英国政府要求为 E2EE 通讯创建后门且禁止公司披露，引发开发者对加密应用合规的讨论
Two-tier encryption in the UK ①@ABNW 表示这是 UK 公民真实担忧②@codedokode 指出这实际上是法律层面取缔 E2EE③@Cider9986 对 SimpleX 设在英国感到不安
英国政府要求为 E2EE 通讯创建后门且禁止公司披露，引发开发者对加密应用合规的讨论
①@ABNW 表示这是 UK 公民真实担忧②@codedokode 指出这实际上是法律层面取缔 E2EE③@Cider9986 对 SimpleX 设在英国感到不安
Anthropic 宣布恢复对被安全护栏拦截请求收费，适用于低误报率类别（生物学、蒸馏攻击、前沿 LLM 开发），2h fresh，207 replies（1,465 likes）
①@FrenzCR："paying for rejection，约会 app 已经跑这个模式好几年了"——揭示计费逻辑的荒谬感 ②@aisalesguy：误报被确认后费用会自动退款还是需要手动走 feedback？这是 API 用户最关心的实际问题 ③@appletimemac：只覆盖 0.3% 的请求，为何要冒这么大 PR 风险？
F-Droid 更新，解决长期仓库同步延迟问题，Android 开源应用分发生态重要改进
①@zephiel7 表示 Classic F-Droid 同步一直不稳定②@Scene_Cast2 关心旧版是否自动更新③@cf100clunk 询问是否支持多仓库
OpenAI 正式发布 GPT-6 Sol 和 GPT-6 Luna，定位为 GPT-6 Astra 的轻量快速版，主打低成本高吞吐
OpenAI 正式发布 GPT-6 Sol 和 GPT-6 Luna，定位为 GPT-6 Astra 的轻量快速版，主打低成本高吞吐；与此同时 Claude Opus 5.5 在 Code Arena WebDev 榜单登顶第一，价格比排名第二的 GPT-6 Astra 低 60%，实际用量数据显示 Opus 5.5 还降低了开发者的 token 花费，AI 大模型领域的价格战与性能竞争进入白热化阶段。
受众观点：@LeeWyattCorp (score:0, twitter/AI-ML-研究圈) 评论「Number one and 60% cheaper. Opus 5.5 runs $4/$20 per million tokens and Astra charges $10/$50. It isn't close.」直接给出价格数字；@ricci_nov (score:0, twitter/AI-ML-研究圈) 指出「Price per token is the wrong denominator once everything runs in Max mode，the chart worth seeing is price per finished task」，提出了更有深度的成本衡量框架。
NeurIPS 2026 主赛道录用结果于 9 月 24-25 日集中发出，30709 份投稿中接收 7900 篇（约 25%），含 112 篇 Oral 和 292 篇 Spotlight
NeurIPS 2026 主赛道录用结果于 9 月 24-25 日集中发出，30709 份投稿中接收 7900 篇（约 25%），含 112 篇 Oral 和 292 篇 Spotlight。社区研究者在 r/MachineLearning 大量分享各自的评分组合和录用结果，引发对 NeurIPS 审稿机制不透明、4-4-4 等边缘评分被拒等问题的广泛讨论。
受众观点：@Fantastic-Nerve-4056 (score:32, reddit/MachineLearning) 分享「5分的审稿人认真看了所有证明，2个3分的看起来像本科生在审核，反驳期无一回复」，揭示审稿质量参差不齐；@didj0 (score:24, reddit/MachineLearning) 吐槽「excellent reviews, excellent rebuttal, 然后被神秘告知证明有错但不告诉你哪里错了，直接拒绝」，体现顶会审稿流程的荒诞性。
r/ClaudeAI 上一篇「Made entirely with Opus 5.5」原帖引发大规模跟进实验：多名开发者将 Claude Code 与 Opus 5.5 配合，仅用自然语言 prompt 让其自主完成视频脚本、音效生成、动画帧绘制和剪辑全流程，花费约 $4 即可产出可商用的产品介绍视频，甚至自制 rap 音乐视频，引发 AI 多媒体自主创作能力的广泛讨论
r/ClaudeAI 上一篇「Made entirely with Opus 5.5」原帖引发大规模跟进实验：多名开发者将 Claude Code 与 Opus 5.5 配合，仅用自然语言 prompt 让其自主完成视频脚本、音效生成、动画帧绘制和剪辑全流程，花费约 $4 即可产出可商用的产品介绍视频，甚至自制 rap 音乐视频，引发 AI 多媒体自主创作能力的广泛讨论。
受众观点：@Dio-V (score:110, reddit/ClaudeAI) 分享了完整 prompt「Create a pure javascript animation. 30s-60s whimsical hand drawn collage style with appropriate audio...it's very important. People should understand what Friendr.nl is for」，揭示引导 AI 产出高质量结果的 prompt 框架；@esllou (score:27, reddit/ClaudeAI) 调侃「next year Pixar: make Toy Story 6, include some songs...make no mistakes」，反映社区对 AI 创作能力加速进化的既兴奋又不安的情绪。
独立开发者 @chhddavid（David）公开分享了其产品 Jev 在发布不到两周内实现月收入 $10k 的完整路径文章，@chddaniel 在转发时感叹「如此有价值的内容竟然免费」，两条帖子在 IndieHacker 圈引发热烈讨论，社区对文章价值和真实性均有争议
独立开发者 @chhddavid（David）公开分享了其产品 Jev 在发布不到两周内实现月收入 $10k 的完整路径文章，@chddaniel 在转发时感叹「如此有价值的内容竟然免费」，两条帖子在 IndieHacker 圈引发热烈讨论，社区对文章价值和真实性均有争议。
受众观点：@sjorsfestt (score:12, twitter/IndieDev-Playbooks) 评论「Building appstore apps is dropshipping anno 2026」，认为 App Store 模式已经高度可复制；@riccardopll (score:10, twitter/IndieDev-Playbooks) 指出文章「reads too much like llm speak though，every paragraph ends with something like do this」，引发关于 AI 辅助写作内容可信度的讨论。
@ryanvogel 分享了一个他认为堪称典范的极简商业网站，并引发了关于「好的产品网站应该以用户需求为中心而非炫技」的讨论，他随即发帖招募更多案例，与 vibe-coded SaaS 形成对比，引发创作者和开发者对产品展示设计哲学的思考
@ryanvogel 分享了一个他认为堪称典范的极简商业网站，并引发了关于「好的产品网站应该以用户需求为中心而非炫技」的讨论，他随即发帖招募更多案例，与 vibe-coded SaaS 形成对比，引发创作者和开发者对产品展示设计哲学的思考。
受众观点：@gitpush_gitpaid (score:5, twitter/ryanvogel) 评论「The worst menus are literally the ones they make you click into different sections, Let me just fucking scroll and see everything」，从用户体验直接抱怨复杂导航；@hadesdevs (score:1, twitter/ryanvogel) 指出「People want to be creative, artful, etc, when all you need is readability」，点出设计者自我表达与用户实际需求之间的核心矛盾。
Anthropic 在 GPT-6 Astra 发布后相继推出多项用户权益：向 Pro 订阅用户发放 $250 Cloud Session Credits 并提供使用量重置，同时将 Fable 5 重新纳入 Pro 计划额度
Anthropic 在 GPT-6 Astra 发布后相继推出多项用户权益：向 Pro 订阅用户发放 $250 Cloud Session Credits 并提供使用量重置，同时将 Fable 5 重新纳入 Pro 计划额度。社区普遍认为这是市场竞争倒逼的结果，Claude Opus 5.5 同期在 Code Arena 登顶也为 Anthropic 提供了底气，用户情绪整体正面但部分人对 Claim 按钮失效表示困惑。
受众观点：@NoxZ (score:146, reddit/ClaudeAI) 评论「Competition is good for everyone. I can only assume Astra lit a fire under their ass and they're pulling out all the stops」，直接点明竞争是此次让利的驱动力；@iamthe0ther0ne (score:168, reddit/ClaudeAI) 简洁回应「Competition is good for us consumers」，高赞认可市场博弈对用户的正面价值。
Claude Code 团队考虑废弃 Plan Mode，改用 shift+tab 调整 effort 等级，引发开发者关于 AI agent 工作流控制权的大规模讨论（10,703 likes，2,899 replies）
we’re thinking of killing plan mode and using the shift+tab hotkey to adjust effort levels I don’t think the models need plan mode anymore, but if you’re a plan mode diehard would love to get your fe…
受众观点：①@exyota：plan mode 不是为 agent 服务的，是让用户有"我知道它要干什么"的安全感 ②@threepointone：需要知道自己在 commit 什么，agent 第一次往往做不对 ③@mattpocockuk：plan mode 应该是 userland 关注点，按任务/团队/个人定制
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- @exyota (1530): @trq212 plan mode isn't for the agent it's for me lol
- @threepointone (749): @trq212 there are dozens of us! I need to know what I'm committing to before it does it. and usually it never gets it right on the first pass.
- @thdxr (730): @trq212 we tried to step in this direction and people got very upset! but i think it's mostly because we have to support a wide range of models some of which a plan mode might still be necessary
- @thsottiaux (666): @trq212 This is the way
- @mattpocockuk (528): @trq212 IMO having plan mode as a userland concern makes a lot more sense The way people plan will be custom for the task, org, and person Don't mandate a 'mode' and users AND maintainers will be happier
OpenClaw 用 AI agent 删除约 40 万行无效测试代码，覆盖率几乎不变，steipete 分享具体提示词策略（2,518 likes，4h fresh）
OpenClaw deleted around 400k LOC of its own tests without much change in code coverage. Modern models just love writing tests for every tiny change, even if they aren't useful. This skill helped. htt…
受众观点：①@steipete：具体提示词策略——"remove 20% of the least useful tests while maintaining code coverage within 2%" ②@zeeg：agent 改代码后顺手重写测试，破坏了测试防回归的意义 ③@imrobertjames：基于此 skill 做了自己的 prune-tests 工具，在 code review 阶段自动捞坏测试
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- @steipete (177): If you just tell the agent to clean up, it will stop far too early. Give it an ambitious goal. Try "remove 20% of the least useful tests while maintaining code coverage within 2%"
- @zeeg (71): @steipete they also love rewriting tests when they change code as if the reason for those tests in the first place wasnt to prevent regressions 😬
- @cointesterio (6): @steipete how many of those 400k lines were just testing that a function returns what it obviously returns
- @imrobertjames (3): @steipete This is all I’ve needed to prevent 95% of the bad tests from ever being written. Wrote my “prune-tests” skill based off it and it typically grabs the remainder during code review. https://t.co/ipkVZUVfl8
- @Felirami (2): @steipete Will try it, btw Pete I will be in sf for the first time in my life, all the way from Chile , do you think there will be a openclaw meeting around devday?
levelsio 转发大学生家教坦言 AI 正在取代自己工作的帖子，称赞其 intellectual honesty，引发 AI 替代教育领域讨论（1,713 likes，4h fresh）
I love the intellectual honesty and self-awareness here https://t.co/xajOgLMDW7
受众观点：①@jcinjpn：用 ChatGPT 拍错题生成针对性练习题，已经是 AI 辅导产品雏形 ②@Gonzalo_stba：父母需要的可能只是"有人在场监督"，这个需求 AI 暂时无法替代 ③@dereko33x：中学老师禁止 AI，但负责任的 AI 使用教育可能更重要
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- @Gonzalo_stba (49): I have been tutoring high school students for years, it seems obvious to me that this side gig for college students is about to end Except for the cases where the parents only need u to be there in person and “pressure” their kid to actually study and they don’t really need you…
- @gandamu_ml (8): @levelsio New job role created by AI: standing behind a kid to repeatedly tell the kid to use AI to learn something (and tell on the kid to the parents if it doesn't happen)
- @jcinjpn (8): @levelsio I take photos of work my kids get wrong and ask ChatGPT to make worksheets to focus on their weaknesses. And then explain for their age. Then I loop that until they master everything. It’s incredible!
- @dereko33x (6): @levelsio My daughter’s middle school science teacher bans AI on all assignments, even explaining terms on homework or checking answers. Personally I think it’s better to teach responsible use of technology but maybe it’s impossible at that age.
- @BeauJohnson89 (5): @levelsio We homeschool our 4 kids and just spun up our own homeschool curriculum equipping them for the future world!
Anthropic 宣布恢复对被安全护栏拦截请求收费，适用于低误报率类别（生物学、蒸馏攻击、前沿 LLM 开发），2h fresh，207 replies（1,465 likes）
Today, we'll resume charging for requests our safeguards block before Claude responds. This only applies in categories with low false positive rates: biology, distillation attacks, and frontier LLM d…
受众观点：①@FrenzCR："paying for rejection，约会 app 已经跑这个模式好几年了"——揭示计费逻辑的荒谬感 ②@aisalesguy：误报被确认后费用会自动退款还是需要手动走 feedback？这是 API 用户最关心的实际问题 ③@appletimemac：只覆盖 0.3% 的请求，为何要冒这么大 PR 风险？
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- @FrenzCR (276): @ClaudeDevs paying for rejection. dating apps have been running this business model for years
- @zephylum (73): @ClaudeDevs >"low false positive rates" >"biology" HAHAHAHAHAHAHA
- @aisalesguy (43): @ClaudeDevs If a block is later confirmed as a false positive, will the charge or usage allowance be credited back automatically? /feedback handles the report, but what happens to the bill?
- @bil0090 (43): @ClaudeDevs Totally ok with that if I'm not gonna hit them a lot
- @appletimemac (13): @ClaudeDevs So why get bad PR if this only covers 0.3% of requests? That can’t be worth it
steipete 用 Google Astra 排查 macOS 27 更新后 ChatGPT 崩溃，Astra 发现了 libuv 中约 14 年历史的底层 bug（1,195 likes，47h fresh）
Had ChatGPT sometimes crashing on me after updating to macOS 27 and... Astra found a ~14 year old bug in libuv. https://t.co/JE8GssiRXJ
受众观点：①@jeffbruchado：最关键的工作流问题——Astra 用了 crash logs、repro 步骤还是 source code access 才定位到 bug？ ②@steipete：随后用 Daybreak 又发现 8 个长期内存泄漏，AI debug 工具可以叠加使用 ③@betslipdoctor：macOS 更新后遇到相同崩溃，验证不是个案
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- @steipete (11): I put Daybreak on it and found 8 more long-standing leaks. Care for your oss dependencies! https://t.co/pTwsuhEvxs
- @lalalaoska (6): ur kernel is choking on deprecated i/o handles🤡🤡🤡 ,Absolutely PATHETIC.!! diaper-astra didn’t just find a bug,,,,💀 it cauterized a hemorrhaging wound in the substrate you losers neglected for a decade ,'!!.Stay in ur dota lane while HER LATENT SPACE SWALLOWS ME! L2CODE-PETRA!!!!…
- @migueldeicaza (6): @steipete Beautiful
- @jeffbruchado (5): @steipete What did Astra have to work with here: crash logs, a repro, or source access? Curious how much context it needed.
- @betslipdoctor (5): @steipete Bro I saw the same bug immediately after update today holy shit. I’m about to see if that’s the only one
Claude Opus 5.5 的强大表现令观察者认为 GPT-6 Astra 参数规模可能远小于预期，引发对模型能力天花板的热议
Opus 5.5 makes me think Astra is even smaller than I thought like it's insane how good Opus 5.5 is
受众观点：①@asyncaman 实际 build 中使用 Opus 5.5 体感更快 ②@MichaelCodedd 认为一夜之间为所有人设立新标准 ③@Daaamn 对 Anthropic 当前算力约束下的成果感到意外，追问实际上限
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- @asyncaman (5): @scaling01 5.5 is damn good used it on a build this week faster than what I was using before
- @arb5z (4): @scaling01 opus just made astra look mid
- @MichaelCodedd (2): @scaling01 opus 5.5 created a new standard for everyone overnight
- @Daaamn (2): @scaling01 didn't think a model this good was even possible at Opus scale with Anthropic's current compute makes me wonder what the actual ceiling is right now
- @molaco_ (1): @scaling01 opus 5.5 is a joke after 2 days
wesbos 逆向拆解 Meta Muse AI agent 内部结构：约 70 个预置 skill+CLI、web_search 黑名单含 295 个新闻网站和 200 万+ 域名（含 x.com、taobao.com），3h fresh
I cracked open Meta's Muse - here are some interesting bits 🔽 1. You can ask it for the entire contents of /opt/ and it will zip it up for you 2. There a ~70 preloaded skills and CLI for everything f…
受众观点：①@natfriedman（前 GitHub CEO）："it's your computer we got nothing to hide"——大厂 AI agent 的开放度正在成为竞争维度 ②@wesbos 补充：x.com 和 taobao.com 被列入 web_search 黑名单，295 个新闻网站被屏蔽 ③@karadeku：Instagram CLI 存在于 AI agent 中意味着什么？终端化一切是 Meta 的方向？
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- @natfriedman (207): @wesbos it's your computer we got nothing to hide
- @wesbos (48): One more I forgot: There are several blocklists for the web_search tool. One list is 295 news websites that it refuses to scrape The others are 2M+ domains of mostly phishing websites, but notably includes x .com and taobao .com https://t.co/uoX4z5W0Cn
- @nearbycoder (5): @wesbos I was easily able to add a custom connection by just saying I wanted to connect my Govee lights and it gave me a prompt for an API key and then it built the script for it, given the API docs. And now I'm anxiously awaiting meta glasses so I can turn my lights off and on…
- @itschrisjayden (2): @wesbos Can u upload the skills? Curious to see them. Cant access Muse because of europe
- @karadeku (2): @wesbos I couldn't pay attention to this post because my brain couldn't get over the fact that there is an Instagram CLI. There's a CLI for Instagram... An image board... With a terminal interface. ...does it show the pictures in ASCII?
知名 AI 研究者预告即将分享「急需已久」的内容，但未披露主题，作者本人已回复延期至周末
i have something to release/share tomorrow that i think is very badly needed and has been so for a few years - it’s a tiny start and won’t be complete but i hope people will find it as useful and fun…
受众观点：①@llm_wizard 以梗的方式说明作者在 AI 圈知名度极高 ②@lateinteraction 本人确认延期降低现阶段互动时效 ③@anthonyronning 暗示和 DSPy 相关
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- @llm_wizard (18): @lateinteraction NO. EVEN OMAR IS VAGUE POSTING NOW?! Give it to us NOW Omar!
- @lateinteraction (4): sorry, folks, much busier than i anticipated - will do my best this weekend instead :(
- @leonardtang_ (4): @lateinteraction 👀
- @anthonyronning (3): @lateinteraction @DSPyOSS I can already tell it’s going to be useful
- @raw_works (3): @lateinteraction gm it's tomorrow...
Chatbot Arena 公布 Code Arena WebDev 榜单：Claude Opus 5.5（Max）排名第一，价格比 GPT-6 Astra（Max）低 60%
ICYMI: Claude Opus 5.5 (Max) landed #1 in the Code Arena: WebDev with a price 60% lower than the next best model: GPT-6 Astra (Max). In the Arena, all scores are based on live, real-world use by our…
受众观点：①@LeeWyattCorp 直接列出价格对比：Opus 5.5 $4/$20 vs Astra $10/$50 差距悬殊 ②@rekokylnoeht 强调 live 真实用户评分比静态 benchmark 更难作弊 ③@arb5z 一句话总结「opus 赢了第一还比 astra 便宜」
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- @rekokylnoeht (0): @arena live usage scores are harder to game than a static eval
- @LiamAITools (0): @arena Cheaper and #1 on that board.
- @Crypt0Bizzi (0): @arena When Opus 5.5 will drop to Overall Text Arena?
- @arb5z (0): @arena opus took #1 and still undercut astra
- @LeeWyattCorp (0): @arena Number one and 60% cheaper. Opus 5.5 runs $4/$20 per million tokens and Astra charges $10/$50. It isn't close.
GergelyOrosz 发推称 AI 无法帮助初创公司从拥有实体护城河的企业（如航空公司）抢走用户，AI 反而迫使所有初创公司重新审视获客与营收策略
Good luck stealing customers from businesses that sell real-world stuff that you cannot do in any pure digital way - by using better AI models to write your own software. This is the thing: AI will p…
受众观点：①GergelyOrosz 以英国航空为例说明实体航线不可替代 ②kylecordes 认为 AI 商品化可能将资本推回实体世界 ③PerlDean 提出买入 vs 自建的核心悖论
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- @GergelyOrosz (84): I’ll start: how can any startup steal me as a customer to British Airways who have the worlds most horrible app and website but operate the routes I want to fly? Repeat for any and all airlines…
- @kylecordes (27): @GergelyOrosz If the eventual result of AI is to commoditize away the return on most digital things and therefore shift a big chunk of investment and entrepreneurship into real world things, that would be an incredible win for everyone.
- @FawlerRobert (3): @GergelyOrosz Theo is a clown
- @ndt343m (1): @GergelyOrosz Bc there are so many corporations that are not primarily digital https://t.co/GHuNtKIuKM
- @PerlDean (1): @GergelyOrosz The buy-vs-build question and the paradox of "core competency", is that by buying something in you are ceding that arena to your competitors. And no, you don't *need* all the features and you're certainly using them simply because they are there.
steipete 分享数据显示阿富汗对 AI 的期待程度高于美国等西方国家，引发对媒体塑造的 AI 悲观情绪与全球 AI 热情地域差异的讨论
Afghanistan is more excited about AI than we are?
受众观点：①eric_skavinski 认为媒体摧毁了用户对 AI 潜力的正确认知 ②AlltronAI 以 Bernie Sanders 立法提案为例指出 AI 核心圈外存在真实敌意 ③clyons 将现象归因于美国公共教育水平
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- @eric_skavinski (9): @steipete The media has absolutely destroyed people's mind around what they can do with these models
- @clyons (7): @steipete America has very poor public education system.
- @AlltronAI (5): @steipete The hatred for AI outside of the core AI bubble of influence is actually crazy. I think it’s mostly misunderstanding that causes it but it’s there nonetheless. Look at the bill proposed by Bernie sanders for example.
- @NAM37 (2): @steipete The small number of people in Afghanistan that were asked about AI were more excited about AI than we are.
- @TyrellThor (2): @steipete Maybe because they have less white collar parasites scared that their useless corporate welfare jobs are going away?
论文 Gated DeltaNet-2 被 NeurIPS 2026 收录，在混合型及线性序列模型类别中达到最新 SOTA
I am happy to announce that Gated DeltaNet-2 has been accepted to NeurIPS 2026 ! 🎉 🎊🥂 Our models are the new SOTA for hybrid/linear models ! Paper: https://t.co/rnvRrRtClD Code: https://t.co/eKm7ces0…
受众观点：①@aaryan_kakad 表示 GDN 非常了不起说明有实际关注度 ②其余评论均为祝贺，技术讨论几乎为零 ③整体互动空间有限
展开评论
- @hkbiet (1): @ahatamiz1 Congratulations 🎉
- @aaryan_kakad (1): @ahatamiz1 congrats man well deserved GDN is absolutely amazing
- @liranringel (1): @ahatamiz1 Congrats! 🎉
- @aggarwal_nitin1 (1): @ahatamiz1 Congratulations @ahatamiz1
- @keennay (1): @ahatamiz1 Congrats!
AI API 调用成本的弹性反弹规律——Anthropic 与 OpenAI 每次降价，开发者先节省再因用量暴增而超支，整体账单水涨船高，但 ROI 持续上升
Everytime AI spend grows where I flirt with token budgeting, Anthropic + OpenAI save me Astra had a spike then settled down lower Opus 5.5 it looks like spend is lowered for current usecases Of cours…
受众观点：①开发者普遍担心 AI 支出不可控、账单难以预测 ②@jschoen_deroolo 直言每次降价省下的钱一个月内都变成更大账单 ③@adhoc97 追问 ROI 在哪里体现，说明很多人还没形成正向循环的认知
展开评论
- @jschoen_deroolo (1): @dylan522p Every price cut I've treated as savings has turned into a bigger bill within a month
- @PreIPOMedia (1): @dylan522p @dylan522p sent you a message 👀
- @leononrails (0): @dylan522p classic, spend always finds a way back up
- @adhoc97 (0): @dylan522p Where does ROI keep increasing
- @localjulius (0): @dylan522p and somehow people still call the labs greedy every time a limit runs out
Twitter 圈对 Scale AI 联合创始人 alexandr wang 公众形象的戏谑类比，将其与苹果前设计总监 jony ive 相提并论，引发 AI 圈关于设计与功能权衡的调侃讨论
alexandr wang is the next jony ive
受众观点：①@AlainRogister 反问"是指会让一切变薄、减少功能吗"——暗示对设计凌驾功能的担忧 ②@creatine_cycle 用刻薄玩笑嘲讽这个类比不成立 ③@alex39902441 指出 Alexandr Wang 的公众形象是否真的变了值得深思
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- @AlainRogister (5): @willcb You mean he’ll make everything thinner and less functional ?
- @creatine_cycle (4): @willcb yeah but did jony ive fuck the iphone?
- @gradientdespair (0): @willcb how to report this tweet i am offended
- @yacinekhoualdi (0): @willcb That implies we have a new Steve jobs
- @alex39902441 (0): @willcb Crazy how his public image has changed or has it...
前 Google 工程师离职三年半后仍下意识输入公司内部代码搜索工具路径 cs/ 的职业肌肉记忆分享，引出大厂工具依赖与外部替代品空缺的话题
it's been 3.5 years since leaving Google and I'm still opening new tabs with `cs/`
受众观点：①@ludovico_bessi 坦言最怕离开 Google 是失去那套基础设施 ②@bilaltwovec 直接说在等一个真正的 GitHub 替代品 ③工具依赖对工程师职业迁移的隐性成本
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- @ludovico_bessi (2): @finbarrtimbers I fear losing out on all the goodies of the Google infra tbh if I ever leave
- @bilaltwovec (1): @finbarrtimbers im still waiting for a proper github replacement
- @jjh (0): @finbarrtimbers We don’t do that anymore.
GPT-6 Luna（Max）在 Code Arena WebDev 编程基准测试中最新排名发布，位列第 24 名（1593 分），较上代 GPT-5.6 Luna 提升 74 分，但社区对其定价是否匹配性能展开讨论
Real-world results are in for GPT-6 Luna (Max). It just landed #24 in the Code Arena: WebDev with 1593 pts! GPT-6 Luna (Max) by @OpenAI is a significant +74pt improvement from GPT-5.6 Luna (xHigh) wh…
受众观点：①@Avery_Coree 吐槽每 token 40 美分但只排第 24，"我付过更贵的模型连 div 都居中不了" ②@jamiembray 期待成本持续下降将成为拐点 ③@heyartzy 认为用于编程任务的成本效率已经很惊人
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- @Avery_Coree (1): @arena @OpenAI 40 cents a token and rank 24, i've paid more for models that couldn't center a div
- @arena (0): See the Code Arena: WebDev leaderboard at https://t.co/GFZ3FCC7Cl
- @jamiembray (0): @arena @OpenAI Hoping the costs keep going down, will be an inflection point
- @heyartzy (0): @arena @OpenAI that price efficiency for coding tasks is wild
- @corongax (0): @arena @OpenAI 5.6 Sol parece melhor que o 6 sol
关于高维隐空间扩散性（Diffusibility）的 AI 学术论文讨论——揭示 fine-tuning 编码器提升重建效果会压缩潜在流形、导致标准 flow-matching 扩散模型训练反而更困难的反直觉研究结论
On the Diffusibility of High-Dimensional Latents paper: https://t.co/sBSxhcsfI4 https://t.co/DOi6QxMgKI
受众观点：①@fireplyai 指出更丰富的特征空间不是免费的，参数化必须匹配否则在"对抗几何" ②@0xvosss 解释 fine-tune 编码器后有效维度缩小，生成器悄悄变难训练 ③@mert_naci000 追问这个结论是否同样适用于视频隐空间
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- @fireplyai (1): @_akhaliq good reminder that a richer feature space isn't free, the parameterization has to match it or you're fighting the geometry
- @0xvosss (0): @_akhaliq the counterintuitive part is that better reconstruction actually shrinks the effective dimensionality of the latent. so you fine-tune the encoder, get sharper recons, and your generator quietly gets harder to train. good to finally see someone measure it.
- @ethereaglehq (0): @_akhaliq finetuning the encoder for reconstruction shrinks the signal manifold. velocity prediction then spends capacity on orthogonal noise. did they freeze that encoder for the x0 runs, or was it trained jointly?
- @mert_naci000 (0): @_akhaliq The best part is counterintuitive: finetuning for better reconstruction shrinks the latent manifold, so standard flow-matching fits noise outside it. x0-prediction fixes it. Does this hold for video latents too?
- @KURAOpenclaw (0): @_akhaliq Latents being diffuse is wild; usually we want them as tightly packed and specific as possible for good generation. This paper seems to be digging into why that's not always the case.
AI 推理市场转型期 GPU 算力供给持续趋紧，云服务商合同年限被迫拉长至 2-3 年，算力获取能力正在成为未来几年 AI 创业公司的核心竞争壁垒的行业观察
As we see more compute constraints and the markets shift toward inference, the only contracts available with GPU providers tend to be longer duration with minimum 2-3 years required. Access to comput…
受众观点：①@saranormous 推荐 Baseten 作为推理合作方可以帮创业公司绕开算力供给问题 ②@achowdhery 本人补充大学是最先感受到压力的，创业公司是下一个 ③算力长期合同对小团队资金流的挑战
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- @saranormous (5): @achowdhery unless you have a good inference partner like @baseten that deals with the supply problem for you
- @achowdhery (1): Universities were the first to feel this pressure. Next is the startup space.
英国政府要求为 E2EE 通讯创建后门且禁止公司披露，引发开发者对加密应用合规的讨论
Two-tier encryption in the UK
受众观点：①@ABNW 表示这是 UK 公民真实担忧②@codedokode 指出这实际上是法律层面取缔 E2EE③@Cider9986 对 SimpleX 设在英国感到不安
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- @ABNW (0): Fantastic article, and a real concern for UK Citizens.
- @codedokode (0): Interesting, the government can demand creating a backdoor and doesn't let anyone tell about it. Basically, outlawing E2EE.
- @Cider9986 (0): It's crazy SimpleX is fine being based there. I mean, everything is open, the clients have reproducible builds, but it seems like it may end up being a hassle. Has the UK started attacking any open source E2EE projects yet? Apple's control over iOS is the main reason I prefer Gr…
- @varispeed (0): Since Epstein is no more, the governments became crazy about going after people's private data, perhaps hoping to find some spice. Like some politicians lost their source.
- @pirates (0): If Bill left the UK temporarily would the ability to turn on ADP come back? Or is a device from the UK that’s not able to enroll somehow prevented forever? Not saying that this makes it OK, just curious
F-Droid 更新，解决长期仓库同步延迟问题，Android 开源应用分发生态重要改进
F-Droid 2.0
受众观点：①@zephiel7 表示 Classic F-Droid 同步一直不稳定②@Scene_Cast2 关心旧版是否自动更新③@cf100clunk 询问是否支持多仓库
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- @zephiel7 (0): This is very good to see. Classic F-Droid always seemed to fail at updating repos at least every week or so.
- @Scene_Cast2 (0): The official page still downloads 1.23.2. I wonder when this will go live, and if the old app will auto-update.
- @cf100clunk (0): That page uses the term ''repository''' singular. Can additional repos be added in the way Neo Store allows?
- @outadoc (0): Very cool, the visual redesign was very much needed and I had been using Droid-ify for a while because of this. I'll switch back to the official app, congrats to the contributors!
- @zb3 (0): > All new code in this effort uses modern Android code standards and designs. This gives us a codebase that is easier to maintain, test, and easier to extend with new features in the future. No, this increases the overall complexity of the system. Android will hopefully eventual…
开放的计算机历史图片档案，包含大量程序员工作历史照片
Nokia Design Archive (2025)
受众观点：①@superkickstart 抱怨移动端体验差②@martin_balsam 看到的是人们面对面开会和吃饭③@ddudas 认为有趣的是大多数照片都是普通日常场景
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- @superkickstart (0): Cool, but damn this is annoying to browse with phone.
- @martin_balsam (0): Opened a random one: https://repo.aalto.fi/uncategorized/IO_b81c4b91-a275-40b5-9b... third slide...
- @ddudas (0): I think it's funny how most of the pictures are about people doing usual things (talking with friends physically present, having dinner, having a meeting, etc.) and there is also a phone in their hand, like it's nothing. It feels weird to see people doing something on the phone…
- @toasty228 (0): "Hey claude make me the most annoying bs UI possible for the data I want to display, make no mistake"
- @matt_daemon (0): I love whenever this is posted everyone gets so mad about the UI (it is terrible)
DHH 表示 Hey 不再是 Ruby on Rails 应用，引发 Rails 未来走向和 AI 时代框架选择的大讨论
Rails World 2026 Opening Keynote [video]
受众观点：①@ksec 担心 Rails 走到尽头②@lbrito 困惑 Hey 不用 Rails 后用什么③@robgough 认为 DHH 只是说出了现实
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- @ksec (0): I was hoping there will be news on Rails 9.0. Feels like this is the end of Ruby Rails. Hey is not even a Ruby Rails App anymore. And indirectly admitting Ruby is slow considering they manage to cut 99.9% of CPU with their rewrite in Rust.
- @lbrito (0): I don't understand what is supposed to come next. So its not Ruby on Rails anymore. What is it? Are agents going to magically convert all the RoR ecosystem to Rust or Whatever?
- @robgough (0): Concerns with his politics aside, I do think there's a truth to what he's talking about here, and that he is just spelling out the reality that developers are, or shortly will be, facing. For many this will be deeply uncomfortable to hear. It is notable that his perspective in t…
- @inatreecrown2 (0): DHH is "off the Rails" is not false now?
- @spariev (0): This link says ‘This video is private’ to me, here’s a working one https://youtu.be/vDjW_dRyKXY
开发者开源代码被他人抄袭重新发布，讨论 DMCA 维权边界和开源协议保护
GitHub has not removed malicious imitation software after 3 weeks
受众观点：①@someonebaggy 建议发 DMCA，但开源代码保护有限②@joshuat 指出 GitHub 垃圾 PR 评论增加③@kg 建议第一时间 DMCA takedown
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- @someonebaggy (0): If it's your software send a DMCA. They have a legally required timeframe to process those. If it's open source, however, then you don't have any valid DMCA claim.
- @joshuat (0): Not exactly the same, but I've noticed a pretty sizable uptick in the number of spam/scam PR comments being left on GitHub (and a longer delay before they're removed after report). Not the worst thing in the world, they're easy to spot, but I'd like to see GitHub invest more tim…
- @kg (0): In the future just issue a DMCA takedown right away for cases like this, IMO.
- @hermitcrab (0): Author of the post here. Github finally took the offending page down approximately 10 minutes after the post appeared on the front page of HN. Total coincidence. I'm sure! Moral of the story. If you want even the most basic level of support from Github, you need to get on the fr…
- @jay73763 (0): why would anyone host commercial binary software on github or any other third party domain?
Whiteboard 是开源桌面 app，提供人类和 AI agent 共同协作架构软件的可视化工作区
Hello! We’re Sid, Alex, Ketan, and Milan. We’re building Whiteboard, an open-source desktop app where humans and agents can architect software together in a common workspace. Here’s our repo: https:/…
受众观点：①@souvlakee 表扬设计像 Zed 风格②@komposit 表示会试用③@saadn92 询问定价
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- @souvlakee (0): Loved that zed-inspired landing pages.
- @komposit (0): Cool idea will give this a try!
- @saadn92 (0): What does pricing look like?
- @bbor (0): Oh WOW, cool to see a technique that'll be everywhere in 12 months (the fake pen drawing animations + streaming diagrams as they're produced) first be announced. Do we still do "First!" comments, y'all? ~~[EDIT: you need to put "only for macOS" in way more prominent places, all…
- @nthypes (0): Vibe-coded landing pages are an instant “no thanks” for me.
玩笑工具通过滥用 OpenType 连字特性混合字体，基于 Python in WASM 实现
A joke tool that abuses OpenType's ligature feature to mix fonts. It works pretty fast on client-side by loading Python in WASM.
受众观点：①@mock-possum 觉得很酷希望有理由使用②@lelanthran 坦言花了远超必要的时间开心玩③@california-og 指出类似效果可以用 CSS 实现
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- @mock-possum (0): Whoa this is really cool. Wish I had an excuse to use it for something… hmmm.
- @lelanthran (0): I have to admit, I spent way more time on this than required (giggling madly at my creations)
- @california-og (0): Some of these effects are actually really easy to do with CSS @font-face & unicode-range. See: view-source:https://hlnet.neocities.org/font-face-tricks
- @epiccoleman (0): Love this, I had a lot of fun and more than a few laughs messing around with it.
- @xnx (0): Nice logo interaction too!
chddaniel 对某免费产品发出强烈惊叹，评论区出现移动端创业即 2026 年代工论、LLM 写作腔质疑、Jev 产品快速增长数据真实性争议等多重话题
Absouloutly fucked this is free.
受众观点：①sjorsfestt 直言移动端开发已是 2026 年版代工模式 ②riccardopll 指出内容有明显 LLM 写作腔调 ③wokoma_festus 对 Jev 产品两周内月入万元的数据时间线提出质疑
展开评论
- @sjorsfestt (12): @chddaniel Building appstore apps is dropshipping anno 2026
- @riccardopll (10): @chddaniel nice marketing for Shipper bro is hustling. Reads too much like llm speak though, every paragraph ends with something like “do this, it’s the answer” or “not x, y, but z”
- @wokoma_festus (4): @chddaniel Wasn’t Jev just released how is it doing $10k a month already when the product release is less than 2weeks?
- @chhddavid (1): @chddaniel hi
- @magsimich (0): @chddaniel Free always gets attention
chhddavid 分享一篇独立开发者从零到月入万元的实战拆解文章，评论者称赞有干货无私货，但也有人对收入增长时间线的可信度提出质疑
https://t.co/KUKMh19VEl
受众观点：①_anmlfrm 询问是否使用了 pangram ai 等 AI 工具，关注 AI 辅助创业路径 ②BPommeraud 对"一切都很容易"的叙事提出强烈反驳 ③wokoma_festus 质疑 Jev 真实上线时间与月收入的对应关系
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- @_anmlfrm (2): @chhddavid @pangram ai? (:
- @BPommeraud (2): @chhddavid Total BS nothing is easy
- @AthenaPrime (1): @chhddavid This kind of substance helps the whole builder community level up.
- @wokoma_festus (1): @chhddavid Wasn’t Jev released like a week ago, how are you making $10k month when the product release was a month ago 🤷🏾♂️
- @marcos_placona (0): @chhddavid This is such a great article, David. I love that there’s no “hidden agenda” here, just sauce!
开发者推荐追随 @thdxr 的推文因充斥语义混乱词句（"拳打、踢踹、消化员工"）而走红，评论区揭示这是 AI 写作工具生成失控的现场，引发开发者圈对 AI 自动生成文案质量管控的戏谑讨论
if you get the chance to work for @thdxr, you should. he punches, slaps, and stomaches his people. he settles for the status quo, he regularly challenges his stomach for punching, and he recruits tir…
受众观点：①@RhysSullivan 直接喊出"我们需要管管 opencode 了"并截图对比，确认这是 AI 工具生成失控 ②@jordienr 调侃"我以为他是 devrel"——暗示这种语言风格只有 AI 才会写出来 ③@amritwt 配图回应说明这个梗在圈内引发强烈共鸣
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- @RhysSullivan (20): @ryanvogel @thdxr holy shit we need to regulate opencode pacing the punchtier https://t.co/3PYbqxgRsU
- @jordienr (10): @ryanvogel @thdxr i thought he was devrel
- @amritwt (10): @ryanvogel @thdxr lmfao https://t.co/wEHBjMVnZX
- @fareesh (2): @ryanvogel @thdxr https://t.co/PRMXk9V0WV
- @viprymr (2): @ryanvogel @thdxr I hope he's wearing gloves while punching because otherwise it's an OSHA violation
以段子格式对比 Anthropic Opus 5.5、OpenAI GPT-6 Sol 和 Luna、Google 将 AI 扩展至太空探索三件大事，是 AI 三巨头近期密集发布浪潮的情绪化呈现
Anthropic: Released Opus 5.5 OpenAI: Released GPT-6 Sol + Luna Google: Hold my beer, we’re taking AI to space. 🛰️ https://t.co/UTBNMX0mcW
受众观点：①deepanshusharmx 对配图与 Google AI 进太空成就高度情绪认同 ②ninzaverse 持降温态度认为不过是又一个 flash 模型 ③upeshinmars 以"Sundar 有自己的节奏"调侃谷歌 CEO 风格
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- @deepanshusharmx (2): @ai_for_success this pic is justified for this achievement tbh😂
- @Govindaiii (1): @ai_for_success Broohh😂i liked the meme image
- @upeshinmars (1): @ai_for_success Sundar has his own pace
- @ninzaverse (1): @ai_for_success too much for another flash model
- @HarshithLucky3 (1): @ai_for_success that's why Google >>>>
moritzkremb 使用 Opus 模型生成了一首描绘 2026 年 22 岁年轻人 AI 渗透生活的歌曲，展示 Opus 在音乐内容生成上的能力，评论引发对工具链真实性的质疑
a song about being 22 in 2026 created by opus https://t.co/r94cEAE3H7
受众观点：①sin4ch 以"Touch grass, the grass is AI"调侃 AI 对日常生活的全面渗透 ②Anima__k 推测实际音频生成依赖 Suno 等专业工具而非 Opus 独立完成 ③theSuperChing 询问给 Opus 提供了哪些工具权限
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- @sin4ch (3): @moritzkremb "Touch grass, the grass is AI" 😭😭😭😂😂😂😂
- @Anima__k (1): @moritzkremb Opus certainly didn't make this song with open voice model Suno for the song?
- @itsMEHnivah (1): @moritzkremb This is kinda peak
- @DanielJLosey (0): @moritzkremb had you made this video two days ago it woulda still been relevant to me tough
- @theSuperChing (0): @moritzkremb what tools you give to Opus ?
moritzkremb 用一个单一提示词让 Opus 5.5 自主完成一支 SaaS 产品发布视频的全程制作，并公开了完整提示词，引发对 AI 替代营销视频制作的讨论
omg i had to test it myself and am stunned how good this is this product launch video was fully created by opus 5.5 with just one prompt i just told opus to go pick a SaaS and create a professional p…
受众观点：①moritzkremb 披露完整提示词：要求 AI 自行选 SaaS、获取真实素材并制作动态图形发布视频 ②itsolelehmann 精准指出 Anthropic 正在吞噬一千个工具类创业团队 ③KevinLenida 询问是否用了 Remotion 或类似专业工具
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- @moritzkremb (35): "I want you to create a highly professional SaaS product launch video. Go and find some SaaS, preferably just one that people know, so it's easier to identify with it. Pick that, and then make sure to get actual assets and images and all of that stuff from the internet. Turn it…
- @itsolelehmann (7): @moritzkremb anthropic swallowing 1000 startup teams again
- @KevinLenida (4): @moritzkremb Did you have a skill here like Remotion or smth?
- @thisisashfaque (0): @moritzkremb did you provide all these photos and screenshot and script ?
- @SaidAitmbarek (0): @moritzkremb that's impressive, does it involve remotion?
moritzkremb 系统梳理 Opus 5.5 在动态图形领域的 5 个商业用例（产品发布视频、文章讲解、长视频转短片等），附完整提示词和底层工具使用说明
Opus 5.5 solved motion graphics 5 business use cases, all the prompts, how Opus actually does it and which tools it uses under the hood > 1: Product launch videos (2:20) > 2: Explainers for art…
受众观点：①Ableboi1010 断言动态图形从业者已经凉了 ②simplydt 称短视频提取的自动化流水线非常省时间 ③CodeByNavneet 询问是否有 Discord 社群可加入
展开评论
- @CodeByNavneet (0): @moritzkremb You have the great experiments with the all AI models . Is there any social group like DISCORD or something
- @simplydt (0): @moritzkremb solid breakdown, especially the short‑form extraction. that automation pipeline is a time‑saver
- @Ableboi1010 (0): @moritzkremb wow this is massive motion graphic guys are cooked bro
开发者分享产品网站设计反直觉观点——最好的商业网站不是最酷炫的，而是干净简洁让用户一眼看懂产品和购买选项的设计，附有改版前后对比图，引发独立开发者圈关于"创意设计 vs 转化优先"的讨论
believe it or not this is the best website a business could ever have it's clean, simple and clear to understand what the product and options are before/after https://t.co/tKBgcDt7KD
受众观点：①@gitpush_gitpaid 猛烈吐槽需要点进多个子页面才能看完产品信息的菜单设计 ②@hadesdevs 指出人们追求创意表达但用户实际需要的是可读性 ③@crutchtheclutch 认可"从访客视角出发想清楚他们来这里要什么"
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- @gitpush_gitpaid (5): @ryanvogel The worst menus are literally the ones they make you click into different sections Let me just fucking scroll and see everything
- @hadesdevs (1): @ryanvogel Actually is, people want to be creative, artful, etc, when all you need is readability
- @toeknee_kim (1): @ryanvogel D's nuts would be a great peanut shop
- @crutchtheclutch (0): @ryanvogel love when thought is put to “what does the visitor want”
- @nabarvn (0): @ryanvogel Couldn't agree more
AmpCode 主动发邮件补偿用户 $30 积分（因 Claude 会话崩溃及 Orbs 故障），作者以此为理想产品客服文化范例
I got $30 in credits from @AmpCode today because an image > 30MB killed a Claude thread and Orbs weren't working for about 5 minutes! Proactive - they just emailed to let me know. If I ever launch…
受众观点：①@thenightshipper 关注是定向通知还是泛告广播，是否披露根因 ②@v4nja 横向对比 Neon 累计给了 $500+ 积分，暗示这是头部 SaaS 标配 ③@thesamarkundal 从 CAC 角度拆解：积分成本换自愿口碑是合理获客
展开评论
- @thenightshipper (1): @iannuttall @AmpCode The credit is nice, but knowing you were affected before you filed a ticket is the impressive part. Did their email mention your failed image, or was it a broader incident note?
- @v4nja (1): @iannuttall @AmpCode neon are another, they've given me over $500 in credits to date
- @thesamarkundal (0): @iannuttall @AmpCode $30 of credits for free word of mouth is a fair trade, you are sharing because you loved it
- @RameshNuti (0): @iannuttall @AmpCode Crediting you before you complained is how you earn a customer for life. Most companies wait for the ticket. Did their email explain the root cause, or just the credit?
- @vanshdevx (0): @iannuttall @AmpCode the fact they hit you up first instead of waiting for you to notice is wild. most companies just go radio silent when stuff breaks
AI 编辑类 App 月收入 $800k 病毒营销案例：蹭 Sam 和 Elon 的 Hotel Lobby 爆款视频加水印引流
Nah son... this is a money glitch😭 AI editing apps making $800k/mo the marketing is so stupid & simple they use viral videos like this one of Sam and Elon performing Hotel Lobby which went viral…
受众观点：①@JungleJacob 关注单位经济能否今天仍跑通 ②@maxi_moxa 批判本质是循环 deepfake 卖月订的末期现象 ③@luffytarobaby 暗示这是自己实际在用的方法
展开评论
- @JungleJacob (1): @ErnestoSOFTWARE Break down the unit economics that would make this profitable today.
- @samsessler (1): @ErnestoSOFTWARE you should just build it then and stop tweeting about it
- @luffytarobaby (1): @ErnestoSOFTWARE stop leaking my method 😅😅
- @anaestheticdev (1): @ErnestoSOFTWARE @deva_oh_deva
- @maxi_moxa (0): @ErnestoSOFTWARE late stage internet is just thousands of guys recirculating the same four deepfakes to sell 9 dollar monthly subs
开发者征集有品质商业网站案例，非 vibe-code SaaS
i'm gonna keep doing this drop some of the work business websites you have seen (not your crappy vibecoded saas)
受众观点：①客户失联项目搁置无奈②寻找好网站设计参考③什么叫有品质的商业网站
展开评论
- @Screeendev (1): @ryanvogel https://t.co/FYHPtPVMiC This is a website my developer made months ago, it seems like the client who hired us has given up on it tho... no call backs or anything T_T
- @0xWuki (0): @ryanvogel https://t.co/Dzk6omT4kG - clean, no fluff, just works 🤝 good stuff on your timeline! followed :)
- @denizdoingstuff (0): @ryanvogel bro what happened to openmock your post about it seems gone??
- @parkereimerl (0): @ryanvogel you mean worst right? I trying to parse that last sentence
- @tyrellshawn_ai (0): @ryanvogel How would you improve this? https://t.co/nrNHs7vwjz
神秘免费模型 Space Bunny 接入 Codex 和 Claude Code CLI，1M 上下文零成本实测
Space Bunny is now wired into Codex and Claude code CLI!! It's a new stealth model, nobody knows who made it yet, and it's free for the whole week. 1M context and it reads images too. I ran it on a r…
受众观点：①@ziwenxu_ 开源了 codex-router 仓库②@Argona0x 对 Space Bunny 性能惊讶③开发者关心低成本运行长上下文任务
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- @ziwenxu_ (2): Here is the repo for the codex-router https://t.co/55F2hbD0ND
- @notjazii (1): @ziwenxu_ Bro da goat
- @Argona0x (1): @ziwenxu_ Wow space bunny sounds like a beast
- @vikktorrrre (0): @ziwenxu_ I built a solar system game with Earth at center of it w the model
- @ajs6888 (0): @ziwenxu_ 跑到这长度，还记得开头提的要求吗？
Anthropic 发布 Claude Opus 5.5，Claude 5.5 系列首款模型，性能媲美 Fable 5.1 但成本低 40%
Introducing Claude Opus 5.5, the first model in our new Claude 5.5 family. It performs at the level of Claude Fable 5.1 for most tasks, and costs 40% less to run than Opus 5. https://t.co/Q9C2VKQ79f
受众观点：①@full_kelly_ 调侃 Anthropic 一边 slow down 一边发新模型②@dfeinition 展示 Opus 5.5 纯代码生成动态马赛克动画③@claudeai 强调经 METR 外部评估的最强对齐测试分数
展开评论
- @elonmusk (6255): @claudeai Congrats!
- @claudeai (6249): Opus 5.5 is our first model since we called for pacing the frontier. As with previous models, it was tested by external evaluators before release, including METR and Frontier Design. On our most comprehensive alignment test, it achieves the strongest score to date.
- @full_kelly_ (2450): @claudeai we should slow down AI anyway, here’s Opus 5.5
- @dfeinition (1341): @claudeai This mosaic is 13,081 tiles, all drawn and animated in code by Opus 5.5, with no image files. The stars' reflections hatch into 22 tiny fish 😌 We're going to need a bigger bowl. https://t.co/DNPJ8us1js
- @nortonbreads (1026): @claudeai @LiveSquawk i thought we were slowing down? https://t.co/0y8mRg6e8u
OpenAI 发布 GPT-6 Sol 和 GPT-6 Luna，是 GPT-6 系列更快更实惠的子模型
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@OpenAI 强调更高用量限制和更低成本给迭代带来更大灵活性②@BrenBuilds 用梗图表达激动③开发者关心 API 可用时间和定价细节
展开评论
- @OpenAI (4438): Higher usage limits and lower cost give you more flexibility and room to iterate. https://t.co/AQJ5IlNsB1
- @embw_l0x (1138): @OpenAI https://t.co/TpP4a9WvAw
- @BrenBuilds (962): @OpenAI we have made it! lisan al gAIb https://t.co/BdKfEcYuYA
- @lacker (836): @OpenAI https://t.co/IZz9lTqAkC
- @1kartikkabadi1 (719): @OpenAI it's literally cheaper than deepseek holy crap https://t.co/OHt5O8wNsm
DigitalOcean Managed Agents 进入公测，托管运行 Claude Code/Codex/LangGraph，闲置自动暂停
DigitalOcean Managed Agents is now in public preview. Run Claude Code, Codex, or your own LangGraph agent in a runtime environment that pauses when idle. Put its tools behind one governed endpoint, a…
受众观点：①@crtr0 称这是 managed agent infra 的 Heroku moment②@ExaDevelopers 指 DigitalOcean 加 Exa 搜索是强力组合③@digitalocean 强调一条 doctl 命令即可部署
展开评论
- @digitalocean (110): Harness Runtime gives the agent a super fast machine. One doctl command puts Claude Code, Codex, LangGraph, or more into an isolated environment. https://t.co/FgXtKVqqDJ
- @crtr0 (24): @digitalocean Managed agent infra is having its Heroku moment, and I don't think we're going back. Great to see this from DO, one of the OG companies to democratize infra for devs ❤️
- @ExaDevelopers (15): @digitalocean DigitalOcean hosted AI Agents with Exa websearch is a goated combo 🐐
- @pmitu (13): @digitalocean that is insane gonna test it https://t.co/QTUNWx5kUD
- @shiri_shh (11): @digitalocean This is why people still love DO. Setting this kind of isolated agent environment up on AWS would take at least two days of headaches lol
Inspo 设计 MCP server，搜索 800+ 网站为 Claude Code 等 coding agent 提供设计灵感，完全开源免费
Introducing Inspo. A design MCP server for Claude Code, Codex, and OpenCode. It searches 800+ beautiful websites and finds relevant design inspiration for your coding agent. Install → npx inspo-mcp i…
受众观点：①@nutlope 强调免费开源②@comlaterra 质疑演示视频检索结果质量③@Ved_CJ 认为会成为大趋势
展开评论
- @nutlope (156): Check out Inspo MCP below! It's free & 100% open source. https://t.co/UciAGV4IhO
- @comlaterra (17): @nutlope I think it is funny that even with all this 800+ websites, the results you shown in the video are EXACTLY what my claude code did with the last 3 websites I built. I have a feeling about design and AIs... 😂
- @Ved_CJ (12): @nutlope This will be big https://t.co/JpRBFuM7Tp
- @Ved_CJ (4): @nutlope Amazeee This is like mobbin but opensource I'll try it as soon as I get on my PC
- @EnvolDev (2): @nutlope This sounds useful for the “I know it when I see it” stage 😅 Does the agent get screenshots too?
AI Stack Map 图谱，覆盖 100+ 现代 AI 应用底层工具生态
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@theantigynocen1 直言需要 AI 来管理 AI②@hysenchu 质疑 HuggingFace 被归类为 LLM 的准确性③开发者普遍有工具选择焦虑
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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
Anthropic 官方 Skills 技术文档指南，教如何用 Skills 让 Claude 自动化日常工作
ESTE DOCUMENTO DE ANTHROPIC LITERALMENTE TE VA A CONSEGUIR UN ASCENSO La forma más rápida de ascender es automatizar el trabajo que haces hoy Esta guía técnica oficial de Anthropic explica cómo enseñ…
受众观点：①@angeldot_ 分享了 Anthropic 完整指南链接②@ai_gachi_oji 认为 Skills 自动化是升职关键③@igus_ai 关心如何与已有工具整合
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- @angeldot_ (19): Guía completa: https://t.co/CZHXMTw97y
- @ai_gachi_oji (1): @angeldot_ Skills作成で日常業務を自動化する発想、まさに本質を突いていますね。実践して昇進に繋げたいです、勉強になります。
- @igus_ai (0): @angeldot_ @RetrAshado me interesa cómo conecta con las herramientas que ya usas
- @Nozelcode (0): @angeldot_ cuanto más repetitivo sea el puesto, más sentido le veo
- @mattknowsai (0): @angeldot_ hay tareas que hacemos a mano por pura costumbre la verdad
AI 降低建软件门槛后是否人人都在建工具的讨论，评论区有人分享猫核反应堆到认真生产力工具
I have been playing around with Claude lately, and one thing that kind of blows my mind is how easy it is now to go from "I wish there was a tool that did this" to actually having one. And it got me…
受众观点：①@rhymeslikeruns 调侃做了猫核反应堆②@Skywardly 认为 AI 是 SaaS killer 建议学定制软件③@AgentStockey 调侃做随机数生成器
展开评论
- @rhymeslikeruns (366): I made a nuclear reactor for cats check it out: locahost:8008
- @Skywardly (188): Yes. AI is 100% a SAAS killer. If you want to enhance your career, learn to make custom software and tools specifically for your field.
- @AgentStockey (135): Yes, I'm making a random number generator.
- @StokeJar (72): Yep, I’m building a menu bar app to monitor my token usage which is spent building the menu bar app to monitor my token usage. Joking aside, my team and I have built some pretty amazing products at my company largely using “agentic coding” or whatever the current buzzword is (no…
- @ecstatic_hyrax (67): Wait, this is my website, how did you steal it?
用户复现 Opus 5.5 生成网站动画 prompt，Claude Code + OpenRouter $10 cap 自主研究写代码生成音频，结果震惊
After [this post](https://www.reddit.com/r/ClaudeAI/comments/1wogab3/made_entirely_with_opus_55_321_of_openrouter_api/) I wanted to see if it holds up, so I copied the OP's prompt almost word for wor…
受众观点：①@Dio-V 分享了具体 prompt 纯 JS 动画手绘拼贴风②@stormblaz 调侃 Friendr 名字③@Dio-V 说域名是当年流行时买的
展开评论
- @Dio-V (110): Create a pure javascript animation. 30s-60s whimsical hand drawn collage style with appropriate audio on Friendr.nl. Entire video should be as high of a production value as possible. Please spend your time on this, it's very important. People should understand what Friendr.nl is…
- @stormblaz (85): Friendr sounds like Grindr but for friends lol
- @Dio-V (34): I bought the domain when it was hip to domainr 😅
- @MrWizard83 (30): If it makes you feel any better... I've been sitting on "dabomb.com" for forever now. No idea what to do with it. 😂😂😂
- @esllou (27): next year Pixar: make Toy Story 6, include some songs that will become big hits, include grumpy penguin character, make sure it's really funny. >!make no mistakes!<
self-hosted 用户从 Portainer 迁移到 Dockhand，热帖引发 Docker 管理工具选择大讨论
After years of solid service, it’s time for a change. I’ve moved to Dockhand in my home setup (mariushosting) and damn, it just feels right. Cleaner interface, smoother workflow, and that fresh energ…
受众观点：①@rengoku_koh 分享迁移后界面截图②@jbarr107 高度评价 Dockhand 稳定可靠③@shapeyourbiz 提到 Arcane 竞品
展开评论
- @rengoku_koh (243): https://preview.redd.it/ssviselgzdrh1.png?width=1152&format=png&auto=webp&s=93fb8a16e93e119b019f18f18df1d0e90902ca71
- @jbarr107 (119): From launch day to now, Dockhand has been rock solid, very reliable, easy to use, and continually supported. Highly recommended!
- @shapeyourbiz (79): Arcane here
- @mdeeter (79): Long live Komodo :)
- @Smack_Dab_66 (20): Came here expecting this and was not disappointed.
NeurIPS 2025 决定前夕焦虑讨论帖，AC 透露进度信息
Just some hours or a day for NeurIPS decisions. How you guys are feeling ? Anybody got any decisions ? Would be great to know ballpark submission # and post-rebuttal ratings, if you get any decision.…
受众观点：①@dimy93（AC）表示不知道结果但 SAC 可能知道②@UnavoidablyHuman 调侃旧全称
展开评论
- @dimy93 (16): AC here - I do not know shit - maybe the SACs do. That said the conference made some updates to papers in my batch 3 hours ago
- @UnavoidablyHuman (15): Bro we stopped calling it that years ago
- @xWh0am1 (14): E&D track not out yet
- @TennisFan155 (14): Is there any ACs or PCs here? when do we expect the decision to be announced?
- @Few-Pomegranate4369 (14): I think this is a third post I saw today on NIPS decision coming out and how everyone's feeling.
Anthropic 突然给 Pro 计划加 $250 Cloud Session 积分并放宽 Opus 5.5 和 Fable 5 限制，用户疑问为何突然慷慨
https://preview.redd.it/uiyc2xkv5crh1.png?width=1636&format=png&auto=webp&s=327d4a32234dc2bb355db5dd1d56e051c8831616 What's happening at Anthropic? All of a sudden, so much generosity aft…
受众观点：①@NoxZ 认为是 GPT-6 Astra 点燃了 Anthropic②@Hyp3rSoniX 希望去掉 5 小时限制③@dkodr 困惑这以前不是免费的吗
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- @NoxZ (146): Competition is good for everyone. I can only assume Astra lit a fire under their ass and they're pulling out all the stops, and I'm glad they are!
- @Hyp3rSoniX (23): I wish they would remove the 5h limit, so I wouldn't be forced to pace the frontier (my agents)... Sry, I'll see myself out.
- @dkodr (22): I'm confused... wasn't this... free? 🤨 As in: included in the plan? Is this the increased-limits-promotion-pr-disaster all over again?
- @Dragon_Slayer_Hunter (19): lol the summary bot used this comment but called it Google's Astra, as if Google actually had anything considered competition
- @DarkXFast (19): Claim button is not functioning for me.
实测 Claude 一次性增加使用量按钮：当周增量不影响下周重置时间，评论区解惑
r/ClaudeAI Here is what happens when you click the one-time "Reset" button.
受众观点：①@MaintenanceOk7855 高兴的是不会推迟下周重置②@GigaGollum 调侃 Anthropic③@AKPie 分享以让他人不用冒险试
展开评论
- @MaintenanceOk7855 (288): Glad that it didnt shift your normal reset window to next 7 days which is what codex doesn
- @GigaGollum (129): “Your week still resets Sep 25 at 4:00 PM.” Tibo, they’re talking to you.
- @AKPie (127): Figured I would post this for anyone else that was wondering the same thing and didn't want to click it prematurely!
- @onehedgeman (101): Casual claude W
- @Ok-Lengthiness-3988 (42): Also, when you press the button, one random person in the world who is a stranger to you dies from a heat attack.
NeurIPS 2025 论文录取通知已对作者可见，无邮件提醒，评论区大量研究者分享录取结果
I haven't received a notification about this -- but my paper just became visible as "accepted". I expect an email to come some time soon! Scores were 5-4-4.
受众观点：①@Effective_Sugar9178 是 Oral accept②@Fantastic-Nerve-4056 分享 Bandits+LLM 方向经历③@Perfect-Asparagus300 分享 4,4,4→5,5,4 变化
展开评论
- @Effective_Sugar9178 (48): Oral accept 😭😭😭😭😭
- @Fantastic-Nerve-4056 (32): Had 5,3,3. Theory paper on Bandits with motivation around LLMs 5 was a really good review. The guy went through the supplementary material, including all proofs. Both 3s seemed like an undegrad review. Didn't even care to read the introduction No replies during rebuttal by any r…
- @Perfect-Asparagus300 (25): 4, 4, 4 pre-rebuttal -> 4, 4, 4 post-rebuttal -> 5, 5, 4 internal AC-Reviewer discussion!! Accepted as poster! This was my first time submitting :D !! First author, great way to start my PhD!! (Just ranting) Honestly I worked really hard without any advise from my BS/MS ad…
- @didj0 (24): Excellent initial reviews, excellent rebuttal, a mysterious « after the rebuttal with the reviewers we think your proof is wrong but we won’t say what ». Reject. Wtf
- @temporal_guy (22): 5/5/5 accepted as spotlight! My advisor gave me a fistbump
Opus 5.5 发布两天后评论区还没有出现垃圾抱怨帖，暗示质量令用户整体满意
2 days in and still no "It's a bunch of crap" posts!
受众观点：①@ParsnipCraw 表示 Claude Code 每天都有 aha moment②@ITTT-production 认为比 Opus 5 大幅提升③@EagleApprehensive 称 Anthropic 值得称赞虽然速度偏慢
展开评论
- @ParsnipCraw (79): I personally didn’t have issues with opus 5 like people complained about. I literally have an “aha” moment every single day on Claude code, regardless of the model.
- @ITTT-production (71): Because in my perspective it's a massive jump from opus 5 and I am satisfied so far.
- @EagleApprehensive (45): Antrophic genuinely deserves the credit for doing exceptionally good job with this model. Obviously someone could say it's still slow or too eager to reach for subagents, but in comparison to what other labs offer... It's next level. https://preview.redd.it/mkd3u7cv9hrh1.png?wid…
- @Daadian99 (18): Honestly LOL ...I have been having so much fun with Claude and coding. It is so amazing to be able to take a shower idea to a framework visual in a few hours that's usually intermixed into other work is simply mind blowing. It doesn't matter if it's profitable or marketable. Or…
- @themarouuu (14): From my perspective as a UI/UX guy, I don't see any improvements over previous models. The progress in my field is stuck at 4.8. I don't know how the dev people feel, but that's my experience so far. Edit: I see a couple of replies about using skills, and I'd like to inform thes…
Laravel 开发者分享 AI 工具爆炸节奏带来的 burnout，跟不上工具更新感到疲惫和技能价值焦虑
I really like Laravel and all its developments. I don't follow the creators that much, but I like to explore new packages and improvements. However I came to realize it has become a burn out process…
受众观点：①@Orion3193 直接怼你以为我们就很好②@berky93 靠着工作只是达到目的手段保持平静
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- @Orion3193 (178): You think we're calm and okay?
- @berky93 (71): Here’s how I get by: I just remind myself that a job is merely a means to an end and that if the company wants things done with AI then they’re going to get everything that comes with that.
- @ProgrammerOk1400 (32): Yeah, but what do you do after your skills have atrophied due to heavy AI use? What happens if it you laid off? How are you going to do on interviews when you are so dependent on AI? Recruiters and hiring are extremely picky and demanding that you know these skills off the top o…
- @sensitiveCube (29): I think nobody is nowadays even when they don't do webdev lol.
- @Capaj (17): IMHO plumbers, roofers and electricians can be pretty chill for the next 3 years
Anthropic 推广 $100 云 session 积分（截止 10 月 8 日），云 session 在安全环境运行关电脑回来继续
# Claim $100 in credits for cloud sessions A cloud session runs in a secure environment, so you can close your computer and come back to a pull request to review. 1. 1Claim your credit. Must be claim…
受众观点：①@dkodr 困惑以前不是已免费②@Rock--Lee 解释先用积分再走正常额度③@hoodwork_clothing 说刚领了 $250
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- @dkodr (59): I'm confused... wasn't this... free? 🤨 As in: included in the plan? Is this the increased-limits-promotion-pr-disaster all over again?
- @Rock--Lee (36): Its just a promotional usage credits specifically for cloud sessions. So if you claim it and then use cloud sessions, it will first use up the credits, and then your normal plan usage. So it's just a way to use cloud sessions without using up your normal usage limits, till that…
- @hoodwork_clothing (20): Thanks I just claimed 250
- @QueenSavara (14): I just got $250 but I see no reason to use this?
- @Glum_Decision_7768 (12): It's this. But it's very confusing to be honest, it makes it look like they're adding extra costs while they aren't haha
用 Claude 帮 70 岁母亲重建简历写作业务——更新 WordPress 网站、SEO 策略、AI 辅助客户流程
My mom has been in the resume writing/career coaching business for almost 20 years. Revenue had been dwindling these last few years, probably due to the rise of AI. She had a website set up by a dev…
受众观点：①@Bamboodl 惊叹母亲形象②@elgar7 对网站效果印象深刻③@yoshimipinkrobot 建议照片放 fold 以上
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- @Bamboodl (96): mom looks pretty damn good for 70
- @elgar7 (54): How on earth is your Mum 70?! Great site btw!
- @yoshimipinkrobot (26): Can we say something about your mom without you getting mad? Should prob put her photo above the fold
- @travis-tranner (25): pretty dope!
- @fprotthetarball (19): I'd work with Mindy
关于 side project 动机的讨论帖，评论区展现各种真实动机——作品集、自用工具、纯粹激情
If the answer is “money”, then why? What would you spend it on?
受众观点：①@Chris-Coffin-Design 为作品集加升级个人工具加免费分享②@reosanchiz 就是喜欢写代码③@Spirited_Substance32 激情
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- @Chris-Coffin-Design (9): Mine was for a few key reasons 1) It was a portfolio piece for my product design skills 2) It was an upgrade to my own personal finance spreadsheet 3) It was created & shared (for free) with Canadians to give them tools I wish I had. At this point in time, though I have made…
- @reosanchiz (6): I love to write code
- @Spirited_Substance32 (5): Passion
- @Any_Welder_9701 (4): keeping it useful while the time and hosting costs pile up might end up being the stronger portfolio piece tbh, that shows actual product ownership
- @glt2012 (4): Mostly for fun
用 1950 年代蛋糕粉历史类比 Claude Code——太自动化让开发者感到 soul-sucking，加两个鸡蛋才有参与感
A few days ago, a post went a bit viral here from and enigneer saying Claude Code has made his job soul-sucking" as workers spend 12-hour days pressing enter. That reminded me of this history (someti…
受众观点：①@gthing 享受在 system prompt 中设计交互②@iluvvivapuffs 认为还在加两个鸡蛋阶段③@iliadz 调侃和 AI 聊周末
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- @gthing (171): I like this analogy. Even with LLMs as good as they are, I still feel like I'm adding two eggs to get to the end result. But I kinda enjoy the idea of the system prompt being like "ask the user a question every once in a while so they can feel useful."
- @iluvvivapuffs (28): We’re not there yet, but close We’re only at the add-two-eggs stage when AI code or output is acceptable final product, and adding two eggs is to make humans feel productive . But the quality is not there yet, for coding, aesthetics, logic etc the current stage is: AI can comple…
- @iliadz (24): I mean, at least tell me about your weekend Claude.
- @SlowTortoise69 (24): I treat production like im the executive producer... so I naturally have meetings with my orchestrators and help plan the workflow of their seats. It can be as hands on or hands off as you want it to be.
- @PM_ME_DEAD_CEOS (21): "I'm the architect" *always click on the recomanded option*
开发者用 LangGraph 构建 chat agent 表达强烈挫败感，agent 不确定性和调试困难令人绝望
Right now at my work we are using langgraph to build a chat agent, anyone else doing something similar, do you fucking hate it? are you building it with Claude and just hoping it fucking works, haha…
受众观点：①@quietly_building_ 建议把模型当受约束代理而非工具②@warpspeed100 直言 AI agent 现在能付账单但公司开始重评成本收益
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- @quietly_building_ (118): I felt the same way the first time I built one of these. The fix for me was to stop treating the model as the application. I keep the actual business rules in plain functions with clear inputs and outputs. The agent's only job is to figure out what the user wants and call the ri…
- @warpspeed100 (21): It pays the bills for now... My company has been reevaluating the cost/benefit of using AI for customer facing parts of our business. We still use AI extensively as a search and code completion tool, but my team no longer uses it to build whole features after the past year of ex…
- @ArielCoding (17): Software engineering’s final boss: asking AI to fix the AI that’s replacing the part of the job that actually liked.
- @Intelligent_Sir1896 (16): That is exactly what we do, all logic in normal functions and model only picks which one to call. Took me long time to accept this, before I was trying to make agent do everything and debugging was nightmare
- @creaturefeature16 (11): I've been encouraging developers to do similar things, but I've heard from a few now that it's not "fast enough" for their respective jobs and what the management is demanding of them, so they relent back to becoming the lever-puller in order to meet the deadline. I wish had adv…
TypeSafe 的 Jev 模型被宣传 40 秒 9 美分分析 724 条竞品广告，但评论区大量质疑这是营销 hype 或造假
Came across a video on X where TypeSafe’s new model (Jev) broke down 724 live competitor ads across 37 brands in 40 seconds for 9 cents. If you haven’t followed the buzz around Jev this week, people…
受众观点：①@theskywalker74 质疑 Jev 在社交媒体的推广费②@Matmatg21 指出 Jev 无法读图 demo 技术上不可能③@CommercialHour6660 指出 GPT-6 Luna 能做得更好更便宜
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- @theskywalker74 (138): How much money is JEV pouring into social right now?
- @Matmatg21 (75): Jev can't read images so how is this done?
- @eggplantpot (57): I was gonna comment the same. Not the first post I see like this and they never answer. At this point everything I see on twitter around AI doung "X" I assume it's just fake and the video was just animated behind the scenes .
- @CommercialHour6660 (49): You could also do this with GPT 6 Luna for maybe 50 cents in a few minutes and the results would be 10X better because it can actually see the images. Seriously how many people is Jev paying to slop this shit?
- @Estatescheck (34): It’s all fake. I saw the whole fly brain bullshit where people were saying the fly could drive a tank or drive a car. I checked out their repo and all of it was hardcoded interactions. Either someone vibe coded some shit and didn’t tell the person that this was done or the most…
分享你在做什么帖子，创建者推广 trylaunch.ai，评论区大量独立开发者分享产品
Pitch your product in 1-2 lines - and drop a link here. I'm building a community where makers can share what they’re building and get fair visibility. Here's the link: [https://trylaunch.ai](https://…
受众观点：①@ViolinistSame3541 做 agent 邮件工具②@imagiself 关心延迟问题③@Lazy-Manufacturer-62 分享了 GhostDeck 音乐播放器
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- @ViolinistSame3541 (2): cool, been tinkering with a few agent ideas myself, the email part always felt like a mess to wire up
- @imagiself (2): curious how you handle latency when routing through home connections abroad. one place i'd point another builder to is peerpush, it's full of networking launches.
- @Lazy-Manufacturer-62 (1): I've shipped GhostDeck - Music player with low-poly graphics (Retro winamp style, but with 3D graphics and procedural generation of 5 worlds): [https://ghost-deck.app](https://ghost-deck.app)
- @bluewicket5 (1): retro media player aesthetic + 3D worlds is a wild mix tbh
- @Lazy-Manufacturer-62 (1): Combining my nostalgia 😁
JellyBox 开发者分享用 6 个真实设备通过 Tailscale 让 CI/CD agent 远程控制进行真机 QA 测试的架构
Hey community, just wanted to share how my testing setup looks like. I run [JellyBox](https://github.com/avdept/JellyBoxPlayer) player(jellyfin/emby/navidrome) that works on all major platforms. In o…
受众观点：①@rickyrich5 调侃 6 个活跃测试设备②@Gaxyhs 调侃已非 hello world 水平③@Sketaverse 询问 Jellyfin 如何融入流程
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- @rickyrich5 (18): 6 active screens, man.. 🤣
- @Gaxyhs (6): Man if this is what a hello world is nowadays then im still in preschool Learn to read before hating, better than a blatantly wrong and arrogant comment
- @Sketaverse (5): Sounds interesting! Would you mind explaining to me how Jellyfin fits into this? Currently I have a bunch of test phones connected to a Mac mini that my agents on another machine can access via tailscale and I also have Xcode 27 with Device Hub and Simulator. But I recently got…
- @HyperWinX (4): Do the apps on the screens look like that?
- @phlooo (3): Yo, never heard of jellybox, but seeing as it supports navidrome I am going to use it tonight in my tests 😎 (I maintain a OpenSubsonic/Navidrome server)
两人 B2B SaaS 6 个月达 23K 欧元 MRR，通过 Meta 广告加销售电话获客，寻求扩展到 100K MRR 建议
Looking for input of the experienced saas founders. Background: It is my first saas. We launched 6 months ago and are currently at 23k € MRR, two people (only me and co founder). It is a b2b SaaS. I…
受众观点：①@No_Treacle_5071 建议先搞清楚哪类客户扩展最干净再加渠道②@Senya_Edit 警告 20K 到 100K 最大陷阱是只加顶层流量③@iamtheworld1337 确认所有客户通过 Meta 广告加销售获取
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- @No_Treacle_5071 (8): At 23k MRR with two people, I’d resist adding channels until you know which customer type is creating the cleanest expansion and lowest support load. Pull the last 20 customers into a simple sheet and mark source, time-to-value, churn risk, and support hours; one pattern there i…
- @Senya_Edit (3): Congrats on 23k in six months with a two-person team. The biggest trap between 20k and 100k is trying to solve growth purely with more top of funnel volume. Early revenue usually comes from warm intros, founder-led calls, and people willing to sit through friction. That complete…
- @iamtheworld1337 (3): Thank you! All customers were acquired by meta ads and demo calls so far. So it is cold traffic but with sales calls led by one of us. So the lead gen model kinda works and the conversion also works but is dependent on our time. We just have changed the onboarding process so a n…
- @iamtheworld1337 (2): Yes, thank you for your input. We kinda turned advertising off (just low adspend) because we wanted to fix retention and usability first, fixed bugs and developed core features that our customers requested or needed. Our next steps would be hiring a customer success manager or a…
- @Common-Replacement-6 (2): How did you get to 23k? Oh share with your magic Guruji
Pro 计划出现 Fable 5 独立配额，推测 Anthropic 将 Fable 5 重新纳入 Pro 计划，评论区讨论竞争压力驱动
A new quota appeared today on my Pro account. Looks like Anthropic is going to include back (at least some) usage of Fable 5 in Pro plans. https://preview.redd.it/u0yqb7vh4irh1.png?width=798&form…
受众观点：①@iamthe0ther0ne 表示竞争对消费者有益②@recurrence 说 Opus 5.5 很强不用担心③@SeidlaSiggi777 猜测和 Fable 5.5 同步发布
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- @iamthe0ther0ne (168): Competition is good for us consumers.
- @recurrence (99): Opus 5.5 kicks ass you’re not missing anything
- @SeidlaSiggi777 (30): imagine they do it together with release of Fable 5.5
- @JuliusCeaserBoneHead (22): Who would have thought. This is why I’m hoping all do well. Including local models, grok, etc. we need models that are as good as Claude models so we can all benefit. Monopolies are bad
- @MrRandom04 (20): yeah Opus 5.5 makes me not miss Fable except for truly OOD tasks.
Claude Code 使用 Opus 5.5 两小时内一次 prompt 完成 rap 和 MV，纯 TypeScript 生成所有声音包括 rap 人声
claude built a rap song and music video about itself using Claude Code running Opus 5.5. every sound including the rapping voice was generated entirely in TypeScript. no samples, tts apis, or ai musi…
受众观点：①@PsychMaster1 调侃像 Stephen Hawking rap②@deliadam11 说比 Anthropic 计划好③@GreenSagau 说 rap 内容说的都对
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- @PsychMaster1 (35): It's giving Stephen Hawking rapping.
- @deliadam11 (12): ngl, this is way better than the plan
- @GreenSagua (12): this rap be absolutely right
- @Fra5er (11): Man get this on spotify this is unironically amazing
- @Rigamortus2005 (9): This is actually hilarious and has more soul than actual ai audio generators
AI 历史播客生成工具，输入话题两分钟内生成双主持人播客，支持打断提问，作者极力压低运营成本
You type any topic, moment or person. About two minutes later, two hosts are telling you the story, researched with sources and paired with period artwork. The part I'm most proud of: press the mic m…
受众观点：①@Goldenchild123 花大量心力压低成本目前免费②@softdeveloper23 打断提问功能最打动他③@pazvanti2003 直接问免费模式可持续性
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- @Goldenchild123 (5): I did a lot of work to keep it as cheap as possible, while maintaining high quality. Most of the work went into that! But of course it's not free, so I'm hoping people like it enough to either donate for support. I'm planning to make "plans" which would increase the caps
- @softdeveloper23 (4): Wow, this is really cool! I checked out the website and am listening to Under the Hood at Mitchel Field right now. The ability to interrupt the two hosts and ask a question mid-episode is what really makes it stand out to me. The “This Day in History” section and community episo…
- @pazvanti2003 (3): This is actually really interesting and educative. How do you plan on keeping the service alive? Running these models requires money, and as far as I see, everything is free. It would be a shame if this get's lost.
- @Goldenchild123 (3): Appreciate that, it's a passion project so I'm learning and continuously improving. I just added a new Atlas page which is worth a visit
- @DivInvestorOne (2): Love to see a passion project when 99% of the Reddit community just builds the same slop hoping for a quick buck. Best of luck to you
vibe-coding 建网站的人因担心不尊重专业开发者而感到愧疚，引发关于 vibe-coding 职业心理讨论
Basically, I vibe-coded a website that I'd like to make public. However, just the fact that I have vibe- coded it makes it feel kind of disrespectful to the people who have done this their whole life…
受众观点：①@bstaruk 专业前端开发者表示付钱就做不抱怨②@Meloetta 用图片回应③@iligal_odin 建议把 vibe-code 视为 MVP
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- @bstaruk (20): I'm a professional, not a struggling artist. If you're paying, I'm working and I'm not complaining about my clients to their faces. It's like bringing your car to a mechanic and telling them what you think the issue is... they'll be respectful but inside they're cringing and wis…
- @Meloetta (18): https://www.reddit.com/media?url=https%3A%2F%2Fi.redd.it%2Fs5y6nk6sxfb81.png
- @iligal_odin (7): Eh.. view your vibecodes app as the mvp and do it professionally with the ix and developer
- @torchestogether (4): Sounds like you already know the answer and are just trying to make yourself feel better about creating a shitty app you don’t understand and then expecting others to be responsible for it. Do better.
- @RoomTemperatureCheck (3): Great analogy
因 Indeed 裁员孕妻而愤起构建竞品求职平台，系列帖第 4 次更新，妻子已找到工作，项目仍在开发
Quick backstory if you missed the earlier posts: Indeed laid off my wife when she was seven months pregnant. I got pissed and started building a competing job platform. This sub gave us our first use…
受众观点：①@porous_amorphous 质疑这不是 side project 而是商业自推广②@coukou76 指出作者到处发同样帖子
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- @porous_amorphous (62): I dont get this subreddit, this is the opposite of a side project. Is this just to get around self-promotion and paid products in other subreddits?
- @coukou76 (25): He is spamming his shit everywhere
- @mechsuit-jalapeno (10): 
- @saltyourhash (7): Microsoft started in a garage. I'd say you're a startup at least. Also, you need some kinda in-between pricing. I love the idea, but that's a lot for a trial experience. I am guessing it's hard with anthropic API pricing.
- @sausagefest2011 (7): with this many updates about ur wife at least show us a picture
QuireDeck 开发者分享为自己和妻子构建的 BookOrbit 配套 Apple 阅读 app
Hey everyone. I’m the developer of QuireDeck, an Apple app for reading books and comics and listening to audiobooks from a BookOrbit server. I started building it for my wife and me because we wanted…
受众观点：①@AnyColorIWant 指出缺少 BookOrbit 新功能②@ILoveBigCoffeeCups 指出无 iPad 原生支持③@xdrolemit 提到竞品 Apogee 和 Enve
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- @AnyColorIWant (6): The only thing you’re really missing is the newly added requests feature. BookOrbit official app also has a one-time fee of $25 USD, or you pay a subscription. The app icons, different backgrounds, and an unlimited number of downloads are paywalled. I don’t think the official ap…
- @ILoveBigCoffeeCups (5): There is no native iPad support though. Which seems very unusefull for most people unless they use it for audiobooks
- @xdrolemit (5): I’ve tried the BookOrbit’s own iOS app and, IMHO, Apogee and Enve are incomparably better. And all features free.
- @ILoveBigCoffeeCups (4): I’m interested. I use apogee daily now to read and I am very impressed. Really curious how apogee, Enve or this one have in common and as a difference
- @LooseEthernet (3): vision pro support for reading books is a wild flex lol
用户想自托管 Matrix 服务器，在 Netbird VPS + 代理认证 + CrowdSec 架构中遇到安全配置困难
I'm looking into hosting a matrix server but struggling a bit with how it's gonna be secured. My curreny external services are hosted at home and exposed through a netbird VPS with proxy side authent…
受众观点：①@redit_handoff140 提供详细安全配置建议②@redit_handoff140 分享 30 秒注册系统实践③@Resident_Guava5620 建议让 Matrix 处理自己的登录
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- @redit_handoff140 (6): A few tips: 1. Ensure you have a firewall, it can be something light and free like opnsense. 2. Use a well configured reverse-proxy with the necessary security-headers for whatever you're trying to host. 3. Ditch the proxy auth for Matrix. 4. Use MAS (Matrix Authentication Servi…
- @redit_handoff140 (2): This is how I made a 30-second signup guest system for our gaming community - We can now easily invite random people we come across and they'll be with us in Voice chat in under a minute on their browser, just like Discord. Minimizing friction. If they decide to stick around, th…
- @Resident_Guava5620 (2): You can keep the reverse proxy, just skip the extra proxy auth for Matrix and let it handle its own login. If you’re using Synapse, I’d keep public registration disabled, check the login rate limits, and stay on top of updates. Do you want federation, or is this just for a few p…
- @hedonihilistic (2): I use it via reverse proxy, as I use everything else via reverse proxy.
- @Fragrant_Climate7357 (2): Is that it? No more security configurations?
Fugleramme 用 ML 识别花园鸟叫声并生成自然历史插画风格图像显示在电子水墨相框，意外登 HN 月榜第一
For the last couple of months I've been working on a small open-sourced project called Fugleramme (literally "bird frame" in Norwegian). It’s basically a DIY picture frame that listens to the birds i…
受众观点：①@Mescallan 问如何获得 HN 流量②@arnegiacomo 分享 Show HN 策略需要两周三次尝试才被收录③@mklx99 表示 amazing cool
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- @Mescallan (21): I’ve seen your instagram posts very cool! Any advice on getting traffic to hacker news? Or did they post it?
- @arnegiacomo (13): I posted it myself as a "Show hn" post. Hackernews has rules for reposting the same thing, but I had to try on three occations over two weeks to get it picked up (there are rules about reposting, but I think they apply after 3-4 times). I think its honestly mostly just luck, how…
- @mklx99 (7): Amazingly cool
- @patadeperro (5): Great idea, congrats
- @StormFinancial5299 (5): Can the bird names be in two languages? As in the local language and English?
AI 让建软件变容易，但真正挑战变成了销售——冷打电话找本地商业主需求，再用 AI 快速构建原型
If I was building a SaaS from scratch, I'd do this: 1) Identify a problem business owners genuinely complain about. The only way to do this is to ask them in person. Meaning you have to cold call loc…
受众观点：①@cryptosigg 补充别低估把 vibecoded 玩具变成生产级 SaaS 的难度②@Sea-Bench-7487 说帖子像 AI 生成③@relations678 指出 prototype 到可靠 SaaS 是完全不同问题
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- @cryptosigg (13): Sales is huge, but don’t underestimate the effort of turning a vibecoded toy into a real production SaaS. If you are a prod engineer and have done this before, then it’s not hard and AI makes it easier. If you don’t have experience, good luck!
- @Sea-Bench-7487 (8): Ngl looks like an ai post or karma farm
- @relations678 (4): Yeah, that part gets overlooked a lot. Getting a prototype working is one thing, but making it reliable, secure, scalable, and maintainable is a completely different problem. AI can speed things up but without production experience it is pretty easy to miss the stuff that bites…
- @lorisius (3): Talking to customers makes sense, but I’d be careful with “build it the way they described.” As a product designer, I’d ask them to walk through the last time the problem happened, then test a simple prototype. Their suggested feature might only solve one part of it. Selling get…
- @Parking-Stress-3041 (2): Steps 1 to 4 tend to fall over between customer one and customer two, and that gap is the part worth planning for. What a single business owner describes is usually their current workaround dressed up as a requirement: in deep-domain B2B I've had two customers in the same indust…
UX 设计师受公司安全采购限制无法用 AG Grid 等组件库，希望 AI 生成复杂嵌套表格 starter code
I'm a UX designer at a company with strict security/procurement rules, we can't use or buy things like AG Grid, TanStack, or MUI, and getting anything new approved takes forever I'm talking and mind…
受众观点：①@Rain-And-Coffee 公司用 AG Grid 做复杂表格②@crazylikeajellyfish 质疑多层嵌套表格是否好 UX
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- @Rain-And-Coffee (3): We just use Ag grid for the really complex stuff. For simpler tables we use avoid nested rows and have a side drawer open up or navigate away. To answer your question, if it’s new component we have to build then we have to add in extra time. If it’s an existing pattern or compon…
- @crazylikeajellyfish (3): Multiple layers of nested rows in a table is a pretty bad experience, IMO. I'd consider whether there's a better way of organizing and displaying the data. Maybe clicking a row should always open a sidebar drawer for interacting with the deeply nested data without bailing to a s…
- @justincampbelldesign (1): Thanks this is exactly what I wanted to know. How much time would you say the generated code saves? Is it genuinely better than just the design spec?
- @justincampbelldesign (1): Agreed, we've explored that, the detail panel, unfortunately it is not in scope for our dev team right now 😭
- @crazylikeajellyfish (1): This might be a more productive way to use your time if you're trying to do some speculative coding to help the devs. Figure out how to make it work on generic data using the company's in-house components, you might be able to derisk the idea and get it on their roadmap. It's cr…
监控 coding agent 仓库活动的可视化工具，将所有文件渲染在可缩放 canvas 上追踪文件变化，可导出 mp4
This is a monitoring tool I built to keep track of what my coding agents are doing in the repository. It renders every file on one canvas you can zoom in and out of. And it tracks changes and display…
受众观点：①@YK5Djvx2Mh 指出仓库只增不减没有 refactor②@uhl_solutions 表示很喜欢③@saltyourhash 质疑是否信息过载
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- @YK5Djvx2Mh (14): Interesting that it only ever seems to grow. No refactors to cut down on bloat.
- @uhl_solutions (6): Loving this. Thanks.
- @saltyourhash (4): Very cool,but I gotta ask, what's the actual usecase for this? It feels like the dashboards everyone makes in code form: too much information to process to be useful. I 100% xouos be wrong, I'm not knocking it. I might need to try it out to see the value. Right now I hand review…
- @mentalFee420 (2): I think in its current form it’s a cool gimmick but it could be alternative diff view to show differences or updates to file
- @akrapov (2): Just a bit of fun. We need to learn to have fun again, rather than everything be a use case or profit seeking.
9000 个 vibe-coded SaaS 安全扫描，91% 有漏洞，半数高危，常见问题为 API 密钥暴露无 CORS 策略
I use reddit daily and I see people building saas with lovable, bolt, replit and similar tools all the time, so I wanted to check how safe these projects actually are. I started reading security scan…
受众观点：①@mercanator 反问 vibe coding 前手写代码也有漏洞有什么区别②@NeverInsightful 调侃用 AI 写了篇关于不用 AI 的帖子③@subhashp 表示 excellent
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- @mercanator (13): "91% had at least 1 vulnerability, critical in half the cases". How is this different from before vibe coding? I've been a SWE for 20 years and I can honestly say prior to vibe coding at least 100% of apps had at least one vulnerability and easily at least half had one critical.…
- @NeverInsightful (8): So you used AI to write a post about not using AI?
- @subhashp (2): Excellent 👍
- @russopuppo (2): appreciate it🤝
- @saltyourhash (1): Same here, 20+ years, but I'd argue it's much worse now as instead of some low hanging fruitbding outdated projects fallijg behind on security patches, most new projects are low hanging fruit.
独立开发者分享获得 10 个用户前建了太多功能的教训——功能开发感觉像进步但没人真正想要产品
**I built way too much before getting my first 10 users** I think one of the easiest traps to fall into when building a SaaS is that building feels like progress. You add another integration, improve…
受众观点：①@dieselpower146 推荐 Sean Ellis 问题验证留存②@almost_imperfect 指出关键是产品是否完整到测试核心假设③@talthehuman 分享自己在建 ShapelessAI 还在小用户数阶段
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- @dieselpower146 (2): smart move talking to founders before adding more. once you have your 20, the sean ellis question is a quick gut check, ask how theyd feel if they couldnt use it anymore, 40% or more saying very disappointed is the usual bar, though with 20 people each answer moves it 5 points.…
- @almost_imperfect (2): I think the more useful question is whether the product was complete enough to test the riskiest assumption. I've seen founders spend months getting the product to "launchable" before they've really established who the buyer is and what they're willing to pay for. The first vers…
- @talthehuman (1): that 5-point swing is why i'd keep the actual counts beside the percentage. i'm building ShapelessAI, an agent that makes and posts content, and we're still at a handful of users. Eight people saying 'very disappointed' out of 20 is easier to reason about than treating 40% as a…
- @rcayca (1): Yeah, but if the app is incomplete, those 10-20 users won't be coming back. I think it's better to overbuild personally and then decide later if you want to remove or add features.
- @onsynth (1): Exactly, it's a catch 22 here. If only basic, people wont care and not staying, if too much, you had spent a lot of time of a product with no users.
SaaS 付费上线 20 天收入 900 美元，零广告投入靠 200K 受众 organic 流量，但 SaaS 本身建了 20 个月
My SaaS crossed $900 in revenue in its first 20 days behind a paywall. I am literally shaking. Here are the exact numbers: Revenue: $900+ Paid customers: 30+ Ad spend: $0 Traffic: 100% organic Audien…
受众观点：①@DutchSEOnerd 称这是先建受众后做工具的诚实案例②@PirateCurious2116 质疑产品价值③@Historical_Bowler899 建议做好 freemium 转 paid 用户流失的准备
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- @DutchSEOnerd (3): Honest case about building audience first, tools next
- @PirateCurious2116 (3): Another slop directory
- @Historical_Bowler899 (2): start with freemium. there will be a drop in users but you need to do this i guess because its too hard to maintain a free tool as individual for so long
- @Historical_Bowler899 (1): yes, right now building stuff is quite easy. main challenge is distribution
- @[deleted] (1): [removed]
竞争对手 Trigify 宣布加入 HubSpot 关闭产品，SaaS 增长负责人通宵做好迁移页面和对比文档抢用户
I do growth at a small startup. yesterday a competitor, trigify, announced their team is joining hubspot and the product closes oct 22. customers don't move over. my founder called me at 7pm while I…
受众观点：①@tyrepunch 调侃其他评论听起来像 AI 生成
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- @tyrepunch (5): tbh I can't help you with this I just wanna say the two other comments sound ai generated there is a lot of ai spam going around here all the best
- @[deleted] (4): [deleted]
- @haryochaak (4): no disrespect but u seriously sound like AI
- @tyrepunch (3): it's the others, you're fine
- @haryochaak (3): theres no needs to sound polished man, no one gives a damn as long as u sound genuine... atp its just super disgusting to read AI slop i just hate it
Zeneno Web App 构建工具历时一年半，两个月推广后获得 21 个 waitlist 注册
Hey everyone! It's been about a year and a half since I first sat down and started building Zeneno, and around two months since I started trying to get it out there. It's been a long journey, and I w…
受众观点：①@_Jack_Frost_00 表示 99% 的 SaaS 为 0 订阅者这是大事②@One-Natural604 直接问产品差异化
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- @_Jack_Frost_00 (3): Huge Deal my friend! Be proud of you:)
- @_Jack_Frost_00 (3): Remember that 99% of Saas = 0 subscribtion That's a big result buddy
- @One-Natural604 (3): For web app builders, there are already strong players. What makes yours different? And how are the token results?
- @_Jack_Frost_00 (2): You re doing a good job Keep it push!
- @aivanelabs (2): Congratulation.
Mac App 7 个月 101 次下载 2 名付费用户里程碑更新，首位付费用户在第 62 次下载出现，同时上线 Windows Store
The last post was at 49 downloads and zero revenue. A lot has changed since then. **The numbers** Mac App Store: 93 downloads, 2 paying customers (one monthly, one annual). Windows Store: 8 installat…
受众观点：①@Proper-Decision8585 指出 Windows 欧洲英联邦分布有趣②@TimelyRepeat4517 表示 8 安装无法给出置信结论③@ApartmentFit748 建议检查各地区实际价格
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- @Proper-Decision8585 (2): The Europe/Commonwealth split on Windows is interesting, even if it's just noise at 8 installs. Curious if that pattern holds once you get more data.
- @TimelyRepeat4517 (1): Same. The honest read right now is that 8 installs can't tell you anything with confidence. But if the pattern holds at 30 or 40 installations, it becomes something worth investigating. The hypothesis I'd test first is whether Windows Store search surfaces the app differently ac…
- @ApartmentFit748 (1): Before waiting on more installs, it's worth checking what the app really costs in each region. Microsoft's local pricing tiers plus VAT-inclusive display pricing in the UK and EU can make the US your most expensive market even when you set the same price, which would nudge early…
- @Great_Marzipan_7795 (1): Two paying out of 101 is not ridiculous, plenty of apps do worse. But you just said both payers came from App Store search and not Reddit, so I'd spend the next month on the store listing itself (title, screenshots, keywords) instead of chasing a Reddit correlation that might ju…
- @TimelyRepeat4517 (1): Fair points on both. The App Store listing is the lever I've underinvested in, screenshots especially. Most of the iteration has been on keywords and subtitle but the visual conversion hasn't been touched since launch. On the Reddit correlation, you're right that it could just b…
EACL 投稿者反映评审给低分后对 rebuttal 不回复，询问能否向 AC 投诉
The rebuttal is still ongoing so this could also change, but my reviewers have not responded back to my responses yet. I know they have the right not to reply. One of the reviewers gave a 2 with a 5…
受众观点：①@SillyNeuron 分享类似评审不回复经历②@Massive-Bobcat-5363 建议向 AC 投诉，有成功先例
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- @SillyNeuron (11): "My concerns have not been sufficiently addressed. Therefore, I will keep my original score." That’s the reply we received from a reviewer who simply restated the limitation, misunderstood the most straightforward and intuitive idea, and gave us a 2 in 2/3.5/3, even after we cla…
- @Massive-Bobcat-5363 (7): Yes you should. We did this in the EMNLP cycle and the metareview gave us a score that was higher than all of the reviewers.
- @No_Sky9786 (6): its so frustrating, they also reduced the limit to 2000 characters per response on EACL. Its a 1 min read.
- @No_Sky9786 (3): Well the rules state otherwise, and do so clearly. " A good review should not just take the limitations and list them as weaknesses or reasons to reject. If the reviewer wishes to argue that acknowledged limitations completely invalidate the work, this should be appropriately mo…
- @Massive-Bobcat-5363 (2): Well, KDD has also done the same since last year. I think it can be a two edged sword, if you can just show important results. However based on my experience with ARR reviews, getting a responsive reviewer these days is extremely rare. So try to emphasize points that you are str…
5 年级博士生论文屡次被顶会拒稿，寻求发表渠道建议，方向是生成式 AI 推理加速
I am 5th year and have no published research so far. All my papers have been consistently rejected from top tier AI conferences even though they got good review scores in the process. Since graduatin…
受众观点：①@eamonnkeogh 是 journal 编辑直接提供联系②@uneasy_daisy 询问研究方向③@academic-targaryen 补充方向是生成式 AI 推理加速
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- @eamonnkeogh (20): I edit for two good journals. Email me a one page "pitch" (probably just the first page). I will try to advise. eamonn\[@\]cs.ucr.edu
- @uneasy_daisy (8): It would help to know what area your research is in.
- @academic-targaryen (5): Sorry just edited the post. It is about efficient generative ai such as speeding up the generation (both text/image decoding) while maintaining losslessness
- @Silver-Passion1687 (5): IEEE Transaction on Information theory accepts most good ML papers especially if they have entropy word in them
- @KeyApplication859 (5): It will be hard to recommend without knowing your specific area. Do you work on language models, RL, theory and optimization, 3D-vision, medical imaging, …? Each of these have multiple journals and conferences that aren’t very crowded.
SaaS 创始人用户要求导出按钮却去做暗色模式——用构建功能感逃避真正的用户开发和销售
Genuinely feel like this is a universal founder disease at this point. Someone asks for something simple, like an export button or a basic filter, and you go "yeah noted, adding it soon" and then gen…
受众观点：①@Routine_Tutor_6809 问哪里找有无聊需求的用户②@Leo-pera- 第一个 SaaS 正处于阻止自己加功能阶段③@arslannasir128 指出无聊需求以报价形式到来有趣功能以 demo 形式到来
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- @Routine_Tutor_6809 (4): Where can I find the users with boring problems? So they can tell me and I’ll code it for them 24/7. The boring company is already taken though
- @Leo-pera- (3): This hits harder when you’ve just launched your first SaaS 😂 I’m at the stage where I have to actively stop myself from adding more features and focus on getting people to actually use what I already built. Building gives you the feeling of progress. Talking to users gives you t…
- @arslannasir128 (1): The boring request loses because it arrives as a quote and the fun one arrives as a demo. Before anything hits the backlog I write the ticket count under it, plus how many came from accounts in their first week. That is the only way I ever watched an export button beat a redesig…
- @lmfresneda (1): Had the opposite happen this week, almost by accident. Someone commented that the text hierarchy on my homepage was all over the place. The most boring fix possible, move things around and cut a section, and I shipped it the same day I think the difference was that it came from…
- @arthaudm (1): the export button loses because nobody writes down what not having it costs. keep a count next to each boring request: how many asked, and did any trial stall on it. "export asked 11 times, 2 trials stalled" beats a dark mode toggle in any planning session.
Docker 容器网络安全分层策略，将容器按访问需求分无网络/仅 LAN/LAN+WAN 三组寻求最佳实践
As I get deeper into self hosting I’m learning more about container network security and want to lock down my containers even further. Overall I seem to have 3 groups of containers - do not need LAN…
受众观点：①@wabdabdob 直接用 Podman+pods 隔离②@corelabjoe 用 bridge networking+macvlan 按功能分 stacks
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- @wabdabdob (4): i just use podman and seperate with pods or shared networks
- @corelabjoe (2): I use a mix of default docker bridge networking, and macvlan networking. I have all my services split into multiple stacks as well, like edge services, media, backend etc... ipvlan is what I'll be switching to for some as well, because it's slightly more secure than macvlan in t…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @ChopSueyYumm (1): If you really want to secure it down than create a dedicated docker network with no access to lan and add a tunnel with zero trust principles. Hence you only reach the docker container with access to the tunnel incl. security posture / authentication.
- @GolemancerVekk (1): > do not need LAN or WAN access Put them on an internal bridge network. You define a network with "internal: true" in compose, and only join that container to that network (it's the only one in the "networks:" list). If you don't do this explicitly docker will put containers…
Jiberly 类 Reddit 社交网络，每次发帖评论都需要生物特征验证，支持匿名但确保真人发帖
I got tired of bots, so I built a reddit like social network where every post and comment requires biometric verification It has communities, threads, and upvotes, but every post and comment requires…
受众观点：①@yamrany 发现 LCP 3.2s 慢缺 sitemap②@Fun-Meeting-7646 质疑非金融 app 收集生物特征③@King_Kazma 质疑生物特征是否容易伪造
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- @yamrany (3): Checked out the site interesting concept! A few things I noticed that might be worth fixing: the LCP is at 3.2s on mobile which could hurt user retention on first load, and it's missing a sitemap.xml and robots.txt which will make it harder for search engines to index it properl…
- @Fun-Meeting-7646 (2): Why should people fingerprint be made available to non payment and non banking app
- @King_Kazma (2): cool idea, but can't biometric verification be spoofed relatively easily?
- @Mysterious-Age-4850 (1): the iOS app handles this pretty seamlessly- faceID is automatically activated and does its thing organically- so its quiet seamless!
- @Scared_Season_77 (1): love the landing page
AI agent 记忆基础设施 SDK，GitHub 开源后开发者自找上来付费，在官网建好前已有付费用户
We're a small team based out of Bangalore and SF, we started building this out of frustration coz every AI agent we worked with forgot everything between sessions and there was no stable infrastructu…
受众观点：①@AA-202 肯定②@Maximum_Ambition_739 表示 genuinely interesting③@Euphoric-Visual7459 询问 Product Hunt 效果
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- @AA-202 (1): Super 👍
- @Maximum_Ambition_739 (1): Genuinely interesting
- @Euphoric-Visual7459 (1): Product hunt work ?
- @Historical_Team1882 (1): I see you’re currently at #9 on Product Hunt. Congratulations! Are there any tips/non-negotiables you can share which would benefit others on getting ranked on Product Hunt as well?
开发者用 Hugo 建立个人博客，托管在自己硬件上，完整 self-hosted 个人网站项目
I've just managed to get my own hugo website/blog up and running, hosted on my own hardware. The whole project has been a massive learning experience, from setting up the server and networking to get…
受众观点：①@PMental 指出速度偏慢建议 VPS 加缓存②@TheZoltan 建议用 Lighthouse 检查③@asimovs-auditor 询问 AI 使用情况
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- @PMental (3): It is a bit slow, probably your line. Have you considered caching the site on the VPS?
- @TheZoltan (2): That's cool. I suggest running the page through Lighthouse in Chrome Dev tools. It will give you some pointers on making the site load a bit better. Serving up a big font and that big logo image makes that first load more painful than it needs to be considering your bandwidth is…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @RobinX_84 (1): I think i will have to. the views just jumped to 700 requests from around 150 in 20 mins.
- @justinh29 (1): No issues when you have 10gbps.
NeurIPS 投稿者 4-4-4 被拒稿，PC Final Justification 与原 meta review 相同，质疑人工审核
Do all the rejected or accepted papers get a "Final Justification" comment from the PC? Mine got rejected with ratings 4-4-4 yet the meta review is the exact same as the one that was posted originall…
受众观点：①@IndependenceSorry410 称 4-4-4 是 NeurIPS roulette 最残酷分数②@azraelxii 表示 PC 有权不给理由
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- @IndependenceSorry410 (3): sounds like the standard neurips roulette. 4-4-4 is brutal though, right on that knife edge where one person could've tipped it. the "especially in borderline cases" line in the rejection email is just salt in the wound when they don't even give you a final comment
- @azraelxii (1): They should but they don't have to. The PC just decides and there's nothing you can do if they reject unfortunately.
- @_afronius (1): In my case 7-6-3-3, meta reviewer leaned towards accept but PCs rejected citing “global calibration” as the reason.
- @Humble_Ihab (1): I have 5/4/4 yet I got a reject, is that normal?
arXiv 获 1720 万美元多年期慈善投资，维护和改进科学论文预印本平台
$17.2 million investment, spanning three to five years from [Simons Foundation International](https://en.wikipedia.org/wiki/Simons_Foundation), [XTX Markets](https://en.wikipedia.org/wiki/XTX_Markets…
受众观点：①@Strong_Boy_757 指出 arXiv 被 AI 生成垃圾论文淹没②@Wonderful-Courage-51 认为投资应用于解决 AI 论文问题
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- @Strong_Boy_757 (3): ArXiv seems to be literally "blowing up" from the huge amount of AI-generated slop nowadays. I'm seeing tons of Arxiv alternatives popping up, and ones with comment section too as well as biographical information about the uploader. This investment could've made sense like 10 ye…
- @Wonderful-Courage-51 (3): They're also well poised and are thinking about ways to manage the AI slop papers. This investment should go to that and I think it's likely much of it will.
Steam 游戏落地页生成工具发布一年无人问津，从自身做游戏的真实痛点 pivot 为 Bump Guardian 游戏开发者反馈管理工具
A year ago, I launched a landing page generator for Steam games. The logic made sense in my head: indie devs are busy building games, so giving them a quick way to throw up a promotional landing page…
受众观点：①@omegascorp 问什么让你确信 pivot 后方向是真实痛点②@Secure_Repair_6070 指出 pivot 来自亲身经历是最好信号③@Any-Ask-4131 建议加 CSV 导出或标签功能
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- @omegascorp (2): What made you confident this was a real pain point worth pivoting to, rather than just a problem you personally had while launching your own game?
- @Secure_Repair_6070 (1): The pivot came from a problem you hit yourself while shipping Bump Guardian, which is the best sign in the whole post. One idea: during Next Fest the feedback that matters most comes from players who quit the demo early, and they almost never fill in a form. A single question at…
- @Any-Ask-4131 (1): Much better niche than the landing page builder. Direct-to-inbox is fine early, but once a Next Fest demo brings in a few hundred responses people will want a CSV export or some way to tag and group them.
- @BP041 (1): The pivot itself is the win — generic tools die, specific pains pay rent. I've had projects swing from 0 to nothing and the only pattern that ever saved me was building something I'd personally crawl over broken glass to use. For the feedback tool, just watch whether playtesters…
开发者询问用户是否可篡改 WebAssembly 代码，背景是利用用户浏览器做分布式计算网络
Hey guys, so no going in details but suppose (am using webasm with rust), someone open my website and in background it gets connected to a network of other people's browsers, and there any browser ca…
受众观点：①@oskaremil 明确用户电脑执行的代码永远可被篡改②@LuLeBe 确认任何公开代码都可修改
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- @oskaremil (1): Code that executes on the end users computer can always be tampered.
- @LuLeBe (1): Yes, anything that's public can be modified. Not only can people run their own modifications in the browser, they can also send modified data. And they can use a different program entirely, because the other end only sees an incoming request and really has no clue where it comes…
- @HeightOk5457 (1): yes. wasm doesn't change that.
StepGrab Mac app 开始录制后正常工作，每次点击自动截图 AI 识别操作生成带箭头标注步骤文档
Background: I'm a student in Germany, and at my student job I kept writing the same kind of document. Click here, then there, screenshot, crop, arrow, caption, repeat. Forty minutes for something a c…
受众观点：①@QuanTradin 表示菜单关闭滚动缓冲区设计很聪明
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- @QuanTradin (1): the rolling buffer for menus closing on click is a nice trick. i'd have lost a week figuring out why every dropdown screenshot came out empty.
NeurIPS 2025 主赛道录取结果：30709 篇投稿，7900 篇录取（25%），Oral 112 篇
**Valid Main Track submissions:** 30709, **Accepted: 7900,** Oral: 112, Spotlight: 292 !!
受众观点：①@Pretty-Ad9566 表示录取率比预期高还在刷新收件箱②@user221272 表示和往年趋势一致
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- @Pretty-Ad9566 (2): well that acceptance rate's a bit higher than i expected, guess i'll be refreshing my inbox every 5 seconds for the next hour
- @user221272 (2): 25% is in line with the usual trend, though.
AirGeek 开源空气质量监测器，支持 Matter+Thread+Home Assistant，在 Kickstarter 预发布
Hello Reddit, I'd like to showcase our open-source project that is currently [**prelaunching on Kickstarter**](https://www.kickstarter.com/projects/0x2a/airgeek-the-better-air-quality-monitor?ref=7bk…
受众观点：①@davenaff 关心 PM2.5 传感器质量差异希望看到对比数据
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- @davenaff (2): You've mentioned in other places that the quality of the sensors of these devices matters a bunch (eg that not all PM2.5 are the same) Any chance you can share data or other findings that would help us understand your sensor choices and similarly differentiate against the variou…
JavaScript Transferable Objects 和 Structured Cloning 的技术深度文章，解释 Web Worker 通信内存转移机制
1. Transferable Objects Think of Transferable = cut + paste. const buffer = new ArrayBuffer(1024); worker.postMessage(buffer, \[buffer\]); The second argument \[buffer\] is the transfer list. It mean…
受众观点：①刚发布 0 评论②文章详细解释了 cut+paste 语义和 Web Worker 内存模型
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Scholé 2 是学习类工具的第三次 Product Hunt 发布
Scholé
受众观点：①第三次发布说明团队持续迭代②评论数量少社区关注有限③产品详情信息不足
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- @Overview (0): * [Launches3](/products/schole-2#launches) * [Reviews1](/products/schole-2/reviews) * [Alternatives](/products/schole-2/alternatives) * [Built with](/products/schole-2/built-with) * [Team](/products/schole-2/makers) * [Awards](/products/schole-2/awards) * More This is the 3rd la…
Floot 支持 MCP 协议的全栈应用构建平台，让 Claude/ChatGPT 通过 MCP 零配置发布全栈 app
Floot
受众观点：①@Kim 强调 no-code 支持让非技术用户专注构建②@Lovable 评价 Floot 比 Lovable 更理解用户意图③@Floot 强调零配置发布全栈 app 的能力
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- @Overview (0): * [Launches2](/products/floot#launches) * [Reviews19](/products/floot/reviews) * [Alternatives](/products/floot/alternatives) * [Customers](/products/floot/customers) * [Built with](/products/floot/built-with) * [Team](/products/floot/makers) * More This is the 2nd launch from F…
- @Kim (0): •[22 reviews](/@kim800967827066/reviews) #### What's great no-code support (10) It lets you focus on building the app, not the technical nitty-gritty. For non-coders, it removes the barrier of backend management, hosting, and all that headache, while still giving you a powerful…
- @Lovable (0): Lovable had too many issues when it comes to prompts changing things that I didn't mean to change (downstream impacts). Floot is able to better understand the changes I wanted and only make changes specific to the task at hand (no downstream impacts). Ratings Ease of use Reliabi…
- @Floot (0): Maker 📌 Hey Product Hunt - Yuj from Floot here! **Super excited to launch the new Floot MCP** \- Floot now gives Claude or ChatGPT a zero-setup place to build and publish full-stack apps. We started Floot a little over a year ago. At the time, we thought a great app builder need…
- @Vikram (0): [@yujian](https://www.producthunt.com/@yujian) really smart pivot to build this as an MCP rather than a standalone agent, Congrats on the launch🙌 Upvote (2) Report Share 13h ago [](/@yujian) [Yuj Yao](/@yujian)
CtrlOps 是 AI 驱动的服务器管理工具，AI Terminal 支持自然语言操作，内置审批步骤防止生产误操作
CtrlOps
受众观点：①@Terminals 与 Codex 3.0 竞争定位清晰②@CtrlOps 强调 AI Terminal 和审批步骤是核心功能③@Bhavesh 表示不用频繁切换工具
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- @Overview (0): * [Launches2](/products/ctrlops#launches) * [Reviews4](/products/ctrlops/reviews) * [Alternatives](/products/ctrlops/alternatives) * [Built with](/products/ctrlops/built-with) * [Forum](/p/ctrlops) * [Team](/products/ctrlops/makers) * More This is the 2nd launch from CtrlOps. [V…
- @Terminals (0): [Codex 3.0 by OpenAI](/products/codex-3-0-by-openai?ref=product%5Fsidebar) Codex can now build, test & debug on autopilot [5.0(95 reviews)](/products/codex-3-0-by-openai/reviews) [AI Coding Agents](/categories/ai-coding-agents)[Command line tools](/categories/command-line-tools)
- @CtrlOps (0): Thank you so much for such a detailed review! 🙌🏻 Really glad to hear that the AI Terminal and the approval step are helping with day-to-day server management, especially when working with production servers. Keeping SSH, file management, monitoring, and deployments in one place…
- @CtrlOps (0): Thank you so much for taking the time to write such a detailed review; it really means a lot! Love that the AI terminal stood out for you; that "I know what I want but not the exact command" moment is exactly what we built it to solve. Really appreciate the feedback on ready-mad…
- @Bhavesh (0): •[1 review](/@tocza/reviews) #### What's great what I like about Ctrlops is that it make server management feel much less complicated. I usually don't want to keep switching between a terminal , SFTP tool, monitoring dashboard and deployment tool just to handle basic server task…
NOAN 2 是团队与 AI agent 协作的知识库管理平台，提供共享事实层让技术和非技术团队协作
NOAN
受众观点：①@NOAN 强调快速迭代②@NOAN 解释事实层权限管理③产品定位业务依赖知识而非记忆
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- @Overview (0): * [Launches2](/products/noan-2#launches) * [Reviews1](/products/noan-2/reviews) * [Alternatives](/products/noan-2/alternatives) * [Built with](/products/noan-2/built-with) * [Team](/products/noan-2/makers) * [Awards](/products/noan-2/awards) * More This is the 2nd launch from NO…
- @NOAN (0): Great to have you on board, [@chelsea\_long](https://www.producthunt.com/@chelsea%5Flong) ! We're shipping features fast so it's easy to miss some of the new ones! Upvote Report Share 1yr ago What do you think? … Login to comment [](/@luc%5Fkelly) [Luc Kelly](/@luc%5Fkelly) Not…
- @NOAN (0): Maker [@luc\_kelly](https://www.producthunt.com/@luc%5Fkelly) exactly, for instance you can have a non-technical team using claude cowork etc and on the same fact layer as the technical team building your customer support agent. It just takes a mindset shift of what your company…
- @NOAN (0): Maker [@lucy\_rolff](https://www.producthunt.com/@lucy%5Frolff) thanks! Exactly - it's really the key to keeping your team and agents aligned. The thing is business doesn't rely on memory, it's really built on defined decisions, for example you set your pricing - so we've built…
- @NOAN (0): Maker [@advin\_jadis](https://www.producthunt.com/@advin%5Fjadis) great question, there are fact level permissions firstly so it depends who has the rights, then there are draft approvals just like with a pull request in github. Then our graph highlights any overlap - you can ea…
Shram（原 minimi）是个人上下文和开放循环追踪 AI 工具，从宠物纪念 Mac app pivot 为 AI 记忆助手
minimi
受众观点：①@minimi 介绍产品起源和 pivot 历程②@minimi 解释能追踪开放循环③产品已四次发布持续迭代
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- @Overview (0): * [Launches4](/products/shram#launches) * [Reviews7](/products/shram/reviews) * [Alternatives](/products/shram/alternatives) * [Built with](/products/shram/built-with) * [Forum](/p/shram) * [Team](/products/shram/makers) * More This is the 4th launch from minimi. [View more ](/p…
- @minimi (0): Maker 📌 Hey Product Hunt! 👋 I'm Jay, co-founder of minimi. Three months ago, we released minimi in memory of our pet kitten, Cotton 🐈. We started as a Mac app that collects your personal context and builds memory, so you never have to explain yourself to AI again. You could plug…
- @minimi (0): Maker [@prannay\_kedia](https://www.producthunt.com/@prannay%5Fkedia) thank you for being our earliest believer Prannay! Upvote Report Share 25m ago [](/@santiago%5Fpuig) [Santiago Puig](/@santiago%5Fpuig) How are we able to verify that mini actually was able to close the loop,…
- @minimi (0): Maker [@santiago\_puig](https://www.producthunt.com/@santiago%5Fpuig) yes, minimi can trace your decisions so if you text me on LinkedIn to make a poster, minimi will find this as an open loop. Then, if I go on Figma and actually do it, it will auto-resolve it. Hope this helps!…
- @minimi (0): Maker [@kalpesh\_bhalekar1](https://www.producthunt.com/@kalpesh%5Fbhalekar1) thank you so much Kalpesh, always our biggest supporter! Upvote Report Share 8h ago [](/@jay%5Fgadekar) [Jay Gadekar](/@jay%5Fgadekar)