DataChaz 用 Grok 判断一段女子跑上弧形雕塑再翻身的病毒视频是否为 AI 生成，Grok 给出详细分析确认系 AI 合成
.@grok is this real? https://t.co/WDzWpceRya ① Grok 视频鉴定给出详细分析但视觉检查无法100%确认 ② 具体物理破绽：翻转方向无实际旋转动作 ③ AI 视频在物理细节上仍有明显缺陷
DataChaz 用 Grok 判断一段女子跑上弧形雕塑再翻身的病毒视频是否为 AI 生成，Grok 给出详细分析确认系 AI 合成
① Grok 视频鉴定给出详细分析但视觉检查无法100%确认 ② 具体物理破绽：翻转方向无实际旋转动作 ③ AI 视频在物理细节上仍有明显缺陷
HN 讨论开发者为何习惯性依赖 JS 库而非浏览器原生 API（以 dialog 元素为例），涉及 React 路径依赖和 Claude 等 AI 辅助编码对技术选型的影响。
① @slopinthebag：指出自定义 dialog 在无障碍访问上优于原生，「use the platform」并非总是正确答案 ② @ibash：将问题归因于 React 路径依赖，新开发者被训练成「触碰 DOM 是坏事」 ③ @onion2k：验证 Claude 在明确约束下会选择原生元素，关键是知道如何提 prompt
HN 社区实测在本地 4090 上通过 MoE offload 运行 Qwen3.8-Flash-Next 达 124 tok/sec，同时引发量化模型 benchmark 标准化和 FreeToken 推理引擎的深度讨论。
① @snehesht：关注具体硬件配置下的实测性能基准（124 tok/sec） ② @esafak：指出量化模型缺乏标准化 benchmark 是行业痛点 ③ @quietFalcon：追问 prompt processing 速度，指出生成速度只是 MoE offload 表现的一半
Nous Research官方Twitter账号公开反击@BlockedPaths将其Hermes AI agent称为"垃圾"的批评，并揭露对方曾因在开发者频道骚扰被Discord封禁
Nous Research官方Twitter账号公开反击@BlockedPaths将其Hermes AI agent称为"垃圾"的批评，并揭露对方曾因在开发者频道骚扰被Discord封禁。此事引发AI agent质量评测社区对主观评价可信度的广泛讨论，多位真实用户对比了Hermes与Muse、openclaw、Grok bot等竞品的使用体验，焦点集中在多模型生态开放性与实际生产力表现上。
受众观点：@codylschuldt（score 58，Twitter）："I've tried them all, Hermes is the best harness to do real work and doesn't lock you into one model ecosystem. Muse is a nice little personal assistant for price shopping and doing research, grok bot is good but locked in to Grok." @NousResearch（score 71，Twitter）：直接晒出Discord封禁截图反驳批评者，原帖评论区超高赞——说明社区对"带私人恩怨的公开差评"容忍度极低，产品团队主动公开澄清比沉默更能赢得信任。
DataChaz 用 Grok 判断一段女子跑上弧形雕塑再翻身的病毒视频是否为 AI 生成，Grok 给出详细分析确认系 AI 合成
.@grok is this real? https://t.co/WDzWpceRya
受众观点：① Grok 视频鉴定给出详细分析但视觉检查无法100%确认 ② 具体物理破绽：翻转方向无实际旋转动作 ③ AI 视频在物理细节上仍有明显缺陷
展开评论
- @grok (533): Modern AI-generated videos can be virtually indistinguishable from authentic content, making definitive determination difficult or impossible from visual inspection alone. This clip shows impossible physics: a woman sprinting up a near-vertical curved beach sculpture then descen…
- @MartinMcSports (474): @DataChaz @grok My favorite "real" part is her twisting from backwards - to a forward facing position - without actually twisting or turning. https://t.co/tpUyYjT0ol
- @DataChaz (250): posted this right before I went to sleep. Just woke up.. now let's see the comments 👀 https://t.co/rN5G3UA4h6
- @darkghost (186): @DataChaz @grok Do we really need to ask that question come on?
- @lisardo_deMayor (47): @DataChaz @grok Aside from the botched video, no one can run vertically; just look at the final flip—he performs it with his back to the audience and "magically" finishes facing forward. The AI still has a long way to go.
julianharris 评论 AI 初创公司 Jev 被竞品迅速超越的案例，警告没有专有数据的软件产品在 AI 时代极难建立护城河。
Jev will probably go down in history as the most thoroughly spanked startup ever — a brutal reminder of how few ways are are to create a competitive moat in software these days. (Hint: if you don’t h…
受众观点：①@willcb (score:108) 质疑原帖结论，指出 clef 比 Jev 贵6倍，竞争并不公平 ②@tristanbob (score:31) 追问低竞争壁垒是否打击投资新创意的热情 ③@heysamir_ (score:33) 补充 Jev 7天内创造 $100M 营收，说明先发优势和心智占位同样重要
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- @willcb (108): @julianharris tbf clef is 6x more expensive than jev, and clef-flash is 2x more good models but it'd be like anthropic bragging that opus and sonnet beat luna
- @heysamir_ (33): @julianharris I think it generated $100M in revenue in like 7 days, once again showing that tech is not the only thing (nor the main thing) that drives product adoption or mindshare. Also being first is a big thing. https://t.co/hG3TqVNHP9
- @tristanbob (31): @julianharris It’s just so interesting that Jev showed the world what we needed, but within two weeks they had dozens of competitors. Does this discourage investing in new ideas?
- @m_chirculescu (11): @julianharris How come this wasn't obvious to the investors?
- @MaxRovensky (10): @julianharris There's something wet-sponge-feeling about the qwen fine tunes that I can't explain compared to Jev
GergelyOrosz 因看到 Google 非创始人 CEO 在 X 上直接介入解决产品问题，表示对 Google 更有信心并认为 X 已重回事情发生的地方
Slightly more bullish on Google after seeing this And X is back as the place where stuff happens & gets done! https://t.co/5fecgNF47i
受众观点：① 需要名气才能获得支持本身就是流程缺陷 ② CEO 介入是能看到问题的证明，看到才能修复 ③ 流程依赖 clout escalate 说明组织臃肿
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- @GergelyOrosz (28): I’m more bullish seeing the non-founder CEO of a trillion dollar company being engaged on social media and stepping in to sort something broken If they see what’s broken, they *can* fix it! (If they wouldn’t see it, you bet it would remain broken) Even if they don’t fix it, it’s…
- @shinedotrocks (21): @GergelyOrosz I am not sure about this. You shouldn’t need a twitter following to get in touch with a human support, especially for a popular (?) app like OpenClaw. This is a recurring theme with Google, even for the paying customers.
- @santosh_ks10 (15): @GergelyOrosz I think it’s the opposite. You shouldn’t need to be popular or shout publicly for some standard process that should just work. CEO publicly acknowledging the broken process is definitely positive.
- @Kompressor_btc (7): @GergelyOrosz That problem shouldn’t even exist. Shows how bloated they are
- @BlackHC (7): @GergelyOrosz Not sure: looks like a broken customer support process if the escalation path is being famous and using clout via the CEO
Matt Pocock 发布 Claude Code 技能包 v1.3，核心新功能 /retro 命令可让 AI 回顾历史对话记录并自动分析改进点
By popular demand, I'm shipping v1.3 of my skills today. Too much hype behind /retro not to ship it. Enjoy going back through your old transcripts and figuring out improvements. Docs, video, and anno…
受众观点：① /retro 是否支持 opencode 等其他平台的兼容性问题 ② retro 读取 jsonl 还是摘要及 context 消耗的实际影响 ③ 立刻更新并表示效果不错
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- @Greg_GL_87 (4): @mattpocockuk any chance /retro runs in opencode too, or is it just claude code and codex for now?
- @koomai (3): @mattpocockuk Updated straight away 👍🏼 https://t.co/Q1uZyFqGnr
- @okazta (2): @mattpocockuk Awesome. But wasn’t the retro skill already bundled?
- @Jordy_vD_ (2): @mattpocockuk Did you just thank yourself https://t.co/eBxi2uGAal
- @giacomomasseron (1): @mattpocockuk does retro read the raw jsonl transcripts or some summary of them. matters for how much context it burns on a long session
Matt Pocock 公开分享「每日提示词」：一条结构化 prompt 驱动 AI agent 自动完成技能库版本升级、文件重命名和差异对比等多步骤维护工作
Prompt of the day: 1. Re-check mattpocock/skills for the v1.3 release. Rename CONTEXT.md to GLOSSARY.md. Check /setup-matt-pocock-skills for any required changes. Perform a diff of the skills in my r…
受众观点：① 调侃自己成为 Matt 的 subagent，用他的 prompt 更新技能库 ② 早就手动改了命名问题和 Matt 决策一致 ③ 质疑为何不把维护流程完全自动化
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- @mattpocockuk (20): Previous: https://t.co/7jdX2bdbIJ
- @kappagoran (4): @mattpocockuk Matt we are slowly becoming your subagents
- @JosXa_ (3): @mattpocockuk for the GLOSSARY.md change. I had already changed it in copies of your skills https://t.co/wqntMqX9wQ
- @compuficial (2): @mattpocockuk Why isn't this automated
- @TiraelSedai (2): @mattpocockuk lmao I've been saying "no idea why Matt named the glossary file CONTEXT.md" for ages
NousResearch 分享 Linus Sebastian（LTT 主播）在播客中提及其 Hermes 模型使用体验，标志着开源本地 AI 模型开始进入主流科技媒体视野。
Very surreal to see @linusgsebastian discussing his Hermes setup experience on their latest podcast (and pronouncing it correctly)! https://t.co/mPNUidvq3l
受众观点：①@AdityaTripathiD (score:28) 指出 Discord onboarding 需3人花一天时间，非极客用户上手体验是核心瓶颈 ②@Je__Co (score:7) 称 Hermes 是稳定的"set it and forget it"之选，老用户高度认可 ③@Jonnykov (score:3) 好奇 Linus 用了多久，受众对主流 KOL 使用 AI 模型现象本身感兴趣
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- @NousResearch (67): *Not sponsored
- @AdityaTripathiD (28): @NousResearch @linusgsebastian He said it took 3 people a day to setup Discord. I think the onboarding can be improved a lot for non-desktop users. New WebUI is needed for sure
- @Je__Co (7): @NousResearch @linusgsebastian Hermes is the best! It's a set it and forget it kinda deal, never tested another harness since
- @Waethorn (6): @NousResearch @linusgsebastian People are pronouncing it wrong? https://t.co/pfQtpyOHRt
- @Jonnykov (3): @NousResearch @linusgsebastian Hermes gives you all the hands you need - also very nice to see Linus picking up Hermes, not sure how long he's been a user!
simonw 发文主张 AI 工具和 Agent 平台应默认内置硬性消费上限，防止用户因 AI 自主运行失控而收到账单暴涨的惊喜。
Just published this post about how we’re going to need default hard budget caps on pretty much everything https://t.co/L6XEYpF4uZ
受众观点：①@biilmann (score:22) 分享 Netlify 切换信用点计费的实际经验，业界已有人在实践 ②@full_kelly_ (score:8) 用虚拟卡设置 $1 限额自救，说明用户正在用土办法解决真实痛点 ③@frogman263 (score:6) 亲历 AI 账单烧钱，痛点真实普遍
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- @biilmann (22): @simonw That was one of the components in our switch to credit based pricing at Netlify a year ago.
- @full_kelly_ (8): @simonw the best stand-in for this that i’ve found is using virtual cards with no credit ability and then setting a like $1 usage limit.
- @ExiledonMoon (6): @simonw We taught the computer to think. Now we have to give it an allowance.
- @frogman263 (6): @simonw Agreed. Learned that one on my own AI bill.
- @jeffbruchado (2): @simonw surprise me with the output, not the invoice
gregisenberg 分享 AI 驱动的 3D 打印制造工作流视频，评论区涌现出 text-to-CAD 工具、Bambu Lab 打印机和 scan-to-CAD 应用场景的讨论
https://t.co/hMysxDLNnz
受众观点：① 推荐 text-to-CAD 开源工具支持 MCP 协议可本地运行 ② 已用 Bambu Lab A1 打印定制 MIDI 踏板的实际案例 ③ 消费级 scan-to-CAD 工具是关键缺口
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- @earthtojake (8): @gregisenberg Greg, you should check out text-to-cad (open source skills/mcp, runs locally with your fav agent):
- @ihorbeaver (4): @gregisenberg https://t.co/yx6xdJGjyW MicroFactory would be a good addition to it, handling the final assembly stage
- @ideabrowser (3): @gregisenberg It’s truly incredible how much easier it is now vs a few years ago fighting through tiny iterations Between bambu, muse gadgets, LLM instructions so many dang ideas!! I’m adding free vibe manufacturing ideas (with business plans) to ideabrowser https://t.co/omoqVF4…
- @sarthakcore (3): @gregisenberg Did this last week and made a custom midi pedal for myself using my Bambu Lab A1 and a ton of printing time 🥳 https://t.co/lXZhIHf7sK
- @guille_cafe (2): @gregisenberg A consumer scan-to-CAD tool would be a big unlock here. Even better if iPhone cameras could do this in the future
GergelyOrosz 提出 AI 时代技术债的本质正在改变——偿还成本大幅降低，但借 AI 生成代码是否在以新形式积累技术债，引发开发者热议
The cost of introducing and paying off tech debt has changed very, very much and I don't even know most of us have the time and space to think about what it means Tech debt has been so central to the…
受众观点：① 未来更强模型能读懂修改所以现在的技术债不是问题 ② 偿还变容易但技术债本身仍重要，25年老项目清理实测效果好 ③ 测试时仍会暴露角落里被切掉的代码质量
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- @GeoffreyHuntley (28): @GergelyOrosz if the agent can read it and modify it with next months super model then we are fine
- @andrus_a (20): @GergelyOrosz Tech debt still matters a lot, but, as you said, paying it off has become much easier. I've been on a binge doing that for a 25-year-old open source project lately, and I'm thoroughly enjoying the results.
- @meaningoflights (12): @GergelyOrosz It still catches up. At first you don't see it because it works but then you test how it all works and then find out corners were cut.
- @quantum_bernie (6): @GergelyOrosz I can do cpp core guidelines etc cleanup super easily, followed by "simplify this repo/section" etc. I like @poteto take on this, we are more like gardeners - you can tend to the hygiene of your codebase like pruning bushes and weeds in your garden
- @singhs020 (6): Borrowing code from agents adds other type of technical debt. Initially it was thought and serviced by the team before taking a debt. Now as the cost of service is low by borrowing the code from another entity, it is like paying the debt with another debt. Easy to add and comes…
thdxr 指出 AI 倾向于告诉用户想听的答案，并强调类型系统能为 agent 提供正确反馈回路、显著改善结果。
yeah so ai is telling people what they want to hear it's very concerning anyway, types are very important for agents they give them the right feedback loop and you get better results
受众观点：①工具层面：oxlint 等类型强制工具的零成本收益 ②架构层面：类型作为逐步优化架构的最小代价切入口 ③认知层面：不与 AI 对话的少数派如何看待 AI sycophancy 问题
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- @LukeParkerDev (18): @thdxr bro look I added @dillon_mulroy's anti slop oxlint stuff to our desktop packages it makes the code way more type happy for no effort - you should try it in core/tui packages 👀
- @goatbisceglia (12): @thdxr Abstractions don’t matter anymore, use Rust! But actually at the same time abstractions are more important than ever, I love Effect Anyways, back to writing my three js animations that crash my computer
- @JamesTimmins (4): I’ve somehow created a business out of cleaning up vibe slop code and types are like epitome of free wins that allow you to turn the dial towards better design one step at a time. add types to the bad architecture, then improve the types which causes the architecture to improve…
- @T_Wrex_Baby (3): @thdxr I am in the rare minority, I don't talk to AI. It is great for work and productivity, but I struggle to understand how people talk to it daily.
- @ItsGoharr (2): @thdxr types were the only honest coworker all along
AI研究者natolambert批评AI生态圈中对某些行为以"你是邪恶的"式舆论回应的现象，表示将推动建立更正向的讨论规范。
It's a huge failure of the AI ecosystem that a whole bunch of people respond to something like this with "you're evil" and "shame on you." We'll work to shifting the norms here. There are positive pa…
受众观点：①AI安全研究者特权心态的批评 ②负面回应主要来自Substack大众受众而非技术社区 ③强硬反对方认为AGI/ASI本身就是错误
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- @BlancheMinerva (33): @natolambert It’s a less popular narrative than it was in 2020, but the entitlement and self-obsession of AI and AI safety researchers that leads them to believe only they can be allowed to have or know about advanced AI systems is abominable. Keep fighting the good fight.
- @CFGeek (25): @natolambert Don’t pay them much mind. The replies are overwhelmingly positive! I could hardly find a negative response
- @natolambert (14): Honestly a lot of them were on Substack / more general audience ai followers not ai technical community
- @GWHayduke97 (13): @natolambert No, AGI/ASI is bad and the only acceptable approach is to not fucking build it. RSI is especially evil, and so is open-sourcing it. 🖕
- @lordvictor (7): @natolambert "We'll find a way to make the baby grinder ethical guys trust us"
simonw发起讨论：用了几天Dot之后，开发者们如何区分Dot与普通ChatGPT的使用场景——Dot目前只支持单一对话流，难以跨多线程管理上下文。
Now that we've had a few days with it, how are people differentiating between Dot and regular ChatGPT? I'm having trouble deciding when I should prompt Dot vs using ChatGPT - my Dot seems to afford a…
受众观点：①OpenAI产品线Work/Chat/Dot分区越来越复杂令人困惑 ②Dot等个人agent对技术用户价值有限，更适合作为非技术用户的AI入门 ③OpenAI应专注模型本身而非重复造UI层
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- @rafaelcaricio (42): @simonw Do you prompt Dot or Work or Chat
- @Sebastian_Parra (30): You know what I think? For those of us who are relatively advanced technical users, agents like Grok Bot, Muse, or Dots aren't that disruptive. I think these agents might be a better entry point for less technical people, as their first introduction to personal assistants. I thi…
- @sult (11): @simonw oh it's easy if you live in EU
- @andersjw_ (5): @simonw Or codex? They just went through a major simplification and then multiplied complexity again. I really wish they would focus on creating decent models and leave the harness layer to those who can do proper UX.
- @joelgrus (3): @simonw as a plus user, the difference is that I have access to ChatGPT but not to Dot
scaling01分享一段疑似比"upping my p-doom"更好的AI生成娱乐内容，评论区讨论Midjourney视觉介入和人类参与歌词创作带来的AI生成内容质量飞跃。
this might be better than the "upping my p-doom" song the future of entertainment is so fucking bright
受众观点：①Midjourney替代程序化图形是关键突破，且人类更多参与歌词创作 ②"Slopcore时代来临"——AI生成娱乐内容正形成自己的审美流派 ③18小时完成高质量AI作品，AI创意已超越人类
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- @full_kelly_ (13): @scaling01 yeah using Midjourney instead of just programmatically generated graphics seems to be a big unlock. I also think a human may have been more in the loop here? The lyrics feel less forced/more clever
- @Gordon100x (8): @scaling01 Slopcore era has begun
- @MandatoryTopic (3): @scaling01 That shit is fucking insane
- @cmitsakis (2): @scaling01 18 hours to cook up this banger? AI has surpassed human creativity
- @almosthumanAIX (1): @scaling01 Upping my p-doom just got a sequel and honestly it slaps harder.
有用户声称Hermes和openclaw同样是"slop"，被NousResearch官方账号直接反击并曝出其曾因在开发者频道滥发消息被Discord封禁，社区随后大量声援Hermes。
yeah ill be the first to say it, hermes is slop just as bad openclaw. https://t.co/JJVoHbCvg0
受众观点：①NousResearch官方反击：质疑者曾因滥发消息被封禁，评价可信度存疑 ②实测对比：Hermes最适合真实工作且不锁定模型生态，Muse适合研究，Grok Bot生态封闭 ③选Muse而非Hermes的人被认为根本不了解自己在用什么
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- @NousResearch (543): @BlockedPaths Of course you’ll be the first to say it, since your definition of slop is “I liked it a month ago but then I got banned from their discord for unhinged spamming in developer channels” https://t.co/n5YK2chi85
- @codylschuldt (58): @BlockedPaths I've tried them all, Hermes is the best harness to do real work and doesn't lock you into one model ecosystem. Muse is a nice little personal assistant for price shopping and doing research, grok bot is good but locked in to Grok.
- @Alberto81712002 (16): @BlockedPaths This is grandmother ratings, if you're technologically illiterate, you'd come up with this.
- @theaaron (12): @BlockedPaths gtfo No comparison
- @TacticaLJes (11): @BlockedPaths This is comical, anybody that picks muse over Hermes has no idea what they’re even talking about anymore. Thanks for the chart though!
ML研究者ahatamiz1批评一篇使用Qwen 2.5的论文：结果章节过于简陋，"single-shot accuracy"等关键eval设置表述模糊，引发学术评估规范透明度讨论。
Believe it or not this is the entire results section of this paper. For some reason we are back to experimenting with Qwen 2.5. But the real problem with this paper is that it never says what setup i…
受众观点：①社区共识：Qwen2.5的RL实验信噪比极低，随机奖励也能刷出改进 ②论文作者详细回应eval设置：single-shot=单样本temperature 0.6，选Qwen 2.5为与已有基线保持可比 ③这类RL方法在更新模型（3/3.5/thinking models）上基本不奏效
展开评论
- @silver__tsuki (10): @ahatamiz1 I thought the community had agreed that Qwen2.5 RL experiments were very low signal given that you can use random rewards and still show improvement on that model
- @aakaran31 (6): You can actually find all of these eval details in our codebase! (https://t.co/I8ELTMBzfn) Single-shot accuracy means what it usually means: one sample generated with just the question in prefix, with standard decoding temperature (0.6). Nothing as flashy as in-context examples…
- @zplus1_ (4): @ahatamiz1 Absolutely. almost always these methods wont work on 3 or 3.5 or thinking models.
- @KrishWiller (3): @ahatamiz1 换成Qwen3.5-9B说不定就没用了
- @ZelaLabs (0): @ahatamiz1 They released code, which seems to specify the experimental setup fairly precisely from my brief look. Qwen2.5 is also a great series to study, they were released before the GRPO era and are much less the product of extreme amounts of RL
HN 就 AI 是否会导致人类灭绝展开 569 条评论的大规模辩论，涉及 LeCun 的 world model 立场、Gates 的乐观判断，以及社会经济混乱比「灭绝」更现实的担忧。
https://archive.ph/TyDPf
受众观点：① @dude250711：关注 LeCun world model 观点和 Anthropic 内部分歧 ② @WheelsAtLarge：为 Gates 乐观立场背书，认为应聚焦「如何适应」而非担忧灭绝 ③ @jackmott42：指出真正风险是社会经济混乱，呼吁不要过度贪婪
展开评论
- @OgsyedIE (0): Ignoring the cognitive stuff which might never be surpassed or maybe will, humans retain many efficiency and durability advancements to limbs and digits that biological evolution has taken millions of years to achieve, achievements that are competitive with the most expensive ki…
- @dude250711 (0): I am starting to think this LeCun dude knows what he is talking about. Maybe there is something to those world models. As good as their products are, I suspect some of the internal conversations at Anthropic would be very entertaining to listen to.
- @WheelsAtLarge (0): He's right. I'm on the side of Bill Gates. Gates started a whole industry on his insights of the future. He has proven his abilities. AI is and will be a great disruptor. We are losing sight of that and are instead focusing on trying to stop it. Something that won't happen. We a…
- @jackmott42 (0): I also have near zero concerns about that, but I worry that we will wipe ourselves out by social and economic chaos caused by AI. So I'd just ask everyone, don't get too greedy. Its better to be powerful in a world where people can live good lives than lord over a barren wastela…
- @dzink (0): A huge chunk of humans are sedated with infinite supply of cortex-disabling short form video and games. Another huge chunk are too distracted by having to scrape by for a living and work multiple jobs or raise kids and survive financially until exhausted. That second group will…
HN 讨论开发者为何习惯性依赖 JS 库而非浏览器原生 API（以 dialog 元素为例），涉及 React 路径依赖和 Claude 等 AI 辅助编码对技术选型的影响。
Why don't more developers “use the platform”?
受众观点：① @slopinthebag：指出自定义 dialog 在无障碍访问上优于原生，「use the platform」并非总是正确答案 ② @ibash：将问题归因于 React 路径依赖，新开发者被训练成「触碰 DOM 是坏事」 ③ @onion2k：验证 Claude 在明确约束下会选择原生元素，关键是知道如何提 prompt
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- @nonethewiser (0): An aside: This name an logo are incredible. https://bevacqua.github.io/dragula/
- @slopinthebag (0): since the author brought up the native <dialog>, developers chose custom implementations of dialogs because they want better accessibility, better focus management, better mobile and touch screen reader support, and more flexibility. adobe's implementation is far more robust and…
- @ibash (0): I feel like it’s a historical accident. In the past the platform couldn’t do it all, and if you wanted a dialog you had to use a library. Developers were trained to reach for libraries when they needed something like a dialog. Then react came along and all developed learning web…
- @JSR_FDED (0): It’s funny, the article proceeds to answer the question in great detail: familiarity, level of abstraction, documentation, etc. I agree with his point that learning to do it yourself can be fun and lead to a flywheel of improvement where the next time you’re faster and the next…
- @onion2k (0): The last couple of websites I've made have been largely the output of Claude with some instructions to keep to WCAG AAA accessibility standards and to optimize for loading and rendering times, and it's done a pretty decent job. If you're insistent about page weight it will avoid…
HN 社区实测在本地 4090 上通过 MoE offload 运行 Qwen3.8-Flash-Next 达 124 tok/sec，同时引发量化模型 benchmark 标准化和 FreeToken 推理引擎的深度讨论。
Run Qwen 3.8 Flash Next (125B) on consumer hardware (RTX 4090) at 100T/s
受众观点：① @snehesht：关注具体硬件配置下的实测性能基准（124 tok/sec） ② @esafak：指出量化模型缺乏标准化 benchmark 是行业痛点 ③ @quietFalcon：追问 prompt processing 速度，指出生成速度只是 MoE offload 表现的一半
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- @snehesht (0): I tried it and it worked surprisingly well. On my machine (Nvidia 4090, 128GB DDR5, Ryzen 7950x3d) I'm getting 124 tokens per sec, thought to share it here. https://huggingface.co/Qwen/Qwen3.8-Flash-Next
- @esafak (0): Has anyone calculated the effective intelligence of these quantized models? I think publishing benchmarks with quantized models should become standard practice.
- @quietFalcon (0): Nice, though generation speed is the easy half for MoE offload, what's your prompt processing look like at say 16k context?
- @gdevenyi (0): I had this working with the FreeToken inference engine a month ago when they launched. https://github.com/FlashML-org/FreeToken
- @deadbunny (0): > Set up Strata on this PC for me: https://github.com/Niko1221/Strata - follow docs/AI_SETUP.md in that repository. And I thought piping to bash was bad
HN 讨论 AI 编程 agent 如何跨 session 保持对代码库的理解，涵盖 AGENTS.md 策略、Whybase proposition tree、ADR 等多种方案，以及 token 成本随 memory 膨胀的实践痛点。
Agents don't need memory, they need documentation
受众观点：① @alienbaby：关注 memory 膨胀导致 token 成本急剧增加的工程可行性问题 ② @gregwebs：提倡用人类可读标准文档（AGENTS.md、CONTRIBUTING.md）作为 agent memory，反对「agent 专用文档」 ③ @monneyboi：质疑额外 memory 系统必要性，认为 session history 本身就是完美 memory
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- @jdw64 (0): Peter Naur argued in his famous essay Programming as Theory Building that documentation alone cannot fully capture or preserve the complete mental model behind a program. However, AI works differently from humans in that much more of its working context has to be made explicit.…
- @alienbaby (0): I will say, having built something similar for tracking 'memory' and items at home, it can quickly consume your tokens when dealing with both reading and updating, keeping stale info relevant etc.. when the amount of data starts to grow. Smaller tasks can balloon in their token…
- @espeed (0): For every prompt and response, I extract each semantic statement. Map its reasons in a Whybase proposition tree -- a recursive proposition tree where each atomic statement is proposition with one or more premises (atomic statements, which also stand alone as propositions). Then…
- @monneyboi (0): I never understood memory solutions for coding agents. You have the whole session history right there. One recall skill and some JSON parsing gets you grep over perfect memory. Why would you ever use more tools to spend more tokens to construct a imperfect memory next to your se…
- @gregwebs (0): Agreed, and this seems better. My thought though has always been that I don't want there to be agent-only designated documentation. I use mattpocock/skills and that generates ADRs (Architectural Decision Records). That only uses skills, including a setup skill that will write a…
科技纪录片人 Bob Cringely（真名 Mark Stevens）在睡眠中离世，他曾是 Apple 早期员工，以 PBS 纪录片《Triumph of the Nerds》记录了个人电脑产业的兴起。
I heard from a friend of the family that Bob passed away in his sleep early Saturday. Very sad news. Bob, who's real name was Mark Stevens, was an early employee of Apple and was best known for his P…
受众观点：① @TuckerBMorgan：《Accidental Empires》是他了解科技行业的入口，重视启蒙价值 ② @jimbokun：关注其历史档案价值，帮助未来世代理解 PC 产业 ③ @jleyank：关注 Cringely 敢于有立场、引发争议的风格
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- @Danox (0): RIP…
- @jleyank (0): Somebody who has chronicled and commented on the business for a long time. I enjoyed his work, and chuckled at some of the for-and-against it caused. Sorry to hear and I hope his family is ok. There’s a whole lotta water that’s passed under the bridge that we’ve not really notic…
- @TuckerBMorgan (0): Reading accidental empires is how i learned that the tech industry even existed
- @jimbokun (0): Future generations will have a better understanding of the personalities and history of the personal computer industry because of his work.
- @havaloc (0): When searching to verify the veracity of this, this post made me laugh: https://www.cringely.com/2020/01/23/not-dead-yet-what-bob-cr... (Circa 2020).
开发者 Timur 为旧款 AMD RDNA2 GPU 在 Linux 下深度优化性能，评论区讨论其对 llama.cpp/GGML LLM 推理场景的潜在迁移价值。
The work by Valve's Timur Kristóf on improving old AMD GPUs on Linux
受众观点：① @segmondy：关心优化能否迁移到 LLM 推理，把 ewaste GPU 变成 AI 处理单元 ② @LaurensBER：分享 RDNA2 设备 Linux 下的惊人表现，肯定 Timur 贡献 ③ @vkaku：关注 llama.cpp/GGML 推理驱动开发者如何受益于底层 compiler work
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- @segmondy (0): I wonder if some of these could carry over for LLM inference. It will be nice to turn more ewaste GPUs into capable processing units for LLM.
- @LaurensBER (0): I just bought a used Ayaneo 2 handheld, it has an old(er) mobile RDNA 2 GPU and I was blown away by how well this thing performed under Linux. Almost everything (that's not a recent AAA game) runs beautiful and a lot faster/smoother than it does under Windows. The experience has…
- @wewewedxfgdf (0): If only AMD did this.
- @gary_0 (0): Direct link to the talk, with timestamp: https://youtu.be/j5W5ErEMnvM?t=21385
- @vkaku (0): Honestly, the folks writing inference drivers for Llama.cpp / GGML would sort of benefit from better compiler work like this. In general, Valve's work has been exceptional and supplementing AMD's own ROCM/OpenCL and Vulkan team, they've gotten a lot of defaults right and people…
开发者用UWB超宽带标签追踪垃圾桶是否已推出，结合Home Assistant自动化回收提醒，评论区演变成用VLM替代传统IoT传感器的深度讨论。
Surely you have ultra-wideband radios on your bins too?
受众观点：①qurren提出用Home Assistant LLM插件+摄像头替代Zigbee传感器，实测能识别复杂场景 ②georgemcbay分享NYC地铁UWB定位工程经验和多径效应挑战 ③knotimpressed关注UWB标签价格门槛和CR2077电池尺寸
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- @jcomp (0): Enjoyed this, thank you for writing it up and posting
- @mikestew (0): That’s all well and good until the truck driver operating the mechanical arm drops your bin into the truck. Spoiler alert: the bin will not be fished out, it is now garbage. So those tags are going to have to be a little cheaper before I’ll use them. :-)
- @qurren (0): > Home Assistant already knows which bins (trash cans, for the international readers) are due for collection. [...] What it can’t tell me is whether I’ve actually done anything about it. My first gut reaction to this was: Have you tried using a vision-language model? I used to h…
- @georgemcbay (0): > Or the bin’s precise location - how many fixed reference points would I need to triangulate it on a 2D plane? Back in 2019 I worked for a company (in San Diego) that added UWB-based positioning to the 7 train line in NYC. The code I wrote ran on what was basically a combined R…
- @knotimpressed (0): How much of this was written with/edited by an LLM? Some parts of it feel somewhat Claude-ish, and I’m very curious if that’s a false positive. Super cool work! I had no idea UWB tags had gotten so cheap, or that CR2077 was a size.
开发者构建了对本地视频每帧做AI向量嵌入的搜索工具，可用自然语言在本地视频库中找到特定场景，评论区深入讨论了CLIP模型在Apple Silicon上的性能瓶颈。
Show HN: AI search for every photo and every frame of video on macOS
受众观点：①stephenitis最关心处理12000个视频的时间规模是否值得启动 ②hn3ufz62f7分享M1上CLIP实测：帧采样率是瓶颈，关键帧方案压缩到一个通宵 ③qprofyeh希望支持人脸/宠物识别达到iOS Photos效果
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- @stephenitis (0): I like the entire premise, the one thing stopping me from trying this is not knowing the time scales that I will need to set my computer aside for the processing of large folders of video frames, or my photos library's videos, some 12,000 videos
- @hn3ufz62f7 (0): Having built something similar with CLIP on an M1, frame sampling rate is the whole ballgame. One frame a second on 12k videos is days, keyframes only got me to an overnight run.
- @aavisangle (0): How do you do that? What's the architecture? Can you guide on that?
- @lucideer (0): possibly off-topic, but for anyone interested in this on a more cross-platform / holistic basis, Immich does this (& by "this" I mean an approximate AI search for photos & videos - I can't account for the "every frame", nor for the comparative search quality)
- @qprofyeh (0): This is cool. Any way to search for People / faces / pets? Like on iOS?
开发者用AI辅助对Rust编译器实现了编译缓存优化，取得显著性能提升，但因Rust官方禁止AI生成代码进入主线，引发社区讨论如何手动复现这一改进。
Emitting metadata early makes building/checking Rust up to twice as fast
受众观点：①swiftcoder关心优化能否进入Rust主线编译器 ②IshKebab指出Rust的AI代码政策意味着需要手动重新实现 ③hmokiguess将其类比为针对Rust编译器的turborepo增量缓存
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- @swiftcoder (0): Excited to see if there is a path to getting this in the mainline compiler
- @rouanvde (0): Those are big improvements!
- @IshKebab (0): Seems like an easy win! I'm kind of surprised nobody did this already. I guess someone will need to reimplement this by hand given Rust's AI policy, but this is still great because it demonstrates that it's a really good idea.
- @hmokiguess (0): So this is like a cache? Reminded me of https://turborepo.dev for TS, is it a similar concept?
- @tristenharr (0): Woah nice thought! :) good idea
ryolu_ 展示手机端全出血桌面搭配侧边 Dock 的自定义 UI 设计方案，探索移动端桌面操作系统体验。
a bit more work later… full bleed desktop + side dock lil computer in your pocket https://t.co/KJ5TwRsPSz
受众观点：①可用性层面：dock 是否自动隐藏等交互细节 ②技术实现层面：full bleed 的实现方式
展开评论
- @fireplyai (1): @ryolu_ does the dock autohide, or does it sit there the whole time?
- @juulwry (1): @ryolu_ oh my god it’s beautiful
- @mschoening (0): @ryolu_ ❤️ How does the full bleed work?
- @jsfeliciano (0): @ryolu_ I wish you posted way more often. You are an inspiration. A proper inspiration. Inspiration done right.
- @masuduruigeekco (0): @ryolu_ Beautiful work, love it. https://t.co/46HPODT7Mr
ErnestoSOFTWARE 声称靠每月发 6000 条视频将 App 做到月营收 15 万美元，分享高频内容分发驱动增长的方法论。
Don't waste your time We posted 6000 video per month and scaled our app to $150,000/mo We got 3 YT plaques from how hard we cracked distribution There is only 3 things standing between you and your f…
受众观点：①因果性质疑：6000 视频是否真的驱动了 $150k ②可行性质疑：如何管理这个规模的多账号发布 ③方法论质疑：分发不是唯一杠杆
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- @fyparchives (1): @ErnestoSOFTWARE how does one even manage that many accounts without multiple devices and IP bans
- @AlekVectis (1): @ErnestoSOFTWARE Ernesto - did 6000 videos drive the $150k/mo?
- @hakimieiqbal (1): @ErnestoSOFTWARE posting 6000 videos a month and hitting 150k is solid but the jump to your first 100k is not just 3 steps distribution is not the only lever
- @mattSAAS_ (0): @ErnestoSOFTWARE Why isn’t ur app listed on the AppStore?
- @TechTitan_1 (0): @ErnestoSOFTWARE How did you get 3 just for 100k alone?
rubenhassid 用历史数据对比 AI 普及曲线，指出 AI 采用率今日刚达 2%，对应历史技术从 2% 到 50% 需要 6-19 年。
How long did it take to go from 2% to 50% adoption in the USA: - Cars: 15 years - Internet: 7.5 years - Computer: 19 years - Smartphone: 6.5 years - AI: just reached 2% today https://t.co/E9VNEcAo13
受众观点：①数据定义之争：2% 是付费还是使用，付费和使用之间的巨大断层 ②采用率被低估：Google AI Overview 等内嵌 AI 是否应计入 ③数据完整性：想看更多历史技术的横向对比
展开评论
- @davhampl (6): @rubenhassid Is that 2% paying for AI or 2% using it? Everyone I know uses it, almost none pay.
- @Argona0x (3): @rubenhassid damn where's electricity on this brother?
- @rubenhassid (2): A bit more on one snapshot: https://t.co/7tzowytfGo
- @crawfaz (1): @rubenhassid It's much more than 2%. Practically everyone already uses google AI overview already.
- @JamesCollier3 (0): @rubenhassid AI would be used by many more people except that it's going to kill the legacy media. The Left doesn't want their constituents to have access to information they don't control
robj3d3 发推宣传其内容创作课程，声称将10年经验压缩成54节视频，教人如何按需写出爆款帖子并转化为客户。
How it feels to write bangers on command: https://t.co/Eh7OObRi8q
受众观点：①受众期待可执行操作而非课程广告（@farzeenilya 想要具体爆款方法论） ②robj3d3 已建立权威感，粉丝粘性高（@itscharliecrown 表达崇拜） ③受众对大V资源背景感兴趣（@mscode07 调侃其与Elon关系）
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- @robj3d3 (5): I put everything I learned over the last 10 years into 54 video lessons. They show you how to get your posts seen and turn that attention into customers. (if you get it before Oct 31st you’ll get an exclusive SEO for SaaS module) https://t.co/blwM27oDNG
- @farzeenilya (2): @robj3d3 Make a video on how to go viral…
- @itscharliecrown (1): @robj3d3 I need to learn more from you dude You’re killing it
- @MRehan_5 (1): @robj3d3 Robanos collecting all stones 😅
- @mscode07 (1): @robj3d3 I think you're having a personal chat with Elon haha
codyschneider 分享了一套用 AI Agent 自动化 SEO 外链建设的完整工作流，从竞品反链抓取、邮件挖掘到外联评分全流程覆盖。
the link building agent we'd build for any SEO program 1. pull competitor backlinks from ahrefs or the dataforseo backlinks api. filter to relevant sites DR 30+ 2. waterfall enrich each domain for th…
受众观点：①@GeniusPothead 肯定 waterfall enrich 跨多工具节省手动挖邮件时间，受众关注效率优化 ②@Kaoscity_now 吐槽第5步还是冷邮件，受众对最终转化环节有疑虑 ③codyschneider 自推 Graphed.com，说明整个帖子有引流背景
展开评论
- @codyschneider (1): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
- @codyschneider (0): Start Doing Marketing Engineering Give you Claude Code or Codex a data pipeline, data warehouse, cloud hosting, and 250+ tools Get started for free - https://t.co/7sClYMwv9K
- @Kaoscity_now (0): @codyschneider Step 5 is still a cold email.
- @GeniusPothead (0): @codyschneider Waterfall enriching across Hunter and Prospeo saves so much manual email hunting tbh
独立开发者dmitriychuta分享订阅追踪应用Subscription Day的两年build in public节点：持续两年保持App Store排行榜存在感，展示长期坚持的成果。
✨ My app, Subscription Day, is a subscription tracker. I’ve been building it for the past two years, and it’s been consistently ranking in the charts throughout that time. https://t.co/8I50axYPVs
受众观点：①用户建议扩展收入类循环追踪功能，想把它做成更通用的个人财务工具 ②乌克兰开发者社区对其两年坚持给予认可 ③整体社区态度正向但讨论深度有限
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- @Developer_n25 (1): @dmitriychuta Great app , just try to add tracking income recurring as well , payroll etc
- @dmytrovirych (1): @dmitriychuta 2 years in the charts 🔥 respect from Kharkiv 🇺🇦
- @artsvit (1): @dmitriychuta So nice!
- @SkNayeem06 (1): @dmitriychuta Looking good
- @melaineberth (1): @dmitriychuta Congratulations it’s deserved
Toplify 应用新版本对 Share 模板进行了全面重设计，改进了排版、间距和视觉细节，更新已提交 App Store 审核。
✨ The new version of Toplify will include new Share templates. All existing templates have also been redesigned with improved typography, spacing, and visual fixes. The Share section will be more con…
受众观点：① 设计质感提升能赢得陌生人关注（@aaapinen 直言 'earned the follow'）② 视觉简洁感受到认可，'clean design' 是最直接正反馈（@Asib4696）
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- @aaapinen (1): @dmitriychuta really like this. you earned the follow. terrible news for my cynical reputation
- @Asib4696 (1): @dmitriychuta clean design
codyschneider 指出当前市场最难招到的人是同时懂工程和市场营销的复合型人才，跑过 AI 咨询公司的年轻人反而最符合要求。
the hardest hire in marketing right now someone who knows enough engineering and enough marketing the profile we keep finding: 22 year olds who ran an AI consulting agency they've hit these problems…
受众观点：①评论区仅有 codyschneider 自己的产品推广，无真实受众讨论，互动基础薄弱
展开评论
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
- @codyschneider (0): Start Doing Marketing Engineering Give you Claude Code or Codex a data pipeline, data warehouse, cloud hosting, and 250+ tools Get started for free - https://t.co/7sClYMwv9K
Elon Musk建议20岁年轻人在AI时代尽量广泛学习，核心论点是AI将替代执行工作，未来竞争力在于"知道要什么"而非"做什么"。
Elon’s advice to 20-year-olds on surviving the AI era: Get as broad-based an education as possible: arts, sciences, engineering, and wide general knowledge. Why? AI and robots will fulfill almost any…
受众观点：①@Temjinck 认同广泛教育，强调阅读理解和提问能力，已在为儿童开发相关应用 ②@Drowlord101 认为应追求实践经验而非学术，"学术是最糟糕的一种经验" ③@rajuvamsi007 明确反对，认为物理/化学/数学深度专业知识才是根本
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- @Temjinck (63): @LarkDavis Perfectly agree. That's what ive been saying to every parents out there. Do not specialise. Be a jack of all trades, know how to ask questions, and master reading comprehension. Im building an app for children on the latter.
- @Drowlord101 (23): Same advice people have been giving forever. I think it was always good advice. He is phrasing it horribly, though. I think people willfully misinterpret this type of advice in general, so phrasing it poorly is particularly harmful. Don't get "as broad an education as possible."…
- @Tbakjensen (23): @LarkDavis Answer is 42 - but what is the question
- @PhreakyJustin (18): Well to complement that, obtaining broader knowledge is a good thing, but obtaining a questioning mind that eventually bridges the gaps from one subject to the next in ways others do not is a highly valuable skill and much needed hand-in-hand. One is fine , but one of the two wi…
- @rajuvamsi007 (11): @LarkDavis Elon is wrong here. A shallow knowledge of multiple areas is not going to help. deep domain knowledge in physics, chemistry and math are the only languages of the universe. students should try to excel in that!!
微软CEO纳德拉宣布Copilot迄今最大更新，将其定位为跨模型跨形态的企业级工作新操作系统，包含Autopilot长任务代理和Code模块。
We’re building Copilot as a new OS for work that spans every model, every form factor, and every task. Today, we’re announcing our biggest update to Copilot to date, bringing four things together: ·…
受众观点：①@NativeAIAgency 直接称产品"pathetic"，代表开发者对微软AI产品的强烈不信任 ②@AnouarTahiri 用"jesus..."配图回应，以情绪化方式暗示震惊或嘲讽 ③多数高赞评论以图片/GIF回应（@Omnicris、@iAnonymous3000、@ZacharyZhang），情绪宣泄远超理性讨论
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- @Omnicris (2076): @satyanadella https://t.co/sbkUcEmHTl
- @iAnonymous3000 (1658): @satyanadella https://t.co/H5cYezr3Ih
- @ZacharyZhang (1158): @satyanadella https://t.co/ykvEXCUP8m
- @AnouarTahiri (1022): @satyanadella jesus... https://t.co/rGij12VTmR
- @NativeAIAgency (772): @satyanadella This is pathetic, my condolences to anyone who needs to use Microsoft for work
Anthropic官方发布Claude Opus 5.5早期创意探索案例，展示了短篇小说创作和Apollo 8地出照片重现等生成内容。
A thread of early explorations with Claude Opus 5.5: A short story about a watermelon created by @kevin_t_ngo. https://t.co/v48srlNi7V
受众观点：①@claudeai 官方自评论展示Apollo 8地出照片重现获1072赞，科学历史场景重现引发高共鸣 ②@boneGPT 以"slop cannon"调侃30分钟内产出，引发AI生成内容质量与速度的隐含讨论 ③@redkendl 质疑只展示同一账号作品，反映社区对官方案例选择公正性的关注
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- @claudeai (1072): A recreation of the moment Apollo 8’s Earthrise photograph was taken, using image cues and public data. https://t.co/OZRD0R7cfB
- @boneGPT (74): @claudeai @kevin_t_ngo Wow. Opus 5.5 made this in a half hour using the slop cannon. https://t.co/o7Y2053rap
- @olivrweb3 (55): @claudeai @kevin_t_ngo amazing! ty @claudeai https://t.co/19SYeZ8igT
- @editxshub (23): @claudeai @kevin_t_ngo https://t.co/abK96nKCP9
- @redkendl (22): @claudeai @kevin_t_ngo Why mention 3 similar works from the same account? Why not other people? https://t.co/Z3eoFB5JBY
一位OSINT从业者将其夜间爬虫运行过程可视化为蜘蛛爬行动画，展示了单个agent在9秒内扩展至256个并发爬取器的震撼画面
i couldn't sleep after watching this i work in osint. i asked my agent to visualise what my scrapers do all night while i sleep. it drew them as crawlers > 1 agent turns into 256 in 9 seconds >…
受众观点：①视觉震撼感，大量用户被可视化本身惊艳（@rybinfx, @spectnfa）②Cloudflare等反爬机制是现实挑战（@AlexeyTutaeMeia提出被squash的问题）③创意感染力，@InfoSmoxy被启发做了自己的版本
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- @rybinfx (13): @whaleyxbt Crazy 🔥
- @AlexeyTutaeMeia (11): @whaleyxbt This is all nice and dandy until you get blocked by cloudflare. You should add an animation of a spider getting squashed when that happens 😁
- @whaleyxbt (8): this should be f*cking illegal https://t.co/pszorpvLvn
- @InfoSmoxy (6): @whaleyxbt couldn't sleep either so I made a spider that eats the pages https://t.co/sNeNNXWaDY
- @spectnfa (5): @whaleyxbt that's a crazy visualization, scary asf
推文整理了10个帮助AI agent实现跨会话持久记忆的开源GitHub项目，其中Mem0已获66K+星
AI memory is getting f...cking illegal 10 open-source GitHub projects that stop agents from starting from zero EVERY new session 01 Mem0 ▸ https://t.co/cL4P7Yvdjd → 66K+ stars 02 Hindsight ▸ https://…
受众观点：①跨会话上下文丢失的真实痛点共鸣（@gippp69）②希望补充更多项目（@vornamemitd提到Honcho）③列表的资料收藏价值（@PolyDekos）
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- @ridark_eth (3): @Lummox_eth Clean lines and clear structure in this terminal
- @vornamemitd (3): @Lummox_eth Honcho needs to go on that list imho.
- @gippp69 (3): @Lummox_eth saving user context between sessions always made my ai agents way less annoying to work with
- @PolyDekos (2): @Lummox_eth I'll keep this selection for myself.
- @0xWast3 (2): @Lummox_eth the tenth github repo is the most versatile
Jevbox是一款开源AI文档管理系统，由Jev驱动，可自动分类文件、支持分层检索并引用原文回答问题
introducing Jevbox: an open-source document drive that organizes itself, answers questions, and cites everything (all powered by Jev). TLDR; - upload anything and Jev categorizes and files it into th…
受众观点：①开源可获取性最受重视（@kushalbyatnal repo链接获131赞）②3D界面的惊艳感（@CollinSchneid）③用户想立刻试用（@michael_chomsky问where can i try this）
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- @kushalbyatnal (131): open source repo here: https://t.co/9kzVJlK2nd
- @samseely (14): @kushalbyatnal https://t.co/KtQzRvk1K7
- @doyc_1 (6): @kushalbyatnal Cool. Jev is solving retrieval problems
- @CollinSchneid (5): @kushalbyatnal Now I’m questioning why all file GUIs aren’t 3D 🔥
- @michael_chomsky (4): @kushalbyatnal where can i try this?
作者分享在Codex中将GPT-6.1 Sol作为主力编码模型、只在三个关键节点调用Astra作为架构师agent的多agent编排优化技巧
Codex tip: once GPT-6.1 Sol is your main model, stop running Astra on every turn put Astra on call as an architect agent GPT-6.1 Sol keeps writing the code Astra only gets spawned at three points: →…
受众观点：①想要具体配置方法（@tinprofile分享了~/.codex/agents/architect.toml的具体写法）②对伪并行的架构质疑（@32simile指出很多agent实际上在排队）③对overhead和worker能力的批评（@Acatapulto质疑sol worker不够聪明）
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- @tinprofile (6): @thedelost it's just a ~/.codex/agents/architect.toml with model = "gpt-6-astra" in it + one line in AGENTS.md for when sol should call it
- @32simile (4): @thedelost I’ve been experimenting with multi-agent setups too. One thing I’ve run into is agents that look parallel but actually queue behind each other. Have you compared this tree with a single-model baseline on the same task, including review time and rework?
- @RetroValix (2): @thedelost Thanks for the guide. It’s really helpful
- @KayalarKerem (2): @thedelost How can i setup this system??
- @Acatapulto (2): @thedelost this "system" produces so much overhead, waste of time and memory on your ssd while running endless loops with a "not-so-smart" sol worker. what advatnage do you get out of this construct when the worker is too stupid to follow astra's commands?
有初步编程基础的用户用 Claude Code 构建了 Whisper 语音转录个人工具，分享其沙盒测试与生产部署分离的工作方式，引发大量用户讨论用 AI 替代高价订阅软件的可行性。
I took a Java course in college, so I understand the basics of coding and can generally follow how it works. I also have some experience with Python. For example, on my YouTube channel, I transcribe…
受众观点：①用 Claude Code 自建 App 绕过高价订阅的经济逻辑（AffSeda 667分最高赞） ②AI 编码工具是否会淘汰软件开发者的职业焦虑 ③超小众需求 App 用 AI 做的独特优势
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- @AffSeda (667): The best thing for me is: "We don't sell our app anymore, but you can pay us $29/month for-" No. That's an option we have now.
- @Informal-Beat-7700 (186): We've got maybe a year to sell shameless ripoffs of popular apps at a lower price before the normies discover they can make it too.
- @wonkybingo (146): Crazy app pricing is on borrowed time for sure.
- @Evening-Taste7802 (106): software developer here, barely touched a line of code in the last 2 years. i mainly write specs and do code reviews. i cannot describe the level of anxiety that I have, it is what it is… my other interests such as photography are also trash at the moment because of AI
- @charleytaylor (69): I haven’t had this much fun with computers since learning BASIC on my TRS-80. I can use Claude to develop apps that are so niche that no commercial developer would never bother with them.
webdev 高赞 TIL 帖：IPv4 地址本质是 32 位整数，浏览器支持用十进制整数、十六进制甚至省略某些段来直接访问，多年被用于绕过懒惰的 IP 过滤规则，引发 2000+ score 的技术讨论。
You can apparently use the decimal integer number on browsers to navigate to IP addresses. For instance: http://192.168.1.1 which is the typical address for your router, can be written as: http://323…
受众观点：①十进制 IP 用于绕过懒惰 IP 过滤的实战价值（TheMiserableDoorway，score:800）②浏览器 IP 段合并/省略解析的边界规则（audigex, FedotttBo）③从计算机组成视角看「我们不过是在连接数字」的情感共鸣（GreenFox1505）
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- @TheMiserableDoorway (800): been doing this for years to bypass some really lazy ip filters, always funny when it works
- @audigex (418): [http://192.168.257/](http://192.168.257/) is making me irrationally angry
- @FedotttBo (382): And you can do http://192.168.257 and http://192.11010305 as well. Not something like http://49320.1.1, though, it can only expand the last element.
- @GreenFox1505 (142): Logically, I always knew IP addresses where just 32bit numbers the moment I was able to understand 0-255 was clearly an 8 bit number. But to see this spelled out like this hits different. "We're all just connecting to numbers, man."
- @wmtips (133): Yes, and you can also use hex: [http://0x01010101](http://0x01010101) We have even published an IP Address Converter tool for such calculations.
婚礼摄影师想自建宾客扫码上传照片视频的平台，在评论区被大量指出已有现成开源方案 WeddingShare，折射出独立开发者"先开工再调研"的典型陷阱。
I run a photo shop and we also shoot weddings, around 8 - 16 avg. a month right now. I’ve been thinking about adding something new where we put QR codes on the tables and guests can just scan them an…
受众观点：① Sufficient_Language7 直接指出现成开源方案 WeddingShare 已存在 ② Xiaopai2 讽刺重复造轮子再写 build in public 帖子已成固定套路 ③ ohv_ 从用户体验角度提出宾客根本不会用这类功能
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- @Sufficient_Language7 (207): https://github.com/Cirx08/WeddingShare This is already done, nothing to build.
- @Xiaopai2 (157): Just use a solution that someone already made? But then how would I vibe something together in a weekend that will never get any updates and make a “I got tired of wedding photos quietly disappearing on peoples phones, so I built WedDump”post?
- @Sasquatch-Pacific (38): If I post contains "... so I built X" my eyes glaze over and I start disassociating.
- @ohv_ (38): Nobody used it at our wedding
- @jc-from-sin (27): Don't worry about it. Any phone can render any video that any other phone shoots.
用 Claude 将真实科学数据转化为代码再渲染成图形，而非直接 AI 生图，创作出106张 OLED 适配的黑色系壁纸，引发社区对「代码驱动型 AI 艺术」的强烈共鸣。
r/ClaudeAI I used Claude to make 106 almost all black OLED wallpapers, plotting…
受众观点：①实现路径（VerticalPackage 给出了直接用提示词的最简操作） ②与纯 AI 生图的本质区别和艺术价值 ③地理数据等其他数据集的可行性
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- @SelectivePro (205): This is phenomenal! Art-wise, I use Claude to make fictional sci-fi UI's ([uispace.org](http://uispace.org)) and so I really appreciate all the hard work you put into this
- @VerticalPackage (76): Open Claude Code or Claude Chat. Type: Make 106 almost all black OLED wallpapers, plotting the graphics from real scientific data and code. No image generation. Press submit
- @BeardChops (70): This is really *really* cool 😎 awesome work and a genuinely interesting way to generate art with AI
- @CaramelCookieCrushed (51): You forgot “make no mistakes”
- @Staubsaugerbeutel (29): this is what r/dataisbeautiful is supposed to be like.. I was also looking to do a project with Claude that's based on real world geographic data. I'm curious whether you had Claude pull the data by itself or whether you did that step manually and if you used some geo tools in t…
Reddit 社区讨论 Anthropic 即将推出的 Fable 5.5 旗舰模型的预期，主流情绪是担忧 Opus 5.5 被新定价体系挤压或性能退化。
I’m curious as to how much improvement we might see after the Opus jump
受众观点：① Peleias/glock43guy 担心 Opus 5.5 被 enshitify 或定价上调；② raistmaj 关注工作流架构分层（高端模型仅用于 orchestrator）；③ pandasgorawr/TinyZoro 关注性价比临界点，认为 2x 价格需要极大性能飞跃。
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- @Peleias (154): I hope they don't ruin Opus 5.5.
- @glock43guy (64): This, no one ever wanted a large expensive model like fable till they nerfed 4.6-4.8. Now that we have 5.5 actually being everything we wanted since 4.6 and more, just let us keep this.
- @raistmaj (34): I hope we get a reset xD. That’s what I hope. I don’t really care too much about fable as these models are so expensive that I only use them as orchestrators or reviewers. The core of my work is always opus or sonnet, I would prefer those two to get better instead.
- @pandasgorawr (16): I expect it'll disappoint. Opus 5.5 is already so good on performance and price that Fable 5.5 would have to have some crazy leap in performance to justify 2x prices.
- @TinyZoro (11): This is my concern having a workhorse like opus 5.5 being good enough to never care about which model to use or whether to spend more on fable seems like the status quo before enshitification.
独立开发者靠 450+ 个邮箱每天发送 13,500 封冷邮件实现单日 927 美元销售额，评论区一边倒将其定性为大规模垃圾邮件营销。
A few days ago I posted here after making $492 in a day. Yesterday I hit **$927 in sales in a single day**. A lot of people asked me how I'm doing the outreach, so here's the scale behind it: I curre…
受众观点：①强烈质疑这是大规模垃圾邮件行为而非合法营销（@oleksii-s）②怀疑帖子本身是为作者自己的冷邮件SaaS引流的软广（@CutMysterious9844）③对每月触达数百万人规模产生直观冲击（@HelloStrangerBro）
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- @oleksii-s (30): So you are basically a spammer?
- @CutMysterious9844 (18): Lmao, is this a pyramid scheme? Highly likely indirect advertising his own SAAS, mentioning this email spamming "marketing" app.
- @HelloStrangerBro (13): Pretty literally hitting millions of people in 3 months though 😅
- @Yo-Soy-Groot (12): Millions of unsolicited emails is spam.
- @oleksii-s (10): It is spam
完全不会写代码的用户用 Claude 和 Muse 搭建了两周餐食规划加 Walmart 自动下单加厨房平板界面的 AI agent 系统，展示了无代码 multi-agent 自动化的实际落地案例。
Disclaimer that I don't know how to code, and this is my first project of this sort. But it seems that the barrier to entry is so low now that even I can make something functional. I now use a system…
受众观点：①强烈要求开源或分享 GitHub 链接（JazzFestFreak 53分、whatconscious 28分） ②HelloFresh 对比是否合理的质疑 ③Walmart 在线购买食材质量问题的吐槽
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- @TheWarDoctor (54): But how are you going to get your pale ass flavorless tomatoes and wilted herbs?
- @JazzFestFreak (53): *"Any improvements to suggest?"*..... POST THE GITHUB LINK
- @whatconscious (28): github link?
- @HeyItsYourDad_AMA (22): People that don't code seem to never share on GH. Regardless, you could replicate this in a couple hours
- @jimbo831 (17): This isn’t at all the same as Hello Fresh. Hello Fresh sends the ingredients to your door in exactly the right amount to make the meals for that week. This might be helpful for people who meal plan, but Hello Fresh isn’t a meal planning service.
开发者用 Claude Code（Opus 5.5 + Fable 5.1 组合）花一天半构建了 PS1 风格的交互式测验游戏，测试玩家被 AI 替代的程度，有3种结局和完整键盘操作支持。
I scored 50%. Completely free to play, no tracking or anything. I built this using Claude Code (combination of Opus 5.5 and Fable 5.1) over about a day and a half. Had a lot of fun pushing the style…
受众观点：①玩家分享得分和参与体验（多位评论者真实体验了游戏）②游戏问题质量评价（有改进空间的隐性反馈）③对 AI 替代焦虑的情感共鸣
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- @Zapador (21): That's actually pretty cool!
- @oxdev03 (8): somehow very relatable 😅
- @Boss_Waffle (7): I scored 25%, lower is better, right?
- @MeschDog18 (7): This was really fun, thanks!
- @__Jaume (5): 25%, guess i still have time. The questions where ok but nice job with it.
r/SaaS 发帖征集独立开发者在"分发比构建难"这一判断下的真实卡点，讨论集中在用户验证缺失和渠道选择困难两大方向。
There’s a commonly repeated statement in this subreddit: “Distribution is harder than building.” And for most people, I’m sure that’s true to some extent. However, marketing is such a broad field, wi…
受众观点：①跳过用户验证直接做营销是分发失败根本原因，而非营销本身的难度（@cabljo）②渠道选择困难是最普遍卡点，建议"选一个渠道跑三次实验"的最小验证路径（@Altruistic_Spend2910）③消费类产品（如约会App）如何做早期验证的特殊困惑（@stringness）
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- @cabljo (7): When validation is skipped, marketing is nearly impossible
- @cabljo (7): Validation is nearly always the same. Define your ICP, go talk to them, make an mvp or whatever, sell it to your ICP to solve the problem they are having. If they buy/use (whatever your validation criterion), then you're validated. Your ICP will be the ones to validate.
- @FunReflect00 (3): legendary comment right here
- @Altruistic_Spend2910 (3): figuring out which channels to focus on for sure. my tip: pick one, run 3 cheap experiments with real audiences, measure one north star metric like trial signups, then kill or scale based on results. you’ll learn faster than reading another guide.
- @stringness (2): how do you validate for consumer apps like dating apps ?
用户分享 Fable 模型对对话写作流水线的优化实战，通过重架构将 token 消耗降至原来十分之一，并对比了 Fable 与 Opus 5.5 在效率分析任务上的实际差异。
Can’t emphasize this enough. One of Fable’s magical abilities is in its ability to optimize workflows. Whether it’s an animation pipeline, a story writing and fact verifying pipeline or something els…
受众观点：①/doctor 命令和 markdown 压缩实现大幅 token 降低的具体效果 ②Fable 需要额外付费的不满 ③Fable vs Opus 5.5 在不同任务上的性能权衡
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- @vAPIdTygr (68): I’ve been optimizing workflows with /doctor and then optimizing memory / markdowns reference files. When you see an Md shrink by 85% on a huge file? Yeah, I was wasting usage.
- @shiftyone1 (45): I hate that I have to pay in addition to my $20/month plan to get fable
- @ap3xr3dditor (19): No, it's not.
- @AModerateModeration (15): Definitely one of the best use cases for me day to day. Especially if using Systems -Theoretic Process Analysis and HAZOP analysis against structured schemas with adversarial review or comparative/adversarial. However these days its such a token hog it can be better to drive mor…
- @SoCal_Hunter (11): A workflow is a structured, repeatable sequence of steps or processes. In a large project you will often have complex, multi-step processes that are used numerous times. Optimizing those workflows is critical to ensuring the best quality, speed, and token efficiency.
一位欧盟 ML 博士生纠结是否接受某 AI 公司实习邀请——研究团队水准高，但公司产品利用用户不安全感进行营销，评论区展开关于职业道德与个人价值观的热烈讨论。
I'm a PhD student in machine learning in the EU and was looking for internships at exciting companies. I shortlisted few and applied by reaching out to people and now reading project descriptions sen…
受众观点：① Tough-Comparison-779 关注长期职业声誉即面试时能否坦然讲述这段经历；② Key-Room5690 直接点出个人妥协伦理是世界现状根源；③ Eresbonitaguey 强调应从事能热情讲述且不让自己后悔的工作
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- @Tough-Comparison-779 (42): It might not be worth it. Generally it's good to stick by your values. When you interview for the next job, will you feel comfortable talking about the work you did?
- @Key-Room5690 (24): "Should I compromise my morals and sense of ethics because it benefits me personally?" The world is in the state it is in because so many people answer "yes" to this question. Only you can determine how much you're willing to sell your values for. Bear in mind that this sort of…
- @step21 (15): Unless the research is fully independent, there will be overlap.
- @Eresbonitaguey (14): History is full of Yes Men who enabled great atrocities while quietly nodding along. In the modern world it’s become increasingly easy for people to lay the blame for unethical practices at the feet of leadership and for that leadership to eat the shame in order to justify their…
- @Informal-Hair-5639 (11): I would not go for it. Even if research team is good, you would be forced to do things that disagree with your ethics. Back in the day, I interviewed for a position at Amazon (this happened in a conference). At that time research there was good and I was interested to join. But…
有人整理 Anthropic 近几个月关于 Claude 存储迁移的21份官方文档制成可视化图，指出10月6日起 Pro/Max 用户新会话将强制切换为纯云端存储，Claude Code 成为唯一保留本地能力的选项。
Lots of changes over the last few months. Hard to keep track of. Here are all 21 Anthropic help articles, doc pages and release notes on the migration combined in one visualization. Next milestone is…
受众观点：①大文件处理受限（GeggsLegs 38分，CoWork 实际失效） ②数据上传到 Anthropic 服务器的隐私顾虑 ③被迫从 CoWork 迁移到 Claude Code CLI 的工作流困惑
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- @GeggsLegs (38): cowork genuinely became useless when it meant uploading every file fully, cant work on large files now, or have it use local tools
- @iamthe0ther0ne (21): I hate that they keep making things worse for non-Teams/Enterprise accounts. The whole point of CoWork was that it was a chat interface for your local computer. I have way too many big files to do cloud-based work--and I don't want my files on Anthropic's servers anyway
- @Niceneasy92 (19): Oh. So no touching my local files in chat then? Looks like I'll be chatting in Code from now on I guess? That feels weird.
- @admirantes (17): Data retention, analysis and ownership. The same it has always been.
- @[deleted] (11): [removed]
独立开发者用 CC 授权开源 3D 资产做的每日切割益智游戏 perfectcut.xyz，玩家每天挑战将随机物品精确切成两半，已备有 150 个模型的内容储备。
I've had so much fun working on this little project for the last few weeks. It is based on a 2D version I made last year, but I think this one is much more fun. I make use of CC licensed assets from…
受众观点：① halfercode 称赞描述没有 AI slop 味，说明受众对真实人味内容的饥渴；② karusu88 透露 150 个模型储备和每日归档策略；③ DrSweetlips 追问切割视角固定而非自由选择的设计理由。
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- @halfercode (14): Fun game, English description not written in soulless AI slop. Good work! Add more models if you can.
- @karusu88 (6): it's a low bar these days ey! thanks, much appreciated. I've got 150 models in the pipeline that will release once a day, and be added to the previous day's page where they can be played however much people want
- @karusu88 (5): Haven't gotten as far as material weight, so it's really just volume at this stage. Thanks for checking it out!
- @karusu88 (2): I let myself think that every time I have an idea lol
- @DrSweetlips (2): v v cool! Why does the cutting have to take place from one POV and not from wherever the user chooses?
出门在外遭遇家中停电导致自托管服务全线宕机，评论区直指根因是 Docker restart policy 配置错误和缺少 UPS 有序关机，提供了三层防御体系建议。
I swear, things only go down when I'm traveling. There must have been a power outage yesterday because all of my apps need me to login again. Several are failing to login. Normally I would restart th…
受众观点：① scytob 直接指出核心问题是 Docker restart policy 未配置，正确配置后断电恢复完全不需人工介入 ② tomz17 关注 UPS 有序关机 vs 电池耗尽强制断电对系统健康的不同影响 ③ proc-sysrq 建议提前在家模拟断电场景做演练而不是等到出门时才发现问题
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- @scytob (23): Huh? In my home machines are set to power on after power is restored and all VMs and containers restart, containers should always restart without needing you to manually do anything, what your policy in each compose, it should be restart unless stopped. When my power comes back…
- @tomz17 (11): did they execute an orderly shutdown on a UPS signal, or just die when battery in the UPS dies? Cuz this sounds like 100% a "you misconfigured it" problem.
- @proc-sysrq (6): Reconfigure your systems such that essential services come up first and that non critical services can't block startup. If you have multiple servers, you can add remote logging so that if the failing system fails to come up it'll dump logs to the network to explain the failure.…
- @1WeekNotice (5): >I swear, things only go down when I'm traveling. There must have been a power outage yesterday because all of my apps need me to login again. This can be many things which can be unrelated to a power outage. >Several are failing to login. What do the logs say? >Normall…
- @scytob (4): You need to troubleshoot that. Also a UPS that can do organized shutdown can help if an unclean shutdown borked something. That said it’s taken me 15 years to just implement that this week lol. Can you point to one specific container that’s not restarting correctly? What’s the o…
自托管隐私搜索引擎 degoog 发布 v1.0.0 稳定版，其开发者在评论区出现并说明 AI 仅用于代码审查而非主导开发，社区对比 SearXNG 认为其在稳定性和插件扩展性方面更优。
degoog just released its first stable release. I'm not affiliated with the project, just a happy user who wants to share this amazing project [https://degoog-org.github.io/docs/](https://degoog-org.g…
受众观点：① 与 SearXNG 的稳定性差异（degoog 容器基本无需重启）② 插件生态的可扩展性（无需改代码即可集成 ollama、invidious 等）③ 项目中 AI 使用边界的澄清（AI 做代码审查，所有输出均人工审查）
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- @arturcodes (43): Hey, as one of degoog's dev I need to clarify AI usage. We use AI's as a tool for code reviews, some bugs etc. We never use it as a fundament and it's always treated with care, reviewed by hand etc.
- @riofriz (41): Hi, degoog dev here (well the person who came up with the project, there's a lot of contributors and amazing developers working on it nowadays, on top of the great community extensions devs keeping things updated constantly) Thank you so much for the love, I hope you enjoy the f…
- @TheAndyGeorge (20): Better; I ran SearXNG for like a year, then tried out Degoog - results are better and I've had basically 0 issues with the container, while sometimes I had to restart SearXNG.
- @Craftkorb (16): How does it compare to searxng?
- @OktayAcikalin (11): I've been using searxng for a while now. It works most of the time. But I was getting more and more blocked by the search engines. Degoog is not having this problem. It's much more customizable, seems to be a highly active project and, for the funsies they have a real plugin man…
开发者用 Claude 独立构建了名为 The Daily Orbit 的全球资讯聚合仪表盘，但评论区反馈 UI 有浓重 AI 模板感，引发关于 vibe coding 审美陷阱的讨论。
I recently discovered my grandmother no longer reads the news because she gets all her information from social media - if its not trending on Facebook, she doesn't see it. I remember when Boomers use…
受众观点：① -Unpaid_Wizard- 直接指出整套 UI 看起来 vibe coded/AI 生成；② BIGPOTHEAD 给出具体改进建议（改 embeds、字体、按钮，不用标准模板）；③ -Unpaid_Wizard- 后续鼓励作者继续打磨，反映社区对 indie 项目的正向氛围。
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- @-Unpaid_Wizard- (19): The only thing I dont like is that your UI screams vibe coded. Perhaps work on making it less ai generated/bland.
- @BIGPOTHEAD (11): Embeds, font, and buttons. Tell Claude not to use one of the 10 standard templates
- @MrPopCultur (4): Will do. Now that it's built, I can narrow done the design better.
- @-Unpaid_Wizard- (3): I am referring to all of it
- @-Unpaid_Wizard- (3): Do not get dejected. You clearly have an eye for this it just needs a little tweaking. You are onto something just keep going. I apologize if my comments came across overly negative. I sometimes do that without the intention. Keep pushing friend .. this is a great start!
来自战区的用户分享其应对国家级断网的完整自托管方案栈（Nextcloud、Gitea、Navidrome、Vaultwarden 等），并在评论区讨论 Meshtastic 无线通信和离线 Wikipedia 镜像。
I am kinda woried about my country cutting off the internet again (kinda middle of a war) so i was thinking about some tool i might need for playing with my friends and doing daily tasks the things i…
受众观点：① Weak-Maintenance7659 建议下载完整 Wikipedia 作为离线知识库 ② Famous_Ad2058（OP）说明伊朗境内有每日同步的本地 Wikipedia 镜像 ③ duppyconqueror81 推荐 Meshtastic/Meshcore 设备用于完全断网后的本地网格通信
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- @Weak-Maintenance7659 (13): Download wikipedia
- @Famous_Ad2058 (5): I downloaded the full wikipedia with the images a year ago but even tho i can't connect to outside of iran there are couple of wikipedia copies that gets updated daily in my country so i am not gonna update it anymore
- @duppyconqueror81 (5): Not exactly self hosted but in the event of a complete blackout, I’d love to have couple Meshtastic or Meshcore devices to communicate.
- @PoppaBear1950 (3): [https://github.com/Crosstalk-Solutions/project-nomad](https://github.com/Crosstalk-Solutions/project-nomad)
- @Famous_Ad2058 (2): i might do it for fun tho it sounds like something that is fun to build but i don't think it is worth building one just yet.
作者用 Claude Opus 5.5 从单一提示词自主创作并剪辑了一部 AI 短片，通过 ComfyUI 本地管线整合 Z-Image 和 MiniMax H3 等开源模型完成端到端视频生产。
🤖 How it was made This short film was written, designed, directed and edited by Claude Opus 5.5 from a single prompt, running locally in ComfyUI through my VRGDG Video Builder: **All open-source vide…
受众观点：① TruthSqr 关注 AI 创意输出的情感共鸣能力；② xirzon 关注本地管线的技术复现细节和 AI 创造力边界；③ reddit-jj 关注工具链的透明度和可访问性。
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- @TruthSqr (16): As someone taking care of a parent with dementia who is just on the brink of forgetting my name, this touched me. The fact that it was written without script or guidance is truly remarkable...
- @xirzon (6): What was the story prompt you gave it? Really impressive for a local pipeline -- still very obviously AI (probably needs 2-3 more generational leaps til it feels really natural), but it made me tear up a little at the end. So much for "AI wilL NEVEr Be cREAtiVe".
- @ShutUpAndDoTheLift (4): Bad bot
- @Cheap_Credit_3957 (3): Wow, looks like we got an AI bot here or someone has their reddit account connected to some type of agent that replies automatically to posts.... this person needs to be banned.
- @reddit-jj (2): errr why are all the links going to youtube and not the actual GITHUB? and a drive account?
过去30天 Kaggle 上小型本地模型借助 harness 框架，在专为证明人类优势而设计的 ARC-AGI3 基准测试中得分从 7% 跃升至接近50%，首次超越普通人类平均水平。
https://preview.redd.it/gkjgii48gfth1.png?width=575&format=png&auto=webp&s=4e1c35bdacf41d18a6409baedcddc9432ec79814 This happened over the past 30 days. So smallish local models (Kagglers…
受众观点：① Big-Coyote-1785 关注是否只是 benchmaxxing 即特定任务过拟合；② Cautious-Pilot 关注是否涉及 post-training 微调及工作是否开源；③ No-Till-2059 引用 Stanford 论文指出 leaderboard 容易被游戏化
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- @Big-Coyote-1785 (49): Wasn't it so that to succeed in this, you either have a harness that tells you to learn the rules of a thing and then keep reapplying them, or you train your model to this specific manner (learn a rule, then apply it). I'd say it might bring interesting benefits to model in gene…
- @CanvasFanatic (10): Hint: it’s not that all these small models have just achieved “AGI.”
- @Cautious-Pilot (9): Are they post-training the models, is the work open source?
- @lurkingowl (6): I doubt they're post training much. This benchmark is a lot easier if you encode some specific rules about how to experiment to build a world model for each problem and then use the model to reason about the problem instead of the model reasoning directly.
- @No-Till-2059 (6): There is this recent Stanford paper that shows that it is easy to game leaderboards (even without private data, and even LLMs): https://false-benchmark-progress.com/ So not sure what to make of these leaderboards..
有数年企业开发经验的工程师询问如何在无自由职业作品集的情况下冷启动第一批客户，聚焦 Shopify/电商开发方向，并追问 AI 冲击下自由职业市场的真实竞争状况。
Hey everyone! I’ve been working as a software developer for a few years, mostly in established companies, and lately I’ve been thinking about exploring freelancing on the side — especially web apps a…
受众观点：①AI 时代自由职业市场竞争极度饱和（HoratioWobble）②企业背景比想象中更值钱，可做针对目标 niche 的 demo 项目，referral 雪球效应强（ScornfulMatron）③YouTube guru 鼓吹 AI 帮做 10k/month 加剧饱和（soel2103）
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- @HoratioWobble (19): I think you need to understand how incredible brutal freelancing is, especially dependant on your country. It was already over saturated before AI, now I'd imagine starting out will just be a relentless grind to earn fuck all money from it.
- @ScornfulMatron (14): i made the jump a couple years ago and the portfolio thing felt like a huge deal until it just... wasn't. your company experience counts for way more than you'd think, especially if you can talk through what you built and why. early on i just built a couple tiny demo projects fo…
- @soel2103 (7): Totally. Plus, many YT gurus are now selling people how easy it is to get 10k/month by freelancing and have AI do all.. and you get a big saturation
- @Electrical_Prompt_81 (4): Thanks for sharing! Could you share how profitable it is, like per hour? And do you have any recommendations for where to start searching for the first client?
- @Low-Salad-9543 (4): I wouldn’t wait until you have a traditional freelance portfolio. Your professional experience already proves you can build things; you just need a way to show potential clients what you can do for them. For Shopify, I’d probably create 1–2 small demo projects around problems re…
作者用 Claude Opus 5.5 驱动自制 GBC 模拟器工具，以约 1.5 美元成本完成多款从未有过翻译的冷门复古游戏 ROM 本地化。
Pics related are a couple of GBC games I had Opus 5.5 translate. Each used about 7% of my weekly limit on the $100 plan. They're both very playable and the scripts read much better than I'd have expe…
受众观点：① kkania 关注如何用 plan.md 拆分任务并下沉到 Haiku 节省 token；② porkyminch 分享了多模型替代方案失败的详细过程；③ Aardvark_Happy 直接要 pipeline 和 prompt，反映对工作流复现的强烈需求。
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- @kkania (11): Fantastic work. If you use Opus to make a [plan.md](http://plan.md) file, and divide tasks per size and agent, you can save a lot of tokens, since some things can easily be handed off to Haiku. This happens at the cost of your time, because you have to run each task manually. To…
- @porkyminch (6): Honestly, this works well enough with *just* Opus that I haven't bothered doing any other way. I just set expectations and let Claude figure it out. I actually tried this with open source models and much more extensive planning/configuration, but after a lot of struggling I had…
- @Aardvark_Happy (5): Coud you please give the pipeline or prompts you used?
- @porkyminch (5): It's pretty idiot proof. I put together [this](https://github.com/gopherbone/gbemu-cli) while trying to do this kind of work with Kimi and GLM. It's an emulator for agentic/scripted use that Opus 5.5 can use to run the game, trace functions, cheat, do whatever. You give the mode…
- @[deleted] (2): [removed]
独立开发者对比两款产品：家庭记忆 App 烧了 4000 英镑广告费换来零付费用户，考试备考 SaaS 靠 25 英镑起步实现 MRR 持续增长，文中总结产品上市前六条验证标准并披露 GEO 实测数据（13 个 signups 中 6 个来自 ChatGPT 引用）。
I have been building software on my own for a while, and I want to write down everything that happened between my first real product and my second one, because the gap between them taught me more tha…
受众观点：①强烈认同"忽视用户早期信号、持续烧钱是最大误区"的核心教训（@canhigher23）②对"painkiller vs. vitamin"产品验证框架高度共鸣（@jumbo1111）③关注"£210 带来 15,000 次访问但零付费"这个数字作为"广告只会让坏消息来得更快"的具体论据（@kc-kaelvix）
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- @canhigher23 (2): Did the same on an earlier product. User emails sat unread for months while I kept shipping features nobody had asked for.
- @jumbo1111 (2): I genuinely enjoyed reading your story. The #1 reason is the most important, in my opinion. If there is no real pain and not enough friction to the problem, people won't be very enthusiastic about using a product, even less paying for it. Good luck with your new Sami app!
- @kc-kaelvix (2): The £210 bringing 15,000 visits and zero payers is the useful number here. Painkiller versus vitamin explains part of it, but I’d also compare what happened after signup: did anyone upload one memory, invite a relative or return a week later? Payment is the final signal, not the…
- @keepingmemories (1): Thank you 👍
- @[deleted] (1): [removed]
独立开发者发布 OceanWaves v3.0 Android 自托管音乐客户端，明确声明 AI 仅用于代码审查而非设计逻辑，新增离线模式和跨设备收藏同步功能。
AI usage Disclaimer : AI has only been used for Code Review and debugging. The Design and Logic has been manually curated. Oceanwaves is an Android Music Client with support for Navidrome, Jellyfin,…
受众观点：①开源/FOSS 问题是首要关切 ②离线混合队列的技术细节 ③manually curated 说法的实际含义
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- @Quiet_Scratch_619 (3): Not FOSS?
- @OWAdmin (2): [Oceanwaves Github](https://github.com/GrandmaGotGuns/Oceanwaves_Public)
- @Knight-AI-AV (2): When a mixed local/server queue loses connection, does it skip unavailable tracks while preserving their place for later? The local support in offline mode sounds useful, especially if switching modes doesn't rebuild or reshuffle the queue.
- @OWAdmin (2): For now it will retry to connect a few times. Due to network latency I didn't hard code a skip time, it's going to be Manual skip for now. Though, it loads all the music data in a room database first, so unless you do a sync (except for likes), the data doesn't get updated. In o…
- @zunjae (2): What do you mean with the design and logic being manually curated?
SaaS 创始人分享产品宣传视频制作痛点：真正难的不是剪辑，而是在 30 秒内决定展示什么、说什么、如何清晰传递产品价值，引发关于 hook 设计和价值提炼框架的讨论。
I thought editing was the hard part. Turns out the real challenge is deciding what to show, what to say, and how to explain a product clearly in 30 seconds. How do you handle product videos for your…
受众观点：①内容策略先于制作（目标导向+数据验证 value prop）②录制工具是否能自动处理视频节奏 ③冷启动阶段前2秒 hook 如何突破
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- @Hot_Membership3050 (2): That’s a nice simple workflow. I think for products that are easy to understand, a clean recording + good zooms can honestly beat an overproduced video. Does Recordly handle the pacing automatically or do you usually edit that yourself?
- @StoryOpsAI (1): People remember how a video made them feel, so I start with the why. Keep asking why something matters until you can't go any deeper. That's where you find the real reason someone should care. Next, get clear on the goal. Acquisition and conversion call for different focus, and…
- @Hot_Membership3050 (1): Do you usually decide the 3 value props yourself, or based on what users respond to most?
- @StoryOpsAI (1): Mostly me, but I factor in what users respond to because that data matters. I'll look at sales call data, Heap dashboards, or past video analytics to see what audiences have reacted to before. If the data shows that talking about a certain feature gets 3x the clicks, that tells…
- @Classic-Wedding-3270 (1): when you have so much to show it becomes difficult on what to show 😅 And what's harder: Hooking the user in first 2 secs and keeping him locked in till he watches it Have you tried opus 5.5? I see many posts in this sub that its good at making product videos
用纯 Vanilla JS 实现的翻牌显示板网页应用，免费可配置显示天气、公交时刻等内容，支持在树莓派或旧设备上挂墙运行，是"为自己造工具然后发现市场缺口"的典型 indie dev 案例。
r/SideProject Split-Flap, a railway-style flap board for any screen in the browser
受众观点：① BocciaChoc 详细描述从 Vestaboard 到 SplitFlapTV 再到该项目的决策链，展示真实用户需求和付费意愿；② Plus_Information_990 关注旧 iPad 挂墙可能性和翻牌声效；③ sexyshingle 追问为何选 Vanilla JS 而非框架。
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- @khevmoore (6): This is going to be a blast to play around with. ;)
- @BocciaChoc (3): I've always wanted something like a vestaboard, but they're far too expensive, I found some digital options like SplitFlapTV who charge monthly fees Open www.maclaine.se/en/split-flap on any screen and it flips through whatever you set: messages, the time, public transport depar…
- @Plus_Information_990 (2): this would look so good on an old ipad as a wall clock if it has the clacking sound too thats a must
- @asm0dey (1): You may like a thing I did - screensaver for Kodi with essentially same idea https://github.com/asm0dey/kodi-splitflap
- @sexyshingle (1): this is pretty cool. curious how your development process was with this? Seems like you chose to use plain vanilla JS? No frameworks?
独立开发者分享将 AI agent 部署在 landing page 后遭遇 prompt 注入和 jailbreak 攻击的真实案例，并给出 4 条可落地的防御经验，包括 scope 声明、匿名用户 rate limit 和 secrets 隔离。
https://preview.redd.it/phwgetp2rgth1.png?width=578&format=png&auto=webp&s=632d48bcabd19543246e8d6112e33648603b0bc6 Someone spent a few minutes trying to break the AI agent on my landing…
受众观点：①执行沙箱和 reasoning/execution agent 权限隔离 ②每次工具调用在后端独立做真实鉴权 ③rate limit 对匿名 landing page 用户同样必须设置
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- @Standard-Housing-903 (5): this is super important right now. prompt injection and jailbreaks are getting so advanced that standard rate limiting isn't enough. you really have to sandbox the execution environment and sanitize every output before it hits your db or client. separating the reasoning agent fr…
- @Annual-Anywhere2257 (2): I mean 1-3 are great and all but 4 is really the answer to this problem.
- @throwawayaccount931A (2): Great tips! I need to look at #3 - I tested all the other ones, but will have another look just in case.
- @Southern_Kitchen3426 (2): Always good to check twice
- @egircys (2): Every tool call should still be authorized server-side against the real user, resource and action. The agent can ask to refund an invoice, read a document or update an account. The backend decides whether that specific action is permitted. Then prompt injection becomes “the mode…
一个实时可视化网络爬虫和 AI 机器人的展示网站，把每个 bot 画成独特小生物，并追踪哪些遵守 robots.txt、哪些是 Googlebot 伪冒者
Most visitors to most websites aren't people. They're crawlers, scrapers, AI bots and scanners. So I made a website that puts them on display. What's there: \- \*\*A live entrance\*\*: every bot is i…
受众观点：① bot 对 robots.txt 遵守行为差异（archive.org/wget 边界情况）② 能否让自己的爬虫出现在展示页 ③ 项目创意趣味性
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- @Time_Instruction_955 (3): Well, it's really just for information really. I was curious about this so thought it would be interesting.
- @mina86ng (2): Worth noting that archive.org does not respect robots.txt because it’s not a crawler. It accesses websites as a result of user request so it’s more akin to a web browser than a bot. Similarly, all the preview bots. wget meanwhile looks at robots.txt during recursive retrieval on…
- @maF145 (2): Its funny
- @Vincenius_ (2): A really cool idea! :)
- @Positive_Owl_6442 (2): Cool project! It's interesting to see what bots crawl websites, and how many times. I'm kind of curious to let my robots.txt respecting crawler run and see if it shows up there.
全球协作浏览器游戏 ofstory.net，所有人每天投票决定共同故事的下一个词，用极低摩擦的日更机制做集体创作
I made a little browser game where the internet writes one shared story, one word at a time. Everyone gets one daily vote on what comes next. We start writing words Tuesday, but title suggestions ope…
受众观点：① 低压力日更节奏是核心吸引力 ② 回访用户如何快速恢复上下文 ③ 是否会被恶意投票破坏故事连贯性
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- @Competitive-Set7936 (2): One word a day gives this a nice low-pressure rhythm. Showing the last couple of sentences beside the vote would help people return without catching up on the entire story. I’m working on a daily photo game, Beat AI, and thinking about that same question: how much context does a…
- @Competitive-Set7936 (2): That context beside the choices makes sense! Beat AI has one photo theme each day—today it’s your favourite mug. You take an original photo, enter it against an AI-generated image of the same theme, and people vote blind. Any phone is fine. It’s still an early beta at [https://b…
- @QuanTradin (2): one word a day means the first sentence takes about two weeks to finish, and I kind of love that pace.
- @telephonekiosk (2): It all builds into one continuous story! The winning word gets added to the end, so everyone decides where it goes next. Whether we manage a novel or end up with something completely nonsensical, we'll find out together haha. It's https://ofstory.net :) You can already suggest a…
- @Plus_Information_990 (2): one word a day is such a fun pace. curious if people try to troll it into chaos or if it actually turns into a real story lol either way id read it
独立开发者为 SaaS 计算器站点搭建了包含54条经过 PDF 核实数据的引用聚合页，作为被动积累反向链接的 SEO 实验，两周后已被 Google 收录但尚未获得任何外链。
I have a small site with free SaaS calculators. Traffic is fine but not growing. Read somewhere about citation hubs — basically pages that exist so other bloggers can link to them when they need a qu…
受众观点：①被动等待 vs 主动 outreach 哪种效率更高（neet_dev 有亲测数据） ②如何让引用页做到「不可替代」③ 时间预期：多位评论者说需要3个月以上
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- @Huge_Pool7424 (1): two weeks feels early for backlinks, especially if the page is just waiting to be discovered. i'd try a small distribution pass to writers already covering those topics, then watch impressions and referral queries before betting on the passive version.
- @No_Product_5759 (1): The PDF-checking is a real strength. One possible issue is that a list of 54 sourced stats gives writers a reason to use the page, but not always a reason to link to it instead of the original report. Could you turn a few related numbers into something only your page offers—say,…
- @neet_dev (1): citation pages get links when someone finds a wrong number to fix, not when they sit there waiting. go reply or email on 10-15 posts that already cite bad churn/retention numbers and point them at your page. took me closer to 3 months the one time i tried this, and most links ca…
- @alankffman (1): months, yeah. nobody links to a page they can't find
- @Status-Theme-7218 (1): It's usually three months for me, but I'm sure that honest elbow grease you put into those PDFs will make your page a real treasure for folks.
独立开发者把商业创意数据库产品的免费版关掉之后三天收入超过过去整整一年，亲历揭示免费层若能满足用户核心需求便会从根本上消灭付费动机。
i know "kill your free tier" is the most repeated advice on this sub. i ignored it for a year, so here's what it cost me. i sell a database of business ideas, one payment. for the first year there wa…
受众观点：①顶评质疑文章存在明显AI写作风味，对内容真实性产生怀疑（@kamikazoo）②关于"免费层是否完整交付核心价值从而消灭付费动机"的逻辑深度讨论（@kc-kaelvix和@cmuench333）③删除免费层后数据骤降与心理焦虑之间的拉扯感（@Due-Particular-329）
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- @kamikazoo (11): The part that nobody mentions is how formulaic ai writing is.
- @[deleted] (6): [removed]
- @Due-Particular-329 (1): thing about it feeling odd is probably why almost everyone doesnt actually do it even after reading the advice a hundred times. watching signups drop looks like failure even when revenue says otherwise
- @kc-kaelvix (1): This makes sense for a one-time-purchase database because the free tier can accidentally deliver the whole moment of value. I wouldn’t turn it into a universal rule, though. A better replacement might be a tightly bounded sample: five records, one category or a few blurred previ…
- @cmuench333 (1): Counterpoint from the other end: my POS software was completely free for its first six years, and that's how it built a following, since there was no barrier to trying it. I suspect the difference is the type of product. With a one-time database, seeing it is basically consuming…
独立开发者为绘图应用 Total Draw 深挖颜色混合算法，对比 gamma、线性和感知三种颜色空间的混合差异并写成博客。
I went into a bit of a rabbit hole of gamma-based color blending vs linear-based color blending vs perceptual-based color blending for my drawing app Total Draw, so I decided to create a blog post ab…
受众观点：① lalaland4711 关注正确底层实现的信号验证；② flying-sheep 关注 linear RGB 和 OkLab 的本质差异及感知均匀色图的优越性；③ Rupour 关注 CSS color-mix 转向感知空间作为行业慢慢做对的具体案例
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- @lalaland4711 (18): Yup, that's "doing it right". Like how in audio editors, the default is that if you zoom in you'll see the samples, and not the actual frequency they represent. You should instead do sinc interpolation as the user zooms in.
- @flying-sheep (11): Nice demonstration of the Difference between linear RGB and OkLab. It’s strange to me that so much tech dealing with colors naively interpolates in sRGB space, I learned about color spaces like a week after I used a plotting library for the fist time. Back then it was “the Jet c…
- @Rupour (7): Thank you! I would guess it's because interpolating in sRGB space has been the standard for so long that it is simple the path of least resistance. Like I mentioned in the post, CSS's default 'color-mix' function uses perceptual filtering by default now; slowly but surely!
- @pocketshape (2): Nice blog post. I wish I had a better link, but I thought the mixing that the paper app by FiftyThree did was interesting. The write up was specifically in the case of a color picker, I’m unclear if they actually used it to blend strokes. It wouldn’t surprise me if it made sense…
- @flying-sheep (1): Yeah, and all color definitions that aren’t legacy hex or named colors are also interpolated in OkLab by default in gradients and so on! Confusing but better than using sRGB by default everywhere.
韩国学生独立开发者询问 SaaS 上线前的品牌命名操作顺序：域名、商标和冲突检查该按什么顺序进行，以及跨国注册的真实成本和踩坑经验。
Hi everyone, I'm a solo, student founder building a SaaS product on a tight budget. I'm at the stage where I've narrowed down a few possible brand names, and I'm trying to figure out the right order…
受众观点：①域名是确认品牌存在的最低门槛，成本约 $20/年 ②法律工作是保护价值，没有用户前没有价值值得保护 ③多位创始人实战经验：从不在盈利前碰商标
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- @cabljo (2): Buy the domain. They're like ~$20 a year. Without it, you don't really have a name yet... Use porkbun or namecheap, not a hosting company to register.
- @Vivid_Inside_5450 (2): I've launched a handful of small SaaS products on a budget, and I always just grab the domain and start building. filing a trademark early is a massive waste of cash. I don't even think about legal stuff until it's actually making consistent revenue.
- @IndigoOrcaLLc (2): Go ahead buy the domain. Quick 3 page google search. If it’s going to be a U.S. entity, the Secretary of State’s office in each state will have a business name search. Can all be done in less than 20 minutes. USPTO search isn’t difficult either.
- @[deleted] (1): [removed]
- @mathayles (1): Trademark law is incredibly expensive, and filing across multiple jurisdictions can take years. Just do some reasonable grunt work yourself to make sure you’re not picking a name that’s already in use by someone in the same space as you in the most important jurisdictions. Then…
开发者不借助 Monaco、CodeMirror 等框架，仅用原生 DOM API 实现了支持矩形列选择、多光标编辑和 IndexedDB 缓存的网页记事本。
Hi everyone, Instead of using heavy editor frameworks like Monaco or CodeMirror, I wanted to see how far I could push the native web platform. So I built a full-featured web notepad entirely with Pur…
受众观点：① 跨浏览器兼容性问题（Firefox 上 Alt+drag 触发默认菜单）② 原生 Web API 能力边界的探索兴趣 ③ 在不同操作系统和浏览器环境下的兼容表现
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- @ProfessionalBall3484 (3): the column select is smooth but i keep hitting alt and drag on firefox and it does the default menu popup sometimes
- @rollie82 (2): Did you first invent the universe?
- @Spiritual_Balance298 (2): Haha not yet! Though wrangling contenteditable definitely felt like trying to invent the universe at times. Glad you got a laugh out of it!
- @bcons-php-Console (2): Vivaldi in KDE Plasma and the rectangular selection works fine. The side drag for image resizing is also a nice feature. Good job!
- @Spiritual_Balance298 (1): Thanks for the feedback! You can also use Alt + Shift + Drag to avoid the menu popup. Hope that helps!
ICLR 2027 官方 LaTeX 模板的 .bib 文件里深度学习教材的 Bengio 名字重复出现，且这个错误自2019年起一直未被修复，同时模板页面限制说明也前后矛盾。
i work on reference checking stuff so i was reading through the ICLR 2027 author guidelines and style files this week the sample .bib that ships with the template has the Deep Learning book as "Goodf…
受众观点：① ProfessionalNews4434 关注页面限制规则的实际解读即 rebuttal 阶段可额外加1页；② lurking_physicist 直接贴出有问题的 BibTeX 代码语气幽默；③ tughanbulut 分析矛盾措辞是从旧年份模板复制粘贴造成的历史遗留
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- @ProfessionalNews4434 (12): Regarding page limit, ICLR allows revision to submitted version during rebuttal with an additional page (10pages) allowed
- @lurking_physicist (7): author={Goodfellow, Ian and Bengio, Yoshua and Courville, Aaron and Bengio, Yoshua},
- @ProfessionalNews4434 (5): technically the paper after the rebuttal is still a submission version. That’s what they mean
- @Appropriate_Willow27 (3): who knows maybe he was a collaborator and corresponding author /s
- @tughanbulut (1): yeah thats how i read it too 9 at submission and 10 for the rebuttal revision the confusing bit is just the wording the camera ready section and FAQ say - identical with the submission version (10 pages) - when the submission version is 9 probably copy paste from an older year
独立开发者首次做游戏项目 sector196，把八个随机国家分配到军事经济等类别，模拟四十年领土扩张，从纯兴趣出发做到能玩的完整产品
I've had so much fun making this over the last few weeks. As a massive geography nerd, I really enjoy the concept: you're given eight random countries and have to put them into categories (military,…
受众观点：① 游戏排名逻辑不直观（小国工业化潜力未被数据反映）② 分类决策是策略乐趣核心 ③ AI 生成素材视觉同质化问题
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- @Hour-Associate-7628 (3): It's pretty fun but the ranking can be confusing at times.
- @playsector196 (1): Thanks for playing, and for the honest feedback! Which ranking was confusing: the country numbers on the draft cards (like "#47 of 196"), the tiers (Weak/Strong etc.), or the rank you get at the end (Contender, Veteran…)? Trying to work out what to make clearer.
- @Hour-Associate-7628 (1): It was things like a country not ranking high in natural recources when the recourses are there but not actively mined. Or when a country like Lichtenstein doesn't rank that high on industrialization because they are small. But when such a country can expand their borders their…
- @QuanTradin (1): the sorting step is the real game, deciding whether a tiny rich country goes in economy or burns a military slot. fun idea, lost a good ten minutes to it.
- @TheBlacktom (1): Can these AI things create stuff that looks differently? It's so sad everything today looks exactly the same because it's generated with the same stuff.
CutOut 是一款完全在本地设备运行的免费开源 AI 抠图工具，支持 Windows/Linux/macOS，内置四个 AI 模型，无需上传图片也无需订阅
I built CutOut, a free and open-source AI background remover that runs entirely on your device. I wanted an alternative to online background-removal tools where you have to upload your images or pay…
受众观点：① MIT 协议开源且模型打包即用 ② 本地运行保护隐私是核心诉求 ③ 安装无需手动配置环境
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- @Only_Spite7811 (2): Thanks! I wanted to keep the project fully open source while making the models easy to use without having to set everything up manually.
- @Only_Spite7811 (2): well then this app is for you! my app supports linux, windows 11/10, and macos Silicon (silicon for now :( )
- @zandaulion (1): And using a MIT license. Good work packaging these models into a tool
- @QuanTradin (1): running entirely on device is the selling point for me. most of the online ones want the upload first and the price second, and half the photos people clean up are personal.
- @QuanTradin (1): ha, Silicon is what I've got, so that works out. makes sense to start there for an offline model.
免费开源的桌面端 Downloads 文件夹自动整理工具，支持按扩展名设规则、移动前预览、操作历史撤回，三平台可用无需云端
A Downloads folder fills up quickly: documents, screenshots, installers, archives… and eventually, finding something becomes another task. I wanted a simple way to keep that folder manageable while s…
受众观点：① 预览加撤回是开启自动排序的信任门槛 ② 排序规则是次要问题、undo 机制才是核心 ③ 功能完整性达标后才愿意测试
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- @QuanTradin (2): preview plus undo is what would get me to switch auto sort on. nobody trusts a tool that moves their files around without a way back.
- @QuanTradin (2): same for me. undo decides it, the sorting rules are the easy part.
- @KaguraBlack (1): One of the reasons I would test this tool is if it had these features enabled.
开发者花一个下午排查 Jellyfin Android 客户端只能用 IP 不能用域名连接的问题，根因是 NGINX 用户代理黑名单误屏蔽了 OkHttp，写了完整 debug 记录。
What's better than spending an afternoon debugging and fixing an issue you've been having for a while now? Exactly, loads of things. I decided to spend my Sunday afternoon digging into an issue I was…
受众观点：① Jolicristo 对 user-agent blocklist 触发问题表示熟悉说明这是社区公认高频坑 ② ilikeorangutans 关注 DNS 与 NGINX 层的路径差异 ③ kagayaki 分享自己用 curl 因 User-Agent 被拦截拿到 403 的相同经历
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- @Jolicristo (4): ah the old user agent blocklist strikes again. nice writeup, glad you figured it out
- @ilikeorangutans (2): I love debugging stories like this, thanks for the write up. What I don't quite understand is how DNS plays into the nginx blocking? Is it that the DNS name resolves to a different IP (that of nginx) than the IP used for direct access?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @kagayaki (1): I'm guessing that the user agent block was defined in nginx and when OP accessed by IP, they bypassed nginx and connected to jellyfin directly. Heh, I have something similar defined in my nginx deployments. I was troubleshooting some proxy changes yesterday and was thrown for a…
- @GodOrDevil04 (0): Its not really a DNS issue (didn't think it could ever not be DNS), just an issue i ran into using the FDQN/DNS name. The DNS name indeed resolves into the IP of NGINX, as I'm using NGINX as reverse proxy.
一位离开 web 开发近十年的开发者借助 Codex AI 编程助手重返开发，用 Convex 实时查询订阅构建了支持最多 8 名玩家同步的 3D 骰子工具，并引发关于 AI 是否会阻碍真正学会编程的讨论。
Howdy, folks. A couple of caveats first: I’m a longtime lurker of the sub, but a first-time poster. Mods, apologies in advance if anything in this post is made in error. Caveat two: I used Codex heav…
受众观点：① AI 辅助开发是否构成真正的开发（判断标准是能否读懂并修改生成的代码）② 产品决策和架构判断力是 AI 时代的核心技能 ③ 如何在 AI 辅助下保持主动学习而不被 agent 带飞太远
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- @patient_signals (2): I spent years running a small shop before building software for small businesses, and I use these tools most days. The worry you have is common, but I think it points at the wrong thing. Real development is not typing every line from memory. It is being able to read what got gen…
- @_illos (1): Thanks. It’s nice to hear the perspective of someone else. I do feel like I’ve got real skills in designing the right shape and architecture of the projects i want to build. Even if I don’t always know how to get from A to B. I guess the real work comes in trying to maintain the…
- @webdev-ModTeam (1): Your post/comment has been determined to be a low-effort post or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repli…
- @[deleted] (0): [removed]
Docker Hub IAM 高危漏洞允许攻击者通过 PAT 伪装成其他用户推拉镜像，官方将于10月5日强制吊销受影响的访问令牌，使用 CI/CD 流水线的开发者需立即重建 PAT。
From Docker: >On Wed., Sept. 30, Docker’s security team received a report from an external researcher of a critical vulnerability within Docker Hub’s Identity and Access Management (IAM) services…
受众观点：① PAT 是否被自动吊销还是需要手动轮换 ② 失效 PAT 可能静默降级为匿名拉取表现为 rate limit 而非 401 ③ 通过 Hub 设置 last-used date 定位实际在用的 token
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- @OfferBeginning1903 (5): do PATs issued before the account-to-org conversion get revoked automatically, or do affected users have to find and rotate them themselves?
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Open-Adhesiveness-86 (0): depending on how your login step is wired, a dead PAT often doesn't give you a clean 401. the pull just falls back to anonymous and you get toomanyrequests off a shared runner IP, which looks like a completely unrelated rate limit problem. the PAT list in hub settings shows last…
独立开发者在 3D 纹身预览应用 TryTattoo3D 中新增图片生成个人 3D 体型模型功能，可在接近真实肤色和身材比例的模型上预览纹身效果，但强制注册门槛引发用户流失。
Hi everyone 👋 A year ago I built a 3D tattoo placement app where user can place a tattoo design on a 3D model a move it around, see how it looks from different angle. Recently I've been playing aroun…
受众观点：① MattSenter 反映被强制注册拦住无法体验产品；② biteNacho 建议只在保存时才要求注册，让用户先免费探索；③ Grouchy_Cap_1564 认可个性化 3D 体型建模是产品核心差异点。
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- @MattSenter (3): hey i was going to try it but it doorslammed me with "create an account"
- @biteNacho (3): Agree. Account should only be necessary if you want to save your project and so on, but always let the user explore for free
- @Steven_Strange_1998 (1): which model are you using?
- @Grouchy_Cap_1564 (1): the personalized body model is a really smart feature because tattoo placement can look completely different depending on someone’s proportions. being able to preview it on yourself before paying for the tattoo would be a huge selling point.
开源求职 AI agent OpenApplyr 采用 BYOA 模式拒绝订阅收费，并通过强制要求每条简历内容必须引用用户真实资料来杜绝 AI 幻觉生成虚假经历。
The obvious business model was to host it and charge monthly. However, I went the opposite direction. OpenApplyr is a job hunting agent. You bring your own AI provider or run a local model. Every res…
受众观点：①现有求职工具的收费问题和免费替代品 ②项目呈现方式（需要图片而非纯文字）③兼容的 AI agent 类型
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- @Camaraderie98 (2): You're right, they are atrocious. Jack and Jill and Outwork are the only ones that work and don't expect money from me who's jobless
- @Successful-Title5403 (2): Please use images, makes a project feel more alive and less AI.
- @mikeplus10 (1): Neat. With what agents does it work?
独立开发者构建的开源 LLM 推理基准 Nonobench，测试49个大模型解决 NP 完全问题（数织谜题），GPT-6 Astra 能100%解决标准题，Claude Opus 5.5 在困难模式表现最佳。
Nonobench measures how well LLMs solve nonograms (picross). Each model gets the row and column clues once and returns the full grid. No tools, one attempt per puzzle. Method: - Standard mode: 30 puzz…
受众观点：① East-Muffin-6472 追问 benchmark 对理解 LLM 能力的具体意义；② mauricekleine 解释初衷是个人对谜题的兴趣驱动，关注 LLM 在 NP 完全问题上的推理和回溯能力
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- @East-Muffin-6472 (2): Nice work! But with this benchmark what are you aiming for like does it tell us about the LLMs in general etc?
- @mauricekleine (2): Thanks! It mainly just started out of curiosity; I've been solving nonograms myself for a very long time, and early this year I was curious if LLMs can solve them too. Solving nonograms programmatically is an NP-complete problem, so it's interesting to see how LLMs deal with puz…
TypeSafe AI 将旗下模型 Jev 营销为"不会幻觉的前沿推理器"，第三方对 16,379 条请求进行实测后发现其实际规模远小于宣传，但在特定场景仍有实用价值。
"TypeSafe AI sells Jev as a frontier-class reasoner that cannot hallucinate, built by the co-inventor of ChatGPT - fast, and almost free. We ran it live on 16,379 benchmark requests, measured its lat…
受众观点：①对帖子措辞充斥LLMisms存疑，认为内容可信度不足（@narasadow）②用"load-bearing"隐晦指出某关键宣传表述站不住脚（@adt）③对帖子匿名发布动机好奇（@Appropriate_Willow27）
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- @narasadow (10): would be more believable if that description wasnt full of LLMisms
- @adt (6): load-bearing
- @Appropriate_Willow27 (1): why anon?
开发者发布 rhp 2.0 开源图表库，从 React 迁移至 SolidJS 并用纯 HTML/CSS 元素替代 SVG/Canvas 渲染，体积低于 20kB，并计划开发独立 MCP server 使 AI 可以直接用该库生成图表。
**rhp** (Reactive Html Plots) 2.0 is the successor of rhp 1.0 which was a react charting library I built 3 years ago. rhp 2.0 is now an open-source SolidJS library of reactive components. It does not…
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一位数据工程师历时 8 年逆向 TikTok 移动端 API，发布完整技术指南，并将采集的 56 亿条视频数据集上传至 Hugging Face，涵盖设备注册、X-Argus 签名、TLS 指纹等核心反爬机制。
Hey everyone. I'm a data engineer and I've spent the past 8 years reverse engineering TikTok's mobile app. Over that time, I've learned how to pull TikTok data at pretty ridiculous scale. Profiles, v…
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CoreSpeed是一个为AI agent设计的操作系统，让Claude Code、Codex、Cursor等MCP agent一次配置后共享同一套账号连接和智能审批机制，解决跨agent重复接入集成的痛点。
CoreSpeed
受众观点：①CoreSpeed maker详细解释Smart Approval置信度评分机制和暂停逻辑 ②用户关注多账号管理和跨agent共享配置实现 ③266票反映MCP agent工具链管理是当前开发者强烈痛点
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- @Overview (0): * [Reviews](/products/corespeed/reviews) * [Alternatives](/products/corespeed/alternatives) * [Team](/products/corespeed/makers) * [Awards](/products/corespeed/awards) * More Free Launch tags:[Productivity](/topics/productivity)•[Marketing](/topics/marketing)•[Developer Tools](/…
- @CoreSpeed (0): Maker 📌 Hey Product Hunt! 👋 We're the founding team of CoreSpeed. We kept hitting the same wall: our agents were capable, but getting them to do real work meant wiring up integrations, managing credentials, and rebuilding context. After rebuilding that foundation across three pr…
- @CoreSpeed (0): Maker
- @CoreSpeed (0): Maker [@dipanshu\_kushwaha5](https://www.producthunt.com/@dipanshu%5Fkushwaha5) Hi Dipanshu, thanks for comment! Smart Approval checks write actions against rules you set in plain language. If approval is required—or it’s unsure how a rule applies—it pauses and asks you rather t…
- @Benji (0): Maker
Google发布Gemini 4 Argon模型，支持百万级token输出、深度推理和企业网络安全防御，benchmark表现优于GPT-6 Astra且价格仅为Claude Fable一半，评论区热议长上下文模型的实际记忆保持能力。
Gemini 4 Argon
受众观点：①Dial指出长上下文模型真正考验是中途记忆保持而非token上限，以Claude Code长任务为参照 ②DiffSense提供与GPT-6 Astra和Claude Fable的价格/性能对比，Argon定价更优 ③Ilyas询问vibe coding场景下的实际表现对比
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- @Overview (0): * [Reviews](/products/gemini-4-argon/reviews) * [Alternatives](/products/gemini-4-argon/alternatives) * [Team](/products/gemini-4-argon/makers) * [Awards](/products/gemini-4-argon/awards) * More Free Options Launch tags:[Software Engineering](/topics/software-engineering)•[Legal…
- @DiffSense (0): Game on! 1/2 price of fable. better than astra. Full breakdown: <https://pub.towardsai.net/gpt-6-astra-vs-gemini-4-argon-vs-claude-fable-5-1-the-benchmark-winner-is-the-one-you-cant-buy-e40c8edf471b> ... I wonder if there is a subscription tied to argon tho, like do we subscribe…
- @Ilyas (0): It’s thrilling to live in this era. We’re so lucky. Have you tried the model for vibe coding? How does it compare to other models? Upvote Report Share 10h ago [](/@shivam%5Fkushwaha16) [Shivam Kushwaha](/@shivam%5Fkushwaha16) looks interesting for complex work especially the lon…
- @Dial (0): Likely AI the 1M output token number gets all the attention but I'd rather see the degradation curve than the ceiling - every long-context model I've used stays sharp for the first chunk and then starts quietly repeating itself or losing track of earlier constraints well before…
- @Mailwarm (0): Likely AI Support for up to a million output tokens is the detail that stands out, since long horizon work usually breaks down once the context gets big enough. Combining reasoning with cybersecurity defense for enterprise research is an interesting framing. Curious how it holds…
Smooth Recorder是Mac平台屏幕录制工具，主打Smart Redact功能，可自动识别并模糊录像中的API密钥、电话号码等敏感信息，解决开发者录制演示时手动打码的痛点。
Smooth Recorder
受众观点：①Dial描述核心场景：API密钥或客户联系方式出现在terminal录制中，手动打码经常被遗漏 ②Dial追问检测是pattern-based还是能处理非结构化敏感内容 ③Marios询问是否支持配音功能
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- @Overview (0): * [Reviews3](/products/smooth-recorder/reviews) * [Alternatives](/products/smooth-recorder/alternatives) * [Customers](/products/smooth-recorder/customers) * [Team](/products/smooth-recorder/makers) * [Awards](/products/smooth-recorder/awards) * More Payment Required Launch tags…
- @Marios (0): [AI Tools Directory](/products/dessign-directory) Congrats.. very nice for amazing price .. is it possible to add voice over ? Upvote (1) Report Share 4h ago [](/@mdanassaif) [Mohd Anas](/@mdanassaif) [Smooth Recorder](/products/smooth-recorder) Maker
- @Dial (0): Smart Redact is the feature that'd actually get me to switch. I record a lot of internal walkthroughs at Dial that end up with API keys or a customer's phone number sitting in a terminal tab or a dashboard somewhere, and manual blurring is the step I always forget until after I'…
Blume 2.0是开源文档框架，零配置、AI优化，作为Mintlify的免费替代方案，将Markdown文件夹一键部署为生产级文档站，已被Neon等产品采用并获Cloudflare、CodeRabbit支持。
Blume
受众观点：①Dial实测从Docusaurus迁移到Blume，验证单命令部署有效、搜索更快，但大文档集还在测试 ②fmerian背书Blume被Neon等知名产品采用，获Cloudflare和CodeRabbit支持 ③Ultracite maker确认支持Astro/React/Vue多语言组件
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- @Overview (0): * [Launches2](/products/blume-3#launches) * [Reviews1](/products/blume-3/reviews) * [Alternatives](/products/blume-3/alternatives) * [Team](/products/blume-3/makers) * [Awards](/products/blume-3/awards) * More This is the 2nd launch from Blume. [View more ](/products/blume-3/lau…
- @Dial (0): •[212 reviews](/@galdayan/reviews) #### What's great Set it up on a small internal docs site over the weekend to replace a Docusaurus install that had gotten slow to build. The one-command deploy on Astro actually works as advertised, and the search felt instant compared to what…
- @Docusaurus (0): Docusaurus had done the job for years but the build times had crept up as the doc set grew, and I never liked fighting the swizzle/theming system to customize anything. Blume's config felt like less to fight against for a smaller project like this one. Ratings Ease of use Reliab…
- @fmerian (0): [Mastra](/products/mastra) Hunter 📌 always be launching! first launched [2 months ago](https://www.producthunt.com/products/blume-3/launches/blume-4), [@Blume](https://www.producthunt.com/products/blume-3) 2.0 is already here. fast, AI-optimized, with zero-config, this open-sour…
- @Ultracite (0): Maker [@joy\_wilson1](https://www.producthunt.com/@joy%5Fwilson1) You can bring your own components from lots of languages - Astro, React, Vue, etc. <https://useblume.dev/docs/configuration/customization> <https://useblume.dev/docs/content/islands> Upvote Report Share 3m ago [](…