OpenAI 发布神秘暗示推文，评论区显示这是在对标 Claude CLI，引发 OpenAI Codex CLI 与 Claude Code 的公开比较讨论
Just gonna leave this here. https://t.co/EOI980j9e9 https://t.co/HxbCl2Izcz @Zukoife 直接问 Did Claude do it first，说明大家最关注的是竞争叙事和优先级之争而非功能细节。
OpenAI 发布神秘暗示推文，评论区显示这是在对标 Claude CLI，引发 OpenAI Codex CLI 与 Claude Code 的公开比较讨论
@Zukoife 直接问 Did Claude do it first，说明大家最关注的是竞争叙事和优先级之争而非功能细节。
marclou 晒出用 AI 编程工具（含1M context）狂烧 VC 补贴资金的实际使用记录截图
@erdemwrites：We're probably living in the golden age of vibe coding right now. Curious to see what happens when AI models stop being heavily subsidized by VC money — 评论区最有共鸣的声音，代表大多数人的潜台词。
Coinbase 因未实施基础多可用区灾备措施导致长达8小时宕机，GergelyOrosz 批评其工程实践为业余水平
@smehmood：It is easy to have single AZ resiliency on a whiteboard, very hard on a real product at scale — 点出理论与实践差距，是 builder 最有共鸣的声音。
多个开源爬虫基础设施工具在中文开发者圈同期走热：Firecrawl（AI 内容提取）、Surf（TLS 指纹伪装绕反爬）、Proxifly（自动代理池），共同构成完整的 AI 时代网络爬虫工具链讨论热点
多个开源爬虫基础设施工具在中文开发者圈同期走热：Firecrawl（AI 内容提取）、Surf（TLS 指纹伪装绕反爬）、Proxifly（自动代理池），共同构成完整的 AI 时代网络爬虫工具链讨论热点。
受众观点：独立开发者 / AI builder
levelsio 连续发文力推 Hetzner VPS，强调 $4.99/月附带 20TB 免费带宽，对独立开发者而言远超 AWS 性价比，引发 indie hacker 圈广泛讨论
levelsio 连续发文力推 Hetzner VPS，强调 $4.99/月附带 20TB 免费带宽，对独立开发者而言远超 AWS 性价比，引发 indie hacker 圈广泛讨论。
受众观点：独立开发者 / AI builder
OpenAI 发布神秘暗示推文，评论区显示这是在对标 Claude CLI，引发 OpenAI Codex CLI 与 Claude Code 的公开比较讨论
Just gonna leave this here. https://t.co/EOI980j9e9 https://t.co/HxbCl2Izcz
受众观点：@Zukoife 直接问 Did Claude do it first，说明大家最关注的是竞争叙事和优先级之争而非功能细节。
展开评论
- @jskoiz (153): @OpenAI @OpenAIDevs I see what you did there with that folder icon.. https://t.co/djURbhtI2u
- @SahilPanhotra (20): @OpenAI does this work with claude cli to codex cli ? cause none of you seem to care about linux https://t.co/VaQPFa73sT
- @Zukoife (15): @OpenAI Did Claude do it first👀 But it wasn't a direct shot tho💀 https://t.co/0SmaSchGL5
- @FroojdDive (13): @OpenAI fewer than who? https://t.co/jRsM6XwyYu
- @zygisSS22 (11): @OpenAI @OpenAIDevs Hitting them where it hurts https://t.co/8w0tsVX7kO
marclou 晒出用 AI 编程工具（含1M context）狂烧 VC 补贴资金的实际使用记录截图
burning so much VC money https://t.co/ka69ud2czP
受众观点：@erdemwrites：We're probably living in the golden age of vibe coding right now. Curious to see what happens when AI models stop being heavily subsidized by VC money — 评论区最有共鸣的声音，代表大多数人的潜台词。
展开评论
- @thekitze (20): @marclou lol https://t.co/4BSb5XZDj7
- @RichDoesTech (7): @marclou If only I could tell you how many times I've dictated commit and push rather than just doing it manually 😅 https://t.co/TfdcEiUjxg
- @legitindie (4): @marclou how did you get that 1M context ?
