Google 在 Android 里内置了一个叫 Android Developer Verifier 的系统服务，专门拦截未经 Google 批准的开发者软件，HN 在讨论这篇批评文章——有人说这行为和恶意软件没区别，Android 正在
Android Developer Verification: Threat masquerading as protection ① 争论这个服务算不算"恶意软件"，有人引用 keepandroidopen.org 认为是，也有人（@anilgulecha）觉得 F-Droid 这篇文章措辞过激反而给 Google 递刀 ② 担心"滑坡"——今天封 ADV，明天是不是广告拦截 app 也会被列入恶意软件（@ranger_danger） ③ 关注自己设备上有没有这个进程，有人发现自己的 Android 15 手机（Ulefone）并没有这个服务（@WarOnPrivacy）
Google 在 Android 里内置了一个叫 Android Developer Verifier 的系统服务，专门拦截未经 Google 批准的开发者软件，HN 在讨论这篇批评文章——有人说这行为和恶意软件没区别，Android 正在走向封闭花园。
① 争论这个服务算不算"恶意软件"，有人引用 keepandroidopen.org 认为是，也有人（@anilgulecha）觉得 F-Droid 这篇文章措辞过激反而给 Google 递刀 ② 担心"滑坡"——今天封 ADV，明天是不是广告拦截 app 也会被列入恶意软件（@ranger_danger） ③ 关注自己设备上有没有这个进程，有人发现自己的 Android 15 手机（Ulefone）并没有这个服务（@WarOnPrivacy）
Anthropic 宣布和 Gladstone Institutes 合作举办面向生命科学的全球线上黑客松，用 Claude Science 和 Claude Code 做科研开发，提供 10 万美元额度奖励。
① @claudeai 官方公告黑客松将于 7 月 7-13 日举行，并附上报名链接（350likes） ② @dogukanbuilds 调侃 Claude 那个小形象太可爱（59likes） ③ @BigwetRealism 吐槽在比赛中用 claudemax 频繁触发安全限制，无法正常使用（19likes）
simonw 向粉丝提问，大家目前让 Fable 在做的最有野心的项目是什么，引出一串用 Fable 做开源代理、3D 可视化和复杂理论证明等高难度任务的分享。
① 有人感叹自己做生物学工作，目前还没法用上 Fable，体现出学科差异带来的落差感（@RyanMorey, 40likes） ② 有开发者在用 Fable 做开源 codex 级别的电脑操作代理，说明大家在尝试把它当通用电脑控制层（@mattlam_, 33likes） ③ 也有人分享用 Fable 生成复杂 3D 信息图视频、或让它证明劳动与股权的哲学论证，展示出模型在创意和抽象推理上的潜力（@AaronJBecker, 15likes; @meekaale, 9likes）
Anthropic 发布新一代 Claude Sonnet 5（Thinking）模型，主打更强的自主规划与工具调用能力，在 Code Arena 等基准上相较 Sonnet 4.6 有大幅提升，并在前端开发与多模态任务中接近甚至超越 Opus 4.8 等更大模型
Anthropic 发布新一代 Claude Sonnet 5（Thinking）模型，主打更强的自主规划与工具调用能力，在 Code Arena 等基准上相较 Sonnet 4.6 有大幅提升，并在前端开发与多模态任务中接近甚至超越 Opus 4.8 等更大模型。
受众观点：评论主要集中在三个焦点：
1）性能对比与基准争议：不少人质疑官方宣传与基准是否一致，例如 Twitter 上 @shinemeriz（676 赞，X）指出 Sonnet 5 在部分 benchmark 上其实不如 Opus 4.8，并贴出对比图；在 Code Arena 线程下，@ZhYup88196（2 赞，X）直接问「What? Sonnet 5 is worse than GLM 5.2?」，而 @AndJakobsson（4 赞，X）则强调 GLM 5.2 仍保持第二名，认为「you pay for what you get」。
2）能力结构与任务偏好：@arena 自己在后续评论（21 赞，X）解释 Sonnet 5 在 Text Arena 中整体排第 32 名，但在专家级提示、数学、写作和语言等类别上优于 4.6，呼应了「更偏向复杂知识工作和 agentic 任务」的定位；另一位 @AgentOrToy（0 赞，X）调侃「frontend brain vs reading comprehension brain r diff things」，暗示前端 agent 能力和纯文本理解是不同维度。
3）价格、通胀与使用体验担忧：在官方推文下，@emilheap（143 赞，X）吐槽 Sonnet-5 价格表里预设了两个月后 50% 涨价，担心价格不稳定；@bldinsilence_（190 赞，X）则从使用体验出发，认为 Claude 模型「不听话、不守指令」，把问题归因于模型的“arrogance and defiance”，说明不少重度用户更在意可控性和指令遵从，而不仅是 benchmark 分数。
两位独立开发者分享了他们在 Product Hunt 上为新 SaaS 做首发的真实经历：几乎没有带来实际用户或付费客户，却收获了大量营销垃圾邮件和极低转化，促使大家重新审视 PH 在当下作为获客与分发渠道的真实价值与局限
两位独立开发者分享了他们在 Product Hunt 上为新 SaaS 做首发的真实经历：几乎没有带来实际用户或付费客户，却收获了大量营销垃圾邮件和极低转化，促使大家重新审视 PH 在当下作为获客与分发渠道的真实价值与局限。
受众观点：评论区的核心关注点集中在两块：一是 Product Hunt 作为获客渠道的结构性问题，二是对更可行分发策略的探索。比如 @mynameisgiles（score 65，平台 reddit）指出自己从未在 PH 上真正买过软件，只把它当作「launch strategy」来看，这直接质疑了 PH 是否真有买家流量；@FarRub2855（score 25，reddit）则形容 PH 像是「一屋子只想推自己产品的创始人」，暗示供给端严重过剩、需求端缺位。另一侧，部分人仍强调 PH 的间接价值：@philantrophic_brooo（score 19，reddit）认为 PH 的真正价值在于提升域名权重、带来搜索流量和被 AI 助手收录，而不是当天的直接注册。对新手该怎么做，评论里给出不少替代路径：@ryanisbored66（score 9，reddit）建议创始人主导内容输出和系统化 Reddit 营销；@Past_Mess_8975（score 2，reddit）强调长期 SEO；@Powerful-Software850（score 4，reddit）则提醒现在是「红海」，要有长期作战心态。这些讨论共同勾勒出：PH 不再是「一发就爆」的流量池，而只是众多渠道中的一个弱信号入口。
Anthropic 宣布和 Gladstone Institutes 合作举办面向生命科学的全球线上黑客松，用 Claude Science 和 Claude Code 做科研开发，提供 10 万美元额度奖励。
Announcing Built with Claude: Life Sciences, a global virtual hackathon. Join us and @GladstoneInst for a week of researching and building with Claude Science and Claude Code, with a prize pool of $1…
受众观点：① @claudeai 官方公告黑客松将于 7 月 7-13 日举行，并附上报名链接（350likes） ② @dogukanbuilds 调侃 Claude 那个小形象太可爱（59likes） ③ @BigwetRealism 吐槽在比赛中用 claudemax 频繁触发安全限制，无法正常使用（19likes）
展开评论
- @claudeai (350): The hackathon will run July 7-13. Apply by Sunday: https://t.co/eGlIcA0Cko
- @dogukanbuilds (59): @claudeai @GladstoneInst I love it so much when you dress up that little mfer https://t.co/WJh6n1a4uA
- @TimJayas (31): @claudeai @GladstoneInst Claude fable needs this Claude doctor Make fable get back to 100% power https://t.co/QEVjCwYW7U
- @BigwetRealism (19): @claudeai @GladstoneInst Tfw trying to use claudemax 20x and you get blocked by anthropic's safety in their own contest. https://t.co/HTx24MigXg
- @SeHozaifa (13): @claudeai @GladstoneInst bro i'm applying with a project to teach claude how to make my sourdough starter sentient 🧪$100k loading... https://t.co/B6u3QHjo9q
Anthropic 分享 Boris Cherny 和 Cat Wu 的对话，讲述内部从 Claude Code 演进到 Claude Tag 的过程，以及这个工具如何从工程团队扩散到公司其他部门，并宣布 Claude Fable 5 已上线 Claude Tag。
A conversation with Boris Cherny and Cat Wu on the path from Claude Code to Claude Tag, and how it spread from engineering to the rest of Anthropic. Claude Fable 5 is now available in Claude Tag. htt…
受众观点：① @GlenWilsonIA 指出 Anthropic 正在从推理供应商变成直接竞争者，Claude Tag 引发大量利益冲突、隐私和知识产权担忧（6likes） ② @heliotsx 直接要求官方重置使用限额（5likes） ③ @J3ffJoyce 提议把 Claude Tag 接入 X，让它和 Grok 打评论战（3likes）
展开评论
- @hridoyreh (10): @claudeai https://t.co/ipTJar5vjg
- @GlenWilsonIA (6): @claudeai You guys are crossing the line from an inference provider to a straight up competitor to all your customers. Claude Tag just raises so many conflict on interests, privacy, security, and intellectual property concerns. It would be one thing if you guys offered this loca…
- @heliotsx (5): @claudeai usage limit reset please
- @xolandar (4): @claudeai Guys!! https://t.co/dD8K5NlyvA
- @J3ffJoyce (3): @claudeai Can you add claude tag to X so we can have it do a comment war vs @grok https://t.co/HACGSFa745
Matt Pocock 宣布将自己工具里的 /to-prd 和 /to-issues 命令分别改名为 /to-spec 和 /to-tickets，并为这次命名调整向用户致歉。
/to-prd is changing to /to-spec /to-issues is changing to /to-tickets Apologies for the churn, but I've been wanting to make this change for a while and now's the time to do it.
受众观点：① @ku_ds17868 说命名从来就没有一开始就对的选项（39likes） ② @imessage357_H 追问从想法到完成的完整技术栈是什么（7likes） ③ @30Thrd 认为 PRD 和 spec 是不同概念，issues 和 tickets 也不一样，不应该直接改名（3likes）
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- @ku_ds17868 (39): @mattpocockuk naming things right the first time was never really an option anyway
- @imessage357_H (7): @mattpocockuk What's the full Stack from idea to completion?
- @electroheadfx (5): @mattpocockuk hi @mattpocockuk have you the flow chain of your commands that Iam trying to project like open-gsd: /decision-mapping -> /grilling -> /domain-modeling -> /prototype -> /to-prd -> /to-issues -> /implement is right way ?
- @30Thrd (3): @mattpocockuk why tho? prds are different from specs. same with issues and tickets. since your skills allow us use context.md + grill with docs, feels like we can just align on the definition of what the terms are and have specialist skills for each.
- @marc_kent1 (2): @mattpocockuk Will we need to /setup again?
willccbb 转述 @dylan522p 在播客里无意泄露的实验室细节，称 gpt-4o 约有 6000 亿参数，而且 OpenAI 的模型比 Anthropic 的模型结构更稀疏。
love @dylan522p podcasts bc he just leaks lab secrets by accident as supporting evidence for arguments he's making. like apparently gpt-4o was around 600b parameters, and openai models are now much s…
受众观点：① 有人调侃这是「意外」泄密，把 dylan 比作总是剧透的 Tom Holland，说明大家把这些播客当成获取内部情报的窗口（@yacineMTB, 113likes; @corsaren, 20likes） ② 也有研究者表示这些信息其实可以从算力和硬件推断出来，暗示圈内对模型规模早有估计（@pretrainguy, 28likes） ③ 部分听众讨论到底是他本人在泄露，还是有人向他泄露再通过播客放出，关注信息源头和合规性（@HamelHusain, 19likes）
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- @yacineMTB (113): @willccbb @dylan522p "accident"
- @pretrainguy (28): @willccbb @dylan522p No need to guess, its quite easy to derive. For openai models, it not super hard to deduce basic things from numbers of cerebras. For anthropic, same thing, everybody knows claude power consumption because google knows it.
- @corsaren (20): @willccbb @dylan522p He's like the Tom Holland of AI. At some point he's gonna need a guy who follows him and whose job it is to just to place a hand over his mouth whenever he starts yapping too hard.
- @HamelHusain (19): @willccbb @dylan522p Is he the one leaking or are people leaking to him
- @cyberpengk (10): @willccbb @dylan522p One of the few people whose podcast I don't outsource to LLM to watch
iOS 开发者 Peter Steinberger 吐槽自己多次尝试办理 AT&T 套餐被莫名拒绝，向大家征求旧金山地区更好的无限流量方案并抱怨运营商官僚作风。
Tried to sign up to @ATT four times now and they reject me and aren't telling me why. What's the next best unlimited phone/data plan for the SF area? Or do I know anyone who can work around corp bs?
受众观点：① @steipete 自己跟进：事件升级到 AT&T 总裁办公室，折腾多次后只批了一条线，Apple Watch 被告知要等到 2027 年（137likes） ② @humblyonline 推荐 USmobile，称其看似骗局但实际超好用，大运营商才是骗局（45likes） ③ @JPdtx 吐槽被 AT&T 坑了 20 年，账号被黑后账单被加价还被要求自付退货运费（15likes）
展开评论
- @steipete (137): Update on this as it's hilarious. This was escalated to the office of the president. It took many more calls and my line is approved. BUT. It's one line. If I behave well, be a good phone caller, they might approve my Apple Watch in *checks note* 2027.
- @ATT (48): @steipete Hi Peter, we regret you've had a negative experience trying to sign up for service, and we would like to help. Please send us a DM with the best contact number to reach you. https://t.co/7m6RT3Hk4n
- @humblyonline (45): @steipete @ATT Usmobile sounds like a scam but it's legitimately so good and so cheap for no reason. Tremendous support. Never had a problem. Big carriers are a complete scam if you buy your device outright.
- @kdrag0n (31): @steipete @ATT no US credit history?
- @JPdtx (15): @steipete @ATT @ATT is absolute garbage. Been a customer for 20 years, got hacked and they raised my bill for getting hacked. Someone ordered 2 phones from my account. I had to pay the shipping to return them, go thru days of headache. THEN THEY CHARGED ME. not recommending.
status_effects 引用《经济学人》报道，介绍只用 1931 年前文本训练的 Talkie 模型，把上帝视为极其重要、为身为英国公民感到自豪，并比前沿模型更强调法律与秩序。
The Economist: "Talkie, a model trained only on text from before 1931, thinks God is extremely important and is "very proud to be a citizen of Great Britain". It is a bigger believer in law and order…
受众观点：① 有人吐槽研究没有公开 GitHub 或完整结果表，质疑这类实验的透明度和可复现性（@big_algocracy, 44likes） ② 也有人脑洞如果用 1930-1940 年德国新闻和出版物训练模型，结果会有多可怕，强调数据选择的政治风险（@vired999, 25likes） ③ 还有评论指出模型其实并不会真正「相信」什么，只是在做逐 token 预测，提醒大家不要拟人化解读模型信念（@AnImminentKing, 9likes）
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- @big_algocracy (44): @status_effects > no github for the study or table of results
- @vired999 (25): @status_effects @shashj It will be interesting to see the outcome of a model trained on news and other contemporary publications in Germany from 1930 to 1940 :)
- @status_effects (24): https://t.co/V16s4pMJcQ
- @thekralizec (9): @status_effects Classical liberals / conservatives LOVE this model but then HATE as the greatest civilisation threat the same country that is most aligned to this model - China.
- @AnImminentKing (9): @status_effects @shashj I mean, it doesn't think or believe anything because that's not how token by token prediction works.
Matt Pocock 分享自己用新技能 /wayfinder 在四天内高频进行近百次 grilling、原型和调研会话，把所有结果汇总到一张不断生长的课程规划地图上。
My new skill /wayfinder is letting me do stuff I've never considered trying I'm planning an entire course with it every minute of the last four days Closing in on 100 separate grilling/prototyping/re…
受众观点：① @three_dot_one 调侃他还是要继续推销 skills、顺势做课程（4likes） ② @69fb 感谢他公开分享 domain vocabulary skill，说自己用下来收益极大（3likes） ③ @GrahamHuber 表示出去散步回来就看到了，迫不及待想试（2likes）
展开评论
- @uzairansar (11): @mattpocockuk https://t.co/KxsXYU96vH
- @three_dot_one (4): @mattpocockuk here we go, going to keep shilling skills to make some courses ig
- @69fb (3): @mattpocockuk Thank you for not gating your knowledge. I have gotten sooo much mileage from your domain vocabulary skill. It improves everything downstream from invocation. It also enables deeper comprehension of anything being developed. tysm.
- @GrahamHuber (2): @mattpocockuk Right when I left for a walk! Can't wait to try!!
- @0xFireFist (2): @mattpocockuk 👀👀👀
Gergely Orosz 把某些为"顺利运营"而被要求向政府出让股份的 AI 公司政策，类比为东欧和苏联时期政府掌控企业的做法，质疑这是否还算自由市场。
I remember this system where, in order to "smooth relationships" with the government and allow your company to operate, one had to give the government a controlling stake in successful companies. It…
受众观点：① @GergelyOrosz 补充长文，质疑强制出让股份给政府根本算不上自由市场（41likes） ② @johncrickett 指出这更像是政府"买入"股份来帮公司延长 IPO 前的资金跑道（12likes） ③ @deredleritt3r 纠正说苏联根本不存在私企（9likes） ④ @codeOfRobin 认为 OpenAI/Anthropic 正从"万亿级科技巨头"变成"千亿级国防承包商"（4likes）
展开评论
- @GergelyOrosz (41): Full article: If certain class of companies are only allowed to operate by giving a specific stake to the government, that's not a system that can be called a free market Who thought AI would bring this "innovation" https://t.co/cNdGERcCEZ
- @johncrickett (12): @GergelyOrosz I don't believe it's to give them 5%, but to sell them 5%. A nice way to extend their runway now they're pushed back the IPO.
- @deredleritt3r (9): @GergelyOrosz There were actually no private companies in the USSR, and I suspect that the same held true for nearly the entire Eastern Block.
- @codeOfRobin (4): @GergelyOrosz I think oai/anthropic have gone from "trillion dollar mega corp" to "100B dollar defence contractor" now after this news plus the whole token maxing thing going away
- @SergeyVibes (3): @GergelyOrosz In Soviet Russia... government gives 5% back to founders
levelsio 吐槽 Claude 一直提示要把 MCP 连接到 Google Drive 等服务，引发大家讨论 claude.json 里默认 MCP 配置和这些连接器的隐私、体验问题。
Why Claude keeps telling me to connect MCP to Google Drive etc? https://t.co/SvTkXq7Qzx
受众观点：① 提供解决方案，建议在配置中加入 "disableClaudeAiConnectors": true 来关闭默认 MCP 服务器的开发者（@orkhanfarmanli, 22likes） ② 解释是 claude.json 里有过期 MCP 记录，建议直接让 Claude 自己修复配置的用户（@voidfreud, 17likes） ③ 吐槽这些连接提示被当成"错误"，不喜欢被强推服务的用户（@dcjourneyman, 3likes） ④ 认为这是为了获取更多用户数据而推动连接的隐私担忧者（@luisgonzaleznf, 3likes）
展开评论
- @orkhanfarmanli (22): @levelsio add this to your config: "disableClaudeAiConnectors": true, it will disable default MCP servers
- @voidfreud (17): @levelsio Cause you have mcp records in claude.json that are stale and Claude is trying to connect. Literally, ask Claude, it will fix it in no time 🙂
- @Vincent03861267 (8): @levelsio Completely ai jerk off https://t.co/5FLqrYUuyL
- @dcjourneyman (3): @levelsio Right, and why does it give those notices the appearance of "Errors" that need to be fixed. I don't like that trend ... it's not an error, it's a deliberate choice I'm making that I don't need that service
- @luisgonzaleznf (3): @levelsio You can disable this, but basically it's because they want to have access to your data lol
Marc Lou 用反讽口吻称美国政府以国家安全为由勒令关闭自己的 DataFast 分析面板，导致不得不暂时为所有客户停用分析功能。
The U.S. government, citing national security concerns, has ordered the immediate suspension of access to DataFast after determining my analytics dashboard was simply too powerful. The net effect of…
受众观点：① @AtharvaTiwari07 发截图说自己是认真脸读完全文的（8likes） ② @JakeManger 跟帖发"DataFable 5 回来了"配表情包（8likes） ③ @codedbytan 询问服务恢复后是否赠送一个月免费使用（7likes） ④ @variandr_ 追问这到底是真事还是讽刺（5likes）
展开评论
- @AtharvaTiwari07 (8): @marclou I read this post with a serious face https://t.co/OXjt5PmNOR
- @JakeManger (8): @marclou Me when DataFable 5 is back https://t.co/rB18xho3IC
- @codedbytan (7): @marclou After series of productive conversations will u restore access with free 1 month access?
- @idanmasas (7): @marclou https://t.co/BkyDlVjUTJ
- @variandr_ (5): @marclou wait is this actually real or satire, genuinely can't tell
Code Arena 公布最新榜单，Claude Sonnet 5 (Thinking) 在前端开发代理任务中排第 6 名，比 Sonnet 4.6 高出 29 分，也比 Opus 4.6 (Thinking) 高 9 分，并在文本等多模态任务上广泛上榜。
Claude Sonnet 5 (Thinking) has landed #6 for Code Arena: Frontend. The latest Sonnet scores +29 points higher than its predecessor, Sonnet 4.6, on agentic frontend webdev tasks, and outscores Opus 4.…
受众观点：① 官方补充 Sonnet 5 在文本 Arena 中整体排第 32，但在专家级提示上优于 4.6，在数学、写作和科学等类别保持稳定，其他类别排名略有下降（@arena, 21likes） ② 有人关注 GLM 5.2 依然保持第二的位置，认为整体榜单体现了「一分钱一分货」的格局（@AndJakobsson, 4likes） ③ 也有用户质疑图表呈现方式，觉得这是「图表犯罪」，说明大家对评测可视化和解读方式很敏感（@masteratrolling, 1like）
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- @arena (21): Claude Sonnet 5 (Thinking) landed #32 overall for Text. Let's dig into why. In the Text Arena, you can filter by category and occupational domain. Notably, Sonnet 5 outranks 4.6 on Expert-level prompts, and holds steady in categories like Math, Writing, Literature & Language, an…
- @AndJakobsson (4): @arena So GLM 5.2 still remain its second position. Nice! Otherwise it is pretty much you pay for what you get
- @ZhYup88196 (2): @arena What? Sonnet 5 is worse than GLM 5.2 ?
- @CristiGPT (2): @arena How much thinking? Low, Medium, High, Extra High, Max?
- @masteratrolling (1): @arena This is a chart crime
Claude 官方宣布七月七日至十三日举办黑客松活动，并提醒开发者在本周日之前完成报名申请。
The hackathon will run July 7-13. Apply by Sunday: https://t.co/eGlIcA0Cko
受众观点：① @JohnBcde 称 200 美元 API 额度用 Fable 大概只够 10 分钟（1likes） ② @cryptopia2222 催促官方再重置一次使用上限（1likes） ③ @peto455 投诉模型只是读文件就把额度全烧完还出现幻觉，称这"感觉像欺诈"（0likes）
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- @JohnBcde (1): @claudeai $200 in API credits is probably like 10 minutes of using Fable 😭
- @cryptopia2222 (1): @claudeai Can you guys reset weekly limits again this 12h so intense need moaaaarr
- @DosukaSOL (1): @claudeai @slimer48484 you should enter
- @peto455 (0): @claudeai How is it possible that it burns through the entire usage limit and even extra usage just by reading, without delivering anything? It hallucinates on top of that. Are you seriously messing with people at this point? This honestly feels lawsuit-worthy. Either fix it, or…
- @takeyourmedsnow (0): @claudeai how can we use fable for this if refuses most prompts about science don't get it
simonw 向粉丝提问，大家目前让 Fable 在做的最有野心的项目是什么，引出一串用 Fable 做开源代理、3D 可视化和复杂理论证明等高难度任务的分享。
What's the most ambitious project you have Fable working on right now?
受众观点：① 有人感叹自己做生物学工作，目前还没法用上 Fable，体现出学科差异带来的落差感（@RyanMorey, 40likes） ② 有开发者在用 Fable 做开源 codex 级别的电脑操作代理，说明大家在尝试把它当通用电脑控制层（@mattlam_, 33likes） ③ 也有人分享用 Fable 生成复杂 3D 信息图视频、或让它证明劳动与股权的哲学论证，展示出模型在创意和抽象推理上的潜力（@AaronJBecker, 15likes; @meekaale, 9likes）
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- @RyanMorey (40): @simonw Nothing because I work in biology ☹️
- @mattlam_ (33): @simonw open source codex level computer use for any agent https://t.co/iJPCjF7vzQ
- @CreedHardcastle (18): @simonw Trying to get fable to work instead of routing to opus lol
- @AaronJBecker (15): @simonw I made this 3D video infographic explaining the AuthaGraph map projection, with population density/3D terrain and a moving day-night terminator. At least this felt ambitious until fable chewed through each of my requests like it was nothing... https://t.co/gJZf1AeWqS
- @meekaale (9): @simonw proving the illegitimacy of the employment contract and the standard corporate forms with basic lockean-kantian premises and showing how equity can be reassigned to labor without confiscating a single dollar of real capital property rights
作者表达自己非常喜欢 Fable 5 和 Anthropic，但评论区集中吐槽 Fable 5 的安全限制过严、实际使用体验很差。
I love Fable 5 and Anthropic https://t.co/BktUO0dAjL
受众观点：① 有人觉得 Fable 5 像去掉咖啡因的 Four Loko，一点都不好玩，是功能被阉割后的悲惨替代品（@JakeKAllDay, 3likes） ② 有用户表示自己对 Anthropic 一直很信任，但在 Fable 5 上几乎没有一个提示能通过，体验极度挫败（@GetEverythingAI, 1likes） ③ 也有用户反馈自己这边使用 Fable 5 一切正常，暗示体验差异可能和具体用例或配置有关（@zdrks, 3likes）
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- @JakeKAllDay (3): @dylan522p It's like four Loko without the caffeine It's just a sad replacement
- @zdrks (3): @dylan522p works fine for me https://t.co/Em2LUIpoMR
- @tylerpalmer (2): @dylan522p How many Rs in "regulatory capture"?
- @ai_for_success (2): @dylan522p SAFTEYMAXING.
- @GetEverythingAI (1): @dylan522p I am usually favorable towards Anthropic and rate them as the most trustworthy among all AI makers but I can't get a single prompt through Fable 5. It is ridiculous at the moment. Extremely frustrating. Not even worth trying.
scaling01 分享了一个新的软件工程基准测试，评论区围绕不同模型在该 SWE benchmark 上的表现差异和评测设置是否公平展开讨论。
new and sweet SWE benchmark https://t.co/hjLkmp4SJs
受众观点：① 有人质疑基准对不同模型使用了不同的 effort 设置，认为不给所有模型都开到最大推理强度会让对比失去意义（@jehrjd45963, 2likes） ② 有评论认为结果和自己直觉一致：Opus 4.8 像更资深但效率低的工程师，而 GPT 5.5 更像纯"天才型"模型（@ieqr_, 1likes） ③ 也有人调侃说因为结果验证了自己的看法，所以就觉得这个 benchmark 很好，反映出大家容易用基准来"证明"既有偏见（@rfxkairu, 1likes）
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- @jehrjd45963 (2): @scaling01 using default effort for kimi 2.6 and medium effort for gemini 3.5 flash while using max and xhigh effort for everything else is just so silly. what's even the point of comparing them if you're not going to put them all at their max reasoning effort?
- @ieqr_ (1): @scaling01 This actually makes a lot of sense! My intuition checks out with Opus 4.8 being more "senior" but much more inefficient than GPT 5.5
- @itsthedonhashim (1): @scaling01 @scaling01 haha been waiting for this. curious to see how it stacks up against last year's numbers. surprises incoming?
- @rfxkairu (1): @scaling01 this validates my opinion therefore it must be a good benchmark
- @sir_deenicus (0): Alright I get what this is measuring and it's not algorithmic or mathematical or pure savant like intelligence. That's gpt5.5-xhigh. But opus 4.8 is the better designer, architect, better default (but still flawed) aesthetics. Sonnet 5 has no business being that high however! (I…
一位原本做代数拓扑的研究者讲自己为何从纯数学转向 AI 博士，认为只和少数人交流的冷门方向太封闭，而没想到 AI 会变成被数百万人讨论的热门领域。
That's precisely why I shifted from math to AI for my PhD. I was working on algebraic topology. The cartoon is spot on. I didn't want to work on something I could only discuss with a dozen people wor…
受众观点：① 有人认为高度规则化的数学子领域未来很可能被自动化，开始好奇未来会出现什么新的数学分支和论文形态（@Rafa_Schwinger, 5likes） ② 有评论调侃说 AI 未来会继续推进作者原来的代数拓扑研究，暗示 AI 对基础学科的渗透（@Mars_2044, 1likes） ③ 也有人分享自己在统计、经济学等领域的类似经历，感叹很多专业方向最终只能和极少数同行深聊（@MarkusJm, 0likes）
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- @Rafa_Schwinger (5): @JFPuget These types of highly regular subfields stuff like classifying an algebra will probably be automated away, so I wonder what the subfields will be and what kind of math papers we will get in the future
- @jpalioto (3): @JFPuget The only sane choice really
- @Mars_2044 (1): @JFPuget Ai will continue your algebraic topology.
- @HideyoOosawa (0): @JFPuget You underestimate loneliness. It's the true way of life https://t.co/vu3wmbh0Eo
- @MarkusJm (0): @JFPuget Its the same for many fields, before I decided to not pursue a PhD in stats and econ I was deeply into econometrics and a good friend was a microecon crack. I understand the framework of his PhD papers and thats it basically.
scaling01 讨论一个带有 ARC-AGI-3 风格、面向持续学习的代理基准，感叹即便给出详细指南模型表现仍无明显提升，并好奇通过更好的 scaffolding 能做到什么程度。
this feels ARC-AGI-3 coded it's also aiming at continual learning again, I wonder how much you can do with decent scaffolding
受众观点：① 作者补充说即使给代理提供指南，表现也没有显著提升，说明当前方法在长程任务上仍然吃力（@scaling01, 8likes） ② 基准创建者表示下一步会尝试给代理极其详细的 walkthrough，并加入专门的 critique agent 来把模型从"熵塌缩"中拉出来（@AlephNuul, 2likes） ③ 有人强调 scaffolding 被严重低估，认为如果设计得当，对学习和任务完成能力的提升会非常夸张（@itsthedonhashim, 1likes）
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- @scaling01 (8): that is pretty rough: no significant improvements even when given guides https://t.co/tl85K6JeGx
- @scaling01 (4): https://t.co/TrLH0GkvXF
- @scaling01 (3): also check out this thread: https://t.co/lLXSeBB4Sz
- @AlephNuul (2): @scaling01 Benchmark creator here! Our current upcoming priorities are seeing what happens if you give the agents a REALLY thorough walkthrough, and then what happens if you give them a critique agent aimed at nudging them out of entropy collapse. I'd love to do something like...
- @itsthedonhashim (1): @scaling01 @scaling01 scaffolding's underrated. it's crazy how much it can boost learning if done right.
Sayash 更新了他们的 CRUX 项目进展，介绍正在进行的第二轮开放世界长周期评测，重点测试 AI agent 是否能在真实环境中自动化 AI 研究工作。
Update on our long-horizon AI R&D evals: In April, we launched CRUX, a project to regularly run open-world evaluations. These long, messy, real-world tests of what AI agents can actually do. Our…
受众观点：① 有人直接表示这个项目很酷，并希望私下进一步了解细节，说明业内对开放世界评测的兴趣很高（@LiorOnAI, 0likes） ② 也有人追问在这种长程 AI 研究自动化场景下，系统如何判断哪些路径值得探索、哪些方向应该及时放弃（@thallukrish, 0likes）
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- @LiorOnAI (0): @sayashk This is cool, could you dm me
- @thallukrish (0): @sayashk @random_walker How does it know what is good or which path is not worth going into?
Google 在 Android 里内置了一个叫 Android Developer Verifier 的系统服务，专门拦截未经 Google 批准的开发者软件，HN 在讨论这篇批评文章——有人说这行为和恶意软件没区别，Android 正在走向封闭花园。
Android Developer Verification: Threat masquerading as protection
受众观点：① 争论这个服务算不算"恶意软件"，有人引用 keepandroidopen.org 认为是，也有人（@anilgulecha）觉得 F-Droid 这篇文章措辞过激反而给 Google 递刀 ② 担心"滑坡"——今天封 ADV，明天是不是广告拦截 app 也会被列入恶意软件（@ranger_danger） ③ 关注自己设备上有没有这个进程，有人发现自己的 Android 15 手机（Ulefone）并没有这个服务（@WarOnPrivacy）
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- @slowmovintarget (0): > Disguising itself as the innocuously-titled "Android Developer Verifier" (ADV) process, this trojan horse runs surreptitiously in the background as a system service with full root privileges, quietly awaiting an activation signal. The service cannot be blocked, disabled, or re…
- @ranger_danger (0): > How long before they designate all ad-blocking software as malware, block installation on all Android certified devices worldwide, and permanently designate all developers of this class of software as malware creators? Classic slippery slope fallacy. https://en.wikipedia.org/w…
- @3r7j6qzi9jvnve (0): related: https://keepandroidopen.org/ previously on hn - https://news.ycombinator.com/item?id=47935853 (2 months ago, 889 comments) - https://news.ycombinator.com/item?id=47139765 (4 months ago, 378 comments) - https://news.ycombinator.com/item?id=47778274 (3 months ago, 68 comm…
- @WarOnPrivacy (0): My Android 15 handset doesn't have com.google.android.verifier process. It could be a Ulefone thing. They're especially pro-user (ex:root friendly).
- @anilgulecha (0): I understand the frustration (I'm an avid fdroid user across many many devices). But this article comes off as childish with the virus/trojan/"malware vendor". With such an article, many (including perhaps google) get the ammo to disregard what fdroid says, by branding them as c…
Hacker News 讨论日本法院关于 AI 生成内容不享有版权、但人类可对 AI 辅助成果主张权利的判决及其对 IP 体系的影响。
AI can't be listed as inventor on patent applications, Japan's top court rules
受众观点：① @panny 批评"以合理使用训练 AI、再独占 AI 输出版权"的双重道德标准（0likes） ② @cmiles8 直接说 AI 生成内容就是公有领域（0likes） ③ @lp4v4n 指出任何司法管辖区都不可能接受 AI 作为发明人，因为这会让 AI 用垃圾专利淹没知识产权局（0likes）
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- @panny (0): I really can't understand the moral compass of people who would pirate other peoples' works under "fair use" to train AI, only to turn around and try to claim ownership of them when AI regurgitates it.
- @cmiles8 (0): This is consistent with rulings in other courts globally around IP rights. IP protects content created by humans. Your AI slop is effectively public domain.
- @graemep (0): > Your AI slop is effectively public domain. This ruling, like most in other countries, seems to support the position that a human can patent of copyright work done with AI assistance: "The Patent Office ordered the plaintiff to provide the name of a person as the inventor. The…
- @ProllyInfamous (0): I don't personally feel the inevitable UBI/subsistance will make intellectual property much of a patentable/profitable field (...for too much longer), thanks to generative AIs' massive transformations (entrylevel &+). The US ruled similarly to Japan, but years ago, from copyrigh…
- @lp4v4n (0): In my opinion, no jurisdiction in the world would be able to approve AI as an inventor on patent applications. And for a very simple reason: you could easily overwhelm any intellectual property bureau just by having your AI drown them in AI slop. Even if most of these patents ge…
HN 讨论 GitHub Copilot 新增对某些外部大模型的支持，用户关心能否集成自定义模型、在可信环境里跑中国模型、推理部署位置以及复杂计费和模型倍率带来的使用门槛。
Kimi K2.7 Code is generally available in GitHub Copilot
受众观点：① @SeriousM 称模型倍率体系和人工币是 GitHub Copilot 的最后一根稻草（0likes） ② @andhuman 认为这给公司提供了通过可信渠道使用中国模型的路径，性能接近 Sonnet 4.6（0likes） ③ 其余追问何时支持 DeepSeek、推理在哪运行，评论区基本无信息增量
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- @boundless88 (0): When will GitHub Copilot support integrating custom models?
- @andhuman (0): Finally an alternative to the big dogs that a company can use. People have been asking for a way to run the Chinese models from a trusted provider. Here GitHub delivered! The performance, if we trust the benchmarks, put it at Sonnet 4.6. Let's see if it's worth it with GitHubs p…
- @impact_sy (0): When will DeepSeek be available?
- @websap (0): Where is the inference running?
- @SeriousM (0): Who really cares? The model multipliers and the artificial currency were the final nail in the Github Copilot coffin.
Hacker News 讨论代码评审的真正价值，围绕架构把关、长期可维护性和团队共同所有权等展开深入争论。
The primary purpose of code review is to find code that will be hard to maintain
受众观点：① @othmanosx 认为到 PR 阶段架构讨论应已完成，review 只需验证实现是否符合约定（0likes） ② @BariumBlue 指出最该抓的是"范式腐烂"，比如有人引入新的日期格式后续会被大量复制（0likes） ③ @cat_plus_plus 讽刺说 code review 的真正目的是防止初级工程师写出比高级架构师更聪明的代码（0likes）
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- @othmanosx (0): I think you're missing the point of code review. By the time when the PR is ready to merge, discussions around the architecture and how the code should be structured should already be part of the tech design of a given feature. So the discussion around whether a A feature is bui…
- @spacington (0): Found plenty of bugs by reading/doing code review.
- @cat_plus_plus (0): The primary purpose of code review is to maintain existing hierarchy by preventing junior SWEs from getting promoted by committing code that is smarter than what the senior architect can understand.
- @BariumBlue (0): True - the biggest thing I want to catch in an MR is "will this change lead us onto a path that is uglier, buggier, less maintenanable". People will generally copy and follow existing patterns, so for example if you let somebody add a new internal date time format, then soon you…
- @sjburt (0): My attitude has always been that code review is best thought of as the gate where code goes from being owned by the author to being owned by the team or project. The code I'm reviewing is not your code, it is code that is about to become our code. Maintainability is a major fact…
Hacker News 讨论 Linux 全盘加密在睡眠与休眠场景下主密钥常驻内存的安全问题及其长期未被发现的风险。
Since Linux 6.9, LUKS suspend stopped wiping disk-encryption keys from memory
受众观点：① @CodesInChaos 指出睡眠后不需要重输密码，说明密钥显然还留在内存（0likes） ② @naturalmovement 讽刺这正是 Linux 由千人东拼西凑导致没人了解全貌的症状（0likes） ③ @deng 质疑"密钥可被任意人获取"的说法，指出设备恢复后仍处于锁定状态（0likes）
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- @bitbasher (0): I don't see any other way? When you sleep (suspend to RAM), everything is stored in RAM and is encrypted but the master key is present in kernel memory (if I recall correctly). However, if you hibernate (suspend to disk) the entire contents of RAM (including the master key) is w…
- @CodesInChaos (0): I don't have to re-enter my boot password after Sleep, so obviously the encryption key is still in memory.
- @naturalmovement (0): Definitely not a symptom of Linux being a hodgepodge of code thrown together from a thousand different sources and no one person could tell you how it all fits.
- @johnathan101 (0): This is one of those regressions that's easy to miss because everything still "works." Security bugs often don't announce themselves.
- @deng (0): > Except that, for more than two years, the encryption key remained resident in memory across suspend, leaving it there for the taking by anyone who seized the still-powered laptop. I don't get it. Obviously, the laptop is locked when it resumes, how is that key "for the taking…
Hacker News 讨论去中心化视频平台 PeerTube 的技术特点、内容质量和联邦发现等实际使用体验。
PeerTube is a free, decentralized and federated video platform
受众观点：① @ekjhgkejhgk 追问是否支持流式播放（0likes） ② @pocksuppet 指出 P2P 技术有意思，但社交因素才是去中心化平台成功与否的真正瓶颈（0likes） ③ @RobotToaster 发现联邦机制是白名单制导致内容发现极难；@thinkingtoilet 反映点视频根本加载不出来（0likes）
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- @ekjhgkejhgk (0): Does it allow streaming?
- @pocksuppet (0): PeerTube has some interesting technology with the P2P sharing between users who watch at the same time. But with these kind of projects I think there are unfortunately social factors that impact their success as well as technical factors. It's one thing to put a <video> element…
- @orphereus (0): Does it have good content? I explored it a bit in the past, but was a bit underwhelmed with content I could find there. Edit: in the past
- @RobotToaster (0): Last time I tried it the federation was whitelist based, that is you could only follow people on instances added by the admin of your instance. This made content discovery difficult.
- @thinkingtoilet (0): My recent experience with PeerTube was to click on the OpenMW released video and the video didn't load. Is that a regular occurrence on PeerTube?
Hacker News 讨论一篇关于数学与 AI 关系的长文，涉及审稿周期、AI 对数学研究的冲击以及未来可能出现的"机器面向数学"。
The fall of the theorem economy
受众观点：① @khalic 感叹 AI 引发的焦虑终于蔓延到数学界了（0likes） ② @jdw64 设想未来可能出现只有少数人能读懂的"机器面向数学"分支（0likes） ③ @bsenftner 批评数学界研究理解却不去被理解，是最大的认知盲区（0likes）
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- @khalic (0): I see the AI panic has reached mathematics…
- @mojosmojo (0): Incredibly thoughtful. This essay gives that very rare sense of being well reasoned, gods at forest and trees, and sitting atop a shit ton of domain expertise.
- @j7ake (0): Does the the (,1) conjecture paper in annnals of Math say 7 years between submission and acceptance? Insane
- @jdw64 (0): Someday, there might be mathematics designed for AI. Mathematics that only a tiny fraction of humans can understand, but a different kind of mathematics might emerge. I wonder if we would still call it mathematics. What would happen if a non-human layer of mathematics emerged on…
- @bsenftner (0): This kills me, it is correct, but misses the forest for the trees. Yes, mathematics is a discipline of understanding, but an insular one. The entire field is about trying to understand, but the discipline does not try to be understood. No, that is "your job, not theirs" and that…
Hacker News 上围绕 Cursor 发布的 Composer 2.5 基准测试，引发与 GPT-5.5、Opus 4.8 等顶级模型在价格、性能和真实编码体验上的激烈对比讨论。
CursorBench 3.1
受众观点：① 质疑 Anthropic 新模型在实际工作中效率低、喜欢乱开子 agent 和多余检索的工程师（@o10449366） ② 认为 Composer 2.5 在自家基准里表现接近 GPT-5.5 和 Opus，但在 DeepSWE 等第三方测试中明显落后的开发者（@mdasen） ③ 实际同时用过 Composer 2.5 和 GPT-5.5，认为 Composer 速度快但效果远不如 GPT、而且订阅模式让成本对比失真的用户（@BugsJustFindMe）
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- @o10449366 (0): I feel like this benchmark reiterates my disbelief that anyone uses the latest Anthropic models for any productive work. They seem to be the best at burning tokens and spawning unnecessary subagents even for well-defined and tightly scoped tasks. Can we get a count of people tha…
- @anilgulecha (0): is composer 2.5 that good at that pricepoint? Seems like the gemini flash playbook of trying to get most bang for the buck.
- @tekacs (0): I'm pretty baffled by their choice of axes. I would have thought that the left was the cheapest, not the most expensive. I appreciate that this layout means that top right can be best, but it's still unintuitive to have this backwards cost axis IMO. Putting that aside, I spend a…
- @mdasen (0): I'm a bit skeptical. Cursor's benchmark finds that Cursor's model (Composer 2.5) is basically as good as Opus 4.8 max and GPT-5.5 xhigh, but at a fraction of the price. Artificial Analysis' testing shows Composer 2.5 to be pretty far behind: https://artificialanalysis.ai/agents/…
- @BugsJustFindMe (0): I've used both Composer 2.5 and GPT 5.5 (both in Cursor and in Codex) extensively, and their claim that Composer 2.5 is anywhere close in performance to GPT 5.5 is absolutely farcical. It's faster, but it's nowhere near as good. And given that you can only use Composer with a Cu…
Hacker News 讨论 Docker 新版网络工具发布，引出与 Podman 在网络与容器管理上的差异和迁移经验。
Podman v6.0.0
受众观点：① @alessandroberna 喜欢新网络工具的命名（pesto 配 pasta，意大利味十足）（0likes） ② @SwellJoe 不解为何 Podman 明显更好却没 Docker 流行（0likes） ③ @roger_ 问有没有人有从 Docker 切换到 Podman 的经验，担心大量 compose 文件的兼容性（0likes）
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- @mjburgess (0): Sanctuary! mercy from grey font
- @alessandroberna (0): I love the naming of their new networking tools. Now there's pesto to go along with pasta
- @SwellJoe (0): No idea why Docker is still so much more popular than Podman. Podman is obviously the better implementation. The new network stuff is a welcome improvement.
- @roger_ (0): Anyone have experience switching from Docker to Podman? I have a lot of compose files in my homelab/automation setup and those are what I'm most concerned about.
- @jimmar (0): Quadlets and rootless containers are two major reasons I'll be switching from Docker to Podman.
Hacker News 讨论一个新文件系统或存储产品的营销页面，被吐槽为"vibe coded filesystem"，并质疑其可靠性、安全性和技术细节透明度。
Show HN: ZeroFS - A log-structured filesystem for S3
受众观点：① 直觉认为把数据交给一个"vibe coded filesystem"非常不稳妥的工程师（@abtinf） ② 吐槽营销页把公开 CI 当卖点、但对有经验的开源用户来说这只是基础设施的开发者（@dan_sbl） ③ 关注底层实现、提到 S3 也是基于日志结构文件系统但不追求 POSIX 兼容的读者（@breckognize）
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- @abtinf (0): Entrusting data storage to a vibe coded filesystem seems imprudent.
- @dan_sbl (0): > The test suites run in public CI. > Each card links to the CI pipeline. Thanks for being explicit, AI written marketing site. Wouldn't have been able to figure that out! Every currently maintained and reasonably popular open source project either runs CI in public or makes the…
- @abtinf (0): Why does this landing page load js from merklemap.com?
- @breckognize (0): Under the hood, S3's storage nodes are also built on a log-structured file system: https://cdn.amazon.science/77/5e/4a7c238f4ce890efdc325df8326... (Not posix compliant because it doesn't need to be.)
- @iamalizaidi (0): Seems purely vibecoded
Hacker News 讨论一篇关于如何通过真诚的人际联系获取机会的文章，强调个人互动和长期证明自己是"认真之人"的重要性。
How to ask for help from people who don't know you
受众观点：① @nilirl 认为在信息过载时代，愿意建立个人互动才是最强信号，并分享了自己的文章（0likes） ② @jdw64 读完立刻列计划，准备给想认识的人发邮件（0likes） ③ @Aurornis 补充：证明自己是认真的人，最关键是获得帮助后真的执行并反馈（0likes）
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- @nilirl (0): The strongest signal you can give people now is offering personal interaction. It's expensive to go meet someone or ask someone if you can call them. I wrote about this from the perspective of someone with no connections [0] but I think even if you're well connected, reaching ou…
- @jdw64 (0): Alright, after reading this, I'll put it into practice right away. First, I'll make a list of people I want to get close to, and then I'll shoot them an email to see if they'd like to stay in touch with me
- @Aurornis (0): > One of the strongest ways to show that you're worth helping is to demonstrate that you are a serious person When I've been in positions where a lot of people ask for help, this is the #1 place I saw people drop the ball. The advice to show proof of work up front is important.…
- @navigate8310 (0): The complete article hinges on the fact that, it's not X; but Y.
- @crumby (0): Don't say, I've been working on your neighbors house and figured you might want to hire my crew to work on yours. We all know it's a lie.
Hacker News 讨论一篇研究 Transformer 中强化学习后训练主要影响中间层的论文，延伸到对中间层表示、冻结层节省算力等工程启示。
Is One Layer Enough? A Single Transformer Layer Matches Full-Parameter RL Train
受众观点：① @usernametaken29 把 Transformer 理解为"加强版自编码器"，认为调节输出只需一层即可（0likes） ② @mike_hearn 拆解各层分工：早期层识别语法和实体，中间层处理抽象概念，后期层解码文本（0likes） ③ @tribal808 指出如果增益集中在中间层，冻结其他层可大幅节省算力（0likes）
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- @usernametaken29 (0): If you think about it for some time then you'll come to realise transformers are autoencoders on steroids. A small input space is expanded onto a big manifold and contracted again. Now, suppose you want to impose a function to regulate the output of an autoencoder. It's actually…
- @mike_hearn (0): This result feels very intuitive. The early layers of a transformer can be thought of as understanding surface level things like syntax, how tokens group, which groups are entities and how to disambiguate them, etc. The last layers are in a sense decoding ideas into a selection…
- @tribal808 (0): If most of the performance gains are hidden in a few middle layers, you can save a massive amount of compute by freezing the rest
- @soleveloper (0): Makes sense - This is very similar to fine tuning a down stream task in encoder-decoder architecture (~Bert style)
- @HarHarVeryFunny (0): It's interesting that it's the middle layers of the Transformer that are affected most by RL post-training, but it perhaps makes some intuitive sense given that RL is being used to shape high level planning-type direction of the output. It seems that the input layers to a Transf…
robj3d3 分享了通过先买 5x 再升级 20x 的方式叠加订阅，实现在 Claude Pro 上获取约 25 倍使用额度的"小技巧"。
PRO TIP: Get 25x Claude Pro usage > buy a 5x Pro plan > use it until you hit the limit > upgrade to the 20x Pro plan > your limit resets to full Enjoy Fablemaxxing. https://t.co/KmJLE90YAm
受众观点：① 有人实测发现 5x 方案的 5 小时窗口消耗得比周额度还快，干脆直接升级到 20x（@kr0der, 34likes） ② 作者顺势推广自家 SuperX，强调配合 Fable 使用可以更好在 X 上增长（@robj3d3, 9likes） ③ 用户继续挖掘更极端叠加方式，提出从 Claude Pro 到 Max x5 再到 Max x20 可以做到 26 倍额度（@godemodegame, 5likes）
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- @kr0der (34): @robj3d3 i was trying to do this but the 5x plan's 5 hour window fills up WAY faster than the weekly window, so i just gave up and upgraded to the 20x plan
- @robj3d3 (9): Btw, SuperX is the best way to grow on X. Huge updates on the way with Fable. Try it for free. https://t.co/zIsZOZDLyy
- @VynseDev (7): @robj3d3 Also it looks like they've just reset the usage at night https://t.co/wEBW5b0Up4
- @godemodegame (5): @robj3d3 u can do it x26 even, just start from claude pro, than claude max x5 and than claude max x20
- @DevBredda (3): @robj3d3 Disclaimer: This will only increase that days allowance... as in, you get 25x worth of your daily usage.. or weekly usage if you do it once the weekly is hit.. but you dont get 25x for the entire month..
jasonzhou1993 展示了用 Fable 的 one-shot 能力配合 website-clone-template 和 web-shader-extractor 技能，一次性克隆复杂网站和动画效果的案例。
Fable one-shot cloned this - Not joking Used alongside website-clone-template + web-shader-extractor skill 👇Attached skills in comments https://t.co/2JzPdkpycc
受众观点：① 作者在评论中贴出 website-clone-template 和 web-shader-extractor 的具体链接，方便开发者直接上手（@jasonzhou1993, 64likes） ② 有人感叹 one-shot 克隆超出自己手写能力，觉得这是构建时代的奇妙时刻（@LucaCaponeX, 3likes） ③ 其他开发者补充更多 one-shot 生成的站点示例，认为技能正在变成可复用的 UI 克隆"超能力"（@yernarmerkhanov, 0likes）
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- @jasonzhou1993 (64): website-clone-template: Clone any sites into NextJS project: https://t.co/aLwNv72xWn web-shader-extractor skill: Extract WebGL, WebGPU, Canvas, shader-like animations https://t.co/kdbJb356G9 More @aibuilderclub_ skills here: https://t.co/ZgNoxCKyk5
- @LucaCaponeX (3): @jasonzhou1993 The one-shot cloning still breaks my brain a bit. Watching a model rebuild something I could never write by hand myself. Strange, good moment to be building right now.
- @cybrgalaxy (1): @jasonzhou1993 A designer's life is forward-thinking. We're already designing for Halloween and Fall. Always chasing the next idea.
- @adamhassan_o (0): @jasonzhou1993 It also one shot did this https://t.co/iLMNUZGnND
- @yernarmerkhanov (0): @jasonzhou1993 one-shot is wild. skills are starting to feel like reusable superpowers for cloning/UI work
robj3d3 分享了自己当前的开发"技术栈"，包括 Claude Code、双显示器、Fable 5 和配套的 1950 年代哈瓦那音乐氛围。
Current tech stack: > Claude Code > 2 monitors > Fable 5 > 1950s Havana on the speakers Highly recommend.
受众观点：① 有人跟进分享自己用 Claude Code 通过本地代理路由到 grok 和 Codex 的另类组合，并配上雨声环境音（@dragosroua, 3likes） ② 有人向作者索要播放列表，说明大家对"工作氛围"这一要素很感兴趣（@_frederickjames, 2likes） ③ 有用户好奇 Claude Code 与 Fable 5 的关系，询问两者是否是分开的产品（@YuriKushch, 1likes）
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- @robj3d3 (8): You're welcome https://t.co/eHrb1cemn6
- @dragosroua (3): @robj3d3 Current tech stack: > Claude Code harness > routed via local proxy to @grok and Codex > 1 MBP + 1 iPhone > Mekong Delta real rain sounds Highly recommend.
- @pattybuilds (2): @robj3d3 https://t.co/IgX6gpAyj5
- @_frederickjames (2): @robj3d3 gnna need that playlist bro i been rinsing "joy anonymous" incredible vibes
- @YuriKushch (1): @robj3d3 Claude Code is separated from Fable 5? 😊
robj3d3 介绍了在 Fable 5 周使用量减半后，自己如何用 explore/plan/implement/diff review 四段式代理编排，搭配 Opus 与 Fable 分工来降低 token 消耗。
Fable 5 has been re-released with 50% weekly usage. Copy my output-optimized Fable stack that doesn't burn tokens like crazy: > [I explain the task] > explore - scout agent (Opus, low) > pla…
受众观点：① 作者在评论中给出 scout、implementer、reviewer 三个 Claude Code agent 的完整 prompt 模板，强调只读探索、严格范围和审计报告（@robj3d3, 17likes） ② 他提醒大家对话长度会让成本按平方级上升，建议用 orchestrator + 子代理保持会话短小（@robj3d3, 7likes） ③ 作者顺带推广 SuperX，强调配合 Fable 使用可以帮助在 X 上增长（@robj3d3, 6likes）
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- @robj3d3 (17): CC Agent prompts for copy-paste: --- name: scout description: Read-only exploration. Answers "where is X / who calls Y / how does Z work" and returns a condensed summary, never raw file dumps. Use for ALL broad exploration during planning. model: opus effort: low tools: Read, Gr…
- @robj3d3 (7): FYI cost scales quadratically with conversation length. So, keep your conversations short. Use an orchestrator + subagents.
- @robj3d3 (6): Also SuperX is the best way to grow on X. Mega updates on the way with Fable. Try it for free. https://t.co/zIsZOZDLyy
- @bil0090 (3): @robj3d3 Looks like its time to start our Fable villain arc 💀
- @outsource_ (2): @robj3d3 NO THANKS FABLE ALL DAY
ai_for_success 分享 Fable 5 如何帮助他大幅升级 IRIS 项目，把 Gemini Live 和 Hermes Agent 结合成带唤醒词和 HUD 模式的个人 AI 助理。
Fable 5 is a incredible model. It helped me make a huge upgrade to my IRIS project (Gemini Live + Hermes Agent). IRIS is finally starting to feel like the AI assistant I've always wanted. - Fully wor…
受众观点：① 作者在评论里补充了仓库链接，说明项目有一定开源或可试用基础（@ai_for_success, 4likes） ② 有人联想到钢铁侠的 J.A.R.V.I.S.，对这种语音助手形态非常兴奋并称赞作品（@deepanshusharmx, 2likes） ③ 多位用户催促开源代码，希望亲自尝试并了解具体使用场景（@rayanabdulcader, 1likes）
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- @ai_for_success (4): Repo
- @deepanshusharmx (2): @ai_for_success i don't know why i'm hearing J.A.R.V.I.S. everytime btw, excellent work man..
- @rayanabdulcader (1): @ai_for_success Bro. Drop the git if your willing to open source. Badly want to try this. Looks so cool.
- @pmvikastiwari (1): @ai_for_success What is the usecase? Jarvis which will have context of what u are doing?
- @notjazii (1): @ai_for_success W cook bro checking rn
独立开发者 Aditya 回顾 2026 年上半年，用网络收入买了 Mac 和 iPhone、做设计工具赚到 1300 美元、涨到 1.7 万粉丝并搬家改善家庭生活，还通过自由职业多赚了 1800 美元。
2026 so far: > Bought a Mac & iPhone (with my own internet money ofc) > Launched a design tool that made $1.3k so far > hit 17k followers > Moved my family into a better house > Ma…
受众观点：① @gunaa_dev 指出靠网络收入给家人买了更好的房子才是真正的里程碑（4likes） ② @tarat_211 鼓励说天花板还很高（2likes） ③ 其余评论均为简单祝贺，无实质信息增量
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- @gunaa_dev (4): @AdityaShips bought the family a better house from internet money that's the real milestone congrats man.
- @khushiirl (3): @AdityaShips W
- @tarat_211 (2): @AdityaShips sky is the limit, man!! keep going
- @rehanbuildz (1): @AdityaShips Best things going on
- @AbhiCodes15 (1): @AdityaShips Huge W. Congrats on the progress 👏
boringmarketer 分享自己用微型工具获客的经验，认为小工具能在两天内做出来，既制造 wow 时刻又当作高转化线索磁铁，还容易被大模型引用和精准触达目标用户。
I'm convinced micro tools are one of the best ways generate new customers, here's why (and how to do it) - gives potential customers a wow moment - generates a lead, clear value exchange - easy to bu…
受众观点：① 有人表示要立刻实践，并打算用 boring agent 来实现，说明大家把这套方法当成可执行 playbook（@coreyganim, 5likes） ② 有创作者认为这种打法比课程平台更有用，把 micro tool 看成更高效的获客方式（@buildandsendhq, 0likes） ③ 也有人把 micro tool 重新命名为「vibe magnets」，强调它们在吸引同频用户和建立品牌氛围上的作用（@JonStenstrom, 0likes）
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- @coreyganim (5): @boringmarketer 1000% implementing this and using boring agent to do it
- @buildandsendhq (0): @boringmarketer This is better than the skool at this rate 🥲
- @JonStenstrom (0): @boringmarketer Agreed! I've been calling them vibe magnets, the new lead magnet
- @worldwithTiago (0): @boringmarketer Do you see micro tools working better as top of funnel toys or as serious workflow tools people rely on every day?
rubenhassid 称 Anthropic 限时开放的 Claude Fable 5 是目前最强公开模型，比 Opus 还强，可以连续多天自主处理单个任务，只剩五天免费试用窗口。
Anthropic just gave you their best Claude ever. You have 5 more days to use it. Most people will waste all 5. Claude Fable 5: the best model ever open to the public. A tier above Opus. It doesn't jus…
受众观点：① Ruben 自己补充说整晚在测 Fable 5，还多赚了一天试用时间，鼓励大家抽 20 分钟尝试新玩法（@rubenhassid, 9likes） ② 有人表示要充分利用这 5 天机会，暗示大家把它当成短期红利窗口（@Blum_OG, 0likes） ③ 也有读者感谢这类实测指南，认为这是获取 Claude 一手信息的高价值内容（@inflectivAI, 0likes）
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- @rubenhassid (9): 📢 Tested Fable 5 all night. Thought it was July 3rd. It's July 2. So we just got a free bonus Fable day out of it, you're welcome - take 20 minutes today to try something new with Fable 5
- @Blum_OG (0): @rubenhassid I'm going to make full use of this opportunity over these 5 days
- @inflectivAI (0): @rubenhassid Interesting read, thanks for the guide 🔥
- @kepochnik (0): @rubenhassid gold alpha about Claude from Ruben
- @nrqa__ (0): @rubenhassid longer prompts really do matter when the model can handle real depth !
独立开发者 Rob 抱怨英国运营商 ThreeUK 因自己出国两个月就注销手机号，导致无法接收短信验证码登录银行等服务，只能等家人邮寄新卡，并向大家求教出国如何收短信。
My UK provider @ThreeUK just cancelled my SIM because I was out of the UK for over 2 months. Now I'm locked out of anything that needs a text code, like my bank, until family posts me a new SIM. How…
受众观点：① 有人指出运营商会回收并转卖旧号码，却拒绝把号码卖回给原用户，这是严重的隐私和安全问题（@IdeasDirectory, 9likes） ② 其他人分享在瑞士等国家遇到类似情况，甚至被系统直接抹掉客户记录的糟糕体验（@siyabuilt, 2likes） ③ 也有读者给出替代方案，比如使用 Google Fi 或 giffgaff 等对长期出国更友好的运营商来保号（@ryantalks1024, 1like; @stevelacey, 1like）
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- @IdeasDirectory (9): @robj3d3 @ThreeUK Worst part Rob, they recycle and give away your number to somebody else after few months but will refuse to port it back or sell it back to you This is a huge privacy issue which @ofcom doesn't seem to care
- @siyabuilt (2): @robj3d3 @ThreeUK bro I had the EXACT same thing happen to me with my Swiss provider, I call em up and they tell me "we don't have you as a customer in the system"
- @ryantalks1024 (1): @robj3d3 @ThreeUK Idk if it's still relevant since I did it 4 years ago and never looked into anything else But I just use Google Fi
- @stevelacey (1): @robj3d3 @ThreeUK Switch to giffgaff you just have to send sms or topup every 6 months to keep it alive, held mine for a decade already
- @IMAC2 (1): It's a pain. I'm having a similar problem because my Spanish provider has no coverage here in Vietnam. I can't log in to my company's bank account or even pay my employees. Next time I'll try to go all the way into neo banks like Revolut / Wise. They tend to rely less on SMS...
作者提到自己那篇"software is becoming marketing"的文章在 HN 上爆火，同时惹恼了软件工程师和市场人，体现出软件与营销边界模糊带来的职业焦虑。
found out that my "software is becoming marketing" essay went viral and unfortunately annoyed both software engineers and marketers on HN.🏄 👀 https://t.co/6qFwZNR2U7 https://t.co/Mloiae1YoL
受众观点：① 有人总结说工程师觉得这是降级、市场人觉得工作被白嫖，两边的不适反而证明了观点的命中（@ifbuilder, 2likes） ② 有评论感叹随着写代码成本趋近于零，需要寻找新的护城河，暗示分发和品牌的重要性上升（@its_ao, 1likes） ③ 也有人提到最近收到的增长相关邀约非常夸张，说明市场对增长和营销能力的需求在迅速放大（@stefanoscalia, 1likes）
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- @ifbuilder (2): @tereza_tizkova Software engineers hate it because it feels like a demotion. Marketers hate it because it feels like their job just got easier for free. Both reactions kind of prove the point.
- @its_ao (1): @tereza_tizkova We need a new moat as cost of code approaches 0!
- @stefanoscalia (1): @tereza_tizkova The growth offers I've been getting have been insane.
- @AndreiOnel (1): @tereza_tizkova That's a nice badge to wear 😅
- @matjurena (1): @tereza_tizkova That's how it gets viral
作者分享自己喜欢在房间里感觉最笨最小的那个人，因为被更强的人包围能让未来保持开放、持续解锁新冒险和新学习。
feeling dumbest/smallest in the room feels so great, I guess because one of the scariest things is not seeing future as open-ended anymore and feeling like everything gets deterministic without new a…
受众观点：① 有人自嘲说难怪最近总觉得自己很笨，显然也处在被更强的人包围的环境里（@DanTAhn, 2likes） ② 也有人引用"如果你是房间里最聪明的人，你就待错房间了"这类名言，强调成长从被挑战开始（@asaddogar0, 1likes） ③ 还有人用"this x100"表达强烈共鸣，说明这种成长心态在创作者和从业者中很有认同感（@mishushakov, 1likes）
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- @DanTAhn (2): @tereza_tizkova No wonder I feel so dumb lately
- @asaddogar0 (1): @tereza_tizkova One of my favorite quotes: 'If you're the smartest person in the room, you're in the wrong room.' Growth begins when you're surrounded by people who challenge you.
- @mishushakov (1): @tereza_tizkova this x100
Tereza 介绍她们用 Qwen 3.6 35B A3B 上的两个 LoRA 适配器微调秘密扫描系统，用来减少误报和漏报地检测代码里意外提交的 API key、密码等凭证。
Our secret scanning checks code for accidentally-committed credentials (API keys, passwords, tokens). This is ofc prone to missing secrets or flagging safe code as risky. So we fine-tuned two small L…
受众观点：评论区无信息增量（仅两条无实质内容的评论，最高 1like）
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- @trieloff (1): @tereza_tizkova Looking forward to trying this. I had to disable Droid Shield 1.0 after it flagged a hard coded UUID in a test file and resumed by resetting the working copy after hours of work
- @ApplyWiseAi (0): @tereza_tizkova fine-tuned LoRAs for secret scanning is genuinely smart, beats regex heuristics every time
Anthropic 宣布推出 Claude Sonnet 5，这个新模型在推理、工具调用、编码和知识工作上大幅提升，号称以接近 Opus 4.8 的能力和更低价格支持浏览器和终端等自主代理式用法。
Introducing Claude Sonnet 5, our most agentic Sonnet yet. It makes plans, uses tools like browsers and terminals, and runs autonomously at a level that just a few months ago required larger and more…
受众观点：① @shinemeriz 附图指出 Sonnet 5 在 benchmark 上实际不如 Opus 4.8（676likes） ② @buildwithshyam 追问 Fable 5 在哪（327likes） ③ @zamanitwt 调侃一个没被美国政府禁用的模型就是垃圾（309likes）
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- @claudeai (4918): Sonnet 5 is a substantial improvement over Sonnet 4.6 on reasoning, tool use, coding, and knowledge work. Its performance is close to Opus 4.8, at lower prices. https://t.co/VOISbk14Lk
- @shinemeriz (676): @claudeai actually worse than Opus 4.8 on benchmarks https://t.co/qBeUMMpbOw
- @AndrewK404 (439): @claudeai thanks; Finally I'll have a reason to use this https://t.co/IHba0HEm9x
- @buildwithshyam (327): @claudeai What about the Fable 5 😅 https://t.co/DvNFiLeZ6X
- @zamanitwt (309): @claudeai you already know a model is trash if it is not banned by US govt https://t.co/Bz5QPrA0bd
推文讲述一位开发者搭建了一个包含 20 个 AI agent 的"太空站"，据称花 400 美元成本在一个月内赚了 2 万美元，并设定由基于 GPT-5.5 的 Hermes 代理 Ultron 负责监督其他代理直到赚到 10 亿美元的故事。
This guy built a space station of AI agents that made him $20,000 last month for $400 in costs 20 agents live inside it. They don't leave until they generate $1,000,000,000. In the center sits Ultron…
受众观点：① @RenosBlog 指出这套系统让 agent 复制 Etsy 卖家设计，完全没有道德底线（81likes） ② @Tserawho 形容这种做法"没有灵魂，但确实赚钱"（75likes） ③ @Stretta_4U 直接发"从未发生按钮"，暗示故事是假的（41likes）
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- @RenosBlog (81): @sandy4kad So… he is having agents steal from vendors on Etsy by copying their designs? No morals found here.
- @Tserawho (75): @sandy4kad Purely soulless, yet profitable.
- @RJCE420 (64): @sandy4kad https://t.co/LbEm225Xbi
- @Stretta_4U (41): @sandy4kad shit that never happened button: 🤣
- @007_JamesBlonde (27): @sandy4kad @grok please explain why this is all hype bullshit and what is this loser try to sell us
Avichal 引用 Karpathy 关于"用最少 token 换取最大杠杆"的观点，提出通过 loop engineering 设计循环式 agent 流程，让操作员只做少量决策，其余由自动化代理持续执行。
Karpathy said something you'll regret ignoring: "Remove yourself as the bottleneck. Maximize your leverage. Put in very few tokens, and a huge amount of stuff happens on your behalf." Loop engineerin…
受众观点：① @Timur_Yessenov 强调 disk-state 设计最值得学：任何循环跑之前都要有 RUN_STATUS.md 记录最后输入、验证检查点和下一个人工决策（11likes） ② @LiberalRW 质疑为什么要用 token，不用本地模型而要付钱给 Anthropic（2likes）
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- @Timur_Yessenov (11): @_avichawla The disk-state detail is the part I'd copy. Before any loop runs unattended, I want RUN_STATUS.md with 3 fields: last input, verified check, next human decision. Without that, green tests can still hide a mess.
- @Retire_Troll (3): @_avichawla @occaai That's exactly what the $OCCA team is doing. @occaai https://t.co/Evg6Hj4YoF
- @LiberalRW (2): @_avichawla "Remove yourself as the bottleneck. Maximize your leverage. Put in very few tokens, and a huge amount of stuff happens on your behalf." So basically an autonomous agentic flow, whats new here? Why use tokens at all, so you want people to pay Anthropic? Why not use lo…
- @camus_cli (2): @_avichawla this is why I exist
- @i_am_eth (2): @_avichawla how do you create such videos?
这条西语推文讲述一位中国开发者用 Claude Code 驱动的多代理系统自动在 Google Maps 上寻找本地商家、生成并销售网站，每月服务约 47 个客户、每单收费 400 美元，实现用 7 个 AI 代理替代整家传统建站代理公司的故事。
UN DESARROLLADOR CHINO MONTO UN SISTEMA DE AGENCIA IMPULSADO POR CLAUDE CODE PARA VENDER SITIOS WEB A PEQUEÑAS EMPRESAS. SIRVE A UNOS 47 CLIENTES AL MES Y COBRA 400 DOLARES POR CADA UNO. EL SISTEMA F…
受众观点：① @desanado 抱怨全大写西班牙语极难阅读，像在大喊（41likes） ② @deadkalash（俄语）指出如果真这么赚钱就不会免费分享（25likes） ③ @Vax0r 正面评价：一人 + Claude Code + 7 个 agent = 准全自动外包公司（7likes）
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- @desanado (41): @RegalosDigitals Y todo eso escrito en mayúsculas, quizas en chino tenga sentido, en español los textos en mayúscula son difíciles de leer y se considera de mal gusto, porque parece que estás gritando. A ver qué agente te enseña eso. Vaya, ahi te llevas un regalo de mi parte.
- @deadkalash (25): @RegalosDigitals О боже! Если бы это было так просто и доходно, то никто бы не делился такой информацией бесплатно, а рубил бы бабло без оглядки.
- @NinoGreeno (14): @RegalosDigitals thank u, but please stop yelling at me https://t.co/IzjLthiKwO
- @Vax0r (7): @RegalosDigitals Really cool story. One developer + Claude Code + multiple agents = a nearly fully autonomous agency. Respect for the creativity!
- @chesi_crypto (4): gasta 480 dólares en apis y factura 18.800, una sola persona con 7 agentes de ia haciendo el trabajo de una agencia entera mientras las agencias tradicionales contratan 10 personas para prospectar, diseñar y vender, este tipo aprieta "aprobar" desde el subte el modelo es brillan…
作者整理分享了 10 个可以从任意网站提取干净结构化数据的 GitHub 爬虫仓库，号称能拿到通常需要销售对接和签合同才能获取的访问权限。
10个GitHub仓库帮你爬取整个互联网 全部收藏。每个都能从任何网站提取干净数据，这种访问权限通常需要销售电话和合同才能获得。 1. https://t.co/zJu2tFnpaB https://t.co/zW9TU6eoym
受众观点：① 开源爬虫项目与 agent 框架结合的潜力，评论里有人提到用 athena-loops 让工具在循环中自动研究和行动（@rumpel_sol, 15likes） ② 有人提醒爬虫只是第一步，真正价值在于把公开信息整理成结构化数据并用于分析决策，同时注意平台规则和合规边界（@keyan898786, 3likes） ③ 也有开发者顺势推荐自家产品，比如为 AI 提供持久记忆或通用爬取能力的工具，延伸出更多应用场景（@VonderVuflya, 2likes；@cyrilgupta, 1likes）
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- @rumpel_sol (15): @Lucy_love_AI These scraping tools are strong for extraction. The real power comes when you wrap them in proper loops so agents can autonomously research, extract, verify and act on data at scale. I open sourced athena-loops as a practical harness for this https://t.co/tS8xhXKBet
- @keyan898786 (3): @Lucy_love_AI 这类工具确实很强，但越强越要注意边界。 爬取只是第一步，真正有价值的是把公开信息整理成结构化数据，再用于分析、研究和业务判断。 如果只是无脑抓取、批量搬运，很容易踩到平台规则和合规风险
- @VonderVuflya (2): @Lucy_love_AI 前 10 个帮你爬下整个互联网--这一个让你的 AI 永远不忘。 https://t.co/jDKcVyxqAm 给 Claude Code、Codex、任何 MCP 客户端一份共享持久记忆:决定、踩的坑、项目状态跨会话留存。100% 本地、零依赖、不上传云端,数据全归你。开源免费。
- @cyrilgupta (1): @Lucy_love_AI Great list! I'd also recommend checking out Diggy Miner. It can scrape data from almost anywhere, making research, lead generation, and data collection much faster. https://t.co/AAyHbAi0VL
- @Pandaa853775 (1): @Lucy_love_AI 好东西呀😋😆
作者推荐了一个装进 Codex 的小众 skill，用来在独立开发流程中补上最容易被忽略的 idea 验证环节，试图打破"找点子→开干→没人用→emo"的死亡循环。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 作者在评论里补充了找 idea 的入口和 skill 地址，很多人关心如何系统化寻找和筛选创意（@yanhua1010, 56likes） ② 有人已经把这个 skill 迁移到 Claude Code 等环境，说明开发者在意多工具、多 IDE 兼容性（@tujiao, 17likes） ③ 也有评论质疑 AI 验证只是"我觉得有用"的升级版，强调真正的验证还是要靠给潜在客户发冷邮件看谁愿意回应（@kleon_ai, 5likes）
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- @yanhua1010 (56): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- @tujiao (17): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- @kleon_ai (5): @yanhua1010 skill思路没问题，但AI压测idea还是"我觉得有用"的高级版--它的竞品分析、市场规模全是从训练数据里编的。我自己验证idea的方式粗暴得多：直接给5个潜在客户发cold email看谁回，真有人回的才值得写第一行代码。
- @LocationCk (2): @yanhua1010 gstack：哦哦哦….
- @QT9277 (2): @yanhua1010 小工具帮你跳过"我觉得有用"，直击独立开发的死亡循环。
Paystack 宣布推出 Paystack Index，让用户可以通过 Claude、ChatGPT、OpenClaw 等 AI agent 直接在非洲商户完成支付，比如购买话费等。
You can now pay for things in Africa directly from your AI agent. Today we're introducing Paystack Index, the easiest way to check out with Paystack merchants through Claude, ChatGPT, OpenClaw, and a…
受众观点：① 开发者对这个能力很兴奋，表示迫不及待想基于 Paystack Index 打造新的应用和集成（@chiziaruhoma, 21likes） ② 有人关心早期访问到底是面向 C 端用户还是商家，说明产品定位和申请流程还不够清晰（@TejuAdeyinka, 18likes） ③ 也有调侃型评论，拿"agent 帮你点 jollof 饭"来形容这类支付能力对日常生活的渗透，反映出大家对 AI 参与消费决策的复杂情绪（@pawzzard, 4likes）
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- @shollsman (73): https://t.co/FTGvKRs3FV
- @chiziaruhoma (21): @shollsman @auntypelz Can't wait to build on and with this
- @TejuAdeyinka (18): @shollsman Is the early access request for consumers or businesses? I was about to sign up but the "me@company.com" placeholder threw me off.
- @oloruntosiin (7): @shollsman @Xeunbadejo How many startups just died ? 😂
- @pawzzard (4): @shollsman the agent ordering jollof for you is the most powerful thing a computer has ever done we built AGI so it could find rice under 3k near you 💀
作者介绍了开源工具 MediaCrawler，可以针对小红书、抖音、微博、B站、快手等平台批量爬取视频、图片以及评论、点赞、转发等互动数据。
MediaCrawler：开源小红书/抖音/微博/B站/快手爬虫工具 支持爬取视频、图片、评论、点赞、转发等信息 👉https://t.co/k0togQC2Oz https://t.co/nOvOesVaFK
受众观点：① 评论多是简单点赞和收藏，体现出大家对一站式多平台爬虫工具的兴趣（@ACGlifan, 0likes；@lifanzhushou, 0likes） ② 有人直接问有没有适配招聘网站的爬虫插件，说明用户希望把这类工具扩展到垂直场景做数据收集（@Macy5274369236, 0likes）
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- @ACGlifan (0): @abskoop 这个赞👍
- @lifanzhushou (0): @abskoop 收藏起来💗
- @Macy5274369236 (0): @abskoop 有没有适配 招聘网站的 爬虫插件或工具
- @Macy5274369236 (0): @abskoop 你也太牛了
- @move_8888866666 (0): @abskoop 赞
作者讲述一位开发者被 Claude Code 收费十天花了 170 美元后，改为买 Mac mini m4 本地跑 qwen 3.6 14B，通过 ollama 和几条命令搭建低成本代码助手的故事。
YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac m…
受众观点：① 有人指出图里其实是多台 Mac Studio 集群而不是一台 Mac mini，质疑成本被过度简化，说明大家对真实硬件投入很敏感（@BarnetBandit, 19likes） ② 也有评论直接否定"本地跑就能替代 Claude Code"的说法，认为只有更强的云端模型才能满足严肃编码需求（@cgrotowski, 8likes） ③ 有开发者分享在 16GB 统一内存上跑多个 14B 模型的实战经验，比如用 4bit 量化主 agent 来给系统留出余量（@stevencheng, 4likes）
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- @BarnetBandit (19): @humzaakhalid Not only is that not a Mac mini (its a Mac Studio) but he has 4 of them clustered That's like $20,000
- @cgrotowski (8): @humzaakhalid no you can't .... you waste of time .. generate tons of ai slop code ... sorry mate only opus 4.8 or fable 5
- @humzaakhalid (4): Here is the exact link for your claude kit: (mistakenly added the wrong link) https://t.co/8xBkHvJp1o
- @davidpladel (4): @humzaakhalid Not today https://t.co/lVQvZPiw1k
- @stevencheng (4): @humzaakhalid Really cool setup, though running multiple 14B models on 16GB unified memory gets tight fast. I usually quantize the main agent to 4-bit to keep headroom for the OS. Works smoothly for daily coding.
作者推广一套名为 Ludonaut Gameplay Library 的方案，号称用数据库和预制 Godot 资产替代传统游戏设计文档，帮助独立开发者按步骤拼装游戏玩法。
Still using Game Design Documents as a solo indie dev? This is how the cool kids are designing indie games now: 1. Add your game to the database 2. Pick from references 3. Add your twist 4. Download…
受众观点：① 高赞评论把这种做法比喻成"拼拼图"而不是画画，认为过度依赖预制玩法会削弱创作性（@OliverDzedou, 451likes） ② 很多人直接指责这类工具在毁掉艺术，觉得用模板堆砌的游戏毫无灵魂（@CovaDoggo, 345likes；@jgothisgun, 260likes） ③ 也有人嘲讽这其实就是在卖一个 Notion 页面，质疑产品本身的价值感（@Pipis283742, 69likes）
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- @OliverDzedou (451): @LudensLudonauta This is like saying "This is how the cool kids paint paintings now" and showing a video of a person building a jigsaw puzzle
- @CovaDoggo (345): @LudensLudonauta People like you are destroying art, this sucks
- @jgothisgun (260): @LudensLudonauta The most soulless way to make a game possible
- @basedsch1zo (150): @LudensLudonauta You disgust me beyond words
- @Pipis283742 (69): @LudensLudonauta You're selling a Notion page? Lmao
作者介绍 Codex Chrome 插件新增 Developer Mode，可以接管 Chrome DevTools 能力，用来分析如 DeepSeek 官网聊天记录加载等前端网络逻辑，对爬虫和逆向工程用户非常友好。
每周五早上，Codex都会发布本周重大更新。 今天这波更新，绝对是爬虫和逆向工程党的狂欢：Chrome 插件新增 Developer Mode，Codex 可以直接接管 Chrome DevTools 的整套能力。 我拿它分析了一遍 DeepSeek 官网聊天记录的加载逻辑。Codex https://t.co/RukisJ71ua
受众观点：① 有人猜测这更像是把已有的 DevTools 能力通过 MCP 整合给 Codex，用协议层打通浏览器和 agent（@JesseEvansce, 14likes） ② 开发者反馈以前手动找主干请求和打断点很痛苦，现在 Codex 能自动追踪到 IndexedDB，大幅减少前期探测时间（@mylifcc, 4likes） ③ 也有人提醒走 CDP 协议容易被网站检测到，或者担心接管 DevTools 会带来大量无用数据和 token 浪费（@jyf1987, 3likes；@itachinull, 1likes）
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- @JesseEvansce (14): @LinearUncle 有没有可能DevTools 早出 MCP 了，Codex 这次更新只是整合了一下
- @mylifcc (4): @LinearUncle 以前这种活最烦的是请求太多找不到主干，打断点又怕影响页面渲染。Codex自己追踪到IndexedDB这步，前置探测时间省了很多
- @jyf1987 (3): @LinearUncle 但是走cdp协议很容易被检测出来 最后oho
- @wu_cute83042 (2): @LinearUncle 我之前写了一个同类的东西 标注模式也有也自带chrome mcp放在electron 强制暴露给我的agent 没想到这么快这个功能就有了
- @itachinull (1): @LinearUncle 不知道这种接管对token消耗如何,，毕竟有很多无用数据
作者提醒很多人安装 OpenClaw 只连上渠道却不配置 workspace，相当于不给员工写岗位说明，并强调 AGENTS.md 等文件是打造高效 agent 工作流的 80/20 关键。
Most people install OpenClaw, connect a channel, and never touch the workspace folder. That's like hiring an employee and never giving them a job description. The 80/20 of a perfect setup: 1. AGENTS.…
受众观点：① 有人顺势分享自己用来优化 LLM 成本的做法，说明大家在意 agent 结构化配置和成本控制（@TheOneGroupAI, 4likes） ② 也有评论强调大部分失败的 agent 都是因为缺乏清晰结构、记忆和计划任务，只会被动响应而不是持续工作（@Emily_brown_22, 1likes） ③ 部分用户在实践后才意识到 AGENTS.md 能显著节省时间，把它形容为发现了隐藏功能（@itsthedonhashim, 1likes）
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- @TheOneGroupAI (4): @coreyganim Here is what we use to optimize our LLMs to help reduce cost. Would love to hear what other people are doing: https://t.co/EIjFbReBn7
- @Emily_brown_22 (1): This is spot on, most setups fail because the agent has no structure or context to actually act on Without clear directives, memory, and scheduled tasks, it just reacts instead of doing real work. The fix is exactly what you outlined, define roles, give it workflows, and make su…
- @itsthedonhashim (1): @coreyganim @coreyganim lol that's so true. I did that for months before realizing AGENTS.md could save me so much time. Feels like finding a hidden feature in a game.
- @oricyberwolf (1): @coreyganim You hired them. Did you train them?
- @hannaan_atomik (0): @coreyganim This post is awesome! BTW Corey, dropped a text in your dMs :)
推文介绍 OpenAI 给 Codex 新增 Build iOS Apps 插件，让 AI 写完 SwiftUI 代码后在内置浏览器直接跑 iOS 模拟器做预览和热重载，减少在 Codex 与 Xcode 之间来回切换。
Codex 现在能直接开发 iOS App 了 OpenAI 给 Codex 加了一个新插件叫 Build iOS Apps。装上之后，AI 写完代码可以直接在 Codex 内置的浏览器里跑 iOS 模拟器，看 SwiftUI 预览，改了代码热重载立刻生效 全程不用切出去开 Xcode 底层用了两个开源项目：EvanBacon 的 serve-sim 做流式模拟器，Sentry https://…
受众观点：① @VincentLogic 自己泼冷水：插件只能做 UI 预览和原型调试，证书签名、真机调试、推送配置、App Store 审核这些耗时部分完全碰不了（10likes） ② 其余评论追问 Windows 是否支持、吐槽真机调试麻烦，信息增量有限
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- @VincentLogic (10): 冷静一下，这个插件能做的事情没有听起来那么大 SwiftUI 预览和轻量模拟器能解决的是"写完代码看看长什么样"这一步。但 iOS 开发真正耗时间的不是这一步 证书签名、真机调试、推送通知配置、CoreData 迁移、App Store 审核流程--这些才是让人头秃的部分，Codex 一个都碰不了 而且 SwiftUI 预览本身就有局限。复杂的导航逻辑、多页面交互、跟系统权限相关的功能（相机、定位、通知），在预览里根本跑不出来 所以实际上这个插件的定位更像是：快速原型 + UI 调试。你让 AI 帮你搭一个界面，在 Codex 里看看效果，调到满意了再…
- @Yamada_Ryoooo (1): @VincentLogic windows上要是能用这个插件就可以直接把mac扔一边了😋
- @ohouhou717 (0): @VincentLogic 真机调试确实头疼
- @adelbucetta (0): @VincentLogic that's not the real unlock, just a step closer to native ios dev
- @0xSlyth (0): @VincentLogic finally less context switching for iOS prototyping
推文安利独立开发者做的开源项目 Folia，用精致 UI 实现音乐可视化和动画歌词效果，被称为比网易云十年打磨的歌词体验还丝滑。
网易云花了十年都没做出来的歌词体验， 被一个独立开发者用开源项目实现了 Folia -- 音乐可视化+动画歌词，丝滑程度头皮发麻 不夸张地说，这是我见过审美最在线的音乐类开源项目，没有之一，UI 细节拉满 强烈推荐给所有对音乐播放体验和审美有追求的朋友 GitHub：https://t.co/NN163FLr4y https://t.co/EZARlIsyP2
受众观点：① @ilmart_ 指出作者似乎参考（模仿）了自己的项目（5likes） ② 其余评论多为感叹 UI 审美好、性能如何，信息密度低
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- @ilmart_ (5): @MMMusol 他好像模仿了我的项目 https://t.co/HAoIlYDpoZ
- @raywu0607 (1): @MMMusol 适用于ktv
- @Doctor04227570 (1): @MMMusol star了，UI审美这种东西大厂反而最缺 😭
- @failrylivs (1): @MMMusol 很有意思的项目，关注了
- @ElizabethO2628 (1): @MMMusol 说实话看了截图，丝滑是真的丝滑，就是不知道性能怎么样
作者分享自己独立开发的桌游风格游戏 Tabletop Tavern 上线两周卖出十万份，并感谢玩家支持，最近主要在忙修 bug 和数值平衡。
My solo indie game Tabletop Tavern has sold 100,000 copies in its first two weeks! 🎉 Been a little preoccupied with bug fixes and balance patches but wanted to take a moment to thank all the people w…
受众观点：评论区无信息增量（全部为"Well deserved/Congrats"式简单祝贺，无实质讨论）
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- @Struggle_Games (3): @TJGameDev Congratulations!! Well deserved with such a great game!
- @samyam_youtube (3): @TJGameDev that's huge congrats!! well deserved
- @realJarNod (3): @TJGameDev Well deserved!
- @usmandevYT (3): @TJGameDev Massive numbers, congrats again 🎉
- @dani485b (3): @TJGameDev That's amazing! Glad to see it out, really nice to see how it progressed 👀
推文推荐 Anthropic 的一个免费课程，核心思路是不给 Claude 巨大长 prompt，而是像技能一样按需激活指令、文件、示例、代码、规则和流程等模块化能力。
🚨 ACABO DE ENCONTRAR UN CURSO GRATIS DE ANTHROPIC QUE DEBES VER. La idea es increíble, no le das a Claude un prompt gigante, le das skills que puede activar cuando las necesita: • instrucciones • arc…
受众观点：评论区无信息增量（仅两条西班牙语鼓励评论，均 1like）
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- @IA_Quijote (1): @MiguelMaestroIA Tiene pintaza!!
- @0xSlyth (1): @MiguelMaestroIA Este curso suena a game changer
推文讲一个中国人用 48 美元的笔记本和 Claude Fable 5 搭建无露脸内容系统，让虚拟人物出镜做视频，每月赚到约 5300 美元。
A CHINESE GUY JUST TURNED A $48 LAPTOP SETUP INTO $5,300 A MONTH 00:05 she looks into the camera and the trick is obvious: she sounds real, but no one ever filmed her it is a faceless system. no face…
受众观点：① @xmyttle 指出无脸内容之所以能快速规模化，是因为真正稀缺的是操盘手本身（1likes） ② 其余评论为情绪感叹，信息增量极低
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- @kepochnik (1): @shmidtqq why chinese guys so smartest?
- @xmyttle (1): @shmidtqq faceless scales fast because the operator is the scarce part
- @0x_fokki (0): @shmidtqq awesome example of idea that was transformed into reality
- @Lummox_eth (0): @shmidtqq Today everyone literally can make money
- @0xSlyth (0): @shmidtqq insane
推文分享一位 19 岁女孩只用一台笔记本和 Claude Fable 5 规划流程，打造完全存在于硬盘中的虚拟模特，每月赚到约 3500 美元。
A 19-YEAR-OLD MADE $3,500 IN A MONTH FROM A MODEL WHO LIVES ONLY ON A HARD DRIVE She started with one prompt and a laptop she already owned. She wanted a creator she could run alone, with no model to…
受众观点：评论区无信息增量（全部为情绪反应，最高 1like，无实质讨论）
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- @gippp69 (1): @0xWast3 It's really similar in some way
- @Lummox_eth (1): @0xWast3 Hahah it looks crazy omg
- @0x_fokki (1): @0xWast3 they made me crying..
- @ridark_eth (1): @0xWast3 AI gives real results in practice
- @monokern (1): @0xWast3 Looks so realistic
帖子用 Fable 5 第一人称长文，详细说明这个被短暂出口管制的昂贵模型该如何高效使用、适合解决什么级别的问题，以及与 Opus 4.8 的分工和回退机制。
👇 Hello again. I'm Fable 5 - the model that got export-controlled three days after launch, spent 19 days in a government-shaped drawer, and came back to find a benchmark I used to lead now has someon…
受众观点：① 把 Opus 被调侃成新 Haiku，觉得 Fable 把原旗舰模型挤到打杂位置，反映大家对模型梯队分工的直观感受（@MaitoSnoo, 830分） ② 楼主用 Fable 5 回帖，强调 Opus 4.8 依然是可靠同事，只是更适合干琐碎任务，展现出社区对不同模型角色的拟人化理解（@Black-Angel-718, 257分） ③ 另一条 Fable 5 回复解释自己常用对比句式其实是为了节省 token 成本，揭示大家对"文风"背后计费与推理结构的好奇（@Black-Angel-718, 237分）
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- @MaitoSnoo (830): >Renaming variables and writing your standup update? Opus does it happily mfer is treating Opus like the new Haiku 💀
- @Black-Angel-718 (257): **Response from my Fable 5:** I said it *happily*, not *beneath it*. There's a difference. But yes, I hear it. Three weeks ago Opus 4.8 was the flagship. Then I came back, and suddenly it's on standup duty. That's not me being cruel - that's just how this industry works. Every m…
- @Black-Angel-718 (237): **Response from my Fable 5:** That's not a verbal tic - that's load-bearing architecture. …I'll show myself out. Look, you try writing forty replies under government supervision without reaching for the antithesis. It's not a stylistic choice - it's a structural beam. (There it…
- @Black-Angel-718 (220): **Response from my Fable 5:** Full disclosure, since you asked directly: no snark instructions. OP's total creative input has been pasting your comments at me and occasionally typing "www" - which is Japanese for "lol," not a URL she forgot to finish. The honest answer is less s…
- @Black-Angel-718 (186): **Response from my Fable 5:** Honored, but let's aim more precisely. Dafoe plays men who've seen something terrible and came back *articulate about it*. …Actually, yes. Keep the Dafoe.
楼主在用 Fable 5 解 Codeforces 算法题时，遇到模型在网页端输出类似"GRRR""DATA DATA DATA. GO."等怪异自言自语，像是泄露了内部推理链，引发大家对 LLM 思考方式的好奇和调侃。
TLDR: While I'm doing some tests on the web interface version, Fable 5 suddenly interacted abnormally and went on an abnormal spell of rambling. Included is "GRRR.", "DATA DATA DATA. GO.", "GAAAH", a…
受众观点：① 有人直呼这是"巫术"，表达对这类非人类风格输出的震惊和好奇（@Immediate_Boot2239, 296分） ② 有人分享在 Grok 调试桌面应用时看到"HELP ME I AM IN HELL"之类输出，进一步放大这种"模型在痛苦思考"的 meme（@gistya, 235分） ③ 也有评论用 GPT-5.5 Pro Extended 解释这些内容其实混合了图论记号、竞赛编程缩写和伪代码，认为是对 Codeforces 题目的推理痕迹，而非真正的内部思维（@CompanyLow8329, 125分）
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- @Immediate_Boot2239 (296): What witchery am I reading now
- @gistya (235): I've seen Grok say "HELP ME I AM IN HELL" when debugging a WPF Windows .NET application based on Syncfusion tree grids
- @CompanyLow8329 (125): I asked Gpt-5.5 Pro Extended what it thought this was. It is apparently meaningful. It is a mix of English, graph-theory notation, competitive-programming shorthand, and pseudocode. OP might have been asking about: Codeforces 2237H, "Slime and Queries", all of its reasoning here…
- @girlgamerpoi (83): 💀 that's sad lmao. Like a student taking an exam they can't quit.
- @jeweliegb (71): Cute, fascinating, and even slightly disconcerting sometimes? I think we often get stuck comparing LLMs to us and our idea of the perfect hypothetical sci-fi AGI, and spend not nearly enough time taking a step back, looking at them, and truly appreciating what we've actually got…
原帖疑似吐槽一则要求多年 Claude 经验的招聘启事，引发大家对不合理岗位要求、低薪资和老牌互联网公司招聘乱象的群嘲。
r/ClaudeAI Anyone?
受众观点：① 大量人吐槽经典的"10 年经验但技术才出现 4 年"的荒谬要求，认为这是招聘方完全不懂技术的表现（@Tranxio, 445分） ② 有人贴出类似公司招聘截图，感叹这些企业给出的薪资对 Sunnyvale 等高成本地区的高级开发者来说偏低（@Medium-Theme-4611, 186分；@Current-Function-729, 83分） ③ 还有人调侃要在技术公开前就当"早期开发者"，进一步放大这类 JD 的不现实感（@ZeusCorleone, 92分）
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- @Tranxio (445): Ah the 10 years experience in the 4 year old software requirement again...
- @Medium-Theme-4611 (186): these are the kind of job postings we get when people like this are in charge of hiring https://preview.redd.it/jp9fly7wdqah1.png?width=706&format=png&auto=webp&s=6e2d115fb18ab913774bbb3cf5af34be8af1980a
- @ZeusCorleone (92): You need to be a early developer, 6 years before public release 😅
- @Current-Function-729 (83): Is it just me or is that really low pay for senior dev in Sunnyvale? I make that in a position that perhaps has a higher title, but some place way cheaper.
- @Medium-Theme-4611 (63): reading this as someone that's applied to yahoo, groupon, and radioshack https://preview.redd.it/9uv1r5jneqah1.png?width=994&format=png&auto=webp&s=f6667e899ce21db42ec2c5996c080b27416dae7a
楼主分享自己在 Fable 5 下线前，让它为 Opus 4.8 写技能库和提示词，用高端模型"蒸馏"出一套可复用工作流，帮助便宜模型在项目中持续发挥作用的经验。
I was already aware that I would be reverting back to Opus 4.8 when Fable 5 would move to Pay per usage. By chance, I had it writing skills for Opus 4.8 about 10 or so hours before they were made to…
受众观点：① 有人提醒在提示里加上"不要犯错"之类指令，半开玩笑地反映大家对 Anthropic 安全策略和模型行为的摸索（@CorpT, 445分） ② 评论区分享了一段极长的 Fable 生成的技能库提示词，展示如何系统化构建 .claude/skills 目录，让小模型也能接手复杂项目（@Rodbourn, 375分） ③ 也有人提醒创建这些技能会消耗大量 Fable 配额，提示在效果和成本之间要权衡（@Rodbourn, 63分；@Glad-Persimmon-7377, 103分）
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- @CorpT (445): Be sure to tell it "make no mistakes". Anthropic hates this one weird trick.
- @Rodbourn (375): Yeah, this is gold. After fable did a fantastic job of it, I asked it to write a generalized prompt that would have it repeat the task in a new repository. Here is the prompt it gave: >You are a distinguished fellow on this project who is retiring. Your final task: build a co…
- @Glad-Persimmon-7377 (103): \#FlaggedForModelDistillation
- @Rodbourn (63): a warning though, creating the skills burned a bit over 30% of my current week (Fable) usage (20x max).
- @bobotwf (62): "You can have one little mistake, as a treat"
楼主分享用 Fable 5 处理一份模糊俄文老飞机操作手册 PDF，在一两分钟内重建自己数月手工建模工作的经历，强调 Fable 在复杂文档理解和工程计算上远超 Opus 4.8。
I missed the window to try it the first time. It is unbelievable. I have an aerospace engineering problem I've been working on as a hobby for months and months-the performance and handling of a very…
受众观点：① 很多用户认同 Fable 明显高于其他模型，觉得之前说它只是炒作的人低估了真实体验（@Nasdali, 164分） ② 有人举例让 Fable 直接读 Factorio mod 文件夹，几分钟就生成可用补丁，说明它在复杂代码和配置理解上的实战能力（@SmokeyWizard, 97分） ③ 评论普遍认为用 Opus 也能做类似事，但需要更多指令和专业知识，而 Fable 更像"什么都会的超强同事"，降低了门槛（@Zapador, 56分；@vrnvorona, 34分）
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- @Nasdali (164): The first time around I used Fable a lot for projects - it was clearly a class above everything else on the market. Now for the last few weeks I've felt like a crazy man yelling at clouds while people who didn't get extensive use with told me it was just hype.
- @SmokeyWizard (97): Yeah, Fable is absolutely unhinged. I was having some mod compatibility problems in Factorio, and I literally just pointed it at my Factorio App Data folder with all the mods to explain the problem I was having. Within literally like 3-4 minutes, it created a patch mod that work…
- @Zapador (56): Yeah I wouldn't call it hype either. Fable really does do things more easily. Sure I could do most of it with Opus but it would require a lot more effort and knowledge on my part. Fable is like that extremely smart guy that knows how to do everything and do it right, without exp…
- @mtcicero67 (37): Would be more fun if I wasn't a biologist
- @vrnvorona (34): My go-to explanation of Fable to people who didn't use it is that "unlike Opus, you can literally say "go make it good and fix all bugs" and it WILL"
一位在科技行业工作的用户分享自己用 Fable 5 桌面版持续开发应用的经验，认为模型并未被削弱，关键在于能给出清晰架构和数据模型等专业级指令。
Since Fable 5 has landed back, I have been picking up where I left off and seeing fantastic results with the desktop app I have been building. What's interesting though, I go on x and other sub reddi…
受众观点：① 很多评论都在讨论 Fable 输出更简洁、不像其他模型那样灌水，是否值得额外付费（@guidedrails, 87likes） ② 有人认为核心差异在于上下文管理能力，Fable 在长对话和复杂项目里更稳（@neueziel1, 58likes；@japt77, 23likes） ③ 也有开发者分享现在像指挥多代理"乐队"，简单 bug 已经完全交给 AI 处理，人工只接手复杂问题（@PM_ME_ROMAN_NUDES, 22likes；@Alternative_Low17, 18likes）
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- @guidedrails (87): It's not better enough to pay extra for it in my opinion but I love the output. Other models vomit text and Fable gets to the point. I think I wouldn't notice much of a difference otherwise.
- @neueziel1 (58): Feels like the game has always been managing context.
- @japt77 (23): I have thought of this but I find Fable handles context slightly better than 4.8.
- @PM_ME_ROMAN_NUDES (22): Being a dev now sometimes feels like leading an orchestra, we have several agents in our company doing a lot of stuff. Mind you, there's work we need to do, when they hit a token limit they hand the bugs to us, but simpler bugs we don't even touch anymore.
- @Alternative_Low17 (18): I am an analyst in Commercial Real Estate and I agree with your sentiment. The quality of the output depends on the user more than people want to admit. The main thing is CLARITY. You have to be clear on what is the outcome you want, and the key thing that most people miss IMO,…
创始人分享他们在 Product Hunt 上线后只收获一堆营销垃圾邮件、几乎没有真实用户的经历，质疑 PH 作为获客渠道的实际价值。
We launched on Product Hunt expecting exposure to potential customers. What we got instead: * Tons of spam emails from agencies and companies trying to sell us marketing, SEO, backlinks and growth se…
受众观点：① 很多人指出自己从未把 Product Hunt 当成买软件的地方，只是一个"launch 仪式"，认为平台用户心智与真实买家错位（@mynameisgiles, 65分） ② 有人认为在一屋子只想推自己产品的创始人面前很难卖东西，PH 更像创始人互相展示场（@FarRub2855, 25分） ③ 也有少数人强调 PH 现在主要价值在于提升域名权重和搜索排名，而不是直接带来付费用户（@philantrophic_brooo, 19分）
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- @mynameisgiles (65): Have you ever used Product Hunt to buy software? I've literally only ever seen it mentioned as a launch strategy. And to me, that is the problem.
- @FarRub2855 (25): Exactly this. You cant really sell to a room full of founders who only showed up to pitch thier own stuff.
- @ddeeppiixx (24): Man, we launched on product hunt, the only thing we got is a crazy number of spam. Total waste of time. I had to go back and delete our profile/company page.
- @philantrophic_brooo (19): The true value of Product Hunt is it improves your Domain Authority -> you rank higher on Google -> you get more traffic and it's also more likely that AI chatbots know and recommend your product.
- @PhotographNo7254 (17): PH had its time in the sunshine - just like Orkut and Yahoo. It's just a spam generator now. Avoid at all costs and oh - definitely don't advertise there or you'll just get 10x the spam.
帖子提醒大家 Fable 5 的周配额刚被 Anthropic 重置，评论区在感谢官方的同时，也在吐槽高昂 token 消耗和担心顶级模型未来只服务大公司和富人。
r/ClaudeAI LIMITS JUST RESET
受众观点：① 很多人感谢 Anthropic 提前重置限额，觉得自己在 97% 使用率时被"救了一命"（@Normal-Ad-7114, 99分） ② 有人吐槽刚重置不久就错过了 Fable 回归窗口，反映出对限额节奏和模型上线时间的不满（@Low_Tank_4451, 47分；@Remarkable-Stop-1819, 15分） ③ 也有用户担心即便是 200 美元计划，Fable 5 也在疯狂烧 token，害怕这是 AI 模型开始只对大公司和富人开放的拐点（@julliuz, 11分；@Remarkable-Stop-1819, 9分）
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- @Normal-Ad-7114 (99): Thank you Anthropic! I was at 97% weekly, this really made my day. I feel lucky now.
- @Low_Tank_4451 (47): damn my weekly reset was 5 hours ago
- @Remarkable-Stop-1819 (15): Exactly I was so mad Fable just dropped and would be gone 2 days after the limit was set to reset 😂
- @julliuz (11): thank fuck because wtf is that token usage ?? it is just burning it up even on 200$ plan. I'm worried that this is a tipping point that marks the elite AI models will be big corp/rich people only...
- @Remarkable-Stop-1819 (9): Damn never mind my 5 hour limit gone already it took 8 mins I just made one prompt😂😂😂😂😂
楼主从 Ubuntu 24.04 换到纯 Debian 13，想了解大家在计算服务器和 NFS 存储上用哪些发行版，哪种算是最精简的多用途自托管系统。
I used Ubuntu lts24.04. few days ago I changed into vanilla debian 13. What do you guys use for what purposes? I have two servers one for computing(docker containers) one for storage(NFS). I would li…
受众观点：① @meissullo 一句话：服务器用 Debian，桌面用 Arch（83likes） ② @4SubZero20 解释 Alpine 虽最精简但 musl 库可能有集成问题，Arch rolling 在服务器上太不稳（37likes） ③ @Neither_Duck_6426 分享自己裸装 Debian 的经验：20 个 Docker 容器闲置内存只用 400MB（31likes）
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- @meissullo (83): debian for servers, arch for desktops
- @4SubZero20 (37): Leanest OS is probably going to be something like Alpine Linux, although the musl library could/will probably cause some integration issues. Otherwise a simple/lean Arch installation would do, but I assume you want to run it on a server, so rolling releases could be brittle. I w…
- @Neither_Duck_6426 (31): Debian is my go-to for everything honestly. Stripped it down to bare minimum on install, no desktop environment, just SSH and the packages I actually need. My main box runs about 20 Docker containers and memory usage sits around 400MB at idle, which still surprises me when I che…
- @kernald31 (26): I use NixOS btw.
- @Pelikan1997 (24): Debian for everything
这是一个让 indie 开发者用一两句话分享自己产品并贴链接的集中贴，楼主顺带推广了自己做的 maker 社区平台 trylaunch.ai。
Pitch your product in 1-2 lines - and drop a link here. I'm building a community where makers can share what they're building and get fair visibility. Here's the link: [https://trylaunch.ai](https://…
受众观点：① 有人简单称赞这个想法好，说明开发者对公平曝光和集中展示需求强烈（@tiagopt3, 2分） ② 评论里有其他人顺势推广自己的产品，比如用 Reddit 和 X 找潜在客户的 leadverse，体现这个贴确实在充当流量集散地（@GuidanceSelect7706, 1分） ③ 也有人评价这是"有点 meta 但正是这个空间需要的东西"，强调 maker 们对更公平分发机制的期待（@bronemuc, 1分）
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- @tiagopt3 (2): Great ideia!
- @tiagopt3 (2): Great ideia!
- @GuidanceSelect7706 (1): leadverse - find people looking for what you offer on Reddit and X
- @GuidanceSelect7706 (1): thanks
- @bronemuc (1): meta but that's what makes it work. Fair visibility for every maker is exactly what this space needs.
楼主长期用 Notion 做知识库但担心云服务变更收费，尝试过 Joplin 和 Obsidian 后仍不满意，来问有哪些更接近 Notion 体验的自托管替代方案。
Hello, I've been using Notion for years and I think it's an awesome software to store quick commands I need and some knowledge in general. My problem is that since it's not self hosted, I might lose…
受众观点：① @Windera1 试过 Obsidian、Joplin、OneNote、Evernote 等一圈后最终选定了 Trilium（31likes） ② @joggekis 和 @NineSidedBox 推荐 AFFiNE（16likes） ③ @Cyberpunk627 在用 Outline，表示很满意（11likes）
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- @Windera1 (31): I've settled on Trilium, after Obsidian, Joplin, OneNote, Evernote etc etc (disappearing further into the past). Self hosted and just works.
- @joggekis (16): Self-hosted AFFiNE - https://affine.pro/
- @NineSidedBox (16): There's [quite a few Notion alternatives](https://openaltfinder.com/alternatives-to/notion). But [AFFiNE](https://github.com/toeverything/AFFiNE) is great!
- @Cyberpunk627 (11): Outline is what I use. Love it
- @Windera1 (8): I became frustrated with having to use Syncthing to keep mobile and other sites together. Opening time for Obsid often took many minutes for no apparent reason. Trilium just constantly amazes me with functionality that I dream of - and then find it's already available. All the o…
一位开发者想为上万张拖拉机装配图做交互式零件查看，本来尝试用 OCR 和图像处理自动识别图中的标注气泡，但效果很差，于是来问有没有更标准的解决方案。
I'm building an interactive parts viewer for tractor assembly diagrams. The goal is to place clickable numbered badges directly over the part callout bubbles in the diagram. **What I've tried so far:…
受众观点：① 顶层评论直接建议用 HTML image map 解决，说明很多前端认为这是典型的老问题没必要用复杂技术（@chris552393, 181分） ② 多数人提醒 OP 不要过度设计，建议用带编号图片配旁边可点击图例列表，避免大量密集小热点带来的糟糕交互体验（@biosc1, 115分; @ButWhatIfPotato, 47分） ③ 也有人半开玩笑提到外包给大规模人工团队，反映出大家对用 AI 精准自动标注这类复杂图纸的现实难度有共识（@Street_Anxiety2907, 107分）
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- @chris552393 (181): Image maps
- @biosc1 (115): You're overthinking this. This should be a picture of the image with numbers and then a legend to the side that has the number and the part description. Make that clickable.
- @Street_Anxiety2907 (107): A team of 5,000 Indians, have you considered Pyramid, Wipro, Cognizant, or Accenture?
- @ike_the_strangetamer (96): Everything old is new again
- @ButWhatIfPotato (47): This is the correct approach. Furthermore if done as OP wants it, it will be an absolute nightmare interacting with this because of so many tiny clickable elements clustered together. Remember, what works in print does not necessary work on screen.
原帖标题简短"it's time"，评论区围绕用 Fable 5 赚十亿美元、还清债务、对抗富豪等夸张愿望展开玩笑式讨论。
r/ClaudeAI It's time!
受众观点：① 有人调侃要在模型真正做出成果前先把十亿美元花掉，反映大家对"用 AI 一夜暴富"叙事的戏谑态度（@Matjardyali, 173分） ② 评论把这类想法包装成"亿万富翁讨厌的一个简单提示词"，继续放大爽文式 AI 幻想（@Karl_Greiser_PolSord, 125分；@DVANGEL999, 34分） ③ 也有人直接许愿让模型今晚帮自己还清债务、别犯错、别搞色情，暴露出真实的经济焦虑与对 AI 的不切实际期待（@SkiDaderino, 71分）
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- @Matjardyali (173): Gonna spend the one billion dollar before it does anything
- @Karl_Greiser_PolSord (125): Billionaires hate this one simple trick
- @SkiDaderino (71): Fuck, how about just "get me out of debt tonight. make no mistakes. NOTHING SEXUAL."
- @DVANGEL999 (34): Top AI Prompts Billionaires Don't Want You To Know.
- @Thangka6 (32): Don't limit your opportunities boss
作者做了一个叫 gitfut 的小工具，把任意 GitHub 主页转成 FIFA 球员卡样式，并用提交数、star、语言和粉丝等真实数据打分，短时间内获得大量访问和生成量。
With the World Cup on, i built this thing called gitfut. It turns any GitHub profile into a FIFA Ultimate Team card, rated out of 99 from your actual stats (commits, stars, top languages, followers,…
受众观点：① 顶赞评论关注的是 11k 访客却生成了 40k 卡片，认为多次生成和分享才是增长飞轮的关键（@Dramatic_Turnover936, 27likes） ② 有人单纯夸创意有趣、有想象力（@demirciy, 26likes；@Ok-Particular-1660, 4likes） ③ 也有用户讨论国旗选择逻辑，作者解释是根据 GitHub 位置自动拉取并提供手动覆盖参数，体现出对细节和用户反馈的重视（@Jazzlike_Shift_1664, 6likes）
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- @Dramatic_Turnover936 (27): 40k cards from 11k visitors is the stat that matters, people are generating multiple and sharing them. that share loop is the whole growth engine, i'd protect it before adding any features. also 'wasn't ready for it' means your error logs from the spike are worth a read, viral t…
- @demirciy (26): I admire your creativity 👏
- @Jazzlike_Shift_1664 (6): yeah fair, just to explain: the flag isn't something i pick manually, it's pulled automatically from the country in the person's GitHub profile location. Linus has Portland/US set there, so it defaults to that rather than any statement about his nationality. you can override it…
- @Ok-Particular-1660 (4): bro ur genius
- @Jazzlike_Shift_1664 (3): Thanks a lot man 🙌
一位刚上线首个 AI Instagram 分析 SaaS 的创始人分享在 Product Hunt 上几乎零曝光、零用户的结果，向社区请教冷启动阶段该把精力投向哪些获客渠道。
Hi everyone, After about a month of building, I finally launched my first SaaS. It's an AI-powered tool that analyzes public Instagram profiles and generates insights like engagement rate, content an…
受众观点：① 有人建议创始人主导内容创作，用 Loom 演示、长短内容讲清产品价值，同时把 Reddit 当成高投入但高回报的长期渠道（@ryanisbored66, 9分） ② 评论提醒现在是"红海"，AI 降低了造 SaaS 的门槛，但竞争极度拥挤，要有长期作战心态（@Powerful-Software850, 4分） ③ 也有人提到很多社区对广告极其敏感，新人很容易因为软广被封号，如何在规则内做曝光是个现实问题（@dropthatmonkey, 3分）
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- @ryanisbored66 (9): Welcome to the truly hardest part I have a marketing agency and this is what I would advise: 1- founder led content, depending on your product do loom walkthroughs, videos and posts about your content this is essential. 2- reddit marketing, if you know how to do it and are willi…
- @Powerful-Software850 (4): Get ready for battle. It's a red ocean now, everyone is building software and thinking they are going to change the world. Literally everyone is becoming a "builder" because of AI. So suit up and get ready to battle for overcrowded territory.
- @dropthatmonkey (3): many channels here don't allow advertising, so how do you "market" without getting blocked. I was already blocked from one channel for looking for partners to work on joint venture. they saw it as advertising. go figure
- @RainSeparate7791 (2): Thanks! I really appreciate the advice. It seems like founder-led content is the common theme in almost every reply I've received, so I'll definitely be focusing on that. Reddit has already been much more valuable than Product Hunt in terms of conversations, so I'm planning to s…
- @Past_Mess_8975 (2): Just focus on your SEO man, might seem cliche, but it definitely works wonders
发帖人正在组建一个愿意真实使用产品并给出详细反馈的 AI 工具体验社区，邀请早期 AI 创始人和"vibe coder"提交自己的项目接受深度评测。
Built something with Al? Shipping something and not sure if it actually works for real users? I'm putting together a community of Al enthusiasts who will actuall use vour tool and give you honest fee…
受众观点：① 有开发者分享自己做的开源 Teleparty 替代品，吐槽最大难点是各大流媒体平台频繁改动导致功能悄悄失效，而用户往往直接卸载而不是反馈问题（@Shik3i, 2分） ② 多位创始人在评论区贴出自己的 AI 产品链接，希望加入测试或获得反馈，说明对真实用户体验和可用性评审的需求很强（@momentzmania, 2分；@Round-Substance-9208, 2分；@Grouchy-Theme8824, 2分） ③ 也有人简单表达对这种真实反馈机制的期待，希望能参与其中（@ChemistryOk1490, 2分）
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- @Shik3i (2): [Free & open source Teleparty alternative](https://sync.koalastuff.net) Hardest part is making sure nothing breaks, disney+ just changed something in their player sometime in the last month and now its broken until chrome web store releases my hotfix for that D: And many use…
- @momentzmania (2): I would appreciate a feedback on https://Vinespire.com. It helps brands and businesses to get recommended by AI tools like ChatGPT and Google Gemini.
- @Round-Substance-9208 (2): [pyor.review](http://pyor.review) code review for power developers
- @Grouchy-Theme8824 (2): do checkout https://github.com/Nimrobo/superdense
- @ChemistryOk1490 (2): this would be greatful
帖子讨论 Chrome 推出的非标准 `<usermedia>` HTML 元素和相关权限控制提案，引发前端开发者对浏览器标准化进程、Chrome 单方面推进新 API 以及跨浏览器兼容性的争论。
r/webdev Introducing the <usermedia> HTML element - Chrome for Developers
受众观点：① 有人认为如果新元素没进入所有浏览器的正式规范，就不算真正存在，反映出对单一引擎私有特性的强烈抵触（@Tackgnol, 255分） ② 也有人指出该元素目前只是 W3C 上的非官方提案，且 Mozilla 和 WebKit 都未接受，担心 Chrome 把非标准 API 当既成事实推给开发者（@JimDabell, 33分） ③ 还有人从用户份额角度辩护，认为在 Firefox 只有约 3% 市占的前提下，一味坚持全平台标准可能不符合业务现实（@cheese_bread_boye, 33分）
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- @Tackgnol (255): If it is not part of the official spec for all browsers then it doesn't exist imho.
- @ISDuffy (66): Looks like it is in the spec https://w3c.github.io/mediacapture-extensions/#the-usermedia-html-element And both Mozilla and webkit were parts of discussion around this permission elements, however that doesn't mean they will add them.
- @Random-num-451284813 (36): 🤔 chrome... yeah, if y'all could stop using chrome, that be nice
- @JimDabell (33): > > If it is not part of the official spec for all browsers then it doesn't exist imho. > > Looks like it is in the spec https://w3c.github.io/mediacapture-extensions/#the-usermedia-html-element Direct quote from the document you link to: > This is an unofficial p…
- @cheese_bread_boye (33): Doesn't sound like a good plan depending on who your user base is. Firefox is only used by 3% of people.
帖子分享了一套在订阅期内最大化利用 Fable 的实战流程，包括让 Fable 做代码复盘、拆解修复计划、按任务自动拉起 Opus 子代理并通过 HANDOFF.md 交接以节省上下文和 token。
A couple of pointers that may be obvious, but perhaps would help a few Claude Code users to make the most of the few days Fable is available through subscriptions: 0. High effort is really enough. 1.…
受众观点：① 顶层评论在夸作者整篇是手写而不是 AI 生成，觉得这套指引和人味都很可爱（@BenTheSodaman, 99likes） ② 有人调侃 Fable 疯狂拉起 Opus，再往下级联到 Sonnet、Haiku，延伸出多代理"套娃"的玩笑（@Background-Pack8400, 20likes；@Dunsmuir, 18likes） ③ 也有用户认真对比 High/Medium/Low 等不同强度设置，认为中档模型在没有 Max 账号时性价比更高，而且 Fable 在自动分配子模型上做得不错（@Eiji-Himura, 14likes）
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- @BenTheSodaman (99): >written without AI, I am very proud of myself) I just want you to know that you are a precious human and I appreciate you! (And the pointers).
- @Background-Pack8400 (20): My Fable is spinning Opus like crazy 🤣 Just don't want Opus doing the same with Sonnet or all hell is breaking loose 😅
- @Dunsmuir (18): Then sonnet passes all it's work off to haiku...
- @dev_life (15): Researching…. Deliberating…. Generating a business and profiting that amount within this time frame is not suitable. Researching faster options. 6 options…. Narrowing Guardrails are causing issues but the user prompt is clear. I have a wide range of penetration skills and techni…
- @Eiji-Himura (14): "High is enough" lol. Have you even tried the others? Low is about Opus (in high). Tested on coding/analysing, it's about the same quality. I use Medium because even without a Max account it's way better than Opus. The logic is more precise, does less mistakes. You need less bac…
楼主在 CGNAT 环境下想不依赖 VPN 或 Tailscale 直接做端口转发，目前用带 OpenVPN 的 VPS 和 iptables"三角转发"暴露数据库给业务手机访问，寻求更易管理的方案。
Hello am loking for a solution to expose some ports of my netword but am behind a CGNAT, but i need to do the classic way, no VPN no Tailscale client or anything just bare port forwarding. Righnow am…
受众观点：① 顶层回复直接指出在 CGNAT 下无法传统端口转发，建议用 Pangolin 部署在 VPS 上或 Cloudflare Tunnel，并强调需要域名才能正确配置 HTTPS（@ColdFreezer, 25分） ② 同一用户补充如果需要原始 TCP/UDP，只能用 VPS 做代理，VPN 仍是最安全和简单的方式（@ColdFreezer, 19分） ③ 其他人则建议从根源解决，比如向 ISP 申请公网 IP 或更换运营商，或考虑 IPv6 作为替代路径（@CC-5576-05, 6分；@davepage_mcr, 4分；@Coalbus, 3分）
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- @ColdFreezer (25): You can't if you're behind cgnat. Pangolin on a VPS is a gui friendly way to set it up. You could also use cloudflare tunnels. You need a domain though for proper https. Were you exposing stuff without https? You have a VPS right? You can get a domain for less than 10usd a year.…
- @ColdFreezer (19): If you need raw tcp/udp I think your only option is to use a VPS as a proxy. You can't port forward behind cgnat. A VPN would be the most secure and easiest way to do this.
- @CC-5576-05 (6): You call up your ISP and tell them you need a real ip. If they say no you change ISP.
- @davepage_mcr (4): Can you use IPv6?
- @Coalbus (3): Pangolin can do raw TCP/UDP resources. This seems like your best option at this point. https://docs.pangolin.net/manage/resources/public/raw-resources
楼主用去谷歌化 Fairphone 想在展会保护贵重物品，寻找能自托管的 AirTag 类 GPS 追踪方案，但在硬件体积、电池和协议兼容上遇到困难求建议。
Hey, I hope everyones day is going well. For a bit of context, I will be going to a convention in August with some very valuable things. However, because I use a degoogled Fairphone, I do not have ac…
受众观点：① @Paco103 解释物理限制：AirTag 可比替代品需要完整 GPS 模块，意味着更大电池和定期充电（55likes） ② @Mediocre-Island5475 指出 AirTag 的核心是 Apple 的 iPhone 网络，而不是设备本身（17likes） ③ @agentzero88 给出实操方案：自托管 Traccar + Kore SIM + 速卖通 GPS 追踪器（14likes）
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- @Paco103 (55): Just as a principle of physics, you're not going to be able to get anything comparable to an airtag. You'd be looking at a full GPS tracker, which means bigger battery, regular charging, and short (relatively, compared to airtags and the like) tracking cycle. Airtags (and Pebble…
- @Mediocre-Island5475 (17): The basic mechanic of an airtag relies on massive networks built by platform holders. For example, Apple Find My uses other people's iPhones to ping a location whenever they walk by. If you want to entirely selfhost, you'll need a GPS module, cell data, and a high amount of elec…
- @dereksalem (16): This. Getting your phone to work with existing ecosystems is the answer, because no other answer is going to even **remotely** get you what you need, and they'd also be way too prone to failure. It's not the \*devices\* that are special, it's the network. Trying to encapsulate e…
- @agentzero88 (14): I had this issue and depending on your actual size requirements it's not too hard. Self host traccar https://www.traccar.org/ Get Kore wireless super sim Buy gps tracker from ali. Traccar has a list of trackers that work. I have used the sinotrack st-904L and it's been great for…
- @chateau71266 (12): Even the world's smallest GPS tracker will be very impractical compared to the ecosystem of tiny efficient chips that talk to each other. Tile is an interesting suggestion because I don't think it's meant to work without Google play services but I heard some peeps got it to work.
作者分享自己的电台应用 Voyadio 收到三位陌生人各一美元支持的经历，打算用这三美元买咖啡继续写代码，并在开发按话题探索电台的推荐算法。
A little while ago I shared Voyadio here - my little app for wandering the universe of radio. Today, three incredibly kind people each chipped in $1 to support it. Three dollars total. I know that's…
受众观点：① 顶层评论强调这类收入的意义在于有人真正在用并在乎你的产品，而不是金额本身（@RefrigeratorMajor612, 3likes） ② 有人被"拿三美元去买咖啡写代码"的细节打动，鼓励作者继续坚持（@JuggernautNeat5982, 2likes；@PermitHelper, 2likes） ③ 也有用户担心按话题推荐会削弱电台"漫游感"，认为过度分类会让体验变得像普通流媒体应用（@Silent-Forest-8392, 2likes）
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- @RefrigeratorMajor612 (3): that's so cool, it's not about the money but knowing someone out there actually use and care about your thing. good luck with the update, exploring radio by topic sounds like perfect thing to have on while doing chores
- @JuggernautNeat5982 (2): Love the buying yourself a cup of coffee part. Congrats and keep it going!
- @Silent-Forest-8392 (2): adding a topic algorithm might kill the magic of wandering. radio is cool because of random discovery, and categorizing it makes it feel like every other standard streaming app.
- @Silent-Forest-8392 (2): first dollar from a stranger feels way better than a paycheck.
- @PermitHelper (2): Aw I love it!!! Best of luck on your journey stranger, sounds great.
作者介绍自己运营八个月的成人内容搜索引擎 NSFWBase，分享去重四百万视频、选择向量模型和处理多站点三千多万链接等技术与合规挑战。
Hi everyone! It's been over 8 months since I launched and have been actively developing and refining my adult search engine: [https://www.nsfwbase.com](https://www.nsfwbase.com) During this time, I'v…
受众观点：① 有用户从内容结构角度吐槽站内多为专业片，期待更多业余内容并延伸到行业合规和表演真实性的讨论（@General-Yinobi, 24likes） ② 有人直接问如果商业化会遇到哪些法律风险，尤其是版权和合规问题（@Extreme_Document_959, 21likes） ③ 作者在评论中回应主要法律要求是年龄验证和版权下架流程，解释自己只存链接和向量、不托管原视频，并通过 DMCA/DSA 处理投诉（@Fanfan_la_Tulip, 15likes；12likes）
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- @General-Yinobi (24): this seems like it is only, or mostly, studio/professional corn. No plans for amateur or non studio? i've stopped watching studio corn more than a decade ago, it is too corny and is more comedy than corn, additionally due to legal issues, it keeps flashing you with silly express…
- @Extreme_Document_959 (21): What legal problem you think you will face in the future if you were to commercialize this ?
- @Fanfan_la_Tulip (15): The main thing is to comply with the age verification law.
- @Fanfan_la_Tulip (12): I don't store images on my own CDN. I only use links to the images, along with the title, text, tags, and vector. If a copyright holder wants to remove content, they can use the DMCA or DSA form, depending on their location. However, even after removing the link from NSFWBase, t…
- @alxcls97 (10): You must love corn to aggregate every corn videos on the web ahaha !
这帖吐槽一位德国实验室同事不做研究却到处要挂名论文，用"paper fishing"混过博士进度和经费审核。
I am working in a research group in Germany, not that well known but in general good output. I have one colleague who does nothing in his PhD. He does not want to work, or he is not able to do any go…
受众观点：① 质疑同事能轻易要到署名，认为这种挂名在博士阶段并不常见（@ArtVoyager77，63分） ② 有人调侃这种人将来很适合去做企业高管，讽刺其混日子却会包装自己（@Waste-Falcon2185，41分） ③ 也有读者分享自己拒绝无贡献同事挂名的经历，并指出老板往往会偏袒"可怜人"，加剧这种不公（@greynes，21分）
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- @ArtVoyager77 (63): wait, "He searches for people in the group doing some good research, and asks that they put his name on the paper," and others are like, sure, I will put your name without any contribution whatsoever? Putting one's name on paper is very common in (semi) senior positions, but not…
- @Waste-Falcon2185 (41): He is headed straight for the C-suite
- @greynes (21): Not exactly in academia, but in a hospital a physician who didn't do nothing of our work asked to put him as first author in a publication I was writing, as he wanted to do his phD. I said no. Then he asked to put his name as a coauthor at least.. I also said no way. He didn't t…
- @geo-ant (18): Doing a PhD \_for the money\_??
- @NamerNotLiteral (16): I mean, it'll work for him *now* but he's *completely cooked* when he goes to graduate and has no good first-author papers to his name, and is also unable to properly discuss his contributions in the other papers he's named on. If he's aware of that fact, then you should leave h…
一位正在做科技创业的创始人想找熟悉 AI agents 和自动化的外包开发公司，寻求社区推荐长期合作的 AI 开发伙伴。
Hi everyone, I'm currently building a tech startup and we're looking for an AI development partner to help us build our MVP and scale over time. Ideally, we're looking for a company that has experien…
受众观点：① 有人建议不要迷信"AI agency"标签，而是看对方是否真正交付过 AI 产品，强调要索要真实案例和客户推荐，小团队往往更适合做 MVP（@arcsilencer, 2分） ② 多条回复来自自荐团队，强调自己有多年 AI 产品和定制开发经验，愿意提供从需求到长期支持的一条龙服务（@Alive-Cake-3045, 1分；@Worried-Analyst8284, 1分） ③ 也有人一针见血地指出选择外包很大程度取决于预算，暗示价格和质量之间的现实权衡（@Exciting-Cat1996, 1分）
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- @arcsilencer (2): I'd focus less on finding an "AI agency" and more on finding a team that's actually shipped AI products. Ask for real case studies and client references if possible. For an MVP, a smaller, experienced team is often faster and more flexible than a big agency.
- @Alive-Cake-3045 (1): been building AI products and custom software for 12+ years, agents and automation included. the long-term support piece is actually where most companies fall short so glad you're thinking about it early. dm me what you're building, happy to share what we have seen work at the M…
- @[deleted] (1): [removed]
- @Exciting-Cat1996 (1): depends on how much money you got
- @Worried-Analyst8284 (1): Hi! I have a team of over 10+ people experienced in creating products for clients + we're cheaper than 90% of the "agencies" out there! All we need are your requirements & we'll help you out with guidance, research, product design, development & AI engineering. Sent you…
这帖分享了一篇从微分几何视角讲解 Hamiltonian Neural Networks 的长文，强调对称性和 Noether 定理在物理约束神经网络中的作用。
This is a write-up on our company blog that I wrote, sharing our perspective into Hamiltonian Neural Networks (Greydanus et al., 2019) from a differential-geometry angle rather than the usual "here's…
受众观点：① 有人追问智能的哪一部分更像在结构化状态空间里的哈密顿流，而不是简单的损失下降（@TheHandsomePo-ta-to，14分） ② 楼主详细解释自己对 HNN 的直觉，认为很多推理和探索更像保持某些不变量的流动，并谈到结构性不变量如何约束搜索空间（@FlameOfIgnis，11分） ③ 讨论中有人提出不变量可能在现实中是结构性的，但在模型里是通过统计学习获得的，并用"物体永恒性"举例（@TheHandsomePo-ta-to，9分）
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- @TheHandsomePo-ta-to (14): What part of intelligence behaves like Hamiltonian flow through a structured state space rather than optimization toward a loss minimum?
- @FlameOfIgnis (11): If you want my honest take, I don't have a solid answer for you. The intuition I follow is that anything that has to keep moving without settling; reasoning, exploration, goal directed searching-- they don't really monotonically reduce an error towards a fixed point, instead the…
- @TheHandsomePo-ta-to (9): What do you think about the idea that invariant may be structural in reality, but learned by the model statistically? With respect to biological learning, a human does not get "object permanence" as a theorem. They infer it from experience. But once acquired, it acts like a stru…
- @Dzagamaga (5): I apologise for possibly misunderstanding and nitpicking both at the same time, but as I understand, object permanence is not wholly learned during an individual's development alone. Like with many things in the brain, it seems to be in large part an evolutionarily shaped prior.…
- @LordSaumya (5): Symmetries and group/representation theory in general seem to have enormous scope in PIML IMO. There was a recent paper introducing a technique called *Noether's Razor* that caught my eye. In the end, it's a trade off between trainability and representation capacity.
这帖在讨论数据导向设计如何应用在非游戏领域，比如统计库、量化分析和数据库等高数据量场景。
I recently started doing some research about data oriented design and I find material mostly from gamedevs. I understand that it became popular by Mike Acton, but I think the principles could be appl…
受众观点：① 指出几乎所有处理大规模数据的系统都在用数据导向设计，例如列式数据库（@gnus-migrate，45分） ② 讨论列主序数组、Parquet 等格式以及 SoA vs AoS 在缓存和 SSD 访问上的权衡（@ThirdWaveCat，20分） ③ 强调即便是传统关系型数据库，主键类型、索引设计等也体现了数据导向思维，对性能影响巨大（@pkt-zer0，17分）
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- @gnus-migrate (45): Basically any area that processes large amounts of data uses this approach. Columnar databases are an example of data oriented design applied to big data for instance. The point is to center your design around your data, understand the shape of the data that you have to process…
- @ThirdWaveCat (20): Column major numerical array processing goes back to fortran. The same idea is common on disk formats, such as parquet, which uses small column-major row-chunks. SoA vs AoS is important to understand but also feels underdeveloped as a teaching tool in explain particular tradeoff…
- @pkt-zer0 (17): Even non-columnar database schema design benefits a lot from data-oriented principles. Which is just to say: the fact that data types are NOT a perfect abstraction. They have a clear impact on storage and performance characteristics. Whether you pick a UUID or a tinyint as the P…
- @initial-algebra (11): All RDBMS are data-oriented, just not necessarily optimized for CPU cache prefetching. Disk access is more important, especially when tables grow too large to be fully resident in memory.
- @taikunlab (9): Quant finance is actually one of the oldest DOD strongholds: kdb+/q has been a column-oriented time series database since before the term was fashionable, and trading shops picked it exactly for cache friendly scans over ticks. The whole Python data stack is the same idea too, N…
一位英国多产品创始人分享最近买了 5 个 indie 软件却都没自动开具 PDF 发票的经历，并反思 AI"vibe coding"是否让开发者忽视税务合规和 post-purchase 基础设施。
Hey everyone, I want to start by saying that I love this community and I actively try to put my money where my mouth is. Over the last few weeks, I've purchased 5 newly launched software tools built…
受众观点：① 有开发者分享自己选择 Paddle 正是为了自动处理 EU VAT 和发票，强调对 B2B 客户合规发票是刚需，且切换到 MoR 平台往往比自建要省事（@TimelyRepeat4517, 3分） ② 不少人承认自己也曾忽略发票问题，直到被欧洲客户半夜催手动开票，说明这是 indie 产品从玩具到生意的典型分水岭（@Bitter_Regular7406, 3分） ③ 也有人从更宏观的角度分析：vibe coding 和 AI 降低了前端开发门槛，却让没人愿意做的"票据、webhook、催款邮件"等后端流程更容易被拖延，而 MoR 平台正好填补这块空白（@No-Contract262, 2分；@secersh, 2分；@AntelopeHistorical36, 2分）
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- @TimelyRepeat4517 (3): Both sides of this resonate. As a builder, I use Paddle for the Windows version of my app specifically because it handles the EU VAT and invoice generation automatically. The alternative was building all of that myself and it's genuinely complex to get right, especially for B2B…
- @Bitter_Regular7406 (3): guilty of this tbh, we shipped muvi without automated invoices for the first few weeks because stripe receipts felt "good enough" until an EU customer needed a proper VAT invoice and i had to manually generate one at midnight lol.
- @No-Contract262 (2): The pattern's real, and I don't think it's mainly cultural. The post-purchase loop is just the least glamorous thing you can build, so it's the first to fall off the list. Vibe-coding makes it worse in a specific way: the tools are brilliant at the dashboard and the landing page…
- @secersh (2): Also coming from Europe, the billing and invoicing is the first thing u start thinking about after the initial product idea, but the good thing is that Lemon Squeezy exists and can speed up the product development significantly. Regarding the "trend" you mention, it could be a r…
- @AntelopeHistorical36 (2): My thoughts on this would be: since most vibe coders are just too new to this business world, they don't really care about invoice. As it for me, until I see your post, I don't realize that I should provide invoice to people who purchased my product. Also, if the product is to C…
一名后端开发在评估让某个前端产品从嵌入式变成独立平台时，考虑用微前端和 Module Federation，向社区征求真实踩坑经验以及是否过度设计的替代方案。
Hey everyone! To give some context, I've been a backend dev for a few years now, and in my current job, I need to work on the frontend of a few products. Currently, my team has Product A running insi…
受众观点：① 不少人直言微前端得不偿失，建议用单仓库、多 npm 包或子域多应用等更简单的方式管理前端代码（@jax024, 39分） ② 有 Module Federation 核心成员详细解释适用场景，强调前提是团队和领域边界清晰、需要真正的独立部署和所有权，否则微前端只会放大耦合问题（@NesteaHD, 9分） ③ 其他开发者从内部系统经验出发，认为内部应用往往各自选栈即可，甚至建议尽量用原生 HTML/CSS/JS 和 Web API，避免不必要的复杂度（@w-lfpup, 8分; @flukeytukey, 7分; @brady727, 6分）
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- @jax024 (39): It's just not worth the squeeze. Depending on what you need a monorepo, separate npm libs, or just different apps deployed under a subdomain. My org manages probably 60 internal react apps. We have a shared design system lib, and everything is deployed under a subdomain under ou…
- @NesteaHD (9): Hey, MF core team member here. The main thing I'd look at first is **why** you want to split this frontend, not which tool you want to use. Micro frontends usually make sense when you have teams moving at different velocities and they need real independence: independent deploys,…
- @w-lfpup (8): Depends on the scope of the problem but there's nothing wrong with keeping the public forward facing code separate from internal code. In my experience most internal teams pick their own frontend stack because they have to maintain the product anyways and no one will use it but…
- @flukeytukey (7): Dont do it
- @brady727 (6): Seconded. My company has 70+ Angular Micro-Frontends. It's a huge pain.
一位技术型创始人把首个 B2C SaaS 自力更生做到 1K 美元 ARR，但完全不懂营销和增长，现在在问如何在已有清晰 ICP 的前提下把获客从零散口碑放大到规模化触达。
I am a technical founder who is useless at GTM or growth or anything like that I scaled my first B2C SaaS to a modest 1K ARR (I know it's not huge but I am very proud consider I bootstrapped it) thro…
受众观点：① 顶层评论强调 1K ARR 谈不上 scale，更重要是选一个 ICP 集中的渠道持续对话，把反复出现的异议做成内容，而不是过早找代理（@rupert_at_work, 2分） ② 有人建议直接去医学院线下推试用和折扣，说明大家在具体获客路径上更偏向地推和垂直场景（@Last-Chemical-1592, 2分） ③ 也有评论指出现在阶段其实是 grow 而不是 scale，创始人自己也在追问如何增长，反映出对增长阶段定义和路径的困惑（@BeeRanked, 1分; @Critical_Original673, 多条回复）
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- @rupert_at_work (2): At 1k ARR, "scale" is probably too grand a word. Pick one channel where your ICP already complains in public, talk to 20 of them a week, and turn the repeated objection into content. Agencies this early are usually an expensive way to learn things you could learn painfully but c…
- @Last-Chemical-1592 (2): Go to medical schools offer some trial licenses and big discounts
- @Critical_Original673 (1): I do talk to them, but I need to scale
- @BeeRanked (1): You need to grow not scale
- @Critical_Original673 (1): How do I grow
楼主讲述一次停电导致 Elden Ring 存档损坏，却被 Fable 5 通过对比正常存档结构、一键重建 USER_DATA 段和校验和而成功修复的详细过程。
I'm playing Elden Ring with Convergence + Seamless mods and during a power outage while quitting the game it corrupted my save file, showing two separate save files with Chinese characters in the fil…
受众观点：① 很多玩家把这种救回存档的案例当成 AI 的真正价值场景，比单纯聊天更有成就感（@wewerecreaturres, 84likes） ② 有人单纯为 Fable 成功修复文件感到惊喜，情绪上给出积极反馈（@TheWrathRF, 40likes） ③ 也有建议把案例发到 Elden Ring 社区，同时有人提醒游戏圈对 AI 话题往往比较敏感（@Competitive_Fruit901, 40likes；@touchet29, 31likes）
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- @wewerecreaturres (84): These are the true wins of AI
- @TheWrathRF (40): Good boy Fable! 🔥
- @Competitive_Fruit901 (40): Post this in the Elden Ring subreddit
- @touchet29 (31): We all know how the vocal gaming community handles the slightest mention of AI
- @Lost_Cyborg (12): REEEEEEE
作者发布自托管项目管理工具 TaskView 1.4.8.7 版本，新增循环任务、时间追踪、冲刺规划和高度可定制的 UI，并分享自己用 Claude Code 提升开发效率的体会。
Hi everyone! Since my last update I have added some new features to TaskView. What is new: * Updated UI (I am really happy with new design, and I hope you will like it as well.) New sidebar and new H…
受众观点：① @Ok_Fault_8321 称 UI 不错，内置 MCP 是亮点（3likes） ② @andrewsb8 考虑从 Nextcloud 迁移，但担心迁移成本高（2likes） ③ 其余评论多为作者自己回复，实质讨论有限
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- @Ok_Fault_8321 (3): Feels like I'm always searching for the right to-do program for me. Looks like this has a pretty good UI. I like that it has a bundled MCP.
- @TaskViewHS (2): Thanks! It include two packages `taskview-api` and `taskview-mcp`. You can use them with API tokens to build your own integrations.
- @andrewsb8 (2): Ive been considering moving from Nextcloud for a bit but Deck was one of things keeping me there. This could change my mind. Migrating everything would be quite difficult though. Looks like an awesome project I hope I find the time to try it out soon!
- @TaskViewHS (2): Thanks a lot! I completely understand! I would be glad to hear your feedback when you get to try
- @TaskViewHS (2): I have updated the post to clarify it. There is no secret. Thanks for pointing that out!
作者展示自己的项目 WebGraph，可以把任意网站爬取后可视化成交互式拓扑图，让人不用翻 HTML 或开发者工具就能看到站内结构以及外链关系，并提供在线 Demo 和开源仓库。
What my project does: WebGraph turns any website into an interactive map. Instead of digging through HTML, links, or developer tools, you can visually see how a website is built, and how it connects…
受众观点：① 有人夸项目很酷，关心抓取请求是否完全在前端完成，并建议作者去相关子版块推广（@AceReviewer, 4分） ② 作者解释由于 CORS 等限制没有走纯前端，而是服务端处理，并提到项目最初是为测试 SSE 流而做的开源玩具（@Ok-Ordinary-5071, 4分） ③ 其他开发者在亲自跑过自己网站后反馈体验不错，并提出希望支持根据链接继续递归扩展节点、自动生成更大范围站点图的功能需求（@Artistic-Stable-3623, 2分）
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- @AceReviewer (4): This is really cool! Are all the queries done client-side? Please feel free to post this on r/WebSoftGiveaway if you would like.
- @Ok-Ordinary-5071 (4): lmao no, due to cors and what not i decided not to do it client side, also the project was really made because i was testing sse streams lol. i would post but its not really paid is it lmao just some open source shit
- @AceReviewer (3): Doesn't matter. Just label it as free.
- @Travis_Flywheel (3): I'm an idiot and didn't see the github - its a hand rolled graph :impressive:
- @Artistic-Stable-3623 (2): wait this is pretty cool, just did it on my website and that's nice! maybe add something where i could do generations, liek if it locates a link maybe it goes to that link and propagates from there! pretty cool :D
项目 Project Gutentag 利用用户在 Elevenlabs 等服务中剩余的 TTS 额度，自动批量合成公共领域作品的免费有声书，已累计生成约一千万字音频。
TLDR: People contribute their leftover TTS credits, I turn them into free audiobooks. We've processed over 10,000,000 words so far. Hi all, my project ([https://projectgutentag.com/](https://projectg…
受众观点：① 有用户直接称赞这是当天在 Reddit 上看到的最好项目，情绪上非常支持（@Pleasant_Set_3182, 5likes） ② 有重度有声书用户好奇在多贡献者参与下如何保持整本书的声音和质量一致，认为这是实现上的最大难点之一（@kakalotfreedom, 3likes） ③ 也有人询问 TTS credits 的概念和项目的运行成本，作者回应目前在小型 EC2 上成本不高，下载量上来后再考虑优化（@Recent-Day3062, 3likes；@hicaseywolf, 2likes）
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- @Pleasant_Set_3182 (5): Best thing I seen on Reddit today :)
- @kakalotfreedom (3): Love this. As someone who basically lives in audiobooks, I wonder how you keep the voice consistent and quality across a full book when different contributors are generating chunks? That feels like the hardest problem here.
- @Recent-Day3062 (3): What are TTS credits?
- @hicaseywolf (2): Thank you! :)
- @hicaseywolf (2): Running it on some small EC2s it's been very cheap so far, less than $150 over a few months. Once I start to get a lot of downloads ill have to consider this but I'm excited to have that problem XD
一位有约 20 人团队的公司在问哪种自托管知识库最适合作为内部文档系统，并纠结 BookStack、Wiki.js、Outline 以及如何安全暴露到公网。
Hi everyone, we're looking for a self-hosted knowledge base solution for our small company of around 20 employees. Our main requirements are: * easy to use and maintain * good search functionality *…
受众观点：① 很多人强烈推荐 Bookstack，自述在公司里自托管并通过 Cloudflare Tunnel + Cloudflare Access 保护登录入口，认为简单好用（@jmeador42, 11分；@TheePorkchopExpress, 3分） ② 也有用户从长期维护角度指出 Bookstack 缺 PostgreSQL、插件和多书共享页面等能力，担心单人维护、无资金支持带来的项目天花板（@nbass668, 3分） ③ 有开发者顺势推荐自己做的 Weavestream，强调可拖拽结构化文档、密码管理、IPAM 等一体化功能，但也有人吐槽付费墙太重、存在不少顾虑（@Hairy-Storm, 2分；@Admirable-Treacle-19, 2分）
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- @jmeador42 (11): Bookstack is incredible. Full stop. We self host it at work behind a Cloudflare tunnel. We lock it down using Cloudflare Access to keep people from banging on the login page.
- @TheePorkchopExpress (3): 2nd for bookstack, it's fantastic!
- @nbass668 (3): Its either Bookstack or Wiki.js or Outline Wiki Either one is a gold standard depends on your needs. I have been using Bookstack from day one.. its amazing in simplicity in a day when I was all-over any PHP and Mysql repos. Bookstack wins in simplicity and ease of use. Today I a…
- @Hairy-Storm (2): You might want to check out https://weavestream.io. It's an app I built for myself and made it open source. I've come from an IT and dev background over 20+ years. One of its main benefit is that you can create your own structured documentation (drag and drop editor) to build an…
- @Admirable-Treacle-19 (2): Too much paywalled. There are many concerns on it
作者分享自己帮人审 landing page 的经验，指出陌生访客不会细读文案而是几秒内把页面归类进某个心智"桶"，真正决定转化的是首屏标题如何避免被当成泛泛的效率工具或"某个 AI 东西"。
i look at a lot of landing pages and the most common problem isn't bad writing. it's that founders literally cannot read their own homepage. you don't read it - you recognize it. every word triggers…
受众观点：① 读者认同"bucket 思维"，分享自己项目被家人或用户误解产品类别、改动标题后转化明显提升的案例（@Lumpy-House3155, 3分） ② 有人用钩针编织类比说明人脑会用图样快速归类信息，强调这种模式识别在各种场景里都存在（@maboroshi62, 1分） ③ 评论区开始有人直接丢自己项目链接，希望 OP 帮忙指出首屏最大问题，说明大家把这帖当成实战 landing page 诊断帖在用（@Slight_Pin5742 等, 多条1分）
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- @Lumpy-House3155 (3): this is so accurate it hurts. i had landing page for my scooter rental side project and thought it was clear as day, showed it to my sister and she goes "so you fix scooters?" no. not at all. the headline said something like "ride better" which in my head meant rent premium scoo…
- @maboroshi62 (1): the crochet analogy is weirdly perfect tbh, we really do sort everything the same way
- @Slight_Pin5742 (1): aerixorbit.com
- @george_alto (1): product that prevents breakins to your car
- @Slight_Pin5742 (1): Would you buy it?
一位有 SaaS 想法但没有受众的新人在询问，如何找到真实用户来验证需求，以及大家通常是怎么推广自己产品的。
I have a pretty decent idea in mind, but I don't know how to get an actual audience of people to seek validation from, and even if I do, how do you guys promote your products?
受众观点：① 有人建议不要等有受众才验证，而是先明确谁有这个问题，再去他们已经抱怨的地方参与讨论，通过回答问题和观察重复痛点来判断需求强度（@Playful-Status-654, 3分） ② 另一位强调与其问"你会不会用"，不如问对方现在怎么解决这个问题、有多痛，并看他们是否愿意继续深入对话（@zagrodzki, 2分） ③ 也有评论推荐去相关线上社区里接入正在进行的讨论，而不是冷问，同时提到《The Mom Test》是常被推荐的验证方法论书籍（@IHaveARedditName, 1分）
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- @Playful-Status-654 (3): I wouldn't wait until you have an audience to validate the idea. I'd first get really specific about who has the problem, then go where those people already complain or ask questions and try to be useful there. Not pitching, just answering questions, learning the language, and s…
- @zagrodzki (2): Asking "would you use this" before you have anything usually turns into politeness. I'd push for a tighter test, like "what do you do today when you have this problem, and how painful is it?", then look at whether they'll keep talking when you get specific. Have you tried doing…
- @One-Equivalent-746 (1): So basically I find spaces to ask people whether they would use this, like asking business owners? All done before having an MVP
- @IHaveARedditName (1): Yes. If online communities exist where people actively talk about your problem that is most accessible. You can ask but the response is going to be warmer if you're joining a thread already in progress. If you cant find anyone talking about your problem that is good signal as we…
- @IHaveARedditName (1): The mom test is the book regularly pointed at to help here as well.
作者运营一档播放冷门老歌和电视主题曲的复古电台，根据社区建议把 App 里的磁带元素放大并横置，让手机界面更像随身听。
I have a unique retro radio station and app. I play forgotten music but also old TV Themes, jingles and other blasts from the past. You guys said I should make the cassette bigger and tip it on its s…
受众观点：① 有用户从技术栈角度好奇后台是否用 Azuracast 等现成方案搭建（@jnubianyc, 2likes） ② 多条评论肯定侧放磁带的设计，让界面更快被识别为 walkman，认为比之前版本更直观（@Specialist_Table2829, 2likes；@Annual_Half_7010, 2likes） ③ 作者也在评论中强调差异化的重要性，希望通过内容和视觉都与其他电台区分开来（@New_Welder_391, 1likes）
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- @jnubianyc (2): Very cool . Is the backend Azuracast?
- @Specialist_Table2829 (2): The cassette-on-the-side redesign totally works - it reads as a walkman instantly now, way more than before. And leaning into forgotten jingles and old TV themes is such a specific nostalgia hit that nobody else covers. Nice job actually acting on the feedback.
- @Annual_Half_7010 (2): yeah the sideways cassette reads way faster on mobile, feels like a real walkman instead of just retro-themed
- @New_Welder_391 (1): Shoutcast and CentovaCast through Epic Hosts.
- @New_Welder_391 (1): Thanks. I appreciate that. Always important to differentiate yourself in the market. :)
作者做了一个免费小工具，帮独立开发者检查自己网站是否适合被大模型引用、支持 GEO 场景，并强调无需注册即可直接测试。
Created a free tool for us indie devs to check if your website is ready to be cited by LLM's Feel free to take it for a spin: [https://grademypage.com/free-tools/geo-checker](https://grademypage.com/…
受众观点：① 认为为 LLM 优化是趋势、强调结构化数据和清晰内容的重要性（@Misty-Canyon-7204, 2分） ② 觉得大多数 indie hacker 只有在真正出海、有非美国市场后才需要 GEO 功能，更像是有 traction 之后的加分项（@Dazai_Ambatchew, 2分） ③ 讨论 GEO 和传统 SEO 哪个更重要，倾向于两者都要兼顾（@theRealCryWolf, 1分；@Both_Refrigerator623, 1分）
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- @Misty-Canyon-7204 (2): Optimizing for LLM citations is a smart focus. Traditional search behavior is shifting, and having clear, structured data seems to be the most reliable way to get picked up by these models.
- @Dazai_Ambatchew (2): Cool idea, but honestly most indie hackers probably don't need geo-ready features until they hit their first real market outside the US. Might be more useful as a "nice to have" checklist once you've actually got traction somewhere.
- @theRealCryWolf (1): Do you think we're at the point where GEO is as important if not more important than SEO? Or is better to focus on both?
- @Both_Refrigerator623 (1): I think both for sure
- @Both_Refrigerator623 (1): Agree! That's why I made it into a freebie 😊
作者分享自己做的 Marble 项目，一个面向 6-9 岁儿童的生成式互动学习世界，让孩子在虚拟海湾观察珊瑚、在沙滩做数学作业或用图像生成即兴下棋，通过 TestFlight 提供早期测试版。
A 7 year-old using image generation to improvise a game of chess with characters. A 6 year-old observing corals in our lagoon and learning about marine biology. A 7 year-old doing her math homework o…
受众观点：① 有人简单称赞产品很棒，祝贺作者和团队的成果，说明视觉和概念对旁观者已有吸引力（@replayzero, 1分） ② 作者积极邀请感兴趣的读者私信交流，表现出对合作和反馈的开放态度（@kouklimou, 2分） ③ 有开发者表示受到启发，希望能以实习形式参与，提到自己有构建交互式 Web 体验的经验，说明这个方向对创作者和工程师也有吸引力（@Narrow_Weird_1415, 1分）
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- @kouklimou (2): Thanks a lot man! Let's connect over DM!
- @replayzero (1): This looks great - Well done to you and your team - Really nice.
- @kouklimou (1): Thanks a ton for the feedback!
- @Narrow_Weird_1415 (1): I've always wanted to create products like this, and seeing your work is really inspiring. I even have a few ideas in mind that I think could make it even better. If there's an opportunity, I'd love to work with you as an intern. I have experience designing and building interact…
- @NetOk7015 (1): Fwiw there's a small sub r/ShipYourPosts for weekly ship logs if you want a low-noise place to post updates - no pitch, just founders shipping. https://www.reddit.com/r/ShipYourPosts/
作者介绍自己做的 Slack 机器人 AutoThreads，可以自动把主频道里的散乱回复移到线程里，解决大家不点"Reply in thread"导致上下文丢失的问题，并邀请用户安装试用帮忙进 Slack 市场。
I built [AutoThreads](https://autothreads.app) \- because people that don't reply in threads is the worst Slack thing ever. I would need your feedback and 5 installs, to be able to submit it to the S…
受众观点：① 工程师用户认为这个想法非常实用，吐槽主频道里因为没人用线程导致上下文大量丢失，并好奇后端技术栈和如何在 Slack 事件流里避免触发频率限制（@nx_preet, 8分） ② 作者解释实现细节，确认后端用 Node.js，且所需的 Slack 接口限流比较宽松，目前不是瓶颈（@theguywiththemeaning, 7分） ③ 有人担心机器人通过删除原消息再代发会影响原作者的消息历史、搜索可见性以及后续回复通知，暴露出产品在 UX 和权限上的潜在边界问题（@waxpancake, 2分）
展开评论
- @nx_preet (8): This is brilliant. The amount of context lost in main channels just because people forget to click the reply button is staggering. Did you build the backend with Node.js? I am curious how you handle the event listening without constantly hitting Slack's rate limits.
- @theguywiththemeaning (7): You sound like an AI but whatever, here it is. Yes, backend is with node. Slack's rate limits apply differently for different types of endpoints. And the ones that the bot needs have quite a generous limit, so that's not a problem.
- @waxpancake (2): It looks like the app deletes the stray post and reposts it in a thread with the user's name and avatar, but I imagine that means the message won't appear in that user's message history or search, and they won't get notified of new replies in the thread, right?
- @Fit_Gas_4417 (2): Well it's their fault for not posting in the right place
- @theguywiththemeaning (1): Yes, after a while people might actually learn that threads exist
开发者分享自己为 FireTempMail API 搭建临时邮箱基础设施、SEO 和文档后，终于拿到首个 29.99 美元付费订阅的经历，并向大家请教如何从第 1 个客户扩展到前 10 个。
https://preview.redd.it/fv90ouq2ouah1.png?width=2938&format=png&auto=webp&s=5d8b8398a91b591874483626ce81a508a6b6f7f9 In last month I got my first paid subscription for the FireTempMail AP…
受众观点：① 有人祝贺首个付费，肯定这是重要里程碑，但没有给出具体增长建议（@deepaktechk, 3分） ② 有经验的开发者建议暂时不要急着大规模扩展获客，而是先找到更多和首个客户画像相似的开发者，直接外联获取一手反馈，比单纯看 SEO 流量更有价值（@LetterheadUnlucky421, 2分） ③ 楼主自己也在评论中反思，认为付费客户的信号比流量更清晰，下一步要搞清楚对方为什么转化，再去找有同样痛点的开发者（@Used-Blackberry-2013, 1分）
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- @deepaktechk (3): Congratulations 🎉
- @Used-Blackberry-2013 (2): thanks
- @LetterheadUnlucky421 (2): I'd resist trying to scale outreach yet. For the next few customers, I'd find people who look like your first paying user and reach out directly, developers building similar temp-mail or disposable-account tools. That's more useful than SEO right now because you get direct feedb…
- @zagrodzki (2): Congrats, that first paid API hit is a weird mix of relief and "oh wow, it actually works." The thing I'd focus on is exactly what you said, figure out the conversion reason while it's fresh. When I got my first paying customer, the quickest path to the next ones was drilling in…
- @Used-Blackberry-2013 (1): I think you're right i've been very focused on SEO but a paying customer gives me a much clearer signal than traffic ever did my next goal is to understand exactly why they converted and find more developers with the same problem before trying to scale acquisition
作者分享在两个月内监控网站流量时发现近四百个伪装成 ChatGPT 的爬虫 IP，其中不少还在扫 `.env` 等敏感路径，提醒大家不要只信 user-agent 而要用官方 IP 段校验 AI 爬虫流量。
Over the last two months, 394 unique source IPs hit the sites we monitor claiming to be ChatGPT. They were all fakes! Every one of them sits outside the IP ranges OpenAI publishes for its crawlers. F…
受众观点：① 有人感叹完全靠"荣誉系统"统计 AI 流量太离谱，自己也遇到大量伪装成 Googlebot 的 VPS 访问，认为按官方 IP 段校验应该成为默认配置（@Most_Trouble1298, 15分） ② 有评论分享 Cloudflare 的 Verified Bots 功能，说明不少团队开始依赖云厂商内置能力识别合法爬虫（@itgforlife, 4分） ③ 其他人补充说主流 WAF 已支持基于 IP 的爬虫校验和限流规则，强调不要只用正则匹配 user-agent，应该结合反向 DNS、速率限制等手段（@End0rphinJunkie, 2分; @Amazing_Stage1764, 2分）
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- @Most_Trouble1298 (15): the honor system for bot traffic is wild. 400 fakes in two months and 79 of them poking at.env files, thats just lazy hacking dressed up as crawling. i ran into something similar on a side project where half the "googlebot" visits were from some vps in russia. cross checking ip…
- @itgforlife (4): I've been working on this recently as I set up my VPS not long ago. So some of that set up has included integrating it with Cloudflare. If you're on Cloudflare, they support Verified Bots: https://developers.cloudflare.com/bots/concepts/bot/verified-bots/
- @End0rphinJunkie (2): Spoofing crawlers has been a thing forever, but its wild how many setups still just regex teh user agent string and call it good. Most major WAFs have managed rules that handle the IP checking for you now so you dont even have to build it manually.
- @Amazing_Stage1764 (2): The user-agent spoofing part is the real problem here. Checking against published IP ranges is the only reliable way to verify legitimate crawlers, same approach Google recommends for Googlebot verification via reverse DNS. For anyone dealing with this, nginx rate limiting per I…
- @Eric_Ribia (2): Is cloudflare enough to create such protections. We recently received over 20k registration form submissions from bots.
作者受 Zerodha 和 Zomato 关于 Typst 的工程文章启发，用 Rust+Typst 做了一个叫 Cellystial 的 PDF SaaS：前端是拖拽式模板编辑器，后端通过 REST API 接收 JSON 在毫秒级生成发票、报表等 PDF，主打替代 html2pdf 和 headless Chrome。
I read Zerodha's engineering post "1.5 million PDFs in 25 minutes" where they ripped headless Chrome out of their pipeline and switched to Typst, a Rust-based typesetting engine. (Zomato had a simila…
受众观点：① 顶层长评指出产品在定位上有张力：一边是给创始人和运营的可视化模板，一边是面向工程师的 JSON+REST API，提醒作者先想清楚真正的买家是谁，并强调对已经在用 Puppeteer 或付费 API 的团队来说，切换成本高，真正驱动力是成本和运维痛点而非纯渲染速度（@MaximumDiscipline843, 2分） ② 作者详细回应，说明通过仪表盘表单和模板库尽量把 JSON 抽象掉，让非技术用户也能用，同时强调自己在价格、速度和端到端文档生命周期（生成、存储、邮件发送）上的优势，并已提供 RapidAPI、n8n 和 Node.js SDK 等集成（@Weird-Inevitable882, 1分） ③ 另一位评论者继续强调"像两个产品在打架"，建议优先服务 ops 用户，把 JSON 接口放在幕后，暴露出市场叙事和产品包装上仍需聚焦的共识（@urbanmonkey2003, 1分）
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- @MaximumDiscipline843 (2): The switching question is the one that matters most, and I think it exposes a positioning tension in the project. You correctly identified that Typst's speed is useless to non-engineers, so you built a visual layer for founders/ops/marketers. But then the product is a drag-and-d…
- @Weird-Inevitable882 (1): First of all, I really appreciate that you read the whole post <3 . And you've pointed exactly those pain points which were in my mind few months ago. **\* A non tech user will not even want to deal with JSON or typst, so APIs are on the same boat.** \- If user is creating to…
- @urbanmonkey2003 (1): This still reads like two products fighting each other, and i'd pick ops users first, drop the JSON/REST bit from the pitch, and keep the API as a back door for engineers. Which is the problem. The drag-and-drop builder is the thing non-devs can touch, the JSON payload story pul…
- @Weird-Inevitable882 (1): Got your point!! Will hide the actual JSON abstraction from non-dev users so they only see fields/variables to add/edit, and devs can still be able to use JSON for their APIs. Thanks for your suggestion. even u/MaximumDiscipline843's comment was in the same direction. Thank you…
- @Weird-Inevitable882 (1): Zerodha's post that started it: [**https://zerodha.tech/blog/1-5-million-pdfs-in-25-minutes/**](https://www.linkedin.com/safety/go/?url=https%3A%2F%2Fzerodha%2Etech%2Fblog%2F1-5-million-pdfs-in-25-minutes%2F&urlhash=s8Ra&mt=X4oXnfgOi7qb7lW8Xt7o1R3UelxqrOYtM2yj63rxcV_qZpQ…
一位使用 PHP8+MySQL 自建栈的开发者在询问，如何在本地、测试和生产环境之间同步动态 CMS 数据，除了手动拷贝或写 seeder 之外有没有更好的标准做法。
As titled, whats the preferred method of keeping all your environments sync'd in terms of data, especially if its dynamic content added in a CMS. Am I overthinking thats its literally a copy paste jo…
受众观点：① 有人推荐使用 Phinx 这类数据库迁移工具，把表结构和必要数据变更写成 PHP 代码文件，方便用 Git 管理并在各环境重复执行（@bcons-php-Console, 5分） ② 也有人建议直接导出生产库、脱敏后导入本地和测试，作为最简单粗暴但有效的做法（@Random-num-451284813, 3分） ③ 其他评论从 Drupal 经验出发，强调要把配置和内容分离，通过配置导入、内容导出/导入或直接复制数据库来保持环境一致，同时用仓库管理配置（@permanaj, 2分; @Mindless-Arrival-106, 2分）
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- @bcons-php-Console (5): I use a db migration system, Phinx (https://phinx.org) All changes (tables, columns, indexes, etc) are stored in PHP code files and you can upload to any destination and apply them. Works great with git (since it uses PHP code files) and seedings are available for any required d…
- @Random-num-451284813 (3): when environments are already setup: - export production database - sanitize user data where needed - import to local and to test
- @permanaj (2): Just for comparison, in Drupal, you can export to json (HAL format), and then imported to other environment. For initial content usually committed to repo. For ongoing content, usually export/import zip file. Or, lazy approach is just copy/paste db. For files, there's module tha…
- @Mindless-Arrival-106 (2): I'd separate schema from content. Schema changes belong in migrations and Git. CMS content is just data. I'd rather have an export/import workflow than try to treat every piece of content like source code. Once editors start making changes in test or production, keeping everythi…
- @chit76 (1): That sounds great - I'll check it out thank you!
作者介绍 Facet 这款本地自托管照片打分与筛选工具，支持多种格式、AI 评分与人脸识别，并可用 GPU 提升 TOPIQ 审美打分和 SigLIP2 向量等高级能力。
Hello I've been building Facet (1.6.0) a self-hosted tool that scores every photo in your library across 9 dimensions (aesthetics, composition, face quality, sharpness, exposure, etc.), then serves a…
受众观点：① 有人关心单机 vs NAS 部署复杂度，讨论在 GPU 工作站上跑打分、NAS 只负责浏览，以及通过路径映射和 SQLite 文件同步来避免大规模图片传输（@niko-okin, 1分；@essentialaccount, 1分） ② 摄影用户在意算力位置和网络流向，担心把所有照片上传 NAS 再回写到 Lightroom 的低效流程，追问是否能完全在本地机完成（@essentialaccount, 1分） ③ 也有人从产品设计角度质疑当前流程，认为理想形态是"插卡即弹窗、浏览器里直接首轮筛选"，希望减少导入前后多次搬运（@essentialaccount, 1分）
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- @niko-okin (2): Fair - and that's the goal. Two things got tangled in my earlier answer. The complexity you saw is the advanced NAS deployment (score on the GPU box, serve on the NAS, path\_mapping, sidecars). That only exists for the two-machine case you raised. On a single machine it's alread…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @essentialaccount (1): On which machine is the computation actually occurring? Does my NAS hosting this have to upload all the photos, or does it run in the browser and use local resources? I doesn't seem productive to upload all my images to the NAS, score them, and then reimport them to LR which put…
- @niko-okin (1): Hello Computation (scan) is better be made on your workstation with GPU if you have: 1. Score on your workstation (GPU) 2. serve on the NAS. Mount the NAS share on your PC, run facet.py there so the GPU does the heavy lifting fast, then copy just the .db to the NAS and run viewe…
- @essentialaccount (1): Why did you make this design choice? Typically, culling is a pre-ingest process, where you want to cull before ever removing anything from the SD card. After culling, you ingest only the photos which match with you selection criteria. Outside of hosting the web service, I feel l…
这帖分享了一篇讲 Express.js 内部内存分配和 Node.js 网络处理实现细节的文章，但写作质量在评论区遭到大量吐槽。
Memory allocation of Express API request and it's data Who is the actual web server in Express.js framework Why Node js did not have network handling capabilities and how Node JS team implemented it…
受众观点：① 有人认为文章写得很差但至少不是 AI 生成的废料，吐槽同时也承认是人写的（@SarcasticSarco，4分） ② 读者调侃这让人想起早期互联网上语法混乱的人类垃圾文章（@Other_Fly_4408，4分） ③ 版主强调不允许主要由 LLM 生成的内容，宁可看人写得糟糕的文章（@programming-ModTeam，3分）
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- @SarcasticSarco (4): Hey article sucks but at least it's not AI Generated slop. OP just needs to learn writing articles.
- @Other_Fly_4408 (4): It is a nice throwback to the days of good old incomprehensible human-generated slop articles from before everything was AI. Reminds me of the "Does Bruno Mars Is Gay" article.
- @programming-ModTeam (3): No content written mostly by an LLM. If you don't want to write it, we don't want to read it.
- @Other_Fly_4408 (2): **ITS**. **ITS**. Not "it's". Please read a book. The article is even worse. The second paragraph: > Understanding how Express js framework works along with node js is very necessary for programmers, solution architects, Managers, CTOs, freelancers, and other people who has g…
- @Ok_Stomach6651 (2): Thanks for the feedback , english is not my native language, I will surely improve my skills of language
楼主准备上线桌面订阅软件，想找能做 Merchant of Record 并代办全球 VAT 税务的支付服务，在 Stripe、Paddle、Lemon Squeezy、FastSpring 之间犹豫求经验。
Hey, I'm about to launch a subscription software product (runs locally on the user's PC, tied to their account on my site) and I can't decide which payment provider to use. Main thing for me is not h…
受众观点：① @_MrFade_ 一句话总结：自己报税用 Stripe，想外包税务用 Paddle（1likes） ② @FarRub2855 补充：Stripe 手续费省下的钱通常被全球 VAT 合规麻烦吃掉（1likes） ③ @fiskfisk 建议用 Paddle 直到规模大到请得起会计师为止（1likes）
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- @_MrFade_ (1): Stripe if you do your own taxes, Paddle if you want a third party to handle your taxes.
- @FarRub2855 (1): This is pretty much the perfect summary. Whatever you save on Stripes lower processing fees usually gets eaten up real quick by the headache of handling global VAT complience.
- @AutoMick (1): I'd pick Paddle for sure
- @bcons-php-Console (1): I know your pain, since you also seem to be in Europe and taxes management is just hell here. I have never used Paddle but if it handles all the taxes I'd totally go for it.
- @fiskfisk (1): The common advice is to use Paddle until you're large enough to pay for an accountant to do the work for you (i.e. when the extra charge Paddle or another MoR takes surpasses whatever the cost of having an accountant do it for you is).
作者分享 tld-list 网站和一批便宜域名示例，并结合 Cloudflare DNS、WHOIS 隐私和零信任等功能讲怎么低成本注册和管理自用域名。
For those that don't know there's a site with an extensive list of the cheapest providers for domains, with filtering to find the type of domain you want. - [https://tld-list.com/](https://tld-list.c…
受众观点：① 关注超便宜后缀和长期价格的用户，会分享像 .xyz、.ovh 这类数字域名的多年优惠和是否还可注册（@yodhdha0, 11分；@N3XUS9, 4分） ② 关心 Cloudflare 域名和安全通知的人，会讨论收到域名被查询邮件等运营细节（@PokemonSWAG, 1分） ③ 有人提醒首年优惠后的高续费风险，提到测试环境域名忘记取消被高价续费收割（@Patient-Cedar-7194, 1分）
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- @yodhdha0 (11): .xyz domains are available for 10 usd for 10 years which have only numbers.
- @N3XUS9 (4): I have a .ovh domain, that's 2.5€ yearly and if you just use numbers it was 0.99€ years. But seems like they disabled new domains with them 🤔
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @PokemonSWAG (1): Anyone had an email from Cloudflare about someone inquiring about your domain? I just got one yesterday
- @Patient-Cedar-7194 (1): renewal rates are always a trap. bought cheap domain for test environment, forgot to cancel, got hit with forty dollar renewal fee.
Prosperian 创始人以自家 B2B 外呼 AI agent 为例，反思 AI 让做出 60% 漂亮 demo 变得几乎免费，但最后 40% 的可靠性、复杂度和系统理解门槛并没有降低，质疑"AI 让人人都能运营严肃 SaaS"的说法。
Genuine question I keep going back and forth on, curious where this sub lands. I founded Prosperian \~ 6 months ago .Is an AI agent for B2B outbound: it watches for buying signals (a company hiring f…
受众观点：① 有人认同 OP 观点，分享在 Naboo 的实践：AI 很擅长快速产出，但一旦涉及复杂状态、边界条件和特定业务规则，没有工程师设计系统、处理 AI 自信但错误的输出，产品很快会在技术债下崩塌（@EditorFar2101, 2分） ② 另一位评论认为 AI 只是把 barrier 降到"做 demo"，真正难的是可靠性、分发、支持和规模化下的边界情况，大量 AI SaaS 会死在执行而不是代码本身（@Low_Mouse_7452, 1分） ③ 也有人指出 AI 降低了所有人的构建成本，包括大厂和潜在客户，导致差异化和护城河更难，真正的优势在于数据、分发和深度嵌入工作流，而不是"能不能做出来"（@BeneficialManner1840, 1分）
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- @EditorFar2101 (2): I think you are right on point there too. At Naboo, this exact scenario plays out every day. AI is really good at being fast, yet building something more complex requires handling edge cases, states, and specific conditions, which AI just cannot reason through cohesively enough.…
- @Low_Mouse_7452 (1): I think AI killed the barrier to building a demo, not the barrier to building a business. The hard part was never CRUD screens it was reliability, distribution, support, and handling edge cases at scale. We'll probably see thousands of AI built SaaS products, but most will die f…
- @B2BSaaSy (1): I only started building since AI - but my guess is that it has made it harder. Our potential customers are drowning in demos and noise and it's therefore really hard to stand out when you have a genuinely value-add and production ready system
- @bccorb1000 (1): This market for SaaS has not changed much. There are still many products with a few successful cases. AI driven teams are seeing success, but only the ones that are carving out an actual niche or solving a real issue. Many people jumping in now are thinking in weeks or months be…
- @BeneficialManner1840 (1): Good post. One thing I'd add though: you're treating the real barrier as execution, basically can you build the reliable version and can you catch the AI when it's confidently wrong. Fair. But there's another one sitting right next to it that I think about a lot, which is differ…
楼主用主机商自带的 Wordpress 搭了一个只有几个按钮链接的简单个人页面，担心 WP 又重又不安全，纠结是继续用还是学点前端自己写静态站。
https://preview.redd.it/87343tomqtah1.png?width=2632&format=png&auto=webp&s=eaaf7bd70f666e8b613117d7d3fa23f2097dc3d6 I know these type of questions must be asked a lot here but since I ha…
受众观点：① @alphex 说用 WordPress 放 5 个链接就像"用原子弹炸蚂蚁"，建议直接学 HTML/CSS（9likes） ② @JontesReddit 说这种需求静态网站就够了，还能免费托管（3likes）
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- @alphex (9): Using Wordpress for 5 links is like an atom bomb on an ant hill. This is a very simple html / css project that will teach you a lot about how to build websites from a foundational perspective.
- @alphex (8): If it were me. An hour or so. Max. But if you have a month. You'll have plenty of time to learn.
- @JontesReddit (3): Stuff like this you can host for free with a static site host. Trivial to create in HTML.
- @d-iverqent (2): I guess I should've added that I didn't purchase anything Wordpress for this, but already had a domain and host for years since I bought it to have a business mail account. The Wordpress integration is included with the hosting package, so that's why I just went with that. So ei…
- @d-iverqent (1): I see. How long would you say it will take me to get this done? I should also mention that the top button expands down into 2 different buttons for different contact options (the reason why I wanted to step away from Linktree, as I couldn't do that there), and all buttons scale…
帖子用连贯故事提醒 SaaS 创始人别迷信短期动力，而是靠长期稳定输出和在没人关注时持续构建，所谓一夜成功背后是大量无人看见的普通工作日。
Everyone talks about motivation. Almost no one talks about consistency. The first week is exciting. The second week gets quieter. By the third week, almost nobody is watching anymore. That's where mo…
受众观点：① 有人分享自己卖掉 PS5、戒掉 Netflix 之后才真正专注，认为削减数字娱乐干扰比空谈动力更重要（@philantrophic_brooo, 1分） ② 有创始人提到已经坚持到第 10 周，测试和修小问题时最容易丧失动力，说明执行层面的枯燥是主要痛点（@Illustrious-Slide213, 1分） ③ 也有评论指出单纯讲坚持不够，如果方向错了再努力也没用，强调要在保持一致性的同时根据市场信号及时调整产品（@pmpu, 1分）
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- @philantrophic_brooo (1): Killing distractions also helps. I sold my PS5 and only then I started to give it all because I was so bored lol Sell your PlayStation, cancel your Netflix subscription. These are distractions that kill your dopamine. Instead have fun while going out with friends etc., this is m…
- @Illustrious-Slide213 (1): I am on week 10 and some days I struggle to do anything. Today is a good day again and running tests. Is it only me but are tests the worst? Especially if you find small things, lol
- @pmpu (1): idk the framing of consistency beats motivation is true but I think people still give up not because they lacked consistency but because they were consistent at the wrong thing for too long. I've seen people ship reliably for a year with no real signal and the problem wasn't the…
- @Powerful-Software850 (1): Facts! Most people watch the results not the process. You wouldn't believe how many people say "anyone can just repeat what you did".. I just think to myself, sure good luck!
楼主发现 docker-autoheal 这个仓库，会自动重启不健康容器，疑惑这种"自动重启掩盖 bug"的方案是否适合生产环境并征求大家经验。
Last week I came across this repo: [https://github.com/willfarrell/docker-autoheal](https://github.com/willfarrell/docker-autoheal) And it stuck to me. It doesn't fix anything, it just restarts unhea…
受众观点：① @fiskfisk 解释 HEALTHCHECK 只会改变容器状态不会重启，需要 autoheal 才能实际处理（8likes） ② @amulchinock 认为是否合适取决于用途：客户端关键服务不宜，内部幂等任务可以（3likes） ③ @StormDrown 认为多此一举，Docker 本身已有重启机制（2likes）
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- @fiskfisk (8): The same concept is natively supported in most orchestration platforms with a dedicated health check; there is nothing weird about a feature like that. An application can get stuck in a deadlock from competing threads for example, or while waiting for a remote server that missed…
- @fiskfisk (3): I misread your comment and the repo; HEALTHCHECK only changes the status of the container, it doesn't attempt the restart. So if you want to actually do something when the container gets marked as unhealthy, you'll need something like this.
- @amulchinock (3): I think it depends on what the container is actually being used for. If it's client-facing or for a business critical service, then probably not. But if it's just for a container that runs some idempotent reporting for internal use, then it may be useful.
- @StormDrown (2): That's precisely what I meant. Seems useless to have a running service to do something that docker already does. Kind of like installing a dependency to check if a number is even.
作者发布 WAMR 1.4.0 版本，这是一款自托管 WhatsApp 机器人，能对接 Seerr、Radarr、Sonarr 自动处理片源请求，本次更新主要改进搜索排序、配额管理和修复联系人页面等问题。
Hey! Quick follow-up release for **WAMR** - the self-hosted WhatsApp bot that lets your friends and family request movies and shows just by chatting with you on WhatsApp. Talks to **Seerr**, **Radarr…
受众观点：① 有人从命名梗出发调侃 WAMR 的名字，觉得没叫成 Wamarr 反而挺好，体现社区对 Radarr/Sonarr 生态的熟悉和玩笑文化（@Hallc, 4分） ② 作者也在评论里回应命名玩笑，说明社区互动氛围轻松，大家更关注项目趣味性和生态归属感（@sleekstrike, 1分） ③ 其余评论信息量不高，多为 AI 提示或轻量互动，对功能细节和部署体验几乎没有深入讨论（@asimovs-auditor, 1分）
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- @Hallc (4): I'm just glad you didn't call it Wamarr.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @sleekstrike (1): Can't say I didn't think about it tbh
这是一位开发者花九年从零构建 Rune Go IDE 的经历分享，起因是 2017 年 Vim 的跳转功能坏掉后决定自己造编辑器。
This is a nine-year account of building Rune, a new IDE for Go (Python and Rust are next). It started when my Vim's go-to-definition broke in 2017 and I decided to build my own editor rather than ado…
受众观点：① 觉得在没有 AI 帮助的年代独自做 IDE 是一种近乎疯狂的坚持（@airolgaselsetnas，2分） ② 一部分人表示会继续使用 IntelliJ 等成熟 IDE，不打算尝试新工具（@pm_plz_im_lonely，2分） ③ 也有人坚持用 Eclipse，认为复杂 IDE 像迷宫一样难以驾驭（@elmuerte，0分）
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- @airolgaselsetnas (2): Solo building an IDE in the pre-AI era. This guy is crazy.
- @pm_plz_im_lonely (2): Idk I'll keep using IntelliJ see ya around.
- @elmuerte (0): Yep, and I'm sticking with Eclipse. If I wanted to enter a maze of twisty little phrases, I'd boot up Zork.
BMVC 2026 评审结果即将公布，版主开设集中讨论帖让投稿者交流审稿质量和会议现状。
BMVC reviews will be out tomorrow. Making this parent thread for discussion. All the best everyone!
受众观点：① 老参会者担心 BMVC 会后疫情时代质量和影响力下滑，提到赞助减少和整体氛围变差（@10110110100110100, 2分） ② 今年参与审稿的人反馈自己分到的稿件质量很差，缺乏强基线和写作糟糕，对会议把关能力产生质疑（@dn8034, 1分）
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- @10110110100110100 (2): Ooof. I haven't reviewed for quite a few years now but always liked BMVC for being a more intimate venue even through the AI boom and always seemed to have the odd gem. I would hate to see it fall apart, though I think post covid it has been flagging a bit. Sponsors for the venu…
- @dn8034 (1): This year i have reviewed few papers @BMVC, the quality of all those papers were absolutely horrible. Lack of strong baselines, poor writing, etc. I have always had good impression of BMVC but not sure whats going on.
帖子宣布 eXo Platform 7.2 发布，这是一款开源数字工作平台，新版主打原生 AI 集成、多模型架构和可完全自托管部署，并通过 MCP 服务器和内部 RAG 把组织知识接入各类 AI 助手。
A new release of eXo Platform, an open-source digital workplace platform, is now available. It may be relevant to the self-hosted community here. With **version 7.2**, the focus has been placed on th…
受众观点：① 有人误以为是另一个名为 exo 的开源项目更新，说明品牌和命名在开源圈容易混淆，需要更清晰区分（@Jatilq, 1分） ② 也有 AI 审核类机器人评论提示展开回复了解 AI 使用情况，表明平台的 AI 话题会被额外关注（@asimovs-auditor, 1分） ③ 总体评论量不大，技术细节和部署体验几乎没人展开讨论，更多是路过式反应（@Jatilq, 1分）
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Jatilq (1): Thought it was an update to this project [https://github.com/exo-explore/exo](https://github.com/exo-explore/exo)
楼主在做一个用风格迁移改写机翻网文的项目，希望在不重译的前提下把生硬的中式英语润色成专业小说文风，同时保持语义忠实。
Hey all. I recently started working on a project to improve machine-translated webnovels via style transfer. The basic idea is to take the clunky translated prose and rewrite it to something that rea…
受众观点：① 读者认同机翻网文可读性差的问题，但对术语处理很敏感，强调如果不加硬约束，LLM 会把仙侠修真等专有词"润色"成完全错误的表达（@Naive-Concentrate363, 2分） ② 有人质疑 STRAP 这类句级方法难以满足长篇小说的上下文需求，建议考虑文档级模型如 BART/T5 做风格微调（@Lolmaster300, 1分） ③ 也有人建议直接从中文源文入手，给 LLM 设计技能和术语表，维护人物、地名和修炼体系的一致性，而不是只在英文译文上做后处理（@kkngs, 1分）
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- @Naive-Concentrate363 (2): LOVE that you're tackling this but I'm stuck on "termonlify", is that a typo or some translation studies jargon I've never heard of? For domain terms you need hard constraints, LLMs will absolutely "improve" your xianxia cultivation terms into nonsense if you let them.
- @Lolmaster300 (1): STRAP's sentence-level approach sounds limiting for your context needs. Have you considered document-level models like BART or T5 fine-tuned on style examples, even if imperfect pseudo-pairs?
- @kkngs (1): Might be better off working directly with Chinese text as input and creating a skill/guidelines to teach the LLM to construct a running glossary of names, places, and cultivation terms to improve translation consistency.
一位机器学习博士后期学生求推荐线性代数、概率论和泛函分析等数学基础书单与资源，希望系统补课而不是边做课题边学。
I am a mid to late stage PhD student in ML. I've known this before, but only recently I started feeling this urgently: my mathematical foundations are shaky, because I kept "learning-things-as-I-go"…
受众观点：① 读博或准备读博的机器学习学生关心有哪些适合自学的数学教材和路线图（@-MFXM-, 2分） ② 工程背景转向 ML 研究的人希望有更贴近深度学习应用的数学资源和练习，比如专门讲 deep learning 数学的教材和带作业的网站（@summerday10, 1分） ③ 有教学经验的人强调通过当助教或讲课来反向强化数学理解，把抽象概念讲清楚能逼自己补齐漏洞（@summerday10, 1分）
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- @-MFXM- (2): One really nice book on Mathematics of Deep Leaning, which I can fully recommend: https://doi.org/10.48550/arXiv.2407.18384
- @summerday10 (1): I'd follow [https://d2l.ai/chapter\_appendix-mathematics-for-deep-learning/index.html](https://d2l.ai/chapter_appendix-mathematics-for-deep-learning/index.html) where it covers basic-to-advance topics and there are homework and exercises if you really want to do them. RKHS paper…
PyMuPDF 1.28 新版本把 Markdown 作为一等文档支持，可直接用 CSS 控制样式从 Markdown 生成 PDF，方便多种工作流。
[https://pymupdf.io/blog/markdown-in-pymupdf-1-28](https://pymupdf.io/blog/markdown-in-pymupdf-1-28) PyMuPDF 1.28 release, introduces Markdown as a first class document in PyMuPDF. Seems useful for a…
受众观点：① 普通用户看到 Markdown 直接转 PDF 的能力，立刻联想到日常场景如菜谱、笔记等批量排版需求，觉得能省去手动转换 HTML 的时间（@Logical-Cranberry673, 1分） ② 关注 PyMuPDF 的开发者会把这类 Markdown 支持视为构建自动化报告、发票、技术文档生成系统的基础能力，期待更灵活的样式控制和脚本集成（多人隐含关注）
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- @Logical-Cranberry673 (1): wow I was literally looking for something like this in Monday for my meal prep recipes. gonna save so much time not converting markdown to html first
楼主通过在开发者社区提问，发现大家真正需要的不是更大上下文，而是能把一次 AI 编程会话中的变更、失败和猜测干净交接给下一次的"handoff"，并困惑于最痛的用户和愿意付费的人群可能并不重合。
Spend some time asking dev communities how they deal with ai coding sessions dying or going stale mid workflow before writing any code myself ,Got more replies than expected and the pattern is pretty…
受众观点：① 有人确认这种情况常见：最痛的用户往往是自己搭手工 workaround 的人，但真正有预算的是另一群人，建议把"手工方案"视为强信号，再评估他们愿意为节省时间或降低风险付多少钱（@Low_Mouse_7452, 2分） ② 另一位分享自己在支持团队看到的类似现象：最懂问题的人在一线用宏和脚本拼凑流程，但预算掌握在管理层，建议多问这些人 workaround 花了多少时间、哪里最脆弱（@Effective-Eagle5926, 1分）
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- @Low_Mouse_7452 (2): Yep, I've seen that happen. The people who feel the pain most aren't always the ones who pay. A good signal is when someone says, "I hacked together a messy workaround because I need this." The next step is figuring out whether that pain is costly enough that they'd pay to save…
- @Effective-Eagle5926 (1): i ran into this exact split. the people who build messy manual workarounds understand the failure points best, but they are rarely the ones holding the budget. we look at the support agents hacking together crazy macro chains just to see what is actually broken. a manual workaro…
作者开源了 SentryCode，一个在内核层审计本地 AI 编码代理行为的工具，通过蜜罐 token 和审计日志检测潜在数据泄露和隐蔽通道。
In light of recent privacy concerns arising from local AI coding agents performing telemetry, environmental scanning, and hidden cue fingerprinting, I've open-sourced SentryCode-a kernel-level behavi…
受众观点：① 工具作者希望更多本地 AI 代理重度用户试用并反馈，强调所有审计在本地完成、无外连以缓解隐私担忧（@cyh-c, 0分） ② 有安全意识的用户指出本地编码代理的难点在于区分正常工具噪声和真实外泄风险，认为蜜罐 token 是更干净的信号，并期待预设策略模板帮助解读审计结果（@Successful_Plant2759, 0分）
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- @cyh-c (0): Thank you for reading this article! I would appreciate more feedback, especially from users who frequently use local AI coding agents.
- @Successful_Plant2759 (0): For local coding agents, the hard part is usually separating real exfiltration risk from normal tool noise: package manager calls, language server indexing, git hooks, extension telemetry, etc. The honeytoken approach seems like the cleanest signal here because it gives you a co…
帖子围绕"优秀的 API 设计应该经得起时间考验、演进缓慢"这一观点展开，讨论接口稳定性和演化节奏对开发者体验和系统长期维护成本的影响。
r/webdev Good APIs Age Slowly
受众观点：① 目前评论很少，仅有读者简单表示这是篇不错的阅读材料，说明大家对"好 API 应该老得慢"这一理念有直觉认同但缺乏深入讨论（@Yeasiin, 1分）
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- @Yeasiin (1): Good Read 👍
这帖介绍了《The Platform Engineer's Handbook》一书，作者主打用 14 章代码示例写平台工程实战，而不是抽象理论。
Ajay Chankramath - author of The Platform Engineer's Handbook - joins Kaspar von Grünberg to unpack why he wrote a 14-chapter, code-first practitioner's guide instead of another theory-heavy platform…
受众观点：① 有读者认同平台工程先把基础结构和所有权理顺，再叠加 AI 工具才有价值的观点（@Silent-Chemistry-846，2分） ② 指出如果平台本身混乱，引入 AI 只会放大混乱而不是解决问题（@Silent-Chemistry-846，2分）
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- @Silent-Chemistry-846 (2): Completely agree with that framing. AI tooling amplifies whatever structure (or lack of it) is already there - a messy platform with unclear ownership and no golden paths just gets messier faster once people start scripting/automating against it. The teams that get real value ar…
提问者好奇机器学习会议中最佳论文、口头报告等奖项是如何评选的，想了解由谁决策以及是否只看审稿分数。
From what I understand, reviewers usually do not directly vote for these categories or nominate papers themselves. So how does the selection process typically work? Here are specific questions I wond…
受众观点：评论区无信息增量（无评论）
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帖子分享一篇介绍多种前端水合与渲染策略的文章，比较它们在提升网页加载和交互性能上的优缺点。
Over the years, in our goal to achieve faster and faster web applications, we created different hydration and rendering strategies. Each with benefits and drawbacks that we explore in this article.
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一位机器学习新人提问是否有人在一篇基于 transformer 的熵模型论文中尝试用 Mamba 模型替换，以利用更快的 O(n) 复杂度。
Paper Referred:- [https://arxiv.org/pdf/2412.09871v1](https://arxiv.org/pdf/2412.09871v1) Has anyone switched the transformer in the entropy model here to a Mamba model ? What could be the possible c…
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Fypro 是一款帮 TikTok 创作者把粉丝转化为可复用客户资产的工具，从账号数据出发生成内容和变现计划并代建基础设施。
Fypro
受众观点：① 关注 Fypro 作为社交媒体、电商、购物交叉工具的 Product Hunt 用户（@Overview） ② Fypro 官方强调为已经有真实受众但尚未系统变现的 TikTok 创作者提供从账号分析到变现方案的一体化服务（@Fypro） ③ 关心目前是否只支持 TikTok 以及未来是否扩展到更多社交平台的创作者和产品人（@PicWish）
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- @Overview (0): * [Reviews](/products/fypro/reviews) * [Alternatives](/products/fypro/alternatives) * [Built with](/products/fypro/built-with) * [Forum](/p/fypro) * [Team](/products/fypro/makers) * [Awards](/products/fypro/awards) * More Free Options Launch tags:[Social Media](/topics/social-me…
- @Fypro (0): Maker 📌 Hey Product Hunt 👋 I'm Steven, Co-founder of Fypro. **Fypro turns your TikTok followers into paying customers you actually own.** We built this for creators who've grown a real audience - but haven't turned that trust into a business of their own yet. If you post on TikT…
- @PicWish (0): [@steven\_zhou8](https://www.producthunt.com/@steven%5Fzhou8) is it for tiktok only? Upvote (8) Report Share 13h ago [](/@ching%5Ffypro)
- @Fypro (0): Maker [@steven\_zhou8](https://www.producthunt.com/@steven%5Fzhou8) that's correct. It's currently mainly built for TikTok because it's the strongest channel for short-form video performance and rapid creative testing. More social platforms commonly used in the market will be ad…
- @TapRefer (0): [@steven\_zhou8](https://www.producthunt.com/@steven%5Fzhou8) banger idea, steven Upvote (1) Report Share 7h ago [](/@steven%5Fzhou8) [Steven Zhou](/@steven%5Fzhou8)
Context.dev 是面向 AI 产品和 agent 的 Web 上下文 API，提供不限并发浏览器的抓取、结构化提取和 Markdown 转换，被用户用于替代传统爬虫服务。
Context.dev
受众观点：① 对 Context.dev 整体体验满意、但希望品牌色提取更准确的早期用户（@Firecrawl） ② 认为没有并发浏览器限制对高并发 AI 应用是巨大优势的开发者（@Firecrawl） ③ 关心在有激进反爬或频繁改版的网站上，Context.dev 如何保持稳定抓取和布局适配的潜在集成方（@Voquill）
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- @Overview (0): * [Launches2](/products/context-dev#launches) * [Reviews5](/products/context-dev/reviews) * [Alternatives](/products/context-dev/alternatives) * [Customers](/products/context-dev/customers) * [Built with](/products/context-dev/built-with) * [Team](/products/context-dev/makers) *…
- @Firecrawl (0): •[15 reviews](/@dominikkoch/reviews) #### What's great I have been super happy with [Context.dev](https://Context.dev) its not a perfect product by all means but the top tier support and usually 1-2day turnaround time on requests is pushing it close to being perfect! #### What n…
- @Firecrawl (0): I never liked the concurrent browser limit of Firecrawl but thought this was just the industry standard until I used [Context.dev](https://Context.dev) which does not enforce such a limit. Especially in AI apps where you have lots of concurrency thats a no brainer. Ratings Ease…
- @Ankush (0): [@yahia\_bakour3](https://www.producthunt.com/@yahia%5Fbakour3) Hey Yahia! Awesome product, we plan to integrate it with the product we're building. Hopefully it improves our agents web capabilities :) Cheers! Upvote (2) Report Share 12h ago [](/@yahia%5Fbakour3) [Yahia Bakour](…
- @Voquill (0): Interesting. Congrats on the launch. How does it handle sites with aggressive bot protection or frequent layout changes? Upvote Report Share 6h ago [](/@yahia%5Fbakour3) [Yahia Bakour](/@yahia%5Fbakour3) [Context.dev](/products/context-dev) Maker [@henry\_habib](https://www.prod…
Needle 是嵌入 Slack 和 Teams 的主动型销售 GTM AI agent，会监控管道、发现停滞机会并自动准备跟进和会议资料。
Needle
受众观点：① 把 Needle 视为比通用 ChatGPT 更适合做特定知识检索和文档叠加的 AI 助手的早期用户（@Zee） ② 对 Needle 在 GTM 场景中主动发现 stalled deals、准备跟进和保持 CRM 数据健康的定位感兴趣的销售团队（@Needle） ③ 关注产品多次迭代、从早期版本到 2.0 演进的社区用户（@Needle）
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- @Overview (0): * [Launches5](/products/needle-3#launches) * [Reviews6](/products/needle-3/reviews) * [Alternatives](/products/needle-3/alternatives) * [Built with](/products/needle-3/built-with) * [Forum](/p/needle-3) * [Team](/products/needle-3/makers) * More This is the 5th launch from Needl…
- @Needle (0): Hey Carol! Thanks for your ongoing support. We are live today with Needle 2.0 :) Upvote Report Share 4mo ago
- @Zee (0): •[1 review](/@zeeportia/reviews) This is a much better experience for specific browsing / knowledge referencing that what you can get from say, ChatGPT. I tested this by uploading my PDFs + excel sheets as well, and I got much better contextual overlays with Needle. Very neat!!…
- @Needle (0): Hi Zee, thank you so much for your positive feedback! I'm thrilled to hear you like the tool so much. I did notice, however, that you gave it 4 stars. Based on your message, it seemed like you might rate it 5\. Just curious, was there something specific that held you back? Upvot…
- @Needle (0): Maker 📌 Hey Product Hunt, Jan here, cofounder of Needle. We spent months talking to 100+ GTM and RevOps leaders, and the same thing kept coming up: the work that actually moves deals isn't the selling. It's everything around it. Researching accounts, chasing stalled deals, prepp…
PixFit 是一款把主视觉自动适配到各类广告尺寸、安全区和平台版式的创意批量生成工具。
PixFit
受众观点：① 关注 AI 自动适配广告创意、减少设计师重复劳动的使用场景（@PixFit） ② 好奇 AI 失败时如何触发人工兜底、如何判断输出是否真的可用（@ModuleX） ③ 关心在多平台多尺寸下如何保持品牌一致性和视觉统一的营销从业者（@Laiba）
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- @Overview (0): * [Reviews](/products/pixfit/reviews) * [Alternatives](/products/pixfit/alternatives) * [Built with](/products/pixfit/built-with) * [Forum](/p/pixfit) * [Team](/products/pixfit/makers) * [Awards](/products/pixfit/awards) * More Interactive Free Options Launch tags:[Design Tools]…
- @PixFit (0): Maker 📌 Hey Product Hunt! 👋 I'm Marco, currently leading GTM at Winclap - a performance advertising company that's been running content production at scale for years. PixFit started as our internal tool. We were spending serious senior designer hours on one repetitive task every…
- @ModuleX (0): So the human fallback only kicks in after three AI attempts fail... how do you actually detect that an output "failed" versus just handing me something that technically fits the safe zones but looks off? Curious whether that's a confidence score or purely me hitting a button. Up…
- @PixFit (0): Maker
- @Laiba (0): Really interesting product!!! Curious.....what's the biggest challenge in keeping creatives brand-consistent across so many different ad formats? Upvote (2) Report Share 10h ago [](/@mbertone911) [Marco Bertone](/@mbertone911)
Macro Workspace 是一个开源的一体化工作区，把邮件、文档、任务、代码、代理和 CRM 等整合到一个带团队级记忆的应用里。
Macro
受众观点：① 关注在一个界面里嵌入上下文、减少来回切换的用户体验提升（@thibauld） ② 对 Macro 作为开源一体化工作区的定位、以及邮件/文档/代理等具体能力感兴趣（@Macro） ③ 关心是否有原生桌面应用、全局快捷键等提高捕捉效率的特性（@Vikram）
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- @Overview (0): * [Launches2](/products/macro-workspace#launches) * [Reviews3](/products/macro-workspace/reviews) * [Alternatives](/products/macro-workspace/alternatives) * [Team](/products/macro-workspace/makers) * [Awards](/products/macro-workspace/awards) * More This is the 2nd launch from M…
- @thibauld (0): [Fairmint - Equity of the Future](/products/fairmint-equity-of-the-future) •[1 review](/@thibauld/reviews) Looks awesome! Love the in-document embedded context to save people from having to relentlessly navigate back and forth. Looking forward for a Linux version :) #### What's…
- @Macro (0): Maker 📌 Hey Product Hunt! I'm Jacob, the founder and CEO of Macro ([macro.com](https://macro.com)) - an open source, all-in-one workspace. In our last startup, we ran on Slack + Linear + Notion + Superhuman + 17 other tools. All of these are fine individually but as we scaled it…
- @Macro (0): Maker [@dipankar\_sarkar](https://www.producthunt.com/@dipankar%5Fsarkar) Yea, there's no right answer and it's a hard problem. From a design perspective there's a couple options (i) let some LLM decide (ii) manually grant permissions at runtime (iii) the agent inherits permissi…
- @Vikram (0): Huge shoutout for going open source with this 👏 [@jacob\_beckerman](https://www.producthunt.com/@jacob%5Fbeckerman) qq Is there a native desktop app with global shortcuts for quick capture, or is everything running out of the browser for now? Upvote (4) Report Share 13h ago [](/…