5Dy ↗
▸ 折叠1条(转推/噪音)
转推2026-10-06 RT @stevelacey: I spent 10 years traveling and never wrote a travel blog. So I built one out of the data. Bookings, trips, posts, reviews,…
Nikita Bier@nikitabierindie1.3M粉 · 2条分享AI医疗创业公司融资,也继续关注Agent身份标准与网站阻断。
@nikitabier2026-10-06♥858👁87.4K↗ 打开X
Excited to see @tjparker back in the game with his new company -- and doing what he was built for. I met TJ 13 years ago in TechStars when he was starting PillPack: our desks were next to each other. He asked if I wanted to invest in the seed round and I wondered who would buy a pharmacy. His reply: "I don't know—Amazon?" Five years later, Amazon bought it. I didn't hesitate the next time he asked me that question. And like PillPack, they've have built one of the most well-designed AI healthcare experiences: from symptoms to treatment in minutes.
引用@tjparkerGeneral Medicine has raised a $120M Series B led by @a16z. We're using it to build the healthcare store. The only way healthcare will work is to make the customer the most powerful participant in the system. And the only way to do that is to let them … ↗
@nikitabier2026-10-05♥4.5K👁379.9K↗ 打开X
The most important technology problem of the next 5 years: Creating a broadly accepted standard for agents to identify themselves to service providers, so that providers can adjust the way they interface with clients (as compared to human-based traffic). In the interim (i.e., for the next 6 months), there will be a cat-and-mouse game that agents will play -- to circumvent detection and maintain their product's utility during this growth phase. However, this will only be a stopgap and it will not be the terminal state of the world.
引用@JessicalessinSo in the last two days about half of my Muse use cases have vanished because the browser won’t do it any more. Are websites changing their policies? Bot detection??? ↗
Agent身份标准被视为网站与自动化客户端长期共存的基础设施。
Alex Finn@AlexFinnindie476.6K粉 · 5条推广Hark等Agent,并把Opus 5.5与开放权重模型描述成个人机会窗口。
@AlexFinn2026-10-06♥2.8K👁330.8K↗ 打开X
A lot of people don’t realize they’re 5 hours of vibe coding with Opus 5.5 away from changing their entire financial lives
@AlexFinn2026-10-06♥422👁51.4K↗ 打开X
This new AI agent blew my mind Hark is a proactive agent with a custom interface that completely transforms based on who you are They gave me early access a week ago and I've really enjoyed using it Here's everything you need to know about Hark: https://t.co/bWKLgWlaNW
@AlexFinn2026-10-06♥303👁61.6K↗ 打开X
Hark is an awesome AI agent Was lucky enough to have early access over the last week Some things I really like about it: • Best interface in agents. Period. Beautiful to look at and also completely customizable • Extremely proactive. Constantly giving you ideas on what it can do for you • Really strong browser use. Has it's own cloud computer that it gets tasks done in lightning fast Still waiting on computer use so it can manage my computers, but I'm sure that's coming soon Really enjoyed using it. Highly recommend trying it out
引用@adcock_brettIntroducing Hark Pro Hark Pro is now live on web, iOS, and Android Try it free: https://t.co/sco2fEKPQD https://t.co/c0hVsJsWLF ↗
@AlexFinn2026-10-05♥537👁60.7K↗ 打开X
You NEED to be using Meta Muse It's not only an incredible AI agent, but it's the best agent for automating your every day tasks I have basically every task I hate doing automated now In this video I go over 6 use cases for Muse that has changed my life: https://t.co/VG6PdUzgOj
@AlexFinn2026-10-05♥2.0K👁186.9K↗ 打开X
It finally happened America has entered the frontier open weights model competition. We aren't rolling over to China Reflection announced Beam, a 501B parameter open weights model that is comparable to GLM 5.2, Qwen 3.8, and Opus 4.8 Yes, Opus 4.8 on your desk You will need a decent sized machine for this. Probably the Mac Studio 512gb But if you listened to me back in January when I warned you days like today were going to come, then you're all set I stand by Opus 4.5 being the most important model release in history. We will now have a model BETTER than that on our desks If you haven't gotten into local AI yet, it's officially time to do it Take any computer you have, talk to an AI agent, ask which models you can run Never been more important to just start
引用@reflection_aiIntroducing Beam: a highly efficient agentic open model with 501B total parameters and 23B active. - Frontier reasoning efficiency - Advances the Western open frontier on coding & agentic tasks - Trained end-to-end from scratch Full weights release this … ↗
Beam的参数与发布计划来自官方公告;与前沿闭源模型相当的说法仍待权重实测。
▸ 折叠1条(转推/噪音)
转推2026-10-06 RT @AlexFinn: You NEED to be using Meta Muse It's not only an incredible AI agent, but it's the best agent for automating your every day t…
Marc Lou@marclouindie406.9K粉 · 6条分享AI skills目录的快速收入样本,同时讨论AI如何放大过度思考与健康焦虑。
@marclou2026-10-06♥645👁41.3K↗ 打开X
Nobody talks about this side of AI. I think it's making life 10x worse for people who tend to overthink. You can now go down a rabbit hole that would never have existed without AI. Example: You’re worried about a small injury. You ask AI. It gives you 5 things to watch out for. So you ask about those 5 things. It gives you 10 more. You ask about those too. And every answer gives you another reason to keep digging. It never ends because AI never runs out of answers. And because it sounds like it knows everything, evry answer feels important. Every new possibility feels like something you should worry about. It reminds me of social media in the 2010s. At first, it was something that connected everyone. It took years to understand that it could also make people feel more lonely. AI is just starting to reach everyone, and I see people getting anxious because of a conversation they had with ChatGPT. I think we’ll discover a lot of side effects like this over the next decade.
Marc Lou把AI无限追问与过度思考、健康焦虑联系起来,这是个人观察而非医学结论。
@marclou2026-10-06♥95👁14.6K↗ 打开X
> Indie Hacker meetup > October 25th > Dubai Would you join?
@marclou2026-10-05♥891👁79.4K↗ 打开X
The fastest-growing startup of the week on TrustMRR is from China 🇨🇳 @yihui_indie built a curated directory of AI skills and charges a subscription for full access. $0 → $3K/mo in 10 days. https://t.co/zKGmLsxrW8 https://t.co/ZvV5wPiMqE
AI skills目录10天到3000美元月收入是TrustMRR与转述者口径,未含成本和留存。
@marclou2026-10-05♥321👁39.1K↗ 打开X
Next step: Dubai 🇦🇪 Do I know someone who could host a little indie hacker get-together on October 25th? 🤗
引用@marclouIstanbul meetup sold out in 2 hours! ~150 people came. The team at @eachlabs booked a wonderful venue and organized everything! They even brought baklava, and I ate one on stage 😅 Tip: Twist the baklava upside down so it's doesn't drip. My dear friend … ↗
@marclou2026-10-05♥469👁48.0K↗ 打开X
@marclou2026-10-05♥394👁31.9K↗ 打开X
▸ 折叠5条(转推/噪音)
转推2026-10-06 RT @marclou: Nobody talks about this side of AI. I think it's making life 10x worse for people who tend to overthink. You can now go down…
转推2026-10-06 RT @thakur_g: Let’s get it rolling
转推2026-10-06 RT @trust_mrr: ACQUIRED ✅ 🎉 A SaaS for creators just got acquired on TrustMRR. 💰 Sold for $6.3K 🤑 $2.3K revenue last 30 days 📈 0.2x multi…
转推2026-10-05 RT @marclou: rate my footer https://t.co/M4wqj1CpSn
转推2026-10-05 RT @trust_mrr: ACQUIRED ✅ 🎉 A SaaS productivity tool just got acquired on TrustMRR. 💰 Sold for $4K 🤑 $413 revenue last 30 days 📈 0.8x mul…
Dan Kulkov@DanKulkovindie50.5K粉 · 8条密集更新AI视频编辑产品的销售、定价与每月155美元成本削减。
@DanKulkov2026-10-07♥4👁321↗ 打开X
shipped big ClipsPal update > ui updates > improved punch-ins logic > more sound effects > faster editing > 🪳 bug reporter 1 licence left at $49 btw https://t.co/T2NtFZm2kf
@DanKulkov2026-10-07♥16👁1.7K↗ 打开X
startup idea — bad press 📉 ruin your competitor's reputation for $199 https://t.co/V2lUf2FoBL
@DanKulkov2026-10-07♥15👁1.2K↗ 打开X
recent cleanup loops ($49/mo) → aws ses supabase ($35/mo) → hetzner + postgresql vercel ($30/mo) → hetzner + cloudflare senja ($19/mo) → internal tool screenshot one ($14/mo) → internal tool capcut ($8/mo) -> clipspal total saved: $155/mo
作者列出从多项SaaS迁到自托管后每月节省155美元,未计迁移与维护工时。
@DanKulkov2026-10-07♥8👁1.3K↗ 打开X
we might be cooking!!! 3 left on this price then $59 https://t.co/ENURQuszhm
引用@DanKulkovwait, your ai agent can edit videos? https://t.co/KthY92cYxQ ↗
@DanKulkov2026-10-06♥9👁656↗ 打开X
wait, your ai agent can edit videos? https://t.co/KthY92cYxQ
@DanKulkov2026-10-06♥417👁13.3K↗ 打开X
maybe the fastest way to hit $5000 MRR is to find a job
@DanKulkov2026-10-06♥7👁1.1K↗ 打开X
💸 SECOND SALE 💸 LET'S GOOOOOOOOOOOOOO https://t.co/rO3r2fpj8N
@DanKulkov2026-10-05♥27👁4.5K↗ 打开X
vibe-coding another habit tracker because i don't want to go to jail https://t.co/szYM7LUJtB
引用@DanKulkovbro https://t.co/47otsx9ooU ↗
▸ 折叠7条(转推/噪音)
转推2026-10-07 RT @kylegawley: I think this is a cool project from Dan so wanted to share Building hard things is smart in 2026, I think the difficult ch…
转推2026-10-06 RT @DanKulkov: maybe the fastest way to hit $5000 MRR is to find a job
转推2026-10-06 RT @DanKulkov: 💸 SECOND SALE 💸 LET'S GOOOOOOOOOOOOOO https://t.co/rO3r2fpj8N
转推2026-10-06 RT @DanKulkov: guess when i took youtube seriously https://t.co/DAj8gTyeGJ
转推2026-10-05 RT @DanKulkov: marketing 101 let users gamble discounts https://t.co/YBCitIhwmm https://t.co/4dZYv08eEt
转推2026-10-05 RT @DanKulkov: app idea: forget tinder find your soulmate through ratings https://t.co/brEW0by4yw
Brett@BrettFromDJindie171.0K粉 · 2条关注广告生成工具的整合价值,并展示近期品牌设计。
@BrettFromDJ2026-10-06♥18👁8.6K↗ 打开X
ChatGPT + Higgsfield after watching us use 17 different tools to make one ad. https://t.co/tCXdDL28J4
引用@higgsfield_aiIntroducing Higgsfield Ads Studio. The first ROAS-driven static ads content machine. > Does 10,000 hours worth of deep research of your brand > Monitors real-time trending formats > Crafts winning ads based on best industry practices Try free in … ↗
@BrettFromDJ2026-10-05♥409👁21.1K↗ 打开X
Totally obsessed with how this logo came out. https://t.co/Hr0nPIVjOv
Jon Yongfook@yongfookindie173.2K粉 · 5条判断一键生成型SaaS会被前沿模型吞掉,并继续拆解定位清楚的产品页。
@yongfook2026-10-07♥16👁1.7K↗ 打开X
Anyone else or just me? https://t.co/gWa5yEg8Z8
@yongfook2026-10-07♥48👁3.5K↗ 打开X
Every single startup logo right now. Don't get left behind, claim your agent mascot shape primitive before someone else does! https://t.co/4tFIJjk1il
@yongfook2026-10-06♥182👁19.2K↗ 打开X
Came across this product today. The site is an absolute masterclass in positioning. Says exactly what it does, who it’s for, social proof from real people in their niche, etc. Study and apply learnings to your category! https://t.co/Rwkgod1dNR
以一个外部产品页为例强调定位、目标人群与垂直社会证明。
@yongfook2026-10-06♥84👁12.1K↗ 打开X
If your value prop is basically “we help you generate X for your business in just one click” it’s going to get eaten by AI. This describes a huge middle ground of SaaS. Not to say there isn’t money to be made short term, but long term it will be native to frontier models.
引用@higgsfield_aiIntroducing Higgsfield Ads Studio. The first ROAS-driven static ads content machine. > Does 10,000 hours worth of deep research of your brand > Monitors real-time trending formats > Crafts winning ads based on best industry practices Try free in … ↗
判断“一键生成某物”的中间层SaaS长期会被前沿模型原生能力吞掉。
@yongfook2026-10-06♥375👁43.8K↗ 打开X
Rewrite all your apps in Rust. Go into debt if you have to.
Tibo@tibo_makerindie211.3K粉 · 6条在客户访谈、创作者营销付款和AI答案可见性之间来回验证产品需求。
@tibo_maker2026-10-06♥40👁4.9K↗ 打开X
Bazzly now cited as best Reddit tool by ChatGPT 💪 getting mentioned by ChatGPT is very hard I just know a few ways to make it happen: 1. make your product super niche 2. be it the best in this category 3. outreach to get into listicles 4. get backlinks and mentions with Outrank 5. get on Reddit thanks to Bazzly 🤷‍♂️
产品方自报被ChatGPT列为最佳Reddit工具,并给出AEO做法;一次回答不代表稳定排名。
@tibo_maker2026-10-06♥335👁12.5K↗ 打开X
you know this feeling when you see everyone doing amazing things, and it just drains all your energy as you feel so behind well, today I did a customer interview I showed a new feature, she was blown away people on X are like "meh" real people out there are blown away it refueled my energy 200%, and I now want to ship 10x X is a bubble, remember to get out from time to time and remember 👉 talk more to real people
客户访谈的强反馈与X上的冷淡形成对照,提醒同行圈不等于目标用户。
@tibo_maker2026-10-06♥146👁11.7K↗ 打开X
AI understands me better than my mum 👇 honestly, who can't relate to this? don't lie https://t.co/De0A1OUxZm
@tibo_maker2026-10-06♥57👁7.9K↗ 打开X
today I sent $3,000+ to creators running Clipatra campaign for various brands i've built the first agent-first creator marketing platform i think this can get big https://t.co/XOp3G7eCRJ
作者称当天向创作者支付超过3000美元,说明其营销平台已经进入真实资金流。
@tibo_maker2026-10-06♥52👁8.0K↗ 打开X
I agree with the other Tibo "the majority of things are going to be used by agents" https://t.co/OpR52SAsAv
@tibo_maker2026-10-05♥63👁6.9K↗ 打开X
my AI clone has gone rogue https://t.co/Sc4HSlCuoo
▸ 折叠2条(转推/噪音)
转推2026-10-05 RT @pukerrainbrow: Filip Panoski (@FilipPanoski) spent seven years building five different products with zero traction, before quitting a $…
转推2026-10-05 RT @FilipPanoski: I went from $1k to $15k MRR without adding a single new marketing channel. I just fixed my funnel. here's how: track 4…
Josh Pigford@Shpigfordindie75.6K粉 · 13条把AI SEO服务推进到正式上线和涨价阶段,继续公开接近40万美元ARR的年化口径。
@Shpigford2026-10-07♥64👁3.5K↗ 打开X
After some 25+ years of paying for Adobe products (kinda miss buying those giant boxes of software), I just canceled my subscription. Feels like the end of an era.
@Shpigford2026-10-07♥32👁3.5K↗ 打开X
best part about building https://t.co/00llvxuMIo over the past week has been working with so many companies that just wanna get things done. have shipped hundreds of improvements for dozens of companies.
@Shpigford2026-10-06♥29👁3.5K↗ 打开X
this tweet is basically my anthem from the past week of this whole SEO biz (@FirstIndexHQ) blowing up. 🫣
引用@Shpigfordyou could. but you won't. ↗
@Shpigford2026-10-06♥47👁5.6K↗ 打开X
decided to YOLO the launch but will do the $1500/mo price through tomorrow. 🙂 thursday will switch over to $2k/mo
引用@Shpigfordthis has continued to absolutely blow up (at nearly $400,000 ARR in 10 days). doing a last round of early access at $1500/mo. once i fully launch later this week, price goes up to $2k/mo. DM me if you're interested in me handling all your company SEO! ↗
AI SEO服务继续涨价并准备正式发布,ARR与价格均为作者自报。
@Shpigford2026-10-06♥45👁3.8K↗ 打开X
chat, it's business time. 🎉 https://t.co/Io3tAFllZg
引用@Shpigfordprobably nothing. ↗
@Shpigford2026-10-06♥148👁20.3K↗ 打开X
probably nothing.
引用@FirstIndexHQGet found everywhere people ask. https://t.co/4NBR5gZFgf https://t.co/JPjECbniIs ↗
FirstIndex公开品牌页面,定位从SEO覆盖到AI答案可见性。
@Shpigford2026-10-06♥8👁2.1K↗ 打开X
came back to the terminal and...i have no idea where this prompt was headed or if maybe i was having a stroke as i typed it. https://t.co/9UZDxv1jsv
@Shpigford2026-10-05♥116👁22.7K↗ 打开X
this has continued to absolutely blow up (at nearly $400,000 ARR in 10 days). doing a last round of early access at $1500/mo. once i fully launch later this week, price goes up to $2k/mo. DM me if you're interested in me handling all your company SEO!
引用@ShpigfordDoing a little experiment. Looking for 5 software companies to run SEO for, 1-on-1. I built an AI SEO system that runs on my own products every day. Now I want to run it on a few sites that aren't mine. What you get each month: • A keyword map of your … ↗
接近40万美元ARR是按当前月费年化的作者自报,不是已收现金或利润。
@Shpigford2026-10-05♥124👁21.6K↗ 打开X
josh only drops gold.
引用@joshpuckettIntroducing Graphical. It's a simple, powerful, and fun tool to design visual languages, style components, and work with coding agents to create interfaces that look memorable and feel unique. I hope you'll check it out at https://t.co/crX3W8hHCz! … ↗
@Shpigford2026-10-05♥240👁25.5K↗ 打开X
i've always kinda turned my nose up at the typical growth/money/business guru types, but for whatever reason youtube started feeding me @AlexHormozi stuff lately and sweet baby jesus...i can't stop watching. yes, great business tactics i'm picking up, but his ability to distill problems while also showing an enormous amount of empathy for folks struggling is a master class and dammit just feels good to watch.
@Shpigford2026-10-05♥166👁29.1K↗ 打开X
24 hours later. still no website. i should probably work on that. https://t.co/sTQUJkQhVU
引用@Shpigfordone week in and all sales done through twitter. unreal. https://t.co/lXU3pBMRlT ↗
@Shpigford2026-10-05♥129👁13.3K↗ 打开X
what building a multi-million dollar SEO/AEO agency looks like. (faux company names/commits for privacy purposes)
@Shpigford2026-10-05♥13👁8.2K↗ 打开X
if the .com isn't available, what we going with?
▸ 折叠2条(转推/噪音)
转推2026-10-06 RT @landforce: This is a perfect example of AI enabled high ticket service and he’s around $500k ARR in like a week (I’m a customer btw)…
转推2026-10-05 RT @IanLandsman: Nobody will pay for software/services, they said. Businesses will just tell their bot to 'fix seo' they said. https://t…
Thomas Sanlis 🥐@T_Zahilindie24.5K粉 · 7条公布Uneed月度发布数据,也分享自动把博客改写到LinkedIn的分发实验。
@T_Zahil2026-10-06♥46👁2.5K↗ 打开X
I’d love to see @MistralAI launching on Uneed instead of Product Hunt, to support the biggest EU launch platform 🙏 Who should I ping to make it happen?
@T_Zahil2026-10-06♥8👁637↗ 打开X
引用@T_ZahilI can’t believe how many people STILL believe that developers won’t be (are not!!) replaced by AI lol ↗
@T_Zahil2026-10-06♥14👁662↗ 打开X
I'm official a delivery guy 🚚😎 I can't wait for the residency to start, welcome again Nicolas!!
引用@NicolasPapegaeyHome delivery by @T_Zahil himself of a Uneed sweatshirt, and the quality is seriously good. Figured I’d use the occasion to bring this account back to life after 3 months of silence: I’m doing it again and joining Uneed Residency Batch 2 at the end of … ↗
@T_Zahil2026-10-06♥221👁32.6K↗ 打开X
I can’t believe how many people STILL believe that developers won’t be (are not!!) replaced by AI lol
@T_Zahil2026-10-06♥23👁949↗ 打开X
I tried something new this month: a full report on everything that launched on Uneed in September! The first edition already has a few numbers I didn't expect 😄 850 validated launches, which is 25% more than August and 2.6x more than September last year, with "Personal Life" overtaking "Business" as the biggest category Let me know if you'd like other data in the next one, link in the comments 👇
Uneed创始人自报9月850个审核发布、环比增25%、同比2.6倍。
@T_Zahil2026-10-05♥25👁1.2K↗ 打开X
Trying something 👀 what do you think? https://t.co/LvFvryCmvC
@T_Zahil2026-10-05♥29👁1.2K↗ 打开X
Last week I went semi viral on Linkedin for the first time, and I didn't even know I posted something lol Here's how I did it 👇🏻 A few days ago, I wrote a blog post (yes, by hand) about "Shipfast is dead" I wanted to talk about my experience growing Uneed, and seeing more and more generic products every in the queue So I wrote it on my blog, which is using Writizzy, my own SaaS And I forgot about one feature I turned on on my account: auto posting on social medias 😂 So Writizzy generated an excerpt of my post using AI, and posted it on my Linkedin acccount Writizzy might actually be a super useful growth product 🤩
博客被自家产品自动改写并发布到LinkedIn后获得传播,是一次意外分发实验。
Arvid Kahl@arvidkahlindie212.3K粉 · 4条讨论即时生成界面、KYC方案和社交平台上的一美元乞讨现象。
@arvidkahl2026-10-06♥59👁11.1K↗ 打开X
What's going on with people begging for $1? I see this with my Twitter peers (folks, what are you doing?), and I'm also getting like 3-5 emails from someone begging for a single-digit dollar amount. WTF...
@arvidkahl2026-10-06♥22👁7.1K↗ 打开X
What is the KYC solution SaaS founders are using nowadays? I feel like implementing this myself is a little bit risky :)
@arvidkahl2026-10-05♥185👁10.9K↗ 打开X
You know these Star Trek LCARS interfaces that always looked like they were specifically designed to answer a plot-driven question visually and were never the same, always looked haphazardly constructed in that moment? I think, yet again, Star Trek understands the user interfaces of the future better than we do in the present. I think we are a very short time away from applications designing and assembling UI in the moment versus having it pre-designed. Contextual interfaces won't just consider what they present, but also who they're showing it to (on a highly (inter-)personal level) and when those people need which information in their workflow.
Arvid Kahl预期应用会按用户与当下任务即时组装界面。
@arvidkahl2026-10-05♥132👁9.9K↗ 打开X
This is extremely insightful.
引用@nabeelquThe only generation that knows how computers work is also the most relaxed about AI: https://t.co/aMBh5gqLif ↗
▸ 折叠1条(转推/噪音)
转推2026-10-05 RT @andruyeung: We created gyms because modern day work no longer required physical activity. Without exercise, our muscles atrophy. I pre…
Adam Lyttle@adamlyttleappsindie59.1K粉 · 5条展示应用留存、虚拟卡折扣模式和猫咪解谜游戏的命名调整。
@adamlyttleapps2026-10-06♥163👁12.6K↗ 打开X
I’ve never had an app like this before Churn? What churn?! https://t.co/FCSkXLoGnK
作者用截图展示低流失,但没有提供时间窗、用户数和具体留存口径。
@adamlyttleapps2026-10-06♥7👁2.7K↗ 打开X
There's this app called EatClub It's basically just a discount restaurant app. But with a difference: You add their virtual card to your wallet and pay with that. Like a proxy card. You only get charged the discounted amount And apparently the restaurant gets the full amount Interesting use of virtual wallet/cards
@adamlyttleapps2026-10-05♥22👁4.3K↗ 打开X
Going to need to rework the name of this There's a "Cozy Cat Room" game which could get confusing https://t.co/fbpZl7S4QY
引用@adamlyttleappsCozy Cat Home trailer 2 just dropped… https://t.co/mBP2N1dbzO ↗
@adamlyttleapps2026-10-05♥54👁4.1K↗ 打开X
SEO is free marketing (and it's evergreen… mostly) https://t.co/kSX2OMNXYY
@adamlyttleapps2026-10-05♥37👁3.5K↗ 打开X
Cozy Cat Home trailer 2 just dropped… https://t.co/mBP2N1dbzO
引用@adamlyttleappsI’m creating a cozy cat puzzle game Care for your cats, play puzzles, decorate your house and unlock new ways to play Coming soon https://t.co/45KrCu1t6N ↗
Tony Dinh@tdinh_meindie204.3K粉 · 4条关注决策API、记忆层和社媒分发自动化,也展示模型识别SVG路径的能力。
@tdinh_me2026-10-06♥9👁823↗ 打开X
They even support image input. RIP Jev 💀
引用@OpenAIDevsLet your app choose the right model, tool, or action in near real-time with Decisions API, now available to all developers in public beta. The Decisions API makes decisions up to 10x faster than GPT-6 Luna through the Responses API. https://t.co/zhgRVzJ3aP ↗
把Decisions API视作Jev竞争者,指出它也支持图像输入。
@tdinh_me2026-10-06♥114👁24.0K↗ 打开X
I find it crazy that the frontier models can look at a bunch of numbers in an SVG path and tell what the image is. 😳 https://t.co/64KERhVdP8
@tdinh_me2026-10-06♥39👁11.0K↗ 打开X
Thinking of starting a marketing agency that create content and use this to post to US market 🤔
引用@MilesFeldsteinAI can now hire an ARMY of USA based humans … to post on social media Give your agent 10, 100, or 1,000 dedicated social accounts. 🇺🇸 Run by humans in the US 🔥 Warmed up for your niche 📱 Accounts just for your brand 🚫 Zero VPNs, we verify every … ↗
@tdinh_me2026-10-05♥35👁7.1K↗ 打开X
Better late than never! We now have built-in memory engine in TypingMind!
引用@TypingMindAppMemory is now supported on TypingMind 👀 Your AI can remember context about you, your preferences, and the way you work - so you don’t have to repeat yourself in every new chat. https://t.co/mYk0qFqvSW ↗
TypingMind加入内置记忆,继续说明记忆正在从模型能力变成产品层功能。
▸ 折叠1条(转推/噪音)
转推2026-10-06 RT @TablePlus: We are proud to introduce our new product, https://t.co/AuG85uGOPi It is a Virtual Machine specifically designed for Apple…
Simon Høiberg@SimonHoibergindie163.7K粉 · 5条讨论模型中立入口、自托管SaaS基础设施与低价开放模型的实际使用。
@SimonHoiberg2026-10-07♥22👁1.7K↗ 打开X
Such a cool move! The main reason I still use OpenClaw is because of this - allowing me to use whatever model I want. If you allow me to connect OpenRouter and any custom completion endpoint, I'll move over! (You can still make Grok the easiest, best built-in experience)
引用@elonmuskImportant note regarding Grok @Bot: Going forward, @SpaceX will use the best back end model for any given task, including Claude Opus 5.5, MidJourney, Suno and other leading APIs. Whatever is most likely to give you the best outcome. ↗
Simon Hoiberg更看重可接OpenRouter与自定义endpoint的模型中立入口。
@SimonHoiberg2026-10-06♥14👁1.3K↗ 打开X
I'm using Kubernetes to run my products on Hetzner. But not because it needs to scale - but because it's super practical. Whenever I hear people say "Kubernetes is overkill" I think they're mostly missing the point. I want a "PaaS"-like experience, but self-hosted. And my setup does this super well: - Forgejo (self-hosted git) - Docker images - Kubernetes (k3s) And this doesn't have to be insanely complex. It can be very simple and very practical when self-hosting SaaS 👇
把k3s、Forgejo和Hetzner组合成自托管PaaS体验,强调便利而非规模。
@SimonHoiberg2026-10-05♥27👁4.3K↗ 打开X
Used DeepSeek 4.1 Flash most of the day. It's very impressive, and it's very difficult to get it to spend $5. I got a ton of work done for this $1.31. https://t.co/zwppeE3Bje
引用@SimonHoibergThis morning with OpenAI: 30% - "The AI service is temporarily overloaded. Please try again in a moment" 20% - "I can't honestly help you with [...task]" 40% - Super stupid and does sloppy work. 10% - Actual good work done. While limits leaking like … ↗
@SimonHoiberg2026-10-05♥99👁9.0K↗ 打开X
I moved from Denmark to Switzerland, then tried Spain for a few years, now I'm back in Switzerland - and my SaaS portfolio didn't notice. No office to close. No team to relocate. No client meetings to reschedule. Revenue kept coming in while I was unpacking boxes. This is what a real location-independent business looks like. If you need to step away from the business for a bit and it requires a ton of planning, you're probably more locked in than you think.
@SimonHoiberg2026-10-05♥13👁4.9K↗ 打开X
Same ngl 😬
引用@nateberkopecHate to say it but my podcast listening has also dropped off a cliff. I used to listen either in my car or on my indoor bike trainer, and in both places now I just talk to agents. ↗
Jonathan Wilke@jonathan_wilkeindie29.8K粉 · 8条强调删功能、理解用户和用架构说明替代逐行代码审查。
@jonathan_wilke2026-10-06♥7👁2.0K↗ 打开X
Once you see it, you can’t unsee
引用@jonathan_wilkeFunniest thing about this is that it took me over a year to realize that there is a cursor in the logo. Initially I just thought “nice logo, but I don’t get what the box has to do with the brand” ↗
@jonathan_wilke2026-10-06♥13👁5.7K↗ 打开X
I watched this video like 20 times 😂😂😂 his reaction is just too good when she realizes that he is Sam’s brother
引用@BigBrainBiznessJack Altman, founder of Alt Capital, casually reveals on his own podcast that Sam Altman is his brother, and the interviewer completely loses it: https://t.co/godp6c4uG5 ↗
@jonathan_wilke2026-10-06♥31👁2.1K↗ 打开X
Pro tip: Before you add that new feature, ask yourself: Can I actually remove something instead?
@jonathan_wilke2026-10-06♥19👁1.5K↗ 打开X
This
引用@stijnnoormanThe smarter you are, the more you value simplicity. ↗
@jonathan_wilke2026-10-05♥53👁5.1K↗ 打开X
In short: find out what your users need.
引用@FilipPanoskiI went from $1k to $15k MRR without adding a single new marketing channel. I just fixed my funnel. here's how: track 4 numbers every week: visitor → signup signup → trial trial → paid churn find the worst one. fix only that. then move to the next. each … ↗
@jonathan_wilke2026-10-05♥18👁3.4K↗ 打开X
I agree 💯 with Ben here. Not only will a line-by-line review become less needed, but it is also no longer the most effective way to verify your changes.
引用@BHolmesDevCode review is no longer mandatory. It’s now risk mitigation. Ask agents to explain the architecture of their changes to you. Ask questions. Have them ask *you* questions. Line-for-line PR review will become progressively less needed ↗
@jonathan_wilke2026-10-05♥14👁2.7K↗ 打开X
At this point it doesn’t even matter anymore @cursor_ai or @DevinAI are all you need
引用@jjackyi honestly have no idea what a software factory is and im afraid to ask at this point ↗
@jonathan_wilke2026-10-05♥53👁6.7K↗ 打开X
Funniest thing about this is that it took me over a year to realize that there is a cursor in the logo. Initially I just thought “nice logo, but I don’t get what the box has to do with the brand”
引用@pizzaboyI genuinely think cursors logo is one of the best logos of all time https://t.co/ZA0yrpep32 ↗
Kyle Gawley@kylegawleyindie45.6K粉 · 7条集中反驳“人人会自己vibe code替代SaaS”,强调客户真正购买的是省时间。
@kylegawley2026-10-07♥9👁691↗ 打开X
When microwaves were invented we had microwave bros going around telling everyone restaurants are cooked, people will make their own food.
@kylegawley2026-10-07♥9👁887↗ 打开X
There are 3 types of people vibe coding alternatives to SaaS products: 1. Nerds with too much time and no life 2. Developers with no money to pay for SaaS 3. People getting paid to say this shit Everyone else is looking for ways to save time, not sink more of it into pointless projects to save $20/mo.
用省时间反驳自制SaaS替代品,观点尖锐但抓住了购买软件的机会成本。
@kylegawley2026-10-07♥2👁568↗ 打开X
I think this is a cool project from Dan so wanted to share Building hard things is smart in 2026, I think the difficult challenge here is convincing someone to switch from Resolve, CapCut etc to a vibe coded alternative
引用@DanKulkovwait, your ai agent can edit videos? https://t.co/KthY92cYxQ ↗
@kylegawley2026-10-06♥9👁1.4K↗ 打开X
don't waste your youth building a startup https://t.co/OtPzMDK3X3
@kylegawley2026-10-06♥4👁1.3K↗ 打开X
NEW Zero To Paid content just dropped 💣 How to find customers on Reddit (and other social media platforms). Easy mode! Link in the comments.
@kylegawley2026-10-06♥39👁3.7K↗ 打开X
Our maid is cleaning our house today. I could of course do it myself. Instead, I pay for someone else to do it so I can use my time on important tasks that move the business forward. The lesson here is no-one is vibe coding their own SaaS replacements.
以雇人做家务类比订阅SaaS:用户支付的是避免投入时间。
@kylegawley2026-10-05♥32👁2.9K↗ 打开X
Youtube is hard AF I am publishing 3-5 times per week now and putting 10x more effort in and most views get stuck at 200 views
▸ 折叠1条(转推/噪音)
转推2026-10-06 RT @thijsmakes: Pretty cool I just followed @kylegawley and @levelsio (MAKE book) advice, did nothing else and made my first internet money
Peter Askew@searchboundindie26.2K粉 · 1条只强调直接流量正在成为增长核心。
@searchbound2026-10-06♥39👁1.8K↗ 打开X
direct traffic is the name of the game https://t.co/rH511evXSz
Andrea Bosoni@theandrebosoindie64.2K粉 · 1条给面向营销人的落地页提出直白建议:少套路、讲功能、价格简单。
@theandreboso2026-10-06♥16👁1.3K↗ 打开X
If you're trying to sell your product to marketers your landing page needs to be a bit different from what you'd usually do. Cut the BS. We can see through it. Use simple words. Features over benefits. Get straight to the point. Keep your pricing simple. Just show us what the product does and what it costs and let us decide. We spend all day writing the same tricks you're about to use on us so they just make us trust you less.
面向营销人的落地页建议强调功能和价格透明,因为受众熟悉常见说服套路。
Marc Köhlbrugge@marckohlbruggeindie89.2K粉 · 0条本期只转发了TablePlus面向Apple生态的新虚拟机产品。
▸ 折叠1条(转推/噪音)
转推2026-10-06 RT @TablePlus: We are proud to introduce our new product, https://t.co/AuG85uGOPi It is a Virtual Machine specifically designed for Apple…
Daniel Vassallo@dvassalloindie204.9K粉 · 0条本期只转发了DHH关于Agent时代编程工作意义的观点。
▸ 折叠1条(转推/噪音)
转推2026-10-06 RT @dhh: I sympathize with programmers who worked on systems they never cared about, for customers they didn't connect with, and took all t…

数据:Twitter/X(独立开发者+AI行业两个cohort)+Hacker News(前排/Show HN)+Reddit(当日top+热评)+GitHub新星。原文照登。Twitter转推及噪音共63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。