- @erdemwrites (3): @marclou We’re probably living in the golden age of vibe coding right now. Curious to see what happens when AI models stop being heavily subsidized by VC money 😂 P.S. This tweet is written by a free AI subscription that is sponsored by VC investment..
- @curatedbyap (2): @marclou This is why default alive beats default impressive. A small product with clean economics gives you more freedom than a huge story with no oxygen.
Coinbase 因未实施基础多可用区灾备措施导致长达8小时宕机，GergelyOrosz 批评其工程实践为业余水平
Outside of Coinbase, did any other major service have a 8-hour outage? I’ll be honest: did not notice anything else. Want to make sure I didn’t miss anything? (AWS had an outage in a single AZ. This…
受众观点：@smehmood：It is easy to have single AZ resiliency on a whiteboard, very hard on a real product at scale — 点出理论与实践差距，是 builder 最有共鸣的声音。
展开评论
- @GergelyOrosz (228): Everything about this outage smells like amateur hour at Coinbase. From pointing to AWS status pages during outage (aka not taking responsiblity) through no failover, and now them hinting AWS status is incorrect and it was a multi-AZ outage when was not https://t.co/dALT1KV35e
- @y_molodtsov (19): @GergelyOrosz The biggest proponents of decentralized ended up extremely centralized :)
- @richardartoul (14): @GergelyOrosz Roblox had a multi-day one GCP took down every region simultaneously last year Datadog had a 2 day outage (that I and many others worked to repair) It’s a crypto exchange, this is not a big deal, stop ambulance chasing
- @thanford7 (12): @GergelyOrosz Datadog had an outage but it was not 8 hours. They did end up updating the notification to say it was an AWS issue. https://t.co/rLXNREPZz4
- @smehmood (8): @GergelyOrosz Both Modal and Datadog had extended outages. Both teams have definitely passed “resiliency 101” It is easy to have single AZ resiliency on a whiteboard, very hard on a real product at scale
开发者 thdxr 讽刺所有 AI 产品都声称改变人类生活却只是做了个更贵的 Excel 替代品
every single ai product: "we've built revolutionary tech that changes your life using artificial intelligence so say you have a spreadsheet...."
受众观点：@ZagZino：gap between 'revolutionary' and 'sorting a column' is wild. nobody wants magic, we want boring tools that actually work with messy data — 直接说出用户真正想要的东西。
展开评论
- @thesherlocker (17): @thdxr my sheets are spread all over my mattress
- @Principal_ADE (5): @thdxr or "dont you wish you didnt have to <insert thing that is actually your job> every day"
- @AlexanderKnigge (4): @thdxr It also connects to Slack, though.
- @0xtreysync (4): @thdxr “Nah bro you don’t understand. It’s a table-based productivity enabler. And you spend tokens to use it. It’s like Excel but more expensive.”
- @ZagZino (4): @thdxr gap between "revolutionary" and "sorting a column" is wild nobody wants magic, we want boring tools that actually work with messy data
levelsio 推荐 Hetzner 服务器每月4.99美元即可获得20TB免费流量，明确声明非赞助内容
You get 20 TB of free bandwidth for $4.99/mo at @Hetzner_Online Way way way way more than enough for most websites! I'm not sponsored by them, I don't even get discounts or anything, just a great dea…
受众观点：@rozzabuilds：A Hetzner VPS is one of VERY few things in 2026 are still surprisingly cheap — 点出通胀环境下 Hetzner 定价的稀缺性。@MarianKunde 追问快上线的 app 什么时候超过20TB，说明有大量准备上线的 indie dev 在看这条推。
展开评论
- @0xMassi (9): @levelsio @Hetzner_Online Next time just share https://t.co/qekORtUhrK
- @rowansail (9): @levelsio @Hetzner_Online They actually have a great article on how they are so cheap! Best of all they are in europe 🇪🇺 https://t.co/W7BRTIRU1Y
- @rozzabuilds (7): @levelsio @Hetzner_Online A Hetzner VPS is one of VERY few things in 2026 are still surprisingly cheap.
- @Everlier (6): @levelsio @Hetzner_Online This pretty much sums it up https://t.co/1Xh25i0agx
- @MarianKunde (3): @levelsio @Hetzner_Online You say 20TB is enough for most websites. So at what point does an app need MORE than 20TB? AI video generation? User uploads? Real-time streaming? Asking because my app is about to go live and I have no frame of reference.
GergelyOrosz 类比指出 AI 基础设施采用曲线正在重复2010年代云计算历史，包括成本幻觉和供应商锁定风险
So many things about AI infra and AI adoption today reminds me of Cloud adoption in the 2010s. Cloud is assumed to decrease business costs but later can start to actually increase it; has a years-lon…
受众观点：@josephruscio：Cloud computing removed a bottleneck... AI is now removing that next bottleneck — 得票11，这个类比框架在 indie dev 圈最有共鸣。
展开评论
- @GergelyOrosz (46): And ofc both cloud and AI *are* major innovations; you can build new innovative and profitable businesses purely on the top of them (ones that never existed before - see eg Duck Bill Group optimizing your cloud spend; many similar companies to come for AI); ignoring the technolo…
- @josephruscio (11): @GergelyOrosz Most importantly to me, cloud computing removed a bottleneck in moving code from an idea into a production application. No need to wait on servers to be racked and stacked, all you had to do was write the code. AI is now removing that next bottleneck.
- @DivyamKrPandey (4): @GergelyOrosz Classic cloud deja vu... savings mirage, lock-in reality.
- @CentroxAI (2): @GergelyOrosz great analogy there btw lots of companies are still in the ‘AI will reduce costs’ phase, when the bigger reality is probably ‘AI becomes a new operational layer’ with its own tooling, governance, vendors, and budget line
- @josip_sadek (2): @GergelyOrosz I am not sure if the costumers don't care about the AI usage. I can imagine this to be the case only if the quality is the same, otherwise I would argue that AI disclosure would be important
levelsio 再次强调 Hetzner 免费流量额度，评论区补充了 Hetzner 叠加 Cloudflare CDN 实现极低成本无限带宽的组合策略
Hetzner includes TERABYTES of free traffic!
受众观点：@Vincent_Po_Li：AWS egress: $80/TB. Hetzner: $0. the bandwidth tax is the silent line item most indie SaaS founders never compare until year 3 — bandwidth tax 这个词极有传播力，精准命名了一个被忽视的成本项。
展开评论
- @kevincodex (16): @levelsio will try to run @gitlawb node in hetzner . How much is cost the file storage in there?
- @zhenbailian (4): @levelsio and if you cache on top of that with Cloudflare lord knows that goes a long way
- @MaberFate (2): @levelsio Hetzner + Cloudflare CDN = basically unlimited bandwidth for $5/mo. Never paid overage once.
- @Vincent_Po_Li (1): @levelsio AWS egress: $80/TB. Hetzner: $0. the bandwidth tax is the silent line item most indie SaaS founders never compare until year 3. hetzner plus cloudflare in front equal the unbeatable solo-builder stack
- @danslv37 (1): @levelsio shh dont tell aws or theyll charge per bit again daniil approved tho, he runs everything on hetzner
AI让开发者痴迷于语言精确性，给抽象业务流程命名可以显著提升AI对齐效果
AI is making me obsessed with language Taking abstract business processes and naming them is INSANELY powerful for aligning AI with how you work I don't scan X for inspiration for course material/soc…
受众观点：@dexhorthy：'I can watch someone prompting and I can shout out no don't use that word because the model will take it as XYZ but I can't generally transfer that skill'——AI intuition难以言传，但命名是最可教的部分。
展开评论
- @dexhorthy (20): @mattpocockuk Was just talking to someone last night on a corollary to this, the idea that “I can’t teach people parts of AI intuition, I can watch someone prompting and I can shout out ‘no don’t use that word because the model will take it as XYZ’ but I can’t generally transfer…
- @backseats_eth (5): @mattpocockuk i keep getting more and more usage out of this journalism degree, having been an engineer for 15 years
- @vidhanmertiya (2): @mattpocockuk First question what to you mean by X channel? I have felt that my English, my communication skills are improving by using AI.
- @joelhooks (2): @mattpocockuk hooks and bricks?
- @theirongolddev (1): @mattpocockuk I’m realizing how much I need to learn about the jargon used in cross cutting domains as an engineer-turned-PM/business owner/team lead Thanks for all the compilation work you’re doing and sharing!
Coinbase在AWS宕机期间悄悄修改状态页内容，暴露加密交易所分布式系统架构的脆弱性与不透明文化
Also amateur hour on going back and editing status page updates. Good thing I took a screenshot about them pointing to AWS status, because they now removed it. Not what accountability looks like. The…
受众观点：@GergelyOrosz 内部消息披露：'Many crypto exchanges cannot/will not do a failover apparently... Being down sucks but not making the correct trades sucks even more'——解释了exchange宁可全站宕机也不failover的技术原因。
展开评论
- @GergelyOrosz (81): Got a bit of "insider" information from someone who worked at a major crypto exchange like Coinbase So it's unlikely a public postmortem will share anything, due to the secrecy in this space BUT crypto exchanges are not exactly distributed systems. If one part goes down, it can…
- @caffncrypto (1): @GergelyOrosz Every other service on us-east-1 failed over fine. Coinbase's 'decentralization' stops at the AWS login.
- @iamnafets (0): @GergelyOrosz I think they screwed up here but expecting status page updates to be an immutable ledger always puts an extra pressure on the oncall teams that they also need to be doing PR. I'd prefer real-time information that helps me make decisions as a client/customer.
- @talpr (0): @GergelyOrosz too bad status updates aren’t on the blockchain 😂
百度 Ernie-5.1 在 Chatbot Arena 搜索能力榜单位列第四，成为目前搜索性能前十中唯一的中文大模型
Ernie-5.1 by Baidu’s @ErnieforDevs has landed as #4 in the Search Arena! This makes Baidu a top 3 lab in Search performance, and the only Chinese model in the top 10 overall. Congrats to the @Erniefo…
受众观点：@SteamVibeLtd 质疑 benchmark 是否只测英文、Baidu 在中文查询上是否有天然优势——评论区唯一有实质内容的技术质疑，说明圈子关心测评真实性。
展开评论
- @arena (4): Check out the Search Arena score details at: https://t.co/J8xOD3CowR
- @n1d_all (1): @arena @ErnieforDevs @teortaxesTex It is out from preview now
- @SteamVibeLtd (0): @arena @ErnieforDevs Curious whether the benchmark is English-only or multilingual. Baidu would have a natural edge on Chinese queries.
- @Pier4r (0): @arena @ErnieforDevs Finally a non us based search model!
- @Dimdv99 (0): @arena @ErnieforDevs @xai why grok is so low?
AI 研究员 willccbb 透露正在规划某个代码库，但认为需要等下一个模型版本迭代后才动工。
there’s a library i really wanna build in the next few months but i think i need one more model version bump first
受众观点：@justgrm 评论 "hard to tell if that bump is a gate or a crutch tbh" 击中核心：很多 builder 用「等模型」给推迟开工找理由，而不是真正的技术阻塞。
展开评论
- @DanAdvantage (1): @willccbb for some reason i thought brick-and-mortar library
- @alpniks (0): @willccbb what problem are you targeting?
- @NeuralNavQ (0): @willccbb I build for the weights I have. GPUs go burrr regardless.
- @justgrm (0): @willccbb hard to tell if that bump is a gate or a crutch tbh which model are u waiting on?
- @iMuffined (0): @willccbb one more bump
新论文提出 Continuous Latent Diffusion Language Model，将扩散机制引入文本序列建模，可能改变 LLM 的底层生成方式。
Continuous Latent Diffusion Language Model paper: https://t.co/qgUyX7D1Mr https://t.co/UvD6rcdp99
受众观点：@gonlenidefi 问 "latent diffusion on text is interesting but wonder how it handles coherence past a few paragraphs"——这正是实际 builder 最在意的点，长文本一致性决定能否用于生产。
展开评论
- @gonlenidefi (0): @_akhaliq latent diffusion on text is interesting but wonder how it handles coherence past a few paragraphs
- @mattbroadstreet (0): @_akhaliq ⏫
关于多模态模型架构的热烈讨论：单一 Transformer 可以处理所有模态，但当前的经济性未必最优，研究社区正在激烈辩论。
Great thread about multimodal models. Just because a single Transformer can do it all, that doesn't mean doing things this way makes the most sense economically. (Although it probably will, eventuall…
受众观点：@LucaAmb（score 5）力推统一架构："真正的多模态整合需要以公共格式处理一切，手动特征工程违背了深度学习的核心教训"——代表研究社区对长期趋势的判断。
展开评论
- @LucaAmb (5): @sedielem I am not convinced. I think that, if we want real multimodal integration, we need to process everything together in a common format (bitstreams?) and stop trying to do feature engeneering by hand. That's really the main lesson of deep learning as whole
- @gabriberton (3): @sedielem Thank you Sander! Although I'd argue that NMMs will never replace MLLMs as long as we care about long context and transformers are O(n2) Having to decide how many tokens to feed in the transformer before looking at the data is too wasteful
- @A_K_Nain (0): @sedielem I think no single direction has "maximum" benefits. Fuyu was great if we are talking about native MLLM. OTOH, most modern MLLMs are extremely brittle with TIPSv2 being an exception, but even that is too "complicated" in many ways
- @InvincibleEdge (0): @sedielem tough to argue against commoditization winning out eventually, even if the economic path there is messy
willccbb 正在为某个 AI 任务评测或强化学习工具集思广益营销文案，公开邀请社区参与 brainstorm。
your tasks. your harness. your advantage.
受众观点：@willccbb 自己说 "riffing on some marketing ideas lmk"——明确邀请参与，评论区氛围轻松，适合加入并贡献一条有质感的 copy。
展开评论
- @willccbb (23): riffing on some marketing ideas lmk
- @joedsaldivar (3): @willccbb harness your tasks. own your frontier
- @marktenenholtz (2): @willccbb "compute is not my job" https://t.co/SdZGl6uKTt
- @VJain47 (1): @willccbb adidas commercial type beat
- @0xabma (1): @willccbb my money. my credit. my agent
willccbb 发布四字 teaser「bring your own advantage」暗示某个 AI 工具即将发布，是产品 launch 预热帖。
bring your own advantage
受众观点：@willccbb 自己回复 "soon 👀"——明确的 launch 预热信号，社区对即将发布的内容有期待，互动氛围轻松。
展开评论
- @willccbb (5): soon 👀
- @aegeantic (5): @willccbb U forgot the selfie
- @VJain47 (0): @willccbb Will I will be seeing you in the office soon. Excited to be your coworker! I ran this by the head of hr and got approval.
Cloudflare 宣布裁员并将原因归结为 AI 提升工程效率，HN 社区爆发激烈争论：AI 提效是真实理由还是裁员借口
https://blog.cloudflare.com/building-for-the-future/
受众观点：@rohitpaulk 评论 'That's 2 major layoffs this week (Coinbase being the other). Is there an underlying common reason for this? And is it indeed AI-driven productivity as both companies claim?'，HN 社区在追问 AI 驱动裁员是否正在成为系统性趋势，是高热度讨论入口。
展开评论
- @rohitpaulk (0): That's 2 major layoffs this week (Coinbase being the other). Is there an underlying common reason for this? And is it indeed AI-driven productivity as both companies claim?
- @deanputney (0): Wow, can't say I saw this one coming. Cloudflare has been putting out a lot of strong work lately. What percentage of their workforce is this?
- @piperswe (0): Welp, looks like I’m affected. If anyone is looking to hire a systems engineer with distributed systems and load balancing experience, shoot me an email at <anything>@piperswe.me :/ I’ll update this with a resume link tonight…
- @pcdevils (0): When you announce 639m USD revenue for q1 Then lay off a thousand people because you love the smell of your ai farts.
- @prymitive (0): Obviously AI is just a excuse
AI幻觉生成虚假内容，Facebook上流传的AI写书评竟宣布Klein瓶店主Cliff还在世时已死亡
AI hallucinations are getting ambitious. A couple people recently emailed, asking whether the Klein bottle business was still operating after my death. “Huh?” I thought. “I ain’t dead yet.” After som…
受众观点：@Aurornis 指出AI slop用廉价模型生成帖子几乎零成本，幻觉反而让内容更有趣更易传播，问题会自我强化
展开评论
- @Aurornis (0): Good to hear you're doing well. AI slop is rampant on social media right now. It has become the easy way to grow accounts and gain followers. It takes less than a minute to ask an LLM to write a social media post about something interesting and then post it online. It would be e…
- @FrankWilhoit (0): The larger point is that AI is being developed by people who think everything is performance (in the artistic sense of the word), and therefore, it, expectably and probably even necessarily, thinks so too. This manifests in many contexts and will manifest in many more; but hardl…
- @segmondy (0): You will be pissed when it corrects itself and starts attributing the Klein bottle business to me.
- @runjake (0): Legitimate question: How do we know you're not an AI simulation of Cliff?
- @soupspaces (0): Rest in peace
教育平台Canvas遭勒索软件攻击，多所学校系统被黑客入侵并展示勒索页面
https://thetech.com/2026/05/07/canvas-breach-26 https://techcrunch.com/2026/05/07/hackers-deface-school-logi...
受众观点：@exprez135 描述勒索信暗示这是忽视第一次入侵后的第二波攻击，说明这是可预见的安全债务而非意外
展开评论
- @krupan (0): A college student I know just sent me a screenshot, he can't access canvas for his school at all
- @exprez135 (0): The Canvas instance at the nearby university is now down (May 7, 4 PM Eastern), but was briefly displaying the message in this screenshot (1). The ransom message implies that today's problem is the second wave in an attack on Instructure after ignoring their first breach in rece…
- @bigfatkitten (0): I use Canvas for some postgraduate studies, and my teenage daughter uses it at her high school. We already bond over how awful the Canvas UX is (and she has a bunch of Chrome extensions to improve it.) Now we’ve got something else to gripe over together.
- @plasma_beam (0): Our public school system here in Maryland got hit, ransom screen.
- @daledavies (0): Eek I bet there are a few people at Instructure who won't be getting much sleep tonight!
AI推理工具链遭受供应链攻击，llmlite被入侵导致vllm容器依赖树无法正常构建
Maybe you shouldn't install new software for a bit
受众观点：@cookiengineer 说slop代码是reproducible builds的反面，以前是subminor包breaking change，现在每个commit都可能炸掉东西
展开评论
- @femiagbabiaka (0): Yes, and, for non-personal machines or anything connected to the internet: now is a great time to get good at rolling out patches and new releases quickly.
- @cookiengineer (0): Fun fact: You still can't build the vllm container with updated dependencies since llmlite got pwned. Either due to regression bugs, or due to impossible transient dependencies in the dependency tree that are not resolvable. There is just too much slopcode down the line, and too…
- @fkarg (0): the lottery of either getting a new supply-chain attack or the fixes from Mythos with every single update
- @cbarnes99 (0): It really pisses me off that responsible disclosure timelines are being ignored.
- @cperciva (0): Alternatively, switch to an operating system like FreeBSD which doesn't take a YOLO approach to security. Security fixes don't just get tossed into the FreeBSD kernel without coordination; they go through the FreeBSD security team and we have binary updates (via FreeBSD Update,…
Linux内核高危漏洞Dirty Frag被提前公开披露，负责任披露流程遭第三方破坏导致目前无官方补丁
Dirtyfrag: Universal Linux LPE
受众观点：@baggy_trough 完整记录了从4月29日提交漏洞到5月7日第三方破坏embargo的时间线，暴露了Linux安全响应协调机制的脆弱性
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- @baggy_trough (0): Disclosure Timeline 2026-04-29: Submitted detailed information about the rxrpc vulnerability and a weaponized exploit that achieves root privileges on Ubuntu to security@kernel.org. 2026-04-29: Submitted the patch for the rxrpc vulnerability to the netdev mailing list. Informati…
- @john_strinlai (0): "Because the embargo has now been broken, no patches or CVEs exist for these vulnerabilities." link: https://github.com/V4bel/dirtyfrag detailed writeup: https://github.com/V4bel/dirtyfrag/blob/master/assets/write-... importantly: "Copy Fail was the motivation for starting this…
- @Tiberium (0): Do you think with modern LLMs in a few years projects like Linux will have all those low-hanging security bugs fixed? Are we witnessing a transition period, or will nothing change?
- @miduil (0): This again does not work under Android, at least in termux compiled with clang/gcc.
- @BadBadJellyBean (0): Well this is getting tiresome. I wish there was a less stressful way to get fixes for such bugs. But the cat is out of the bag now. Not criticizing whoever found the bug, of course.
Google推出AI驱动的反欺诈验证机制要求用户提供更多个人信息，引发社区强烈反弹
Google Cloud Fraud Defence is just WEI repackaged
受众观点：@spankalee 提出核心问题：验证码越来越无效，不用这类系统要么服务下线要么无限欺诈，有什么替代方案？评论区无人给出实质答案
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- @jchw (0): Exactly my thoughts. I am unfathomably angry and I want to contribute to any effort to dismantle Google as a company.
- @amazingamazing (0): AI use is far more prevalent now than then sadly. This kind of scheme is inevitable since compute is not free.
- @llbbdd (0): "ChatGPT, generate a blog post that packages an ad for my service that competes with Google by harvesting HN's latent anti-Google rage."
- @breakingcups (0): I fucking hate this future. It's bleak. The engineers participating in this should be ashamed.
- @spankalee (0): Given all the negative comments here - what is anyone's alternate solution for AI-driven fraudulent activity? CAPTCHAs are increasingly ineffective. Services are either going to go offline or implement some kind of system like this. PII like credit cards or SSNs aren't enough be…
一个可交互网站实时展示浏览器指纹泄露的隐私信息，包括GPU型号、精确位置和设备细节
A web page that shows you everything the browser told it without asking
受众观点：@mrpopo 实测Firefox on Android加uBlock把IP定位偏移了1000km，说明组合防护有效但大多数用户根本不会做这些配置
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- @superkuh (0): With javascript off it just stalls at "reading" forever. There are certainly some viewport properties and other things it does know even without JS execution, but the mitigation is significant. And the page itself (the JS application) cannot act on that data or communicate it. I…
- @mrpopo (0): Happy to say that my browser didn't tell anything that I didn't expect it to. It even identified my IP from a location 1000km away from me. Firefox on Android with ublock
- @wincy (0): My battery is at NaN%, the site is cool but it should probably change the text if I’m not actually exposing that information. It got the city wrong but close to where I live. This stuff would be wildly wrong if I fