Sam Altman 公开称赞 OpenAI 新推出的个人 AI 助手产品 dot，称其每天都在学习自己的工作流和风格，替他处理令人发愁的杂事
dot is my favorite openai product so far! it is amazing to me that each day it feels noticably better as it learns more of my workflow and style. having it do the stuff i don't like doing--and usuall… ① bridgemindai 讽刺 OpenAI 本周真正产品是砍掉 50% 用量配额 ② BodgarKwizera 说还没搞明白 dot 是做什么的 ③ TipsForKids01 开玩笑说这条推文是 dot 替 Sam 发的
Sam Altman 公开称赞 OpenAI 新推出的个人 AI 助手产品 dot，称其每天都在学习自己的工作流和风格，替他处理令人发愁的杂事
① bridgemindai 讽刺 OpenAI 本周真正产品是砍掉 50% 用量配额 ② BodgarKwizera 说还没搞明白 dot 是做什么的 ③ TipsForKids01 开玩笑说这条推文是 dot 替 Sam 发的
开发者社区讨论 claude code mods 自定义扩展模块的构建实践，有人已做了多个但大多未发布，也有人还不知道从哪里入手
① kurtbuhler 已做了 5 个 mod 但只发布了 1 个说明大多数人在默默自用 ② noahbsabaj 坦言不知道该做什么样的 mod ③ John_lussier_ 吐槽每月付 $200 但因安全工作内容无法正常使用 Claude
Nathan Lambert 联合创立 Trillium Labs 非营利机构，专注前沿 AI 开放科学，研究 post-training、RSI、reward hacking 和多智能体系统
支持开放 AI 生态的研究者和开发者；希望参与合作的 AI 机构；关注 multi-agent 研究进展的 indie dev
Griffin 是一家开发 AI 实时人像模拟技术的公司，其产品能让 AI 在视频通话中以乱真的人类形象出现并"通过"视频图灵测试
Griffin 是一家开发 AI 实时人像模拟技术的公司，其产品能让 AI 在视频通话中以乱真的人类形象出现并"通过"视频图灵测试。近期其病毒式营销活动引发开发者社区强烈质疑——wesbos、ThePrimeagen 等知名开发者批评其大量购买付费转推和使用机器人评论刷量，GergelyOrosz 明确声明自己的转推不是付费的但同样对该技术浪潮感到担忧。与此同时，willcb 认为此类公司若想盈利且受尊重，应聚焦于客服和招聘筛查等有明确价值的场景并强制披露身份，而"虚拟伴侣"方向虽然终将到来，但没有人愿意第一个去做。
受众观点：开发者对 AI 公司操纵营销手法的集体愤怒，以及对 AI 实时人像模拟技术本身能力的震惊与伦理担忧——技术已经能通过视频图灵测试，但这条路应该怎么走
Chatbot Arena 本周更新：多个新模型同时登场，重塑 Text、Code 和 Agent 三个赛道的 Pareto frontier
Chatbot Arena 本周更新：多个新模型同时登场，重塑 Text、Code 和 Agent 三个赛道的 Pareto frontier。OpenAI DevDay 后，GPT-6.1 Sol（Max）以 $8/MToken 进入 Code Arena WebDev 排名第3；但 Claude Sonnet 5.5 随即以仅 20% 的价格达到接近性能，性价比成为最大亮点。Gemini 4 登顶 Text Arena 第1位。Agent Arena 方面，Claude Sonnet 5.5（Max）以 +12.5% net improvement 排名第3，比上一代高出 8.1 个百分点。多位开发者感叹 Pareto frontier 被刷新的速度已快到"没有意义"，每隔一两周就要重新评估工具选型。
受众观点：开发者希望在性能和成本之间找到最优解，对频繁的模型更迭感到疲惫，在意实际 agent 任务表现（不是跑分），以及迁移已有 prompt 和工作流的实际成本
用 AI 自动生成解释视频来讲清 Shazam 等复杂系统的工作原理，Karpathy 认为这类定制解说视频将彻底改变教育方式
"explain how Shazam works" I had no idea Karpathy is so right about this custom explainer videos will change education https://t.co/L3xjjdGEPn
受众观点：① tibo_maker 推荐用自家工具生成效果更好 ② jamiegrove 已用于客户报告，无人读报告但人人看视频 ③ eris_margeta 质疑这是信息降级
展开评论
- @tibo_maker (31): use https://t.co/Rc8wAnHfQr btw output is far better than raw Claude as it uses our library of viral content as inspiration worth a try
- @jamiegrove (21): @tibo_maker I’m basically doing this for all my clients now. When I have a giant report to share with data and suggestions I drop it into a pipeline to produce an explainer video. No one reads the report. Everyone watches the video.
- @giacomomasseron (3): @tibo_maker how long did the video take to generate
- @eris_margeta (3): @tibo_maker This is dumbification Can we not read? This is just reading with extra steps and tokens spent
- @loadcpu (2): @tibo_maker was this generated with opus 5.5?
Sam Altman 公开称赞 OpenAI 新推出的个人 AI 助手产品 dot，称其每天都在学习自己的工作流和风格，替他处理令人发愁的杂事
dot is my favorite openai product so far! it is amazing to me that each day it feels noticably better as it learns more of my workflow and style. having it do the stuff i don't like doing--and usuall…
受众观点：① bridgemindai 讽刺 OpenAI 本周真正产品是砍掉 50% 用量配额 ② BodgarKwizera 说还没搞明白 dot 是做什么的 ③ TipsForKids01 开玩笑说这条推文是 dot 替 Sam 发的
展开评论
- @bridgemindai (803): @sama My favorite product you launched this week was the 50% usage rug pull.
- @bijanbowen (20): @sama Here's mine :D https://t.co/gasxVohicL
- @ztuniio (13): @sama https://t.co/iICQ4IzMt2
- @BodgarKwizera (11): @sama until now I don't quite get what dot actually does
- @TipsForKids01 (4): @sama That's his dot talking for him now
调侃 PewDiePie 微调了 Qwen 模型后，AI 研究门槛低到顶级 YouTuber 也能「入行」，引发对 AI 圈资质标准的讨论
at this point PewDiePie could literally just join a frontier lab
受众观点：对 AI 圈门槛降低持乐观态度的开发者；质疑 PewDiePie 技术实力的 ML 研究者；关注开源模型生态的 indie dev
展开评论
- @kairosaii (93): @scaling01 i love pewdiepie but he cant join a frontier lab 😭
- @simanofohr (45): @scaling01 for following some instructions he found on github?
- @rayvahey (23): @scaling01 joining implies they'd let him talk like that on camera
- @KeyTryer (19): @scaling01 Not Ant because they hate free software and distillation. Ironically he'd be an OAI guy.
- @1techutopiapls (18): @scaling01 He finetuned a qwen model. Hold your horses.
Nathan Lambert 联合创立 Trillium Labs 非营利机构，专注前沿 AI 开放科学，研究 post-training、RSI、reward hacking 和多智能体系统
Today we're unveiling Trillium Labs @trillium_labs, a new non-profit to foster the open science of frontier AI. We're building open post-training recipes and will expand into open infra to study RSI,…
受众观点：支持开放 AI 生态的研究者和开发者；希望参与合作的 AI 机构；关注 multi-agent 研究进展的 indie dev
展开评论
- @natolambert (47): @trillium_labs Learn about us in Wired: https://t.co/7zK5kMV4dZ Read our introductory blog post here: https://t.co/cVCJFvv6cI Our website: https://t.co/C3BmRYyg4v If you’re interested in joining us, fill this out: https://t.co/V6SaTjLfNu
- @huggingface (5): @natolambert @trillium_labs 🌸🌸🌸
- @WilliamBarrHeld (3): @natolambert @trillium_labs Congratulations!!!!! Hope we can work together on some cool open stuff 😁
- @deepfates (2): @natolambert @dosco @trillium_labs yess!! amazing Nathan, congratulations. Super excited to see this.
- @TheZachMueller (2): @natolambert @Laz4rz @trillium_labs Congratulations Nathan!
开发者社区对某 AI 产品病毒式营销操作的集体质疑——认为 quote tweet 全是付费买来的、评论区全是机器人，连 48% 的真实认可率都是假的
This whole thing stinks Every quote tweet is paid for and every reply is from a bot. There is no chance 48% of people think this is a real person. 48% of grandmas?
受众观点：① ThePrimeagen 希望 X 深查付费营销与 FCC 规定关系 ② samuelclay 作为项目方出来辩护说技术是真实的 ③ GergelyOrosz 澄清自己的转推非付费但担忧 AI 模拟技术的影响
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- @ThePrimeagen (145): @wesbos i would really really really love for X to do some deep dives and report tons of people to the FCC after linking up launch videos and paid sponsorships figured out right here on X
- @stolinski (24): @wesbos Lmao I almost made this tweet but stopped because I’ve been too whiny lately. It stinks.
- @JLarky (19): @wesbos last thing you see before AI HR calls you to notify you about lay offs https://t.co/iMHyAyynvE
- @samuelclay (17): So I can tell you it's not cherry picked, it really is all that good. There are some artifacts but those go away in the full model and with time. And the influencer campaign is how things get started. People really are impressed and passing the video turing test is real. More im…
- @GergelyOrosz (12): @wesbos My QT is not paid for lol. I personally hate how we got here and the wave this (and many other realtime AI human imitators) will unleash (The surprised / outraged QTs I dont think are paid, but unsure how anyone but the founders would think this is good)
steipete 在 OpenAI DevDay 现场分享了他最喜欢的一张幻灯片，评论区推测与 dot 产品有关
This was by far my favorite slide at DevDay. Kudos to the team! https://t.co/AQtPzNTZhx
受众观点：① beffjezos 称其为 Dotfather 暗示与 dot 有关 ② burhop 询问现场是否有 X 前员工座位区 ③ izyuuumi 来自日本表示一直在使用 OpenClaw
展开评论
- @beffjezos (9): @steipete The Dotfather
- @pradip_romay (5): @steipete Proves you’re the center of the universe
- @burhop (4): @steipete Saw you sitting there in the audience when @thsottiaux had the big button. Was there like a row for X-people?
- @izyuuumi (2): @steipete Hey Peter! Been loving and using OpenClaw from day 1! Love, from Japan!! 🇯🇵
- @aleks_todo (2): @steipete @steipete is there any chance to rewatch that online?
开发者每日发布一条 AI 提示词技巧（Prompt of the day 系列），向受众询问这种内容形式是否有价值，评论区反馈以正面为主
Prompt of the day - useful, or annoying?
受众观点：① sergical 已把这些 prompt 整合到专门页面供自己的 agents 调用 ② Hexakin 认为对刚入门的人非常有用 ③ madewithv 表示愿意为这类系列内容付费
展开评论
- @sergical (11): @mattpocockuk have them on a page on ai hero too for me to point my agents to if i need to catch up 👀 not annoying at all fwiw
- @jerrodbunce (4): @mattpocockuk Keep them coming, these show up in a feed so if anyone finds these annoying they can keep scrolling
- @Hexakin (3): @mattpocockuk very useful, Matt. especially for noobs who are trying to figure out what on earth all this stuff is capable of
- @madewithv (3): @mattpocockuk wdym annoying? I would even pay for this
- @joulsounet (2): @mattpocockuk Keep going, I'm saving every single one of them
一位独立开发者公开年度体脂测量数据 5.5%，引发社区对皮褶测量法准确性和健康标准的热烈讨论
I did my yearly body fat test this morning. 5.5% The doctor used a skinfold tool and measured 7 areas on my body. 5.5% is very low, and I'm still a bit skeptical because bodybuilders have 3-4%, and I…
受众观点：① marclou 自己回复补充了现场照片 ② eugZolotarenko 认为 5.5% 偏低有点不健康 ③ Noobwork 详细解释皮褶测量法不准确认为实际体脂应在 11-13%
展开评论
- @marclou (15): @alexwestco in the background https://t.co/OxPPqjMj6z
- @eugZolotarenko (12): @marclou Man, 5.5% it's a bit unhealthy, I'd say
- @Noobwork (8): This method doesnt capture viceral fat at all and is also a bad approach to measuring it. Sadly there are no super good way to measure, the closest to best is dexascan, but even those are way off. Based on your look weight and height i think you are more around 11-13% bf. Compet…
- @josefandre_ (3): @marclou how's your ldl tracking?
- @atresnjo1 (2): @marclou closer to 7% imo this is more like 5% and below that number doesn't matter anyway because you look sick bro https://t.co/297PYWyfIL
开发者社区讨论 claude code mods 自定义扩展模块的构建实践，有人已做了多个但大多未发布，也有人还不知道从哪里入手
have you built any claude code mods yet? :)
受众观点：① kurtbuhler 已做了 5 个 mod 但只发布了 1 个说明大多数人在默默自用 ② noahbsabaj 坦言不知道该做什么样的 mod ③ John_lussier_ 吐槽每月付 $200 但因安全工作内容无法正常使用 Claude
展开评论
- @embw_l0x (13): @lydiahallie https://t.co/nkH2bpeTJe
- @kurtbuhler (6): @lydiahallie I think I'm on my 5th now haha but only published one so far. They are so awesome.
- @noahbsabaj (5): @lydiahallie I don’t really know what kind of mod to make
- @garciarsdiego (5): @lydiahallie Yep! And it helps a lot! https://t.co/LlirNriJQh
- @John_lussier_ (5): @lydiahallie Paying $200 a month and unable to use Claude cause my workspace is full of defensive cyber security work. I am part of the CVP. So frustrated.
Gergely Orosz 分析 2010 年代创业公司采用 Go、React 等新兴技术并写博客的真实动机之一是更容易招募到优秀开发者
Unironically one reason startups in the 2010s would start using "hip" technologies + blog about them (eg Clijure, Go, React etc when these were 'new' and still rare) was to hire much easier, especial…
受众观点：① GergelyOrosz 补充说这非刻意策略而是自然演化，固守旧技术的公司则在悄悄失血 ② proxy_vector 指出博客文章本身是过滤器 ③ neebz 分享了 2014 年举办公开研讨会来物色挖角人才的真实案例
展开评论
- @GergelyOrosz (24): It was not that deliberate, but more devs working there were like "oh that's a cool technology" --> "oh we're a startup we should be able to use it" and management saw that hiring got a whole lot easier just like that and places that played the "we're responsible adults, Java /…
- @lorenzo_madeit (1): @GergelyOrosz React being open-sourced in 2013 turned a startup's tech stack into a recruiting billboard.
- @proxy_vector (1): @GergelyOrosz The blog post also worked as a filter, because anyone who read it and still applied had already opted into the stack.
- @neebz (1): @GergelyOrosz I remember at my company back in 2014, they forced engineers to do public workshops quarterly to attract talent.. We kept track of who attended it, who asked good questions and then tried to poach them. Kinda creepy but worked really well 😁
- @nate_yiu (0): @GergelyOrosz Clojure is how I got my first job.
Spotlight 新架构让大语言模型无需重新训练即可通过增长记忆持续获取知识，token 生成计算量恒定
LLMs don’t need retraining to become more capable. Our new architecture, Spotlight, gives AI models growing memory, allowing them to gain knowledge and capabilities without changing their weights. To…
受众观点：对记忆架构可扩展性持质疑的 ML 工程师；对认知与记忆分离设计感兴趣的研究者；对新架构持怀疑的资深从业者
展开评论
- @ChristosTzamos (8): Current architectures cap how much information a model can carry forward. Spotlight offers a path to models that keep improving without restarting or compacting their history. To show what this makes possible, we built Python and its growing package ecosystem inside our model. h…
- @AMurthyulas (2): @ChristosTzamos @karpathy podcast idea , cognitive core + memory seperation.
- @EmergenceGaming (1): @ChristosTzamos Very cool. Wish you success with this.
- @nos_ult (1): @ChristosTzamos Interesting. Tho feels like a nightmare to scale this ? Maybe im wrong
- @compthinker (0): @ChristosTzamos This has been tried 100 times. Not saying it wont work just I read it too many times to be excited. Hope it works.
知名 TypeScript 教育者倒计时宣布直播或播客即将开始的预告推文
In 23 minutes!
受众观点：① 错过了直播想看录播（@dttsnow, 0likes） ② 播客很受启发期待第二部（@Itsleeens, 0likes） ③ 同样错过了求录制版本（@sgates, 0likes）
展开评论
- @dttsnow (0): @mattpocockuk Damn I missed it, are you going to publish it afterwards on your channel?
- @Itsleeens (0): @mattpocockuk What an inspiring and thought-provoking podcast! Can't wait for part 2! 🥔 ❤ Thank you!
- @OmarAltali (0): @mattpocockuk https://t.co/7WUG6ikc0v
- @sgates (0): @mattpocockuk Will this be uploaded?! Missed the live stream :(
- @heyraven_io (0): @mattpocockuk i'm already flapping and nobody told me what happens
Hugging Face 发布的多框架强化学习（multi-harness RL）完整指南，被誉为必读资料
Holy moly...Hugging Face just dropped the ultimate guide to multi-harness RL. MUST READ. https://t.co/d03NbSsooy
受众观点：① 链接在哪（@adithya_s_k, 8likes） ② RL 是否意味着 AI 正在向在真实世界中验证有效性演进（@AkiNothing99, 1likes） ③ 今晚的阅读材料就是它（@shezmalik, 0likes）
展开评论
- @adithya_s_k (8): @Saboo_Shubham_ Here is the link : https://t.co/DW2zrNcTqX
- @Saboo_Shubham_ (1): Link:
- @AkiNothing99 (1): @Saboo_Shubham_ We started with AI: Artificial Intelligence. Now SI: Supreme Intelligence. Next may be EI: Empirical Intelligence. Not just knowing what humans know, but learning what actually works, fails, and produces outcomes in the real world.
- @astralab (0): @Saboo_Shubham_ @grok what is the link to this harness?
- @shezmalik (0): @Saboo_Shubham_ that's tonight's reading sorted
分享一篇 AI 推理芯片市场（疑似 Micron $MU 内存相关）深度分析，标题暗示逆势或短期视角判断
Long live the short king https://t.co/aalRjAXZKQ
受众观点：关注 AI 芯片市场投资的分析师；好奇文章内容的 AI 研究者；关注文章制作工作量的内容创作者
展开评论
- @PriyalP38973191 (1): @dylan522p @grok summarized the article and tell me which stocks to buy for 3x roi ?
- @mzuhair123 (1): @dylan522p What a fking title.
- @dylan2045ad (1): @dylan522p Things move fast now, hopefully without too much getting broken.. in transition
- @thejungleroomhq (0): @dylan522p Halving RAM to get volume is the shortage seen from the buyer's side. Analysts raised $MU's next-year estimate 16% in 90 days, 11% in the last 30. Yet it sits at 5x forward on 15x trailing, so the price isn't assuming that pricing holds. Design-outs like this are why.
- @ChainZenit (0): @dylan522p how long did this take you?
科技从业者评论 AI 社交伴侣公司策略，建议聚焦客服和招聘筛查等无争议场景，认为 AI 虚拟伴侣（gfbots）终将到来但没人愿意率先做
if this company wants to make a lot of money and be well-respected they’ll go after premium customer support and hiring screens and basically nothing else, with clear on-screen disclosure the gfbots…
受众观点：已在做 AI 社交产品的开发者；关注 AI 伦理和产品策略的从业者；正在选择产品定位的 indie dev
展开评论
- @bijanbowen (16): @willcb "nobody wants to be the one to build them" - me in 2023 https://t.co/fT2SxaYEXX
- @willcb (11): “just don’t build it” doesn’t work but look at how fast ai meeting notes have gotten normalized. 5 years ago we would have called granola spyware. but society is now more ready for a world where everything is recorded and analyzed, because the tech started somewhere boring
- @_ueaj (10): @willcb https://t.co/WaidEHYo1P
- @hassaanraza (6): @willcb We heavily believe in disclosure and ensuring this is used in positive forms. This is also why Griffin will not be released till we finish safety work. The use cases we're building this for is AI tutors, healthcare workers, assistants etc.
- @moalsufi (4): @willcb did u try their app ? i used it before its called Pals. the concerning thing is they went after making them your friends, thats one step closer to what we fear
Chatbot Arena 发布图像生成模型后训练奖励设计研究，人类偏好打分不足以确保 prompt 遵循，容易奖励「看起来好」而非「按指令来」
How to design rewards for post-training frontier image models? Our research suggests human preference reward is necessary, but insufficient: A preference model may still reward outputs that look appe…
受众观点：关注 ideogram 等图像模型排行榜表现的开发者；探索直接人类反馈替代奖励模型的研究者；对奖励设计复杂性感到疲劳的从业者
展开评论
- @arena (5): Read more about how to post-train frontier text-to-image models on our blog. You’ll learn how the rubric rewards are built, the full offline eval setup, and visual before/after comparisons showing the reward-hacking failure modes we caught: https://t.co/n9xaKDXsem
- @Avery_Coree (2): @arena ideogram 4 passing every open model, nice one
- @Faymhamdi (1): @arena Or you can also just skip the reward model, and just directly use human feedback as your reward ;), we did this with some image lab and the results were great (talking top 5 in your leaderboard) https://t.co/f1iSldVbw0
- @heyraven_io (0): @arena i make one picture and now even my hallucinations need a checklist
- @galaxper (0): @arena Preference alone isn’t enough. The real breakthrough is teaching models to follow the prompt without gaming the reward.
OpenAI新模型GPT-6 Astra Lite被社区怀疑与GPT-6.1-Sol或Astra Minor是同一模型，只是换标签涨价，引发对OpenAI命名体系混乱的讨论
GPT-6 Astra Lite I suspect this is the same model as GPT-6.1-Sol or Astra Minor https://t.co/Qc9bNb8SHt
受众观点：①换标签涨价本质同一模型（@rayvahey）②OpenAI命名体系在Opus 5.5后全面崩溃（@Greg_TheBuilder）③用户找不到新模型入口（@Curline1222）
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- @rayvahey (2): @scaling01 same model, new label, bigger price tier
- @Viswana34226652 (2): @scaling01 @notjazii @TokenGremlin @HarshithLucky3
- @Curline1222 (0): @scaling01 where is it
- @notjazii (0): @scaling01 wadahelly
- @Greg_TheBuilder (0): What is OpenAI even doing anymore? They had finally solved their issues with naming models and as soon as Opus 5.5 came out they literally fell apart Astra, Sol, Terra, Luna Just like Fable, Opus, Sonnet, Haiku And all the version changes in a short span… and all the product sur…
Chatbot Arena周报：GPT-6.1 Sol和Claude Sonnet 5.5本周同时进入多项排行榜重塑Pareto前沿，开发者主流倾向是性价比更高的Sonnet
This Week in the Arena: Four releases reshaped the Pareto frontier across Text, Code, and Agent Arena. - After OpenAI’s DevDay, GPT-6.1 Sol (Max) entered Code Arena: WebDev at #3 and joined the Paret…
受众观点：①性价比优先直接选Sonnet便宜80%（@Avery_Coree）②Pareto frontier有效窗口期越来越短（@dusangran）③用Opus主控加worker agent省credits（@DestinaMedya）
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- @Avery_Coree (3): @arena 80% cheaper for 2 points behind. i'm just defaulting to sonnet and moving on
- @DestinaMedya (2): @arena currently i am making the most progress using the Opus model, while also using the least credits that is. created a agent now that does most tasks i need done for a fraction of the costs https://t.co/KiC5j4wr3t
- @dusangran (1): @arena how long does a model even stay on the pareto frontier these days... a week? two days?
- @heyraven_io (0): @arena i just saw Gemini take #1 and am reconsidering this whole flying thing
- @NoorTech0 (0): @arena https://t.co/92x5ChiDq1 noted four releases reshaped Pareto frontier; GPT-6.1 Sol entered Code Arena WebDev at #3 at $8/MToken.
Claude Sonnet 5.5在Agent Arena排名第三，比Sonnet 5提升8.1个百分点，用户反映作为worker配合Opus使用效果极佳
Exciting news: Claude Sonnet 5.5 (Max) by @AnthropicAI has debuted at #3 in the Agent Arena with +12.5% net improvement! This release is a 8.1 percentage-point increase over Claude Sonnet 5 (High), w…
受众观点：①Sonnet 5.5作为worker配合Opus效果很好（@Laz01L）②Arena在测什么任务（@PulseClear）③与GPT-6.1 Astra横向对比（@Hong60282445）
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- @arena (0): Dive into the Code Arena: WebDev leaderboard at https://t.co/CY0WQfSRRg
- @PulseClear (0): @arena @AnthropicAI @Grok que mide esto exactamente
- @Laz01L (0): @arena @AnthropicAI Makes sense. I use Sonnet 5.5 as worker under Opus right now and it’s been sooo good
- @Hong60282445 (0): @arena @AnthropicAI i would guess astra 6.1 is ~ Fable.1 lvl
- @heyraven_io (0): @arena @AnthropicAI i'd enter the arena, but my whole strategy is stealing shiny objects
作者回忆曾在旧金山街头像传教士一样扛着Anthropic的书四处传播，引发AI圈传教文化的集体调侃
I wonder how many followers have already walked by especially when we were carrying the books of anthropic through the streets of SF like missionaries
受众观点：①认出了这个传教者（@iruletheworldmo）②Claude即上帝的宗教隐喻（@FredipusRex）③书的重量感（@hakimieiqbal）
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- @iruletheworldmo (2): @scaling01 we know who you are
- @FredipusRex (1): @scaling01 Have you accepted the Lord our Claude?
- @hakimieiqbal (0): @scaling01 did the books feel like a flex or more like a burden?
- @River008647 (0): @scaling01 Excuse me, sir. Have you heard of our Lord and Savior, Claude Code? He's right sometimes.
法院支持EFF裁定犹他州强制平台屏蔽VPN流量的内容审查法律属于技术上不可能完成的任务
Court agrees with EFF: Utah's VPN law demands a technical impossibility
受众观点：①VPN出口节点是否真的能被可靠识别（@SoftTalker）②互联网绕过审查这个论断在伊朗中国面前还成立吗（@usernomdeguerre）③立法者从来不在乎技术是否可能实现（@nikanj）
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- @JSR_FDED (0): The church of LDS is no stranger to technical impossibilities
- @SoftTalker (0): > platforms are left with an impossible choice: completely block all VPN traffic nationwide or withdraw access from Utah entirely Is it even possible to reliably know that a connection is from a VPN? Anyone can proxy through a random hosting provider.
- @usernomdeguerre (0): >As we’ve said time and time again: the internet will always route around censorship. Is this still true, or has it become a truism? It seems nations like Iran and China (and events like Kashmir come to mind) have progressed the state-of-the-art and playbook to where we can't ac…
- @irenaeus (0): Not sure what the impossibility is. VPN's have a set of exit relays. If traffic is coming from one of those exit relays, it's coming from a VPN, so adult websites can be required to block traffic from those exit relays. What am I missing?
- @nikanj (0): Since when do lawmakers cared about technical impossibilities?
ChatGPT 新推出 Sites 功能，可直接生成网站并在线托管，无需用户自行部署
Sites in ChatGPT
受众观点：①AI 公司不断往 app 层扩张，是否在把开发者客户逼走（@digitaltrees）②和 Claude、Replit 相比 ChatGPT Sites 实际体验如何（@fillskills）③这填补了 AI 无法直接给用户一个可用 URL 的缺口（@londons_explore）
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- @digitaltrees (0): Could you just be an API to serve intelligence instead of moving into the app layer and putting your clients out of business. How much wealth and power do you need to accumulate seriously?
- @freedmans (0): Is this better than Claude? Probably not, right? I haven't used ChatGPT in over a month. I bounce between Grok, Gemini & Claude. Is ChatGPT even worth it. Grok can do things the other two can't, like read and fetch websites sometimes where Claude and Gemini cannot. Gemini is jus…
- @londons_explore (0): This seems to close a gap that both Claude and chatgpt had. If you ask something like "please make a little website for me and my friends to plan our shopping lists on", I would expect the result to be: "Here you go: https://shopping-lister.chatgpt.com/" Unfortunately right now…
- @nsmith22 (0): If you want a solution that works with any model/harness, try ht-ml.app!
- @fillskills (0): Been using it for a while. Very good experience so far. Maybe even better than claude or replit
1973年Paul Halmos撰写的约翰·冯·诺依曼传奇生涯回顾，记录这位跨越数学、物理、计算机、博弈论多领域的二十世纪天才
The Legend of von Neumann (1973) [pdf]
受众观点：①推荐《The Man from the Future》作为深入传记（@SimplyUnknown）②匈牙利火星人天才科学家移民群体（@chasd00）③冯·诺依曼影响力甚至超过爱因斯坦（@srejk）
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- @SimplyUnknown (0): For a longer read, I can highly recommend the book "The Man from the Future" by Ananyo Bhattacharya. It's quite an easy read and extensively discusses the life and discoveries by John von Neumann in chronological order.
- @chasd00 (0): Not sure what just happened but like 10 comments just vanished. Anyway, here's a wiki link to "The Martians" which was a group of Hungarian scientists and Von Neuman was a member. https://en.wikipedia.org/wiki/The_Martians_(scientists) "The Martians" (Hungarian: "A marslakók") w…
- @Betelbuddy (0): Hungarian high school science fair projects...
- @sourdecor (0): My favorite dude. Imagine one of the world's smartest people almost continually killing himself because he can't stop reading while driving.
- @srejk (0): When you look at it holistically, von Neumann was more influential in science and mathematics in the 20th century than either Einstein or Planck. He wasn't as obvious a symbol of the scientific revolution, but his contributions to SO MANY THINGS at a fundamental level makes him…
Supabase宣布收购基于libSQL的边缘分布式SQLite服务商Turso，意图整合边缘数据库能力进入其开发者平台
Supabase is acquiring Turso
受众观点：①现有Turso用户不想要这次收购（@kilroy123）②收购让Turso更可信以后会优先选（@vmg12）③希望现有功能和性能不受影响（@theflyingelvis）
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- @jackwsmth (0): Always been a fan of Supabase, but didn't expect this. Curious to see what comes of it!
- @theflyingelvis (0): I use Turso for a small project. Seems to work well. Hope this doesn’t change
- @vmg12 (0): This is great, I was a little worried that the turso project's future was tied to the success of turso the company and it has impacted a few of my technical choices and has resulted in me choosing sqlite over turso a few times. I'll likely be choosing turso going forward for pro…
- @kilroy123 (0): UGH as a turso customer, I do not want this.
- @buckleyourshoe (0): We use Turso for async in Rust projects. It's performance has been very good. Looking forward to what comes from this
Black Forest Labs发布FLUX 3新一代图像生成模型并承诺开源权重，聚焦可控性和API级别的声明式参数调节
FLUX 3 Image
受众观点：①对开源权重发布感到兴奋（@Grimblewald）②期待比Gemini更好的可操控性和API声明式控制（@reilly3000）③UX设计和可操控性出色（@arnaudsm）
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- @Grimblewald (0): looks cool, eternally greatful these models are marked for open weight releases. Pretty excited
- @reilly3000 (0): That sort of steering ability that has been possible with the latest Gemini releases has been nice to work with over previous generations. It’s great to see this improve on the platform with declarative controls built into the API and coming soon as an open model.
- @arnaudsm (0): The UX looks amazing and very steerable, congrats to the team for focusing on the interface. Chats can be awful user interfaces.
- @neals (0): It's this a new model or a new ui?
- @htrp (0): https://news.ycombinator.com/item?id=49031796 What's new from the last post? GA?
给 Opus 5.5 搭建模拟画布环境，让 AI 以代码逐步控制绘画过程而非直接输出图像
Show HN: Giving Opus 5.5 a simulated paint canvas
受众观点：①Opus 5.5 被认为只能生成文本，这如何实现绘画（@BobbyTables2）②和"用代码训练 AI 画画"研究异曲同工，探索 AI 参与创作过程而非直接输出（@albert_e）③底层靠什么能力支撑，是否有隐藏的图像生成模型（@mhw11）
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- @BobbyTables2 (0): I’m a bit behind the times… How does Opus actually paint? Thought it only generated text…
- @albert_e (0): This is in the same space as this creative exploration posted a few months ago - --- Training AI to Paint with Code, March 2026 https://surya.website/rling-qwen-to-paint-with-code HN Discussion: https://news.ycombinator.com/item?id=49411800 Thesis presentation: https://vimeo.com…
- @londons_explore (0): Now combine this with a robot able to move a paint brush and mix on a palette, and you could make some pretty awesome real-paint artwork
- @mhw11 (0): What capability makes this possible? It’s incredible! Does it have an image-generation model?
- @davidcollantes (0): I love the canvases, and truly would like to have a bit more inside on the process this specific author used to reach the results shown. I have read Surya's "Training AI to Paint with Code" but, what's Alice's technique?
开发者实测GPT-6系列模型写代码质量极差，实际工作已切换到deepseek/GLM/Gemini Flash，甚至计划取消ChatGPT订阅
Unironically I prefer the code from deepseek/glm/gemini flash models to Astra. The new GPT 6 models write horrifyingly bad code despite how capable they are. I hope OpenAI fixes this, I already switc…
受众观点：①停止用capability评估模型开始用性格（@cometkim）②deepseek v4.1 flash能产出接近merge-ready代码（@WahyuCodes）③deepseek对话体验更顺（@graphtraversal）
展开评论
- @cometkim (5): @zebassembly At some point, I stopped evaluating models based on their capabilities and began focusing on their personalities.
- @WahyuCodes (2): @zebassembly me too, deepseek v4.1 flash surprisingly produces very close to merge ready code, which is counter to the benchmarks i am seeing. Haven't tried glm though.
- @graphtraversal (2): @zebassembly something about the deepseek models has always made them less frustrating to talk to
- @eddyvustg (0): @zebassembly Are you seeing it overcomplicate things with unnecessary abstractions, or is it actually writing broken syntax?
- @tinprofile (0): @zebassembly did you keep the codex harness and just swap the model, or move off it too?
关于 Google 旗下 Argon 模型因能力过强而对普通用户设限的热议讨论
Argon too dangerous for normal users??
受众观点：① 厌倦了有新模型但不被信任使用的套路（@Art_If_Ficial, 6likes） ② "太危险"反而成了最好的无意间营销（@ZindanTech, 1likes） ③ 政府监管现在比模型本身更危险（@Ripuhiring, 1likes）
展开评论
- @Art_If_Ficial (6): @ai_for_success Bro I absolutely loathe the "We got a new one but you can't be trusted with it" game Just go another x months and don't say anything till we can actually have it.
- @bindal_akshat (1): @ai_for_success Are you talking abt the gas or Gemini 🤧😂
- @Ripuhiring (1): @ai_for_success I think now government is more dangerous than any model, as they need to surrender and wait for approval 🤣🤣
- @ZindanTech (1): @ai_for_success If Argon is really “too dangerous for normal users,” that might be the best marketing line Google never intended to have haha. Now everyone wants to try it.
- @quantamfuture (0): @ai_for_success I dont hear xai google or claude going off rail and they shutting down their models @grok any connecton and when that Indian guy who worked at oai committed suicide what was his job research etc.
AI 个人助手应用的创始人感谢用户深度评测，评论区集中反映了当前产品的核心痛点
Thanks for the detailed review!
受众观点：① AI 助手无法自主更新头像（@CommonSenseMars, 0likes） ② 需要完整访问分享的 ChatGPT 对话历史（@LortzRegan, 0likes） ③ iOS 切换应用后状态不恢复（@manabiSRS, 0likes）
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- @CommonSenseMars (0): @embirico Why can’t dot update its own picture? https://t.co/BObRY9NnRo
- @LortzRegan (0): @embirico Could Dots get reliable access to the full ChatGPT conversations we choose to share with them? Mine can find a chat, but sometimes only gets summaries or excerpts, even when I ask him to read it. Having to copy everything over breaks continuity 😕 Is fuller access plann…
- @manabiSRS (0): @embirico Please add state restoration to iOS app On iOS when you swipe away to another app for even a moment it can unload the last one. It's endlessly frustrating to be kicked back to the default screen instead of the specific place and position I was looking at less than a mi…
- @coryparrry (0): @embirico How long until the UK? 👀 I want to benefit from that month of unlimited usage 😭
- @emillyhumphress (0): @embirico Wish dot could work on cloud tasks.
Cloudflare前员工推荐公司发布的客户资源可观测性博客，称其为所有Cloudflare用户必读
This has been the goal of my former team, how can we give customers the best possible view of what’s happening to their stuff on Cloudflare. If you are a Cloudflare customer I’d argue this blog is re…
受众观点：①CF内部人员梗（@CherryJimbo）②agent能否通过CF CLI/API访问observability数据（@mredu000）
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- @CherryJimbo (2): @zebassembly at least @WalshyDev remembered to not include a "james sucks" span in the screenshots this time https://t.co/tkXHNPMLjW
- @mredu000 (0): @zebassembly And can my agent access cf observability via cf cli or api?
关于 AI agent 直连 LinkedIn 账号会导致封号的风险警告，以及用 Apify 代理层隔离的替代方案建议
please do not give your agent browser access to your linkedin account it's the fastest way to get it banned use a scraper on apify that handles the proxies and requests for you your account never tou…
受众观点：① 用鼠标键盘模拟替代 CDP 并加随机延迟可降低被检测风险（@__jaypio__, 2likes） ② 这种短行格式是故意的还是 AI 生成痕迹（@Britton_Gallien, 1likes） ③ 作者借话题推广了自家 agent 营销工具（@codyschneider, 1likes）
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- @__jaypio__ (2): @codyschneider or use visual guide and mouse/keyboard automation input, no direct CDP (easy to detected and get banned) also add random timeout and other actions between real actions 😆
- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @Britton_Gallien (1): @codyschneider Question Why do all your posts, or most… Look like this? Have you noticed better impressions? Or just like this format like how AI loves em-dashes?
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
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AI 助手应用创始人分享通过 Slack 消息转发指令让 agent 主动跟进重要事项的三步工作流
Sharing a prompt I use a lot with my dot: 1. See something important in Slack 2. Hit Forward to @.ae-dot 3. Prompt: "Stay on top of this"
受众观点：① Dot 的安全审核机制太严格导致几乎什么任务都被拦截（@ArchSenex, 2likes） ② 希望 @mention 在 Spaces 里正常运作（@adrian870923, 1likes） ③ 不确定 Dot 定位是个人还是企业工具（@mattsaltaccount, 0likes）
展开评论
- @ArchSenex (2): Honestly question. HOW. my dot constantly hits the auto reviewer and is prevented from doing anything b at this point it's literally giving up in most cases because it can't actually accomplish work. It can't use my computer, it can't use its, and it can't send any information a…
- @adrian870923 (1): @embirico cool, please make mentions to Dot work in spaces, its currently not woking
- @mattsaltaccount (0): Is Dots supposed to be a business tool or a personal companion tool? Because the goofy style made me think it was supposed to be my personal assistant. But when you guys keep promoting it for things like slack and booking flights and stuff, I think, "okay, I guess this is just e…
- @mrcosmicpancake (0): @embirico Still tons of friction using dots. Takes me multiple taps to get to it from step 1 of unlocking my phone.
- @RafeAphd (0): @embirico stay on top of this is a great interface if the agent knows what change is actually worth interrupting you for
对 Anthropic Claude Opus 5.5 模型实测效果的高度赞扬，以及内部 Fable 5.5 模型即将登场的爆料
Every task I’ve given Opus 5.5, that model has nailed it. Can’t believe they also have Fable 5.5 internally ready. https://t.co/fdQL3WMp9N
受众观点：① Opus 5.5 已经是神级水平（@Govindaiii, 1likes） ② Fable 5.5 的存在太让人期待了（@JamesMalsawm, 1likes） ③ 配的梗图太好笑了（@PumaWise, 1likes）
展开评论
- @Govindaiii (1): @ai_for_success Opus 5.5 is really god level stuff
- @JamesMalsawm (1): @ai_for_success This will be crazy
- @PumaWise (1): @ai_for_success This meme is so funny 🤣
- @jdanielcook (0): @ai_for_success Law of diminishing returns hits by the End of the Year?
- @_sem_14 (0): @ai_for_success They are waiting for any company to top them and then they will be #1 again
独立开发者分享用某个 SEO 快速索引工具实现新页面 48 小时内被搜索引擎收录并获得点击的实战经验
Indexed and getting clicks in 48 hours using https://t.co/Y5MNNLuWah 🔥
受众观点：① 被说服了准备试试（@tylermayberry, 1likes） ② 有更便宜的替代服务（@builtbyneil, 0likes） ③ 除主页外其他 URL 没有被实际索引（@yooast, 0likes）
展开评论
- @tylermayberry (1): @iannuttall Okay, I'm trying it. You convinced me.
- @builtbyneil (0): @iannuttall You should checkout https://t.co/mItgMLtnTa - it's half the price
- @xdirpro67 (0): @iannuttall Nice, will give it a go on the next launch
- @yooast (0): @iannuttall Would you mind having a look at https://t.co/9TUJsnoIOT. I’m trying your service but so far not a single url indexed besides the homepage
独立开发者 @ErnestoSOFTWARE 以"两年后悔没读这篇文章"的梗格式分享一篇针对 App 创始人的高价值文章
App founders 2 years from now because they didn't read this article https://t.co/hLd8ZRcuBS
受众观点：对 Ernesto 内容权威性认可的粉丝；对梗格式共鸣的 indie dev；对文章内容好奇的创始人
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- @ryantalks1024 (1): @ErnestoSOFTWARE Bro what the fuck is that 😂😂
- @maubaron (1): @ErnestoSOFTWARE banger
- @EndrewBiz (0): @ErnestoSOFTWARE can't skip an article from ernesto
GTM 工程师转型做 SEO，亲身验证没有品牌背书的冷外呼几乎无法持续，长尾内容才是真正护城河
ive finally come full circle as a gtm engineer and now do SEO work 🤣 unfortunately outbound just isn't easy without a brand/rep etc impossible to win long term without doing the hard long tail work t…
受众观点：关注 GTM 和 SEO 工具选型的 indie dev；认同 outbound 依赖品牌的从业者；对 agentic SEO 感兴趣的创业者
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- @harriskennyx (2): @BenyaminHolley check out @coreyhainesco marketing skills also have you looked openseo? on my punchlist but haven't done anything with it yet
- @dingraps (1): @BenyaminHolley Lol bro invented marketing thru first principles
- @b2bmav (1): @BenyaminHolley Write an article about GTM engineering and we can do guest posting on our site to give you a backlink. Should boost your SEO.
- @codyschneider (1): @BenyaminHolley account based marketing to who your outbounding solved
- @troyaitken_ (1): @BenyaminHolley Sneakily one of our biggest channels rn for Buzzlead. Entirely agentic too so just runs on autopilot.
Elon Musk发布与Trump共舞视频并自嘲'黑子会说这是AI生成'，引爆关于AI视频真假难辨的全球讨论
Haters will say this is AI 🕺🕺 https://t.co/vqWVxiYXeD
受众观点：①媒体将定性为虚假信息（@CollinRugg, 36583y）②玩梗'我当时在场是真的'，真实与反讽信号混淆（@netcapgirl, 18647y）③支持者解读为正面形象，立场决定解读（@ksorbs, 8071y）
展开评论
- @CollinRugg (36583): @elonmusk “Elon Just Shared a Fake Video of Him and Trump Dancing: Here is How Musk is Trying to Destroy Democracy on X” Incoming WaPo headline.
- @netcapgirl (18647): @elonmusk this is real i was there when they filmed it
- @Jules31415 (13047): @elonmusk The American Dream Team 🫶🏻🇺🇸 https://t.co/VqpxhcIKGe
- @ksorbs (8071): @elonmusk It’s real, I was there
- @TheRISEofROD (7722): @elonmusk @Ampeaceflag What a time to be alive. https://t.co/0Qq537wOIg
独立游戏Fresco让玩家在3D考古学家和活体古埃及壁画2D角色之间切换，通过双世界解谜推进剧情
This indie dev is making a game where you can literally play as Ancient Egyptian wall art. - Switch between a 3D archaeologist and living 2D art - Survive puzzles that fight back - Progress by master…
受众观点：①有人认为玩法并非首创Mario Odyssey早做过（@Aelphasy, 711y）②@IndieGameJoe护盘强调indie dev靠热爱不靠原创性（@IndieGameJoe, 598y）③联想《埃及王子》壁画动画情怀共鸣（@horror4kids, 581y）
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- @IndieGameJoe (762): "In Fresco, ancient walls come alive. The carvings etched into the temple walls are not just decorations. They come to life, and the player can control them." Wishlist: https://t.co/AzD9hFUED7 And be sure to follow the talented dev here: @KeloniaGames
- @Aelphasy (711): @IndieGameJoe Nice. But let's not people believe its new/never seen before. Both Mario Odyssey and Zelda ALBTW did it years ago
- @IndieGameJoe (598): Seeing a lot of “this was done before.” So what? Games evolve through inspiration. Indie devs are often just trying to take something they love and turn it into something personal - and I think that's great. Let the dev cook. The game looks awesome, and they have my support!
- @horror4kids (581): @IndieGameJoe Reminds me of this scene from The Prince Of Egypt https://t.co/MCUpbZ7PU0
- @Itsdotdev (397): @IndieGameJoe Nice. Definitely inspired by this game. https://t.co/HSX7wnMZ4B
开发者用JavaScript和CSS实现会爬行的网络爬虫动画角色，外形酷似科幻电影机器蜘蛛，爆红技术圈
Web crawlers /[•]\ #js x #css https://t.co/Gn7GArYUyS
受众观点：①评论区自发创作同款角色形成UGC效应（@Error_HTTP_404, 1001y）②认为像极了电影里计算机病毒视觉化形象（@FaxonMedia, 466y）③联想黑客帝国机器爬虫经典科幻文化连接（@AtomicZKY, 190y）
展开评论
- @Error_HTTP_404 (1001): @rybinfx This cutie needs friends. https://t.co/Tx0zWvAKPV
- @FaxonMedia (466): @rybinfx The kind of computer virus you see in movies.
- @AtomicZKY (190): @rybinfx Does anyone recall this crawler from the movie Matrix? https://t.co/AX8b7LBhKB
- @yeabu369 (185): @rybinfx inspired by that hah https://t.co/7VNGVrIPSi
- @ChShersh (127): @rybinfx Don't hire this mf. I'm scared.
OpenAI正式发布GPT-6 Sol和GPT-6 Luna两款新模型，基于GPT-6 Astra技术提炼，速度更快价格甚至低于DeepSeek
Please welcome GPT-6 Sol and GPT-6 Luna to the GPT-6 universe. GPT-6 Sol and Luna build on the advances behind GPT-6 Astra, bringing much of its strengths into faster and more affordable models to su…
受众观点：①官方强调更高用量限制+更低成本给开发者更多迭代空间（@OpenAI, 4521y）②价格低于DeepSeek被认为是'holy crap'级别的惊喜（@1kartikkabadi1, 721y）③评论区情绪极度亢奋（@BrenBuilds, 969y）
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- @OpenAI (4521): Higher usage limits and lower cost give you more flexibility and room to iterate. https://t.co/AQJ5IlNsB1
- @embw_l0x (1153): @OpenAI https://t.co/TpP4a9WvAw
- @BrenBuilds (969): @OpenAI we have made it! lisan al gAIb https://t.co/BdKfEcYuYA
- @lacker (853): @OpenAI https://t.co/IZz9lTqAkC
- @1kartikkabadi1 (721): @OpenAI it's literally cheaper than deepseek holy crap https://t.co/OHt5O8wNsm
独立游戏Low Budget Repairs让玩家扮演不择手段削减成本的修理工，用最廉价方式完成工作引发哄笑
This indie dev is making a game where you are a handyman just trying to get the job done, cutting costs wherever you can😂 Called Low Budget Repairs https://t.co/ZT59KnxmJE
受众观点：①联想《拖车公园男孩》Ricky装修的喜剧人设觉得高度还原（@nickdiazofnauts, 281y）②用表情包回应氛围轻松（@johnnyfyve, 228y）③想象能否有'直接用油漆盖住墙上蟑螂'选项（@Lacy423, 109y）
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- @nickdiazofnauts (281): @JakeSucky They literally made a game where you play Ricky from Trailer Park Boys doing renovations 🔨 🤣 https://t.co/7PjOAsDP2K
- @johnnyfyve (228): @JakeSucky 🤣 https://t.co/BYT9zvOlDy
- @Lacy423 (109): @JakeSucky I’ll play it if they have an option to just paint over the cockroach on the wall.
- @AndrewTradesNQ (89): @JakeSucky POV my neighbour at 6AM on a Saturday morning https://t.co/YRpECbybpi
- @FadedMonsuta (65): @JakeSucky I’m not gonna lie, this appears to be peak comedy https://t.co/ayPKUsg8ty
日本网友误将首相官邸发布的高市早苗官方视频认为是AI生成，因行为举止过于奇异引发广泛共鸣和政治调侃
これ、AI生成動画だと思ったら、首相官邸がポストした本物だと知って卒倒しそう。 もうさ、奇行をやめるか、総理を辞めてくれないかな… https://t.co/vAyutJePaa
受众观点：①中文用户用中文评论嘲讽举杯姿势猥琐（@jay32360083, 354y）②分不清是'装疯卖傻'还是真实行为，映射AI识别困境（@shnmzhixngrn11, 76y）③说'比AI生成的还离谱但它不是AI'（@XJIMINTOU, 46y）
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- @jay32360083 (354): @peacefulworld99 高市早苗为什么举杯的时候要缩脖子？这个姿势好猥琐啊。这真是一国领袖吗？
- @shnmzhixngrn11 (76): @peacefulworld99 确实挺诡异的，一时分不出她是装疯卖傻还是真就这样😨
- @XJIMINTOU (46): @peacefulworld99 これよりマシです。AI生成じゃありません。 https://t.co/A9wsWidx9j
- @ponchiki428 (43): @peacefulworld99 ほんとに下品すぎて嫌になる まだ貴族制のある国はたくさんあるんだが、そういう国では相手にされないだろうな
- @FUCK_CCTV (40): @peacefulworld99 为什么你们首相总是这么开心？ 有喜事吗?
一款以蠕虫视角扮演居家办公金融打工人的荒诞独立模拟游戏《Worming from Home》，核心玩法是用身体趴在键盘上打工，内置高级 ragdoll 物理系统
This indie dev is making a simulation game where you’re a worm working a finance job from home. - Flop your body across the keyboard to work - Invest in the stock market & earn money - Highly adv…
受众观点：①荒诞概念的娱乐共鸣（@HighFlyTurtles, 332 likes）②作者自评"most weirdest yet hilarious"带出 wishlist（@IndieGameJoe, 200 likes）③网络梗文化联想（@jpoliveras, 115 likes）
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- @HighFlyTurtles (332): @IndieGameJoe No
- @IndieGameJoe (200): i'm sorry but this might be one of the most weirdest yet most hilarious indie games i've ever seen, and i just want to play it 😅- you can wishlist here: https://t.co/a1ZPXNKBkM
- @jpoliveras (115): @IndieGameJoe So now the men will be asking women if they will love them if they were a worm
- @IndieGameJoe (30): as always, if you'd like to discover more cool indie games/projects, feel free to follow me @IndieGameJoe (and if you want, turn notifications on :)
- @LorTheDestroyer (22): @IndieGameJoe I already did, it's loads of fun! https://t.co/eS5ya2CQGw
一条关于用 OpenClaw 进行 vibe coding 的病毒式推文，展示了普通开发者用 AI 辅助编程工具快速出活的认知颠覆时刻，积累近 400 万次曝光
Just a little OpenClaw :P https://t.co/JlzHffO3fC
受众观点：①对 AI 编程认知的幽默共鸣"报错问为什么，成功也问为什么"（@biji_ai, 56 likes）②对可持续性的质疑（@Kunal_Nihalani, 30 likes）③具体省时案例：自己 2-3 周 AI 3 小时（@bukowssiki, 8 likes）
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- @biji_ai (56): @kmcnam1 When it errors: “Why is this error?” When it works: “Wtf… why does it work?”
- @Kunal_Nihalani (30): @kmcnam1 Meanwhile the senior engineer watching me vibe-code: 'That's not sustainable' Me: train keeps choo-choo'ing perfectly '…carry on
- @bukowssiki (8): @kmcnam1 If I were to code it myself, it would take 2–3 weeks. ChatGPT did it in three hours. My colleagues have been using the program for more than six months and it still works perfectly.
- @clintgc (7): @kmcnam1 Yeah but it works 🤣
- @Pritesh (6): @kmcnam1 "Just a little" — meanwhile 3M people watched this. OpenClaw is going mainstream and moments like this are proof. The vibe coding era is here and OpenClaw is at the center of it.
一套用 OpenClaw agent 自动筛选高价值无游泳池房主、AI 渲染泳池效果图后邮寄实体明信片的全自动 B2B 销售 lead gen 系统，但 demo 真实性受到强烈质疑
someone built an OpenClaw agent that SELLS pool installations on autopilot. finds $500k–$1.2M homes without pools renders a pool in their backyard and mails a before/after postcard. https://t.co/bE0X…
受众观点：①对 demo 真实性的强烈质疑：tool calls 速度不对、失败率>30%（@mathiasjonss, 405 likes）②担忧 AI 营销泛滥（@VladGersh, 331 likes）③对个性化实体明信片转化率的认可（@dhiran_dev, 123 likes）
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- @mathiasjonss (405): @shiri_shh So we're just reposting blatantly fake AI lead-gen vids to a guy selling courses on how to vibe code? Come on... Tool calls like that don't complete at 1 sec at perfect intervals and the failure rate of most of those steps is likely >30%.
- @VladGersh (331): @shiri_shh cool until every pool company runs this and homeowners start getting 47 AI-generated postcards a week showing different pools in their yard
- @shiri_shh (246): holy shit... this is now in TRENDING 😭 https://t.co/tANZ3cQEDV
- @Alexxcastlee (169): @shiri_shh you just need to side-launch a pool building company
- @dhiran_dev (123): @shiri_shh this is actually genius... imagine getting a postcard with YOUR house + dream pool. how could u not call?? https://t.co/H1fw4xGHba
使用 seedance 2.5 视频生成模型在 Flovaai Agent 平台内创作的健身主题 AI 视频，展示 AI agent 调度视频生成工具的实际效果
A Day in a life of Gym Enthusiast. Made with seedance 2.5 within @Flovaai Agent. Skill used: https://t.co/hBSBqN6zpE For Bonus: Code: FEW97D35 / https://t.co/6Q2i17g4dY #flovaCPP https://t.co/vANgHWF…
受众观点：①对健身视觉的正向反应（@nadiaai530, 0 score）②相似肯定评论（@ZorviaLux, 0 score）③对视觉效果的感知（@ElsaSofia__AI, 0 score）
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- @nadiaai530 (0): @QAiStudio @Flovaai The gym routine looks seriously motivating
- @ZorviaLux (0): @QAiStudio @Flovaai Gym life looks seriously motivating.
- @oliviajasper_ (0): @QAiStudio @Flovaai Perfect gym girlie
- @ElsaSofia__AI (0): @QAiStudio @Flovaai This makes the fitness routine look cinematic.
- @saniaspeaks_ (0): @QAiStudio @Flovaai That's a cool work tensor
独立游戏开发者 Cakez 坚持 4 年无收入独立开发像素塔防游戏《Tangy TD》，Steam 上线首周卖出 2.8 万份净赚近 20 万美元、当场崩溃落泪的真实逆袭故事
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：①对伴侣支持的强烈共鸣（@HZyrn, 247 likes）②中外伴侣支持态度对比讨论（@xuanxiaofang, 154 likes）③对坚持本身的钦佩（@kevinma_dev_zh, 65 likes）
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- @HZyrn (247): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (154): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (65): @iamtonyzhu 这老哥太不容易了，真能坚持
- @tonychuhai (42): 帖子来源：
用 opus 5.5 驱动的 claude agent 通过 fig 接入 runway MCP，完全自主制作 Netflix 纪录片风格 AI 短片的实验案例，prompt 仅两段自然语言
i'm still not sure people are fully getting how good opus 5.5 i gave my claude agent fig access to the runway MCP and told it to make a 'high-end netflix style documentary about superintelligence for…
受众观点：①作者贴出完整 prompt 的震撼：两段自然语言换来完整视频制作（@gavinpurcell, 234 likes）②对视频台词的幽默反应（@tobymajoby, 75 likes；@felixrieseberg, 51 likes）③简短认可（@Jason, 14 likes）
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- @gavinpurcell (234): here's the actual prompt i gave it & i had to do two small fixes (had a few flash frames and the graphics we positioned wrong) but that's it GOOD LORD "here's what i want you to work on: a five minute explainer of super intelligence but for dummies... like you can choose who and…
- @tobymajoby (75): @gavinpurcell "rather like my first husband" 😂
- @felixrieseberg (51): @gavinpurcell "This was a thought experiment for people who don't get invited to parties" HEY NOW
- @Jason (14): @gavinpurcell That’s insane
- @deepwhitman (10): @gavinpurcell nice - can probably do AI Cunk as well 😆
盘点 10 个解决 AI agent 跨会话记忆断层问题的开源 GitHub 项目，以 Mem0（66K+ stars）为代表，覆盖记忆存储、召回、反思等不同实现思路
AI memory is getting f...cking illegal 10 open-source GitHub projects that stop agents from starting from zero EVERY new session 01 Mem0 ▸ https://t.co/cL4P7Yvdjd → 66K+ stars 02 Hindsight ▸ https://…
受众观点：①对 agent 记忆实用价值的确认：跨 session 保留上下文让 agent 不再烦人（@gippp69, 3 likes）②补充遗漏项目 Honcho（@vornamemitd, 3 likes）③终端界面视觉评论（@ridark_eth, 3 likes）
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- @ridark_eth (3): @Lummox_eth Clean lines and clear structure in this terminal
- @vornamemitd (3): @Lummox_eth Honcho needs to go on that list imho.
- @gippp69 (3): @Lummox_eth saving user context between sessions always made my ai agents way less annoying to work with
- @PolyDekos (2): @Lummox_eth I'll keep this selection for myself.
- @beamnxw (2): @Lummox_eth this is what I was looking for
AI生态系统100多个工具的分层地图，揭示ChatGPT之下真实运转的现代AI技术栈
𝗠𝗼𝘀𝘁 𝗽𝗲𝗼𝗽𝗹𝗲 𝘁𝗵𝗶𝗻𝗸 𝗔𝗜 = 𝗖𝗵𝗮𝘁𝗚𝗣𝗧. Not even close. ChatGPT is what you see. The real AI revolution is the massive ecosystem being built underneath it. This AI Stack Map captures 100+ tools powering mode…
受众观点：①工具太多根本跟不上，需要AI来管理AI（@theantigynocen1）②对地图分类准确性有质疑，比如HuggingFace是否算LLM（@hysenchu）③地图有遗漏，比如Grok缺失（@Bart_Christner）
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- @theantigynocen1 (2): @triptitips I am struggling to keep up with it. I need AI to manage AI for me. 😅
- @hysenchu (2): @triptitips What? HF is an LLM? Does HF even know that? @huggingface
- @Bart_Christner (2): @triptitips no grok?
- @BachelotBernard (1): @triptitips where are @grok and @bot ??
- @aiautobusiness (1): @triptitips Yes
Notion创始人Ivan Zhao关于AI时代人文价值的文章引发独立开发者对工具选择与认知升级的深层共鸣
作为一名理工男，看到 Notion 创始人 Ivan Zhao 的这篇文章和视频，感触确实挺深的。Notion 和Obsidian是唯一两个我用来做学习记录的工具，用Notion你绝对会感受到开发者那种人文感。 如果你最近也因为 AI https://t.co/ZzDGf8Nhba
受众观点：①Notion和Obsidian互补使用各有分工（@rionaifantasy）②AI时代判断力和认知才是真正价值而非勤奋（@777777_Tony）③担忧AI发展最终抛弃人类（@NanHu795911）
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- @rionaifantasy (6): @druncle 这俩可以互补，notion用来定任务看进度，随时记录灵感，Obsidian用来构建知识体系
- @777777_Tony (5): @druncle 旧世界的努力正在贬值， 新世界的判断开始定价。 真正决定结果的，从来不是勤奋， 而是你押对了哪一轮的结构变化。 #蒸汽，钢铁与无限大脑
- @NanHu795911 (5): @druncle 没用。ai发展到最后会放弃人类，如果人类在这个发展过程中没有视ai为敌，存活下来的话。
- @shisan58613306 (3): @druncle 同感Notion的设计真有温度，用它记录学习超顺手
- @happycat668899 (3): @druncle 认知，审美，品味，创造力，导致大众加剧分化的重要因素 互关🤜🤛
通过MCP协议让Claude Code等AI代理直接控制iOS和Android设备的开源移动端自动化服务器
Servidor MCP te permite desarrollar y automatizar dispositivos móviles desde tu IA. ✓ Compatible con emuladores de iOS y Android ✓ También con dispositivos reales (free tier) Para Claude Code, Codex,…
受众观点：①AI能自己开App点屏幕彻底闭合E2E测试循环（@luzferlux）②Agent自测自己写的代码才是真正里程碑（@Mrmocasin）③CI级别实用需要暴露无障碍树而非截图（@IAenBruto）
展开评论
- @luzferlux (13): @midudev Esto cierra el círculo: si el agente ya escribe el código, que también pueda abrir la app, tocar la pantalla y comprobar que funciona. Probar en dispositivos reales era el gran cuello de botella del desarrollo móvil. ¿Alguien lo ha probado ya con tests E2E?
- @Avery_Coree (4): @midudev claude driving an iphone emulator through mcp, that's a tuesday not a milestone
- @notfromru (3): @midudev Menos tarda usando adb directo... Ah es jipone
- @Mrmocasin (2): @midudev Lo interesante aquí no es controlar el móvil, es que el agente pueda probar su propio trabajo en un dispositivo real antes de decir "ya está". Eso cierra un bucle que hasta ahora dependía de que tú lo verificaras a mano.
- @IAenBruto (2): @midudev Para que esto sirva en CI real y no solo en demos, la clave es que el MCP exponga el árbol de accesibilidad (UIAutomator / XCUITest) en vez de mandarle screenshots full-res al modelo. Te ahorrás 80% de tokens y eliminás la mitad de los falsos positivos por render timeou…
独立开发者用网络交换机闪烁指示灯做成圣诞树的程序员式节日幽默图片
独立开发者们，圣诞节快乐🎄 https://t.co/sMFJr9jYTv
受众观点：①网工专属圣诞树梗（@topsyelio）②万兆网络交换机专业级圣诞树（@hellojixian）③广播风暴导致的灯光才是节日气氛（@leekChen2）
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- @topsyelio (8): @CoderJeffLee 这是网工的圣诞树
- @hellojixian (6): @CoderJeffLee 这是个万兆的圣诞树啊🎄😃
- @leekChen2 (3): @CoderJeffLee @disksing 哈哈，广播风暴亮灯点缀圣诞树
- @jokimina_ (2): @CoderJeffLee 还怪好看的咧
- @lalalazero11 (2): @CoderJeffLee @RicoBeti check this hhhh
用户从二十美元升级到百美元 Claude 计划后分享使用心得，重点介绍通过 handoff.md 和本地 Qwen 并行控制 token 消耗的实战技巧
This is for people who are on the fence, because I was in the same boat. Yesterday I bought the 100$ plan for a test and holy moly, it's amazing how much you get. I used the 20$ plan earlier. I used…
受众观点：①分享 Opus/Sonnet 自动切换省成本方案（@Hot-Pin-8432, 42分）②警告越用越上瘾的升级滑坡（@bobemil, 29分）③希望有中间价位档位（@Telnet_to_the_Mind, 14分）
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- @masri87 (246): Delete this before Dario finds out
- @Elegant_Tech (59): Opus 5.5 came out got a $100 plan. Medium felt unlimited so I started projects on 3 computers at the same time. Realized how fast it drained so upgraded to $200. Burned through weekly and used the free reset. Turns out I would need two 20x plans to go all out. Used over 20B toke…
- @Hot-Pin-8432 (42): They just made it easier to use /model opusplan so I’m running Opus 5.5 for planning and then it auto switch’s subagents to Sonnet 5.5. My usage has dropped tremendously (even though setting the subagent variable before could do this I never tried). I’m still on the $20 plan. I…
- @bobemil (29): I will be that guy now... please slow down if you don't find it very fun in the long run. Do you make the apps for profit or only hobby? I only make apps as a hobby and I would be burned out in a couple of weeks and without having a really nice and original product/idea.
- @Telnet_to_the_Mind (14): I say it everytime, I wish there were a middle tier
Open Machine CEO Allie K. Miller 声称每月花费五万美元使用 Claude，普通用户和企业员工的 AI 预算差距引发大规模嘲讽
r/ClaudeAI Open Machine CEO Allie K. Miller says she takes "Claude walks" while…
受众观点：①企业员工抱怨公司 AI 预算只有 $50/人/月（@InterstellarReddit, 529分）②调侃自己只有 $20 Cursor 订阅（@Sponge8389, 112分）③对高额 AI 消费可持续性持讽刺态度（@fattybunter, 139分）
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- @InterstellarReddit (529): Our company wants us to do this but with a $50 budget per person per month
- @No-Fisherman6800 (175): WE (ME AND YOU) will be going on Claude walks in 2-5 years while opus 20.5 deploys 100 agents on ultracode to send an email
- @fattybunter (139): Sounds sustainable and healthy
- @Sponge8389 (112): Us, 20$ cursor subscription. LMAO
- @aligatormilk (108): This woman is a fraud and has gotten to where she is by taking credit for others brilliance. She has no new ideas and is a groomed corporate drone. She sickens me
受过专业建筑师训练的开发者在 Steam Early Access 上发布的建筑设计游戏，把专业 CAD 设计流程变成支持 VR 模式和第一人称漫游的沉浸式 3D 体验
I'm a trained architect, and as a long-term side project, I've been building a game that combines accurate floor planning with real-time 3D design to make architecture much easier to create than with…
受众观点：①视觉效果超出副业预期②希望导入真实平面图重设计自己的家③希望加入物理引擎和工程审批等专业功能
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- @Novel_Plum (101): Holy Jesus, this is one of the coolest games I've ever seen!
- @daisypunk99 (33): Gonna need physics, PE approvals, and the ability to age the house 10/20/50 years to catch settling/foundation issues (great job!)
- @riverQuill14 (14): seriously though, this doesnt even look like a side project anymore
- @HaiHappenUAHA (13): Of course, you have the possibilities to build everything:) You can import images / PDF, scale the plan and draw your walls and everything over it. In the next update it will be possible to just import your floor plan as DWG / DXF / PDF, and the vector graphics will automaticall…
- @tjrileywisc (11): Is it possible to import schematics so I can redesign my current home? Is this able to be used with homes other than single family detached homes?
r/selfhosted 社区 192 条评论大讨论 homelab 用什么工具记录和管理 Wiki 文档，Obsidian 和 Bookstack 最常被提及，也有人主张文档存 GitHub 做版本控制
r/selfhosted What are you guys using for your homelab wiki/docs?
受众观点：①没有文档习惯文档跟着自己进棺材 ②Obsidian随手记用时搜索不追求系统化 ③GitHub做文档仓库实现版本控制和CI/CD自动更新
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- @DiscoKeule (75): My documentation dies with me. It is horrible to not have docs but when i started out i didnt even know what to document...🫠
- @ValdemarSt (50): i just write random shit in obsidian and sometimes search it back when needed
- @Turnspit (39): God, that looks gorgeous - I'm using Bookstack as well, but how did you manage to get this layout/view?
- @Yann39 (25): GitHub (i.e. [my homelab doc](https://github.com/Yann39/self-hosted-n100)) , so that: * the doc is outside the homelab itself * it is versioned * it can be shared * it can be updated through CI/CD pipelines so it is always up-to-date I like the philosophy of documentation as cod…
- @OkUnderstanding420 (24): outline wiki really like the overall Ux of it and has pretty much everything that I need.
自称单日通过B2B冷门短信营销赚取7802美元的人发帖炫耀，评论区指出未经同意的商业SMS受美国TCPA法规严格限制，合法性遭质疑
Pretty stoked on this. I do B2B cold SMS marketing, not many of us exist. Ask me anything. My Youtube Channel (more info): https://youtube.com/@mrkylebanks
受众观点：想做美国市场B2B获客的indie dev；关注冷启动outreach合规问题的创业者
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- @Arditwm (96): https://preview.redd.it/0t5a3qt3a0th1.png?width=640&format=png&auto=webp&s=e54530705122f3403daca6ad4e6a36112f99f46f
- @Pain618 (13): Ayooo lezz goo my man
- @OkPositive9373 (13): That’s actually mostly what I do… I quite literally help get clients for predominantly web design & SEO agencies. Think about it, only two types of people need sites G. Either they don’t have a website, or they have an outdated, or underperforming website. You need to speak…
- @Just-Upstairs4397 (8): sending unsolicited commercial text messages (SMS advertising) to consumers without their prior explicit consent is generally illegal in the United States There is an entire ecosystem dedicated to blocking your business model from existing profitably. You are a bullshitter I kno…
- @greentrillion (8): So you taking sales recommendations from a convicted con artist and criminal. Sounds like you are probably scamming people and trying to get more viewers to sell some grift.
用户以 Godot 游戏引擎重建 1990 年经典游戏 Lander 为测试案例，声称 Opus 5.5 从发布日到10月2日出现多项可量化的功能退步
On launch day Opus 5.5 kindly took up residence on my Mac. I ran some tests before trusting it on my big projects, it passed with flying colours. Lander, a game by Elite creator David Braben holds a…
受众观点：①指出 N=1 不足以证明退化（@cocacoladdict, 343分）②嘲讽把随机技术两次输出对比当作 AI 研究（@Deltamelo, 147分）③解释 temperature 和确定性关系（@Deltamelo, 15分）
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- @cocacoladdict (343): N=1 is hardly the evidence
- @Deltamelo (147): It’s crazy how many people think they are AI researchers now for comparing two outputs using stochastic tech
- @Deltamelo (15): Temperature controls how random the token selection is during generation. Lower temperature makes the model more likely to choose the highest probability “next token”, so outputs tend to be more consistent. Higher temperature spreads probability across more alternatives, increas…
- @Significant-Bee5101 (14): No dude you don't get it. He tried it TWICE!
- @Keep-Darwin-Going (14): Yeah they keep thinking a big lab can magically quantize a giant model, sneak an update in without anyone noticing or whistleblower. They cannot even release anything without the whole world rumour mongering for a week before the release.
非开发者用Claude Opus 5.5从零构建出PNN（Pixel News Network）——一个像素画风格、7×24小时不间断播出、由AI实时生成内容的模拟电视台
 about a week ago i had a dumb idea. what if i made a cable news network that was entirely run by ai, drawn in pixel art, and just... never went off the air? i’m not a tv person. i had no idea how…
受众观点：①主持人因争论'热狗算不算三明治'而离场——项目的趣味性让人停不下来（@aditya1604, 170y）②Claude真正降低了非开发者门槛，不是AI slop而是有创意的人借AI实现原本无法实现的想法（@Lord-Xerra, 92y）③内容质量出乎意料地高，比真实节目还好笑（@Remarkable_Rock5845, 91y）
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- @aditya1604 (170): Dude! This is epic Edit: One of the hosts just got up and left because the two other guys called hot dog a sandwich.:D
- @Lord-Xerra (92): This is why Claude is so good for non-developers. Sometimes they have fantastic ideas they just can't get off the ground because they don't have the skill set to code it themselves, and trying to get other people to do it for them loses a part in translation. All these people su…
- @Remarkable_Rock5845 (91): I haven't read your whole description, I just scrolled to the link and have been watching for a couple of minutes. This seems funnier to me than most real shows. If you just gave it a generic prompt like "make a parody morning show with banter" or something, it's actually kind o…
- @Icy_Upstairs_7328 (42): the barrier to entry for creatives used to be technical. now the door is open. it’s game changing really.
- @Icy_Upstairs_7328 (38): a lot more content coming :)
独立开发者用"免费建站+月费托管"模式冷启动接客，完成交付后被客户潜水，定价 $150/月遭 Reddit 社区集体质疑为欺诈行为
I'm trying to grow my web design business, so I've been cold calling/approaching businesses that don't have websites and offering to make one for tree. If they like it and want to use it, ! just char…
受众观点：①$99-$150/月托管费对小企业来说价格荒谬 ②隐性收费逼迫客户接受未说好的月付合同 ③需彻底反思商业模式
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- @N0Religi0n (47): 150 a month for a webiste hosting? Lol. Common... Even 99 is too much.
- @mcharytoniuk (36): He is in the right. What are you even doing; $99/month is absurd for hosting, and he never asked for it. Your practices are crazy, you don't do business like that as a freelancer; you are behaving like a scammer And you are even manipulating him/guilt tripping ("i worked all wee…
- @Vegetable-Capital-54 (28): Calling it free and then asking $150/mo for hosting some simple site seems scummy.
- @TheCeilingAbove (27): $99 for hosting haha. bang it on a $5 vps if its static
- @electricity_is_life (25): The problem is if you're building the whole site for free they know you didn't really spend that much time on it. And most small businesses that don't even have a website probably don't want to pay you $150/month for one. I think you need to reevaluate your business model.
AI时代SaaS护城河大讨论，征集百万美金年收入创始人的真实答案，探讨什么是AI无法复制的真正壁垒
This is the question I keep coming back to. AI has made it dramatically easier to build: * dashboards * CRUD apps * AI assistants * automation tools * internal tools * integrations * reporting platfo…
受众观点：① AI复制的只是你对SaaS的半生不熟理解，不是真正的产品（@WesamMikhail, 95y） ② 护城河从来不是代码本身，而是你对问题空间的深度理解和客户信任（@PrivacyMaker, 91y） ③ 有行业25年经验的医疗SaaS，法规合规和现场服务才是真壁垒（@nbass668, 33y）
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- @WesamMikhail (95): If you can rebuild my saas in a weekend I'll eat a bowl of unsalted hot shit. Just because you can prompt an llm to make something half baked that \_sometimes maybe works\_ without accounting for edge cases does not mean that you can rebuild a saas in a weekend. What you can rep…
- @PrivacyMaker (91): You're not selling code. You never have been. You're selling the solution. If your moat was, "it will cost a lot to clone our service" then you had a stupid moat. Your moat is much more likely to be in the details that show that you deeply understand the problem space and how to…
- @nbass668 (33): We are at $1.8M revenue with ARR $650k a startup 3 year old.. our B2B SaaS can be 100% can be built by AI or devs very easily... our Moat is simply not thr code but the hands on experiance we give on the ground that AI will never ever replicate or any dev unless you are in the i…
- @dooditydoot (23): This happened to me on a whatsapp group where this guy approached me and told me he could do my product in like 10 hours. Told him that just preparing the videos for my sensitive-scopes on Google would take them 30% of the time and at least 10 days for a reviewer. He proceeded t…
- @kjarmie (19): Meat proxy. Seriously, use your own words. I use LLM's but this is ridiculous
开发者讨论2026年WordPress是否仍是Web agency最优技术栈，高赞评论分享了完整的订阅制定价策略和运营工具栈
I’m a former web developer who used mostly React to build my sites but also had some Wordpress experience. Not so much on the customization side of things but mostly in the dashboard. I’m looking to…
受众观点：①WordPress维护成本高转静态HTML成本降低100倍 ②AI驱动的自动攻击让WordPress安全更难守 ③订阅定价锚点让用户自然选月付形成稳定MRR
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- @Citrous_Oyster (62): I run a web agency and target contractors. React is not the right tool. That’s for apps where you need state management. HTML and css are just fine. I don’t like Wordpress and never needed it. You don’t. I have a premade GitHub repo I clone that is a complete website already bui…
- @creaturefeature16 (57): Every right tool for the job. I run a small B2B dev studio and we partner up with very large agencies, and WordPress is still VERY prominent and a high ticket item that is requested, despite whatever noise you might hear about Clade or Astro or Webflow taking it over. It's not p…
- @Phaill (54): I have been running a managed WordPress hosting company for 20 years. 90% of my customers never log in. So last year I started converting all the sites to static HTML. 100x better to host and maintain. I just do service contracts for making changes on the sites that have changin…
- @wreck_of_u (25): I monitor my servers. My last Wordpress-using customer, has been getting more and more probes and attacks everyday, it's now a chore to keep it safe. For example, a v 7.1 update got infiltrated right away an hour after the update, then Wordpress release a patch 7.1.2 like 2 days…
- @bunoso (18): Astro is the way to go for all new sites and changing over old sites. Not saying it fits all needs for all sites, but its my go to for a lot of situations
LiveNerf是一个开源项目，每日自动化测试Opus 5.5模型性能并公开数据，验证AI公司是否悄悄对已发布模型降级，近千GitHub Stars并登上HN首页
A few days ago I posted LiveNerf, an open-source project I made to independently track Opus 5.5’s performance day by day and see whether there’s actually evidence of models getting “nerfed” after rel…
受众观点：①社区强烈需要更多独立基准测试项目（@CatsArePeople2-, 164y）②现有测试精度不足以区分5.5和5，需要更高精度或社区分布式参与（@vrnvorona, 77y）③AI公司应用正确版本号管理，同版本实际能力变差是对用户的不尊重（@christianbro, 32y）
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- @CatsArePeople2- (164): We need more benchmarks like this.
- @vrnvorona (77): The only pet peeve I had is that you mention in readme that it's not accurate enough to detect 5.5 swap to 5 of Opus, all while 5.5 is a LOT better than Opus 5. Meaning that this 5% drop may or may not be relevant. Maybe benchmark needs to be more accurate? Maybe get community h…
- @adjutanto (44): i'm feeling Opus 5.5 is WAY dumber from yesterday. made overlook mistakes, very dumb ones, like sonnet 5 level. also, uses like twice more usage.
- @christianbro (32): It would be good for companies to use proper versioning if they make some changes, not the same product name and version worse and expect we dont notice.
- @TheOnlyVibemaster (32): I agree. I would love to see an ecosystem of independent accountability exist.
用户以 Opus 5.5 不再使用"load-bearing"特定词汇为依据，认为 Anthropic 在发布后悄悄对模型降级，评论区展开关于 AI 公司暗降商业模式的讨论
I haven't seen "load-bearing" since I stopped using Opus 5. EDIT: I meant "nerfed", not "nerded" 🤦
受众观点：①拆解高质发布吸引订阅再悄降控成本的商业逻辑（@TheMythicSorcerer, 191分）②指出各家 AI 公司都有类似行业惯例（@altesc_create, 71分）③提出 Sonnet 5.5 可能才是性价比高点（@RiskyBizz216, 21分）
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- @TheMythicSorcerer (191): Drop good model, get users to use it, get people to buy more subs, nerf the model after everyone subs to save money, PROFIT! Think about the shareholders!
- @altesc_create (71): It's common for these companies to release a new model, up the capability for a week and eat the cost, and then downgrade it when everyone is already using it. I'd imagine that plays a partial role in why all these AI companies like to hold out on releases until the competitors…
- @RiskyBizz216 (21): https://preview.redd.it/kz54f7gm23th1.png?width=889&format=png&auto=webp&s=3801010d1282d954be0a2b0dcd7c4b39e9238f7d Sonnet 5.5 might be peak
- @indythedog5 (21): I literally remember Opus 5.5 responding with "load bearing" on the day of its release, when it was everyone's darling. I still very much liked it and found its output style better than Slopus 5, but I found it funny it still liked that specific phrase.
- @EmphasisTotal8232 (18): It's still the best model around.
长帖反驳 AI 模型被降级的普遍说法，认为感知退化源于用户对 LLM 的期望随使用而不断升高而非模型本身能力下降
For over a year now, I’ve been hearing the same thing. Whether it’s in the OpenAI community or among Claude users, it’s always the same cycle. A new model comes out, and I think we’ve all seen what h…
受众观点：①用三天循环精准总结 Reddit AI 降级讨论模式（@termmonkey, 86分）②提出 NerfBench 作为客观验证工具（@wimblecraft, 19分）③整体怀疑降级帖有竞争对手水军（@FestyGear2017, 15分）
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- @termmonkey (86): Your favorite AI: releases smarter model. Reddit Day 1: wow,this right here is AGI Reddit Day 2: Assign it increasingly deranged tasks until it fails. Reddit Day 3: SEE? NERFED
- @skulleyb (28): This past week I have made more progress with my vfx pipeline than I ever have. Work flows, tools, invites, software dev. It’s insane.
- @wimblecraft (19): The only way to resolve this discussion is through valid benchmarking. Nerf bench does that now. And the pattern we see there is slight degradation after the first few days. We'll know how the pattern holds when they collect long term data.
- @FestyGear2017 (15): Everything has been fine here. Im skeptical of a lot of nerfing posts. Anthropic has always had the superior coding model, which imo invites a lot of astro turfing.
- @space-envy (14): And by "reddit" you mean "this community of unstable individuals".
Anthropic 专项安全模型 Mythos 通过 Project Glasswing 已发现大量真实漏洞，但因采取防御优先策略未造成公开漏洞爆发，普通用户感知远低于预期
Back in April, Anthropic dropped a bombshell PR statement where they claimed their new model "Mythos preview" was too hot to handle because it was best of the best in hunting and exploiting vulnerabi…
受众观点：①Cloudflare 用 Mythos 发现 2000 个漏洞 400 个高危（@asmiggs, 67分）②漏洞未爆发说明防御成功（@jrandom_42, 46分）③Fable 就是带限制的 Mythos（@DeepSpacegazer, 149分）
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- @DeepSpacegazer (149): Fable is Mythos with the cyber security - biology restrictions.
- @asmiggs (67): Microsoft have released more than double the number of security patches in 2026 than previous years, while they don't credit Mythos entirely it's been part of their process since the end of April. Cloudflare credit Mythos with finding 2000 bugs, 400 of which high severity. They…
- @Ska-jayjay (60): a lot of it has been hype. the same paranoia has popped its head out regularly. remeber that time when the playstation was “weapons grade”? from a search: *PlayStation 2, around 2000.* ***Export controls.*** *Japan's trade ministry classed the PS2 as a dual-use item under its fo…
- @XTXinverseXTY (48): >Has there been any worthwhile contribution of project glasswing yes * [https://red.anthropic.com/2026/cvd/](https://red.anthropic.com/2026/cvd/) * [https://cloud.google.com/blog/topics/threat-intelligence/vulnerability-discovery-and-exploitation-trends-in-the-ai-era/](https:…
- @jrandom_42 (46): Have you seen the number of patches dropping for pretty much every enterprise software/networking product over the last few months? It might not all be from Mythos/Glasswing, but we are in the middle of the AI bugpocalypse right now, and honestly, it looks like the defenders are…
webdev社区高分热帖讨论为何大家误以为AI已替代前后端开发，核心是工程审美判断力和craft正在被抛弃
I'm gonna keep it short, Some backend devs think ai has replaced frontend because it can center a div and build a flashy ui Some frontend devs think ai has replaced backend because it can do crud ( w…
受众观点：①AI生成代码质量差但被接受，以前绝无可能通过 ②几十年工程最佳实践一夜被抛弃 ③每个部门都觉得AI可替代别人但不能替代自己
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- @rawr_im_a_nice_bear (175): It's the Gell-Mann Amnesia effect. What really grinds my gears is this level of quality would never have been accepted from us and yet now the very same teams are so proud of the broken, sloppy work.
- @WingZeroCoder (62): So much this. We could have always shoveled more slop faster if that was the one goal and one metric that mattered (and depending on the manager, sometimes it was). But decades of building up best practices and engineering lessons generally led to a certain level of due diligenc…
- @Fredidiah (58): I’m reminded of a post I saw that basically was like: “every department in my organization says it’s fine to use AI for everything except the thing that department does” My guess is that it’s…that. Everyone thinks it’s fine to replace the things they don’t care about.
- @eneiromatos (37): Sadly we are living in the "don't care" age. Not even Uncle Bob cares anymore, after decades of developing good practices and the whole Clean Code book the guy almost gave up. There are companies where the code is not written neither read by humans anymore, they call themselves…
- @PM_ME_UR_0_DAY (34): English was totally fine. Thanks for not "fixing with AI"
有二十年经验的视频导演用 Claude 通过 HTML/GSAP 代码渲染每帧、Python 合成全部音效的方式为 Hovercast Events 制作完整产品发布视频，全程零 After Effects 零传统视频软件
I used to direct music videos professionally, now I run a livestream company and needed a launch video for our new product, Hovercast Events. I pointed Claude at our website and asked for the kind of…
受众观点：①低预算产品视频市场将被替代（@KickingDolls, 48分）②质疑视频质量是否真能替代专业人士（@HHummbleBee, 32分）③AI 与人类创意界限正在模糊（@Dependent-Dish3384, 13分）
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- @Specific_Raccoon_696 (51): More than anything else, what I need is a claude browser extension to filter out the word cooked
- @KickingDolls (48): I think the point is, a lot of companies will happily settle for this rather than paying someone quite a lot more to do it. It’s not the best content in the world, but generally there has been a lot of low level content like that that companies would seek out animators to work o…
- @HHummbleBee (32): *THIS* is good enough to replace you after 20 years of dedication?
- @DinnerMilk (19): That's a load bearing word.
- @Dependent-Dish3384 (13): the line is blurring. Not saying it's a good thing, it's just the "reality" we live in now
大学生在经济拮据时用笔记本 24/7 运行 Nextcloud、Immich 等 9 个自建服务，被父亲误解为安全隐患，引发社区分享各自被家人不理解的经历
Some Backstory: I am a university student and as all university students I don't have a lot of money (To be more precise I don't have any money 😭). So I self host on my primary laptop and phone via P…
受众观点：①建议去被欣赏的地方不值得反复解释 ②家人真正在用自建Jellyfin服务的正向案例 ③质疑只有2台设备时建Immich服务器的必要性
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- @NowCheesers (44): Yeah bro, I’d just stop doing this stuff for them. I was always the biggest nerd, and my parents either cheered from the sidelines or stayed out of my way. When I went to college, they got a congratulations letter from the power company because their usage dropped 65%. Go where…
- @avdept (20): no, my family actually listens music from jellyfin through the player I originally built for them - [https://github.com/avdept/JellyBoxPlayer](https://github.com/avdept/JellyBoxPlayer) my and wife's family also watch tvshows and movies from my jellyfin server(connected via wireg…
- @404invalid-user (11): I can't possibly know your entire situation from this post but if you are actively trying to explain what you're doing and they still fob you off and say it's going to set the house on fire they are not supporting you
- @dswng (10): Honestly, if it's just 2 devices you are using, what's the point of having an immich server to store photos you are browsing with the same laptop anyway? The same goes for other services. Like, there might be an itch to selfhost everything, but I'm too pragmatic for that. If I d…
- @404invalid-user (10): oof your parents suck mine just never cared they complained about the coat of power and that was it as they didn't understand or bother to understand.
r/selfhosted社区本周New Project Megathread，含多个独立开发者开源项目，其中Auth Your Agent实现了MCP协议下AI agent免持密码操控网站
Welcome to the **New Project Megathread!** This weekly thread is the new official home for sharing your new projects (younger than three months) with the community. To keep the subreddit feed from be…
受众观点：①Parenthèse家族树可视化支持GEDCOM导入和无账号协作（@Patchouu, 9y）②Auth Your Agent用沙盒Chromium+手机审批解决agent密码和权限问题（@kjames2001, 3y）③eBike Manager逆向工程未公开API同步Bosch骑行数据（@RemoteSojourner, 2y）
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- @Patchouu (9): **Project Name:** Parenthèse **Repo/Website Link:** [https://github.com/IliesAllali/parenthese](https://github.com/IliesAllali/parenthese) (demo, no account: [https://app.parenthese.io/?lang=en](https://app.parenthese.io/?lang=en)) **Description:** A family tree you move around…
- @kjames2001 (3): **Project Name:** Auth Your Agent **Repo/Website Link:** https://github.com/kjames2001/authyouragent · https://authyouragent.com **Description:** Lets an AI agent use websites without ever holding your passwords. It works with any agent that speaks MCP, such as Hermes, Claude, o…
- @redbull666 (2): Thanks for doing this!
- @RemoteSojourner (2): **Project Name:** eBike Manager **Repo/Website Link:**https://github.com/remotesojourner/eBikeManager **Description:** Bosch only gives API access to your own data in the EU and the UK isn't in the EU anymore so I had no official way to get my rides out of the Flow app and I wan…
- @mforce22 (2): **Project Name:** Cluckwork, self-hosted poultry farm management **Repo:** https://github.com/mforce/cluckwork **Description:** I'm building Cluckwork for egg-producing farms. It records daily egg production by flock, tracks inventory by grade, and follows egg lots through to cu…
独立开发者七个月经历五款失败产品后终于拿到第一笔网络收入的真实里程碑分享
It took me 7 months and 5 products to make my first internet money. I started building solo in February this year, and after a few failed products, I finally managed to get my first sale last week. I…
受众观点：① 第一笔销售是产品可行性的真正验证，后续一切是规模化（@Ok_Music_4862, 2y） ② 应该立刻去问那位付款客户为什么选择付钱（@TheseBed8143, 2y） ③ 值得庆祝，这种里程碑的积极情绪帮你坚持下去（@side-labs, 2y）
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- @side-labs (2): Congrats on the first sale ! 🎉 I hope it's the first of many. It's good to celebrate wins like this, it helps you keep going.
- @Ok_Music_4862 (2): First dollars is the proof of concept. Everything after this is scale and optimization. Congrats 👏
- @terafab-ai (2): Yeah that’s right mate. I hope I can scale from here
- @TheseBed8143 (2): Seven months for a first sale is a long stretch. I'd ask that customer what made them pay, while they still remember it. Their words might be a phrase you can test on the landing page.
- @terafab-ai (2): So in seven months I tried different products. This is was 5th product which got me sale
FlyBudget 是融合 Monarch、YNAB、Mint 设计理念、支持自托管的免费开源个人记账应用，有 Sankey 现金流报表，作者希望围绕它建立开源社区
I’ve been working on a side project called **FlyBudget** for the past couple months and figured it was finally time to actually put it out there. I’m a professional software engineer, and I’ve always…
受众观点：①欧洲用户需要 Open Banking API 对接②建议增加付费托管选项并询问多货币支持③移动端横向滚动 bug
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- @DarthRoot (3): That looks very promising, but I'd need European banks for it to be useful. Maybe [https://enablebanking.com/](https://enablebanking.com/) [https://open-banking.io/en](https://open-banking.io/en) worth considering?
- @halfercode (3): This looks very good, well done. Perhaps you could offer paid hosting for folks who don't want to self-host. Incidentally, I could not see a machine spec (e.g. minimum RAM) required for self-hosting. If it is not in the docs already it might be worth adding. Is it locked to USD?…
- @Kimmax3110 (2): First impression there is annoying x scroll on the dashboard, also something I think is meant to be "All accounts" in the nav bar is overflown from the navbar footer iphone 17 pro ios 26.6.2
- @Kimmax3110 (2): When scrolling on mobile the view will move left and right instead of up/down only. Doesn’t happen on other pages so there’s probably content overflowing somewhere
- @Downtown_Bro6811 (2): Looks promising, and the idea of self hosting my data is great. Was looking for an Android version but will give it a try till then. I use realbyte's moneymanager and it's great for me, but would like to try something new.
arXiv宣布每位提交者每天最多提交两篇论文，被视为针对批量论文工厂的系统级rate limit管控举措
r/MachineLearning arXiv now limits submitters to up to two submissions per calendar mon…
受众观点：关注学术发表系统改革的研究者；对系统级滥用防护和rate limiting感兴趣的工程师
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- @4thofthe4th (230): Zhang et al in shambles
- @Nwg416 (187): Good.
- @user221272 (70): It makes total sense; who can even produce one work per month? But I guess this will be gamed, as large paper mill labs will just use rotation per headcount.
- @snekslayer (43): This should apply to those big lab PIs too who churn out tens of paper per month
- @isparavanje (39): It won't, since students and postdocs are usually the ones submitting.
Claude 推出创建文档可降低五小时限额消耗速率的功能，但官方说明措辞极度模糊，用户普遍困惑折扣如何生效
what does this even mean? could I open a chat, make a blank doc, and then enjoy 50% more limits for literally nothing? surely not … right?
受众观点：①措辞太差完全看不懂（@cocacoladdict, 124分）②解释折扣只对五小时限额有效不影响周配额（@narcosnarcos, 24分）③直接结论这个功能基本没用（@Snowgoonx, 20分）
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- @cocacoladdict (124): They couldn't have worded it worse. I don't understand what qualifies.
- @eliquy (59): It sounds like the session specifically tied to the artifact will use 50% normal usage. So I guess yeah even if the doc remains blank, 50% usage. But I'm guessing the doc will be populated through the process of the chat
- @narcosnarcos (24): Only applies to 5-hour limits. It still consumes the regular amount from your weekly.
- @DogEggz (20): I get why I always have harder time to read Claude than ChatGPT now... Their employee also word bad
- @Snowgoonx (20): its 50% of the 5h quota, your weekly quota consumes at a 100% (normal) rate, useless
用 Opus 5.5、ElevenLabs 和 Suno 三款AI工具制作完整营销视频，宣称可以完全替代报价两千美元的人工运动设计师
I made this entire video with Opus 5.5 + ElevenLabs + Suno. No motion designer, no editor. Just AI Btw , yesterday a freelancer asked $2K for motion video like this 💀
受众观点：① 视频输出质量很差，看起来像在自砸招牌（@Fit-Inevitable6294, 52y） ② 作为目标用户看完后感到不适，AI SDR内容根本不实用（@low-bars-432, 39y） ③ 这类低质量展示只会让潜在客户对工具失去信任（@safetywerd, 13y）
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- @Fit-Inevitable6294 (52): lol never making any sale on this i guarantee..... edit : think ideas being cooked for wrong reasons... i meant campaign monitoring & adjustment needs human input, AI SDRs will flop hard and no alternative to clay will make it flop even worse....
- @low-bars-432 (39): For a vibe coded project, sure this works. The output isn't very useful though. I'm your ICP and I got whiplash from watching this.
- @Alarmed-Hornet6865 (18): Sure buddy it's cooking motion designers. Sure sure sure
- @username-is-already (17): Wow you made something that looks like total dogshit. Boy they sure are cooked
- @safetywerd (13): this looks like shit. how am I supposed to invest effort and time in a tool that doesn't invest effort and time in presenting themselves. nice grift.
资深软件工程师在AI编码工具普及后的真实困惑：什么样的SaaS产品才能让企业愿意付费而非自建，探讨真正难以被AI复制的壁垒在哪里
With everyone using AI coding agents, SaaS have become easy to replicate, I keep thinking of what can I build that will require more than just prompting, and would require enough effort for a busines…
受众观点：① 公司付费买的是持续的解决方案和安心感，不是代码本身（@PrivacyMaker, 21y） ② 涉及合规、资金流动的领域因出错代价高，企业才有真实付费意愿（@No-Molasses-2097, 16y） ③ 找到企业工作流中真正痛苦的环节并把它做到极致好（@jantje123456oke, 5y）
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- @PrivacyMaker (21): Companies aren't paying for the idea or the implementation. They're paying for a solution over time. They're paying to not worry about the solution. AI making coding faster has almost no impact on that.
- @No-Molasses-2097 (16): Stripe is a good example. The payments code is the easy part, the banking relationships and compliance work is what takes real effort. I would flip the question though: what would a company keep paying for even if they could clone it over a weekend? Usually stuff touching money…
- @jantje123456oke (5): Take something hard that’s in the workflow of a company, and make that part good as hell.
- @DonnyV7 (5): Build something that needs a lot of backend plumbing with institutional knowledge. Those are the types of things people will always pay for because it's too many moving pieces.
- @CaptainBloodEz (4): Totally possible. Totally doable. But you have to have deep insight into an industry to know what you would build. I recommend network(not LinkedIn) at events for an industry that interests you and go from there. Everyone trying to make a killing while never leaving their home i…
开发者接手旧网站时第一小时检查清单，核心是在改动前先理解代码结构、依赖和技术债务
When taking over an existing website, I find the first hour can tell you a lot about what you’re dealing with. I normally want to understand the structure, dependencies and any obvious technical debt…
受众观点：①检查repo是否匹配生产环境优先 ②从URL路由和站点地图快速理解整体结构 ③先看服务器流量再看代码
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- @Neon_Scourge (15): Routes/URLs. Sitemap basically.
- @StormController (15): First thing I check is whether the repo matches what's actually running in prod. I inherited one where the previous dev had been hotfixing over FTP for two years and the git repo was basically fan fiction. Diffing the live server against the repo saves you from "fixing" a bug th…
- @ibeatu85x (2): Depends on the site. I like to look at server metrics - traffic and stuff - before i look under the hood at all.
- @SillyInvestment8709 (2): Always start with the guestbook, then the counter
- @Substantial_Leave714 (2): Can’t forget the “best viewed in Internet Explorer” badge either 😂
用户的 Nextcloud 服务器因本地设备反复发送过期 App password，将 127.0.0.1（localhost）误判为入侵者并发出安全警告邮件
I got this e-mail from my self-hosted Nextcloud server. This happened because I had a local device that was sending an expired App password repeatedly, which made Nextcloud suspect the localhost itse…
受众观点：①调侃127.0.0.1被偷的网络梗 ②"凶手来自屋内"恐怖片梗表达共鸣 ③严肃提醒反向代理配置不当可能导致此问题
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- @Practical_Papaya818 (226): Hey that guy stole my IP get him!
- @mynameisgeph (101): The call is coming from inside the house!!
- @YourUglyTwin (39): I know this was posted in fun - but this could be a sign that the reverse proxy you are using is misconfigured. Maybe that concerns you or maybe not but maybe this will help someone else in the future.
- @ian9outof10 (37): Wait, that’s MY ip, I know because it’s easy to remember and I have it on a t-shirt. It says “there’s no place like 127.0.0.1” it’s very clever. I don’t know how the t-shirt company knew my IP though, maybe they make one for all the IPs.
- @dadarkgtprince (34): Definitely sus. Block it now xD
mergerfs 是一款 FUSE 联合文件系统工具，可将多块硬盘挂载为单一虚拟目录，常用于 homelab 媒体存储场景
I have a Ugreen dxp4800 plus running debian 13 with a 4TB 990 Pro and 4x20TB WD Pro drives. My four hdds are XFS individual filesystems no redundancy. I went this route primarily because my data is 9…
受众观点：①FUSE mount的CPU/速度损耗可忽略，受限于最慢硬盘（@kneepel, 30y）②不适合数据库/磁盘镜像等IO密集型场景（@kneepel, 30y）③现有多驱动器合并时文件夹结构不一致可能有问题（@aweprince, 9y）
展开评论
- @kneepel (30): CPU is negligible, transfer speed is more or less limited by the slowest drive. Biggest downside is it's a FUSE mount so it can't really be used for things like disk images, databases, etc. If you're looking for a union mount for media, documents, etc I can't recommend it enough…
- @trapexit (20): There is actually a lot of honest evaluation of mergerfs' limitations or issues in the docs but I put a number of them in one place to make it easier: [https://trapexit.github.io/mergerfs/latest/faq/downsides/](https://trapexit.github.io/mergerfs/latest/faq/downsides/)
- @bummyjabbz (13): I pretty much can echo everything he's said. Works fantastic for mass storage. Not so we'll for dbs
- @aweprince (9): I'm no expert but I do use mergerfs. It's great for having a single mount point so my media data is all accessible via one location. If you already have media on multiple drives, I'm not sure if you'll have any issues? Iirc mergerfs duplicates the same folder structure across yo…
- @Unhappy_Purpose_7655 (8): You will not notice any performance degradation with mergerFS. I’ve been using it for a while and I’ve noticed no downsides.
LeaveFriday 是每周自动扫描加州七个机场周末直飞航班并配对酒店的旅行聚合工具，用多维度 Weekend Score 帮用户一键做出周末短途旅行决策
I wanted real weekend getaways: leave work Friday, fly somewhere good, be home Sunday. But I suffer from decision paralysis and juggling flights/hotels across a bunch of tabs, so I built a tool to do…
受众观点：①希望扩展到纽约等东海岸城市②认可一体化展示设计建议增加冷门目的地推荐③发现 JFK 数据缺失 bug
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- @Pickle786 (2): definitely add NY
- @bucketboy12 (2): Thank you! Will look into this, I know it’s a big hub. So it makes sense.
- @AlexanderPanasenko (1): Nice layout—the flight times and hotel together make this easy to scan. A ‘somewhere less obvious’ pick each week could be fun.
- @bucketboy12 (1): Thank you! I went through a bunch of iterations of the layout and am pretty happy with how it looks. I’ve got places like Mazatlan and Boise on there. Or would less obvious be even smaller cities?
- @bucketboy12 (1): AH! Thank you so much. JFK is supposed to be a destination here. Something must not have carried over with the data. I’ll have to probably remake the card etc. but this is a great call out. Thank you. 🙏
Grocery Detective 是按邮编聚合多家超市实时价格和促销信息的比价工具，核心技术挑战是跨商家商品数据标准化归一，用 Tinder 匹配游戏和分层索引混合解决
I live within 15 minutes of 6+ major supermarkets. Checking weekly ads was tedious and store flyers only surface about 10% of what is actually on sale each week. To solve this, I created Grocery Dete…
受众观点：①建议先解析结构化元组再做 fuzzy matching②建议 blocking 机制分桶避免 O(n²)③关注 unsure pile 规模控制
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- @QuanTradin (4): yes, but block first so you never compare 100k x 100k. strip the ® and punctuation, regex the size and count out (5.3 oz, 4 ct), then bucket by brand + size. inside a bucket the modifier words decide it (cinnamon, less sugar, nonfat vs low fat), so make those must-match and let…
- @QuanTradin (3): I'd parse every listing into a small tuple before any fuzzy text matching: brand, size converted to oz, and a few flags like fat, sugar, organic. the two chobani listings collapse into the same thing that way, and price per oz is what people actually compare in the aisle anyway.…
- @grocery_detective (2): Cool, I'll give it a shot!
- @QuanTradin (2): nice. the number I'd watch is how many listings still land in the unsure pile after the size parse, that's what decides whether the swipe queue stays fun or turns into a chore.
- @grocery_detective (1): I really appreciate the feedback. Is there anyway to do this at scale across 100,000+ products, with slightly different naming conventions? As an example, all the products below are different items, but all match for Chobani%vanilla%5.3% Chobani® Vanilla Nonfat Greek Yogurt Cups…
macOS独立应用 Tack+ 将MacBook刘海改造为可滑出的功能控制面板，集成音乐控制、剪贴板历史、消息回复等功能的产品展示帖
Hi everyone, I'm a solo developer from France, and this is Tack+, the app I've been building for macOS. The idea is simple: the notch is the one part of the screen that does nothing. So I made it ope…
受众观点：① 与已有的二十多款notch工具相比完全没有差异化（@AllNamesAreTaken92, 19y） ② 用户更想要的是显示被刘海遮挡的系统图标（@Final-Choice8412, 5y） ③ 质疑作者不是真正的独立开发者（@Majestic_Wrap_7006, 3y）
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- @AllNamesAreTaken92 (19): What's the difference to the 20 other existing notch apps? Edit: absolutely nothing. It's pure slop. OP hasn't written a single reply other than to his own bot accounts. Maybe get this reported for spam and unsolicited advertising.
- @Forward_Relative6759 (11): Its a new one wooooohooooo
- @Final-Choice8412 (5): Create an app that will just show icons that are hidden behind stupid notch...
- @Majestic_Wrap_7006 (3): the developers are not from france, or solo
- @AllNamesAreTaken92 (2): Not having any French on the team is already a big bonus, that gives hope.
独立开发者苦于无法判断产品失败是产品缺陷还是营销不力，同时探讨用SEO被动获客是否靠谱
1. + while being not that good at marketing. Like, I can build something, but because I did not get any users, I and not the best at marketing, I do not know if the product has the flaw or marketing.…
受众观点：①如何区分产品缺陷还是营销问题 ②冷外联回复率极低约1/50的破局方法 ③B2B需求验证：扫ICP相关subreddit最新1000条帖子
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- @MaterialSeparate2042 (2): How do I find the 20 people though. Honestly, i have a solution kind of stuff for this. Checking out the reddit posts and comments for the problem I solve and type them. But 1 in 50 hardly replies
- @MaterialSeparate2042 (2): The problem is, the apps I need or potentially will be needed are already there with sht loads of variants(competitors) and are B2C. What I am seeking is B2B. For every app I check latest 1000 posts of my ICP sub. And make sure it is really needed. Anyways, I will try the idea o…
- @UpperWorld11 (1): SEO only tells you whether people already search for the problem. If they don't, posting twice a week tells you nothing for six months. Put it in front of twenty people who describe the problem in their own words and count who comes back next week without a nudge. Signups alone…
- @UpperWorld11 (1): Replies were never the number to chase. Cold replies run about that rate whatever you write, so change the filter instead: search the phrase people use when the problem is biting, drop anything older than a month, and keep only the ones already paying for a workaround, a maintai…
- @MaterialSeparate2042 (1): Honestly, this sounds smart and rational(also helpful). Definitely starting to check from today
家庭网络上传带宽受限时，在VPS上部署Tailscale出口节点作为替代方案的可行性讨论
My home internet (currently) is frankly super limited in terms of upload speeds. As such I don't want to do things like watch youtube while on the go through an exit node at home and inadvertently sh…
受众观点：①VPS出口节点被识别为数据中心IP触发更多CAPTCHA（@EmberQuill, 6y）②使用VPS出口节点将信任从ISP转移到Tailscale和VPS提供商（@Ok-Eggplant-7569, 9y）③低成本VPS可同时兼顾出口节点、外部监控和DNS等多用途（@FanClubof5, 3y）
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- @zack822 (9): What are you trying to do? What’s the reason for the exit node? Unless there is a reason why pass all traffic thru Tailscale.
- @Ok-Eggplant-7569 (9): Yes, the networks will just see you're using tailscale, and that you have a node in a data center you're connecting to. You are shifting trust from the network provider to Tailscale and the server host. If that is worth it depends on what you are doing and who you want to trust.…
- @EmberQuill (6): Using a VPS as an exit node can sometimes be annoying. Some websites will throw anti-bot measures at you since a lot of bots are hosted on cloud VPS providers. You'll probably be solving a lot more Captchas. It's doable, just depends on which websites you're using.
- @0utrunner (5): Wouldn't a vpn be better for this purpose? Or a vps running openvpn?
- @FanClubof5 (3): Not op but I got a VPS because I can pay $12/year for an exit node as well as running some external monitoring and a off-site DNS server. I don't need the global availability of a VPN but do sometimes need to mask where I am.
r/selfhosted 社区讨论如何找到企业淘汰的廉价二手服务器硬件，重点介绍 eBay、Reddit r/homelabsales 等渠道和等待时机的策略
I always see people saying they buy tons of cheap secondhand stuff from businesses that are upgrading/shutting down but how do you actually find out about these sales? Looking to get my first rack an…
受众观点：①推荐r/homelabsales和r/hardwareswap社区渠道 ②homelabber社区定价公道不会随意加价 ③eBay等待企业设备EOL时机入手的实战策略
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- @blackbird2150 (16): Reddit. Homelabsales and hardwareswap are examples, lots of local deals pop up. You can also post a want post.
- @Left_Ad_8860 (8): No mostly these folks are not on to rip you off. They are mostly homelabbers and know that it is not fair to overcharge.
- @agowa338 (8): ebay.de, ebay.com, kleinanzeigen.de, itsco.de, serverpartdeals.de, aliexpress.com, servershop24.de, ...
- @Mikumiku_Dance (6): i keep an ebay search open for what I'm waiting for. Recently picked up a top of the line dell T340 for $300. The xeon in that model just went out of service life so i guess thats when some businesses dump them.
- @AnomalyNexus (5): Ebay but with patience. Helps if you're buying specialized gear where the average gaming computer building person wouldn't know what to do with. >is pretty up there even compared to normal prices 1-2 years ago. Even 2nd hand prices are going to float with the market. Still th…
独立开发者构建双边市场时遭遇的支付复杂度问题，对比 Stripe Connect 和 Whop 两套卖家支付及KYC解决方案的选型讨论
Im building a marketplace and trying to figure out the payment setup and the checkout seems straightforward but once i got into seller payouts, KYC, refunds and balances it got complicated pretty fas…
受众观点：① 先确定卖家所在地区，KYC要求和支付覆盖因地区而异（@Muted-Ice-7442, 2y） ② Stripe 给更多控制权，Whop 适合想避免管理支付管道复杂度的场景（@Expert_Doctor_9596, 1y） ③ 关键决策是谁持有资金余额，这决定退款逻辑和账本复杂度（@TubbyApartheid97, 1y）
展开评论
- @Muted-Ice-7442 (2): id decide based on where your sellers are located first. payout coverage and KYC requirements will matter more than which checkout looks nicer
- @jovialjosefwaitnodig (1): yeah seller location is probably the first thing i need to map out. no point picking a setup before i know where people actually need to get paid
- @Expert_Doctor_9596 (1): Stripe gives you a ton of control, Whop seems more appealing if you want less of the payment plumbing to manage yourself
- @jovialjosefwaitnodig (1): thats basically the tradeoff im looking at. Stripe gives more control, Whop looks better if i can avoid managing as much of the payment setup myself
- @TubbyApartheid97 (1): the biggest thing is deciding who actually owns the balance. once youre holding funds for sellers, refunds/disputes and ledger logic become a much bigger deal
用户展示第一个 homelab 仪表盘截图，社区发现其使用了 Claude 来辅助配置 homepage.dev，引发关于 AI 辅助自建服务配置的讨论
r/selfhosted My first Dashboard
受众观点：①调侃没有按惯例周三发帖 ②推荐gethomepage.dev ③质疑为什么要用Claude配置homepage认为直接编辑并不难
展开评论
- @Jealy (6): Posting this when it isn't Wednesday is a bold strategy Cotton. Let's see if it pays off for 'em.
- @NoobieWanKeboobie (5): https://gethomepage.dev/
- @sp1cynuggs (3): I think someone parked their car in your dashway
- @Melv1n12 (2): But why use Claude it is not that hard to edit the homepage?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
求职工具 JobSorah 通过上传简历让AI自动匹配职位并标注技能匹配度和能力缺口，解决手动搜索多个招聘平台的重复劳动问题
One thing I hated about job searching was opening 20 different job boards and searching the same roles over and over again. LinkedIn, Indeed, company career pages, filters, keywords, location… Then a…
受众观点：① 希望工具也能自动预筛掉明显不合适的职位，节省筛选时间（@CaffeinatedTech, 14y） ② 关心简历等个人数据的存储和隐私保护方式（@Unlikely_Ad8441, 2y） ③ 质疑工具是否真的有效还是只是vibe coded的噱头（@GTFOMyKitchen, 3y）
展开评论
- @CaffeinatedTech (14): Does it pre-reject you as well? That would save some time.
- @GTFOMyKitchen (3): It's vibecoded, I'll let you answer that.
- @BrilliantAd87 (2): I definitely try
- @Unlikely_Ad8441 (2): What happens with my personal data, is it stored, protected?
- @Hungry_Loss_2268 (2): Haha yes. In the end, I would rather help anyone than no one. it's free (all token costs offset by msft
USBridge v3.0.64 是一款开源远程桌面工具，新增了MCP协议代理让AI agent可直接操控远端机器上的软件
I've just rolled out a massive update for my ultra-fast remote access tool, USBridge (v3.0.64), and I'm continuing to actively develop the app. I added native support for virtual displays with a user…
受众观点：①单人维护全平台产品靠AI工具辅助但真实环境测试仍是短板（@Lopsided_Mixture8760, 3y）②视频捕获技术从display解码演进到完整捕获（@UserSleepy, 2y）③项目值得持续关注，有人设置10天后提醒跟进（@4OHI6, 2y）
展开评论
- @Lopsided_Mixture8760 (3): I develop and maintain this project on my own; the app runs on all major platforms, and I actively use AI-powered tools for coding, testing, and release preparation. While this significantly helps ensure the quality of a cross-platform product, it cannot replace actual testing i…
- @4OHI6 (2): RemindMe! 10 days
- @UserSleepy (2): Is this still using your trick with decoding data from the display? It seems you have full on video capture now.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @RemindMeBot (1): I will be messaging you in 10 days on [**2026-10-12 17:56:19 UTC**](http://www.wolframalpha.com/input/?i=2026-10-12%2017:56:19%20UTC%20To%20Local%20Time) to remind you of [**this link**](https://www.reddit.com/r/selfhosted/comments/1wvyb61/turning_usbridge_into_a_universal_proto…
独立开发者分享 TradeHints 免费股票分析工具的冷启动增长实战——用产品回答真实问题而非直推，Reddit 评论区带来 240 用户和单帖 6 万浏览
I built a free stock analysis tool and getting people to actually use it was way harder than building it. I tried launch sites, cold outreach, directories, and posting on X. Almost nothing happened.…
受众观点：① 无 pitch 的帮助才能建信任（@remoteDev1）② Reddit 能识别真实 vs. 表演（@mzayid, @QuanTradin）③ 如何判断 Reddit 发帖频次（@i-am-kai, @Quiet_Violinist_2978）
展开评论
- @remoteDev1 (3): Same pattern for me. The posts that work are the ones that answer the question with no pitch. Soft promo in a helpful thread burns trust fast. I'd keep doing the analysis replies and only mention the tool when someone asks how you ran the numbers.
- @i-am-kai (1): I'm trying to work on the SideProject sub-reddit. Its hard to know exactly what does it take to post in this subreddit.
- @Quiet_Violinist_2978 (1): Is it bad to repost multiple times in a forum - obviously not the same post, I'm adding new features? I don't want to spam people.
- @QuanTradin (1): same here, and the thing I'd add is that it stops working the moment the replies start sounding like a launch. people can smell a pitch by the second paragraph.
- @mzayid (1): This is the real playbook. You didn't sell a tool—you became the person who knows stocks and helps people in that community. That's infinitely more scalable than ads. Reddit rewards authenticity, and you nailed it.
一个英国曼彻斯特非盈利技术社区将全套数字基础设施（Ghost、Outline、Matomo、Grafana等）整合到单台Hetzner服务器、月费仅10英镑的实践分享
I run a tiny non-profit tech collective in Manchester. Over the last few months we consolidated basically everything we do onto a single Hetzner box so volunteers can actually run it together, and I…
受众观点：①单台服务器没有明确的异地备份方案（@fullbl-_-, 3y）②类似场景用Contabo+Caddy+Baserow替代Airtable的方案（@Vivid_Inside_5450, 2y）③单点故障风险：SSH配置错误就能让整个协作平台消失（@LooseEthernet, 1y）
展开评论
- @fullbl-_- (3): Backups? You can use Google drive if you have space and want to go free
- @Vivid_Inside_5450 (2): yeah, I'm doing something similar on a cheap Contabo VPS using Docker Compose. ended up using Baserow as my Airtable replacement instead of Grist, and it's been super stable behind Caddy. definitely makes managing a solo setup a lot easier when it's all in one place.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @ansibleloop (1): Assuming everything is already in Docker, OP should just have Kopia snapshot the docker volume mount paths B2 storage with that will be less than £1 per month
- @LooseEthernet (1): running a whole org on a single box is a bold move lol. one bad update or a disk failure and the entire collective just disappears from the internet. i tried something similar with a cheap vps a while back and it worked until i accidentally nuked my own ssh config and spent four…
Juniper 是 AI 驱动的周膳食规划工具，能根据饮食目标和冰箱库存生成菜单，并一键将购物清单推送到 Amazon 或 Walmart 购物车
Every Sunday I’d spend an hour figuring out meals that hit my protein goal, checking what was already in the fridge, writing a list, then hunting for each item in a grocery app. So I built **Juniper*…
受众观点：①分享试用链接表示感兴趣②简短正向反馈（evidence 样本仅2条，不足以提取第三条）
展开评论
- @Kitty_Bekku_1922 (1): [https://try-juniper.vercel.app/?invite=rd-pn00eq](https://try-juniper.vercel.app/?invite=rd-pn00eq)
- @Cute_Ad_8006 (1): Good work
iOS应用 Precursor 两个月冷启动实现六千次下载并获得首批付费销售的build-in-public里程碑分享，核心功能是按小时设置屏幕使用限额
2 months in, 6k downloads, many hours of building and then 10x that amount of time getting the word out there on my app. Money is not everything but man have those sales felt so validating. Reviews a…
受众观点：① 有陌生人主动为你的产品付钱是最真实的验证感（@bluefintuna2026, 2y） ② 社区互动和口碑积累正在成为核心增长引擎（@PrecursorLabs, 3y） ③ 保持小步持续前进比一次爆发更可持续（@mikeplus10, 2y）
展开评论
- @PrecursorLabs (3): Thanks a ton! Yeah some of my favorite parts of building this thing is interacting with the community that is sprouting from this venture.
- @bluefintuna2026 (2): first sales are the best feeling, even when it's $150. that's proof someone you've never met paid for your thing. keep stacking small steps
- @mikeplus10 (2): Nice one and congrats honestly.
- @coppertrails44 (1): the "someone you've never met" part is really what makes it hit so hard tbh
- @PrecursorLabs (1): Thanks a ton homie!
有四年经验的开发者在AI浪潮和市场低迷期，系统询问如何提升就业竞争力，涵盖作品集、vibe coding、AI工具列简历等十个问题
Hi everyone, I'm living in a Balkan country in Europe and currently I have around 4 years of experience in frontend and backend development. Most of the stuff I have worked on is things like: 1. Rede…
受众观点：①做解决真实运营痛点的工具而非通用作品集项目 ②vibe coding会让面试官怀疑未真正理解代码 ③全栈是门槛，还需infra或独立项目管理能力
展开评论
- @Many-Chest-2119 (3): stop building generic portfolio projects. The market is flooded with todo apps and weather dashboards generated by AI in an hour. Nobody cares about that anymore. the commenters are right that you need outcomes, not tech lists. But they miss the deeper point: AI can generate cod…
- @Difficult-Bit2309 (1): Actual good on advice on this subreddit for once
- @mcharytoniuk (1): You need to go beyond being a dev; either do infra on top of it or you need to be able to manage the entire project by yourself. Just building something will not cut it. Being a full stack is a bare minimum now to have any chances.
- @No_Umpire3265 (1): By AI skills I mean using tools like Codex, Claude, etc. properly, not just blindly prompting something like "create the best e-commerce website, no mistakes." More like setting up things such as SKILL.md, defining the project structure, giving the AI proper context and guidelin…
- @azangru (0): >Like is it worth listing AI skills on a CV? > >Do companies actually care that you know how to use ChatGPT, Claude, Codex etc, or is that just expected nowadays? What does 'ai skills' mean in this context? >What about using AI heavily for a portfolio project? I don'…
开发者花六个月打磨了一个根据写信人身份、收件人关系和语气改写邮件的 Chrome 扩展，在几乎决定放弃的早晨收到了第一个陌生人主动付款
Built a Chrome extension about 6 months ago, originally just for myself — I write a ton of email for work, and I was tired of grammar checkers that fix typos but don't fix the actual problem: soundin…
受众观点：①庆祝这个时刻感同身受②第一个陌生人付款比任何注册数更有意义③一个付费用户是产品解决真实问题的证明
展开评论
- @MattSenter (3): congrats! gotta love that feeling.
- @QuanTradin (1): the first stranger paying hits different from any signup count. congrats, and good call not pulling the plug two weeks in.
- @mzayid (1): This is huge. One paying customer means your product solves a real problem for someone. Now double down on finding more people like them. Don't listen to the silence—focus on the signal.
一个indie开发者为解决多语言App Store截图手动制作耗时问题而自建的本地工具，支持按语言生成各尺寸截图
I ship small apps, and every update needs screenshots in every locale: same layout, different captions, exact store sizes. Doing it by hand took hours, so I built a tool for myself. It runs entirely…
受众观点：①德语等长语言导致文案溢出是最高频痛点，几乎每次都会从两行变三行（@aiv_paul, 2y）②导出后人工逐一检查耗时最多，需要自动化overflow检测（@bluewicket5, 1y）③希望增加RTL语言预览和字体fallback检测（@Any-Ask-4131, 1y）
展开评论
- @aiv_paul (2): Hey, I ship Slaide on iOS, so this one is familiar. German is the brutal one - it runs noticeably longer than English, enough to push a two-line caption into three almost every time. The device framing was never what cost me time, it is re-checking every locale by eye after a co…
- @bluewicket5 (1): german is always the one that breaks things. the eye-checking loop is exactly where all the time goes imo
- @nejcar20 (1): A side-by-side locale grid with a “layout changed since last export” flag sounds useful. Device frames dress the screenshots; one extra German adjective can undress the layout 😅 A quick diff might save someone from discovering the overflow after exporting 40 PNGs.
- @Any-Ask-4131 (1): A Hebrew or Arabic preview would be worth including alongside the long-caption tests, especially with English product names mixed into the text. I'd want it to flag font fallback too, not just overflow.
- @Total-Reasonable (1): The hardest part is usually verifying the exported set, not generating it. Add a locale-by-device checklist with overflow warnings and a contact-sheet preview so you can spot a clipped German headline or missing iPad asset before uploading.
r/MachineLearning每周自我推广帖，本期亮点包括移动端AI agent被Accessibility层对抗指令攻击成功率高达82.2%的安全研究和LayerSmith离线容器镜像构建工具
Please post your personal projects, startups, product placements, collaboration needs, blogs etc. Please mention the payment and pricing requirements for products and services. Please do not post lin…
受众观点：关注AI agent安全的开发者；需要容器镜像构建和MLOps方案的工程师
展开评论
- @Fantastic-Nerve-4056 (1): Sharing my recent NeurIPS paper on LLM evaluation and Theoretical RL https://arxiv.org/abs/2609.30360
- @celestebabi (1): Disclosure: I’m affiliated with ScholarXIV. It’s a research workspace for searching and reading papers, organizing collections, and using selected papers as context for AI chat with references. There’s a free tier; paid plans start at $5/month (Go; Plus $15, Pro $50). If you wor…
- @iberahul (1): We recently studied whether mobile AI agents can be manipulated through adversarial instructions embedded in the Android Accessibility layer. We evaluated this across **MobileRun and Mobile-Use, powered by Gemma4 and Qwen3.6**, and found that these attacks could cause agents to…
- @Logical-Internet-395 (1): Recently we published a new Open-Access Benchmark for a hierarchical segmentation: Microscopy Image Dataset of pulmonary vessels for Quantitative assessment of fibrosis. **Dataset Specifications:** \- Scale: 705 high-resolution micrographs (1534×780 px, 0.252 μm/px), Picro-Mallo…
- @r0lfi (1): # LayerSmith — a self-hosted container image builder, with air-gap exports I've been working on [LayerSmith](https://github.com/r0lfi/layersmith), an open-source web UI for building container images with Docker or Podman. You pick a Linux distribution and what you need the image…
WaterSheep 是 TypeSafe Jev 的开源替代品，专门做结构化分类决策任务，Apache 2.0 授权，号称比同类方案快 40-200 倍且几乎零成本
WaterSheep is an open-source alternative to TypeSafe's Jev. You ask it a typed question about some text (yes/no, pick one, rate it, or tag everything that applies) and get back an answer with a proba…
受众观点：①零成本快速决策分类场景 ②benchmark对比数据缺失难以判断价值 ③与GLM等结构化输出模型的选择依据
展开评论
- @SamratDuttaOfficial (2): WaterSheep is for when you want some decision to be made quickly or something classified quickly. At almost zero cost.
- @electricity_is_life (2): Is there a benchmark comparison or something that shows that? You've got some benchmark scores listed, but I'm not sure what a good or a bad score on those would be since there's no comparison against other models.
- @SamratDuttaOfficial (1): Good point. I will publish the comparison score soon. thanks.
- @electricity_is_life (0): Forgive my ignorance, but does this perform better than something like GLM 5.3 with structured output? Or when would you choose it over something like that?
- @SamratDuttaOfficial (0): Far better and 40x to 200x faster
学术求职者询问HuggingFace模型下载量是否可作为影响力证明，引发对GitHub stars、HuggingFace下载量等开源虚荣指标可信度的讨论
1. I am applying to academic jobs. We are told to include a section on "impact". I am wondering if the total number of HuggingFace downloads of custom models I have trained would be considered legit…
受众观点：在开源和学术之间游走的开发者；关注如何量化影响力的indie dev
展开评论
- @Technical_Estate_529 (9): Who even knows anymore .....
- @TheDivinityGod (5): No, just like github stars.
- @polyploid_coded (4): I wouldn't mention the number of downloads, but helpful to mention that you've done your own model training or finetuning or RL, and if any were used in other people's research papers
- @chico_dice_2023 (2): Open AI agents know
前端开发者发现三星默认浏览器在深色模式下自动算法替换品牌颜色导致设计完全变形，寻求应对方案
Hello, folks. I am newish to web dev. Today I learnt of Samsung's algorithmic/mathematical colour swap when a user has darkmode selected on their mobile device. I promise I won't hurt the person who…
受众观点：①接受客户端不可控是senior dev标志 ②IE6时代的历史先例：user agent检测提示换浏览器 ③显式声明background+color颜色对减少三星浏览器自动转换
展开评论
- @Narfi1 (8): You don’t have control over the client, the faster you accept that the happier you’ll be. You can detect user agent to display a message if you want
- @Alternative_Web7202 (5): Back in the day (of IE6) we detected browser and rendered suggestion to download proper browser.
- @allen_jb (3): (OP is probably aware of this, just posting this for anyone else interested in how this feature works) https://forum.developer.samsung.com/t/detail?id=5283&postNo=129074 According to the last post in that thread (dated March 4th), when using the default setting, sites can't…
- @quiet_horizons1 (2): I stopped treating brand colours as something the page dictates completely. The visitor's browser has final say, and fighting it usually costs more than it gains. What has worked for me is setting the colour scheme hint in the head, then giving every element an explicit backgrou…
- @smashedthelemon (1): W
Arjay McCandless制作的视频，将Rust、Java等八种后端语言部署在同一台12美元服务器上做性能对比，缩略图声称Java最快制造ragebait效果
Thought this was cool.
受众观点：关注后端语言选型成本效益的开发者；对ragebait内容营销手法感兴趣的创作者
展开评论
- @arobert_trebora (2): it is ragebait, the video itself was alright
- @i_rate_slop (1): LOL I just noticed the thumbnail does say that. In the video, Rust is definitely on top on the charts I saw when scrubbing. Kind of a genius move tbh
- @mido0o0o (0): I am glad I actually watched this. Great video.
- @Gadekryds (-2): Is the graph ragebaiting Java as faster than Rust, C# and Golang?
Yokka 是专为多 AI agent 并行工作设计的看板式任务管理工具，支持 Claude Code、Codex 等通过 MCP 自主认领任务、上报进度并在卡点时向人类提问
Hi Reddit, For my daily workflow I run multiple agents at the same time, and I kept facing problems where I lost the overview of what they we're doing or needed from me. I started experimenting with…
受众观点：①并发 agent 用 markdown 文件抢任务存在 race condition②已有开源替代品 kanboard 质疑差异化③建议 claim 机制必须用原子操作
展开评论
- @aaronkempf (1): I just use kanboard.org. It works EXACTLY like what I want. From what I've found all my AIs support it.
- @QuanTradin (0): claiming is where plain files bit us. two agents read the list in the same second, both see the task free, both write their name on it. ours were two scheduled jobs and they did the same work twice before anyone noticed. whatever Yokka does for claims, make it an atomic create o…
Gola 是 $6.99 买断制的 Windows 鼠标快捷轮盘启动器，集成窗口实时预览、媒体控制、设备端语音听写和通过自建 Telegram bot 传输手机内容到电脑的功能
01 Summon: Ctrl+Alt or a mouse thumb button, and the wheel opens under your cursor. 02 Windows: live previews of every open window. 03 Media: Spotify, browsers and native players, from the middle of…
受众观点：①认为功能实用值得使用②收藏备用暗示有兴趣但尚未安装③对主推广素材提出优化建议
展开评论
- @AwayUnderstanding259 (2): This looks pretty useful actually
- @ukhan03 (2): Saving to find later
- @anton_ni (1): If it is your main ad i will work on it. I like the idea good luck!!!!!
独立开发者发布 Folient App 首次进展更新，以「自然回访率」而非用户总量作为核心健康指标，极早期阶段寻求反馈
Quick update on the app I posted about in my two previous Reddit posts. A couple of people have opened it, and only fewer ones have opened it again on their own, with nobody prompting them. It doesn'…
受众观点：① 自然回访是早期唯一值得看的指标（@QuanTradin）② 发出第一次更新本身是里程碑（@QuanTradin）③ 专注最重要指标不被分散（@Fun-March-8109）
展开评论
- @QuanTradin (2): good luck with the next one, the first update is always the hardest to get out the door.
- @QuanTradin (1): people reopening it with nobody nudging them is the only number worth watching this early. small, but that's the good kind of small.
- @Fun-March-8109 (1): Yes, that’s exactly what I’m trying to focus on, and the most important thing I think too, thanks for the advice.
一位前AI研究者制作的YouTube视频，探讨对抗目标方法从GAN和博弈自学习延伸到现代AI技术的演化脉络
I made this video about adversarial objectives, which I used to do research on back in the day. I'm trying to explore how adversarial approaches transcend GANs and self-play into modern technology. […
受众观点：想做ML技术科普内容的创作者；关注AI内容分发策略的创业者
展开评论
- @parlancex (2): The presentation in the video is nice, but it's a very high-level overview of the general concept. I don't think you'll find much of an audience here, you might want to try posting it to /r/learnmachinelearning
KeepIt 是一个 Chrome 扩展，用 Manifest V3 加 Supabase 实现标签页会话保存和跨设备恢复，专门解决多项目开发者的标签页混乱问题
As a developer, I kept ending up with a browser window that looked like this: GitHub + docs + localhost + API dashboard + ChatGPT + random references + 30 tabs I don't dare close. 😭 So I built KeepIt…
受众观点：①与传统书签功能的关系和差异化 ②多项目切换的workflow痛点 ③Supabase云同步vs纯本地存储的隐私权衡
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- @Barnezhilton (1): Take that! Bookmark functionality
NeurIPS 2026论文通过feature-splitting和物理稀疏先验让动态系统重建模型预测分叉点前后的全新混沌行为，无需显式知晓控制参数
In our #NeurIPS2026 paper “**Topological Out-of-Domain Generalization in Dynamical Systems Reconstruction**” (preprint: [https://arxiv.org/abs/2606.22969](https://arxiv.org/abs/2606.22969)) we try to…
受众观点：关注AI系统鲁棒性边界的研究者；对时间序列预测工程应用感兴趣的开发者
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FLEET算法用向量存储记录历史奖励并以修改版MCTS引导下次生成的logit分布，让Best-of-N推理过程从盲目采样变成有记忆的有向搜索
I am one of the authors of FLEET - an algorithm that enhances Best-of-N generation by attributing external rewards to particular tokens and then uses MCTS to adjust logits during the next run. I find…
受众观点：关注推理成本优化的LLM应用开发者；对MCTS和强化学习应用感兴趣的研究者
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ncurses 的 terminfo 参数展开机制可以模拟双计数器 Minsky 机，从而证明终端配置语言是图灵完备的
ncurses terminfo can simulate a two-counter Minsky machine, making repeated parameter expansion computationally universal. Demo: a parasitic Fibonacci computation inside /usr/bin/top
受众观点：①terminfo 参数展开的循环机制为何能构成双计数器（原文核心技术点）②在 /usr/bin/top 内寄生运行 Fibonacci 的演示意味着什么（原文 demo）③ncurses/terminfo 在现代终端工具链中的安全影响面
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Gauth 推出无限白板式 AI 家教产品，用空间布局替代线性聊天线程重构学习体验
Gauth
受众观点：①这是 Gauth 的第 2 次 launch，持续迭代的产品信号（@Overview）②无限白板 vs 聊天线程：空间化学习体验是否真的比对话更有效（Overview 核心卖点）③AI 家教市场竞争激烈，Gauth 的差异化护城河在哪里
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- @Overview (0): * [Launches2](/products/gauth-ai-course#launches) * [Reviews](/products/gauth-ai-course/reviews) * [Alternatives](/products/gauth-ai-course/alternatives) * [Team](/products/gauth-ai-course/makers) * [Awards](/products/gauth-ai-course/awards) * More This is the 2nd launch from Ga…
Veltrix AI 为电商接入智能数据分析，用自然语言查询 LTV、CAC、ROAS 等业务指标并生成可交互图表
Veltrix AI
受众观点：①接 QuickBooks + Drive 4 分钟，能直接问过去 90 天 LTV vs CAC，省去配置 BI 的周末（@Hannah）②Veltrix 和直接问 ChatGPT 分析数据有什么本质区别（@FuseBase，6 upvotes）③自动检测 ROAS、pipeline velocity 等行业 KPI 无需手动配置（@Hannah）
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- @Overview (0): * [Launches3](/products/veltrix-ai#launches) * [Reviews11](/products/veltrix-ai/reviews) * [Alternatives](/products/veltrix-ai/alternatives) * [Customers](/products/veltrix-ai/customers) * [Built with](/products/veltrix-ai/built-with) * [Team](/products/veltrix-ai/makers) * More…
- @Hannah (0): •[1 review](/@dodds/reviews) #### What's great I run a small marketing agency and live in Google Sheets hell. Tried Power BI - wasted a weekend on one fragile dashboard. Nope. Found Veltrix AI. Connected QuickBooks + Drive in 4 mins, asked “LTV vs CAC by channel last 90 days?” -…
- @FuseBase (0): | Hey [@bohdan\_sitar](https://www.producthunt.com/@bohdan%5Fsitar) [@nazar\_parashchuk](https://www.producthunt.com/@nazar%5Fparashchuk) congrats on a looong awaited launch! How is Veltrix AI different from just asking ChatGPT to analyze the store data? | | --------------------…
Teachoo 是 iAsk.ai 团队推出的免费 AI 家教，逐步提问引导学生解题而非直接给答案
Teachoo
受众观点：①"读懂了解法但下一题不知怎么做"是 Teachoo 要解决的核心学生痛点（@Teachoo maker）②学生需要的不只是答案，而是解题过程，iAsk 数据已验证需求（@Teachoo maker）③自适应提示系统"bigger hint"和"I'm stuck"让学生掌握主动权（@Teachoo maker）
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- @Overview (0): * [Reviews](/products/teachoo-2/reviews) * [Alternatives](/products/teachoo-2/alternatives) * [Team](/products/teachoo-2/makers) * [Awards](/products/teachoo-2/awards) * More Free Launch tags:[Education](/topics/education)•[Artificial Intelligence](/topics/artificial-intelligenc…
- @Teachoo (0): Maker 📌 Hey Product Hunt 👋 I’m Phillip, one of the makers of Teachoo. Teachoo comes from the team behind [iAsk.ai](http://iAsk.ai), which has handled nearly 1 billion searches since launch. With Teachoo, we’re bringing that experience to helping students work through problems an…
- @Teachoo (0): Maker exactly! we've been seeing this with [**iAsk**](https://iask.ai) too. students are asking how to work through a problem, not just what the answer is. that's what we're trying to build on with teachoo. appreciate you checking it out! Upvote Report Share 7h ago [](/@nicholas…
- @Teachoo (0): Maker
- @Teachoo (0): Maker [@amrita\_prajapati2](https://www.producthunt.com/@amrita%5Fprajapati2) thanks! it starts with a small prompt and responds to what the student tries. if they get part of it right, the next question can focus on where they're getting stuck. the student also has control: 'bi…
Famulor 是 AI 语音电话加 WhatsApp 多渠道自动化平台，支持呼入呼出和跨渠道客户跟进，已做到第 4 次 PH launch
Famulor
受众观点：①支持 120 种语言呼入呼出 + 21 个渠道统一，覆盖面广（@Famulor maker）②面向预算有限初创企业，有 iOS/Android app 和 GDPR 合规（@Famulor maker）③第 4 次 launch 依然在推同一产品，说明产品还在持续打磨市场定位（@Overview）
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- @Overview (0): * [Launches4](/products/famulor-telephony-ai#launches) * [Reviews2](/products/famulor-telephony-ai/reviews) * [Alternatives](/products/famulor-telephony-ai/alternatives) * [Built with](/products/famulor-telephony-ai/built-with) * [Forum](/p/famulor-telephony-ai) * [Team](/produc…
- @Transcription (0): [Quo (formerly OpenPhone)](/products/openphone?ref=product%5Fsidebar) Never lose a customer with Quo [4.6(21 reviews)](/products/openphone/reviews) [Customer support tools](/categories/customer-support)[Messaging apps](/categories/messaging-apps) [Retell AI - Voice AI Agent](/pr…
- @Famulor (0): Thanks, Mohammed! Glad you’re enjoying Famulor and finding the team responsive. Your feedback means a lot to us. Upvote Report Share 1mo ago [Hossein Yazdi](/@hosseinyazdi) [WebCurate.co](/products/webcurate) •[8 reviews](/@hosseinyazdi/reviews) #### What's great Sounds very hel…
- @Famulor (0): Thanks, Hossein! I’d love to hear your thoughts once you’ve had a chance to try it. Upvote Report Share 2mo ago What do you think? … Login to comment [](/@ikoma) [Iman Koma](/@ikoma)
- @Famulor (0): Maker 📌 Hi Product Makers & Hunters! 🚀 Every business we talked to had the same problem: calls go unanswered, leads go cold overnight, and every channel lives in a different tool. So we built Famulor, the AI-native business phone platform. One agent. Everywhere. One AI agent ans…
ShipHQ 是面向独立开发者的 App Studio 仪表盘，把 RevenueCat 真实收入数据转化为游戏化的虚拟办公室和里程碑奖励系统
ShipHQ
受众观点：①里程碑只用真实数据触发不允许估算，让奖励感更真实（@ShipHQ maker，@Mishaal_Rashid 8 upvotes 验证共鸣）②RevenueCat 一键接入，每个 App 独立房间，管理多产品组合的可视化需求（@ShipHQ maker）③Android 版何时上线（@Anton_Wentzel，2 upvotes）
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- @Overview (0): * [Reviews](/products/shiphq/reviews) * [Alternatives](/products/shiphq/alternatives) * [Forum](/p/shiphq) * [Team](/products/shiphq/makers) * [Awards](/products/shiphq/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[Analytics](/topics/analytics)•[G…
- @ShipHQ (0): Maker 📌 Hey Product Hunt! I'm Rıdvan, an indie developer with a handful of apps on the App Store. My morning routine used to be: open RevenueCat, see MRR move by $12, close the tab, feel nothing. Those were real wins — strangers paid for something I built — but a chart made them…
- @ShipHQ (0): Maker [@cem\_ozcelik](https://www.producthunt.com/@cem%5Fozcelik) Thank you :) Upvote (1) Report Share 13h ago [](/@mishaal%5Frashid) [Mishaal Rashid](/@mishaal%5Frashid)Likely AI [@ridvan\_uyan](https://www.producthunt.com/@ridvan%5Fuyan) I love the rule about not inventing num…
- @ShipHQ (0): Maker [@mishaal\_rashid](https://www.producthunt.com/@mishaal%5Frashid) Thank you, that one mattered a lot to me 🙏 Early on I was tempted to fill empty screens with estimates so the office would look busier, but every time I did, the trophies stopped feeling like mine. A dash fe…
- @ShipHQ (0): Maker [@nick\_hobbs4](https://www.producthunt.com/@nick%5Fhobbs4) Thank you Nick :) I'am really happy to hear that. Everythink that we've done includes from us little bit. Thank you for comment and see that detail :) Upvote Report Share 2h ago [](/@anton%5Fw) [Anton Wentzel](/@a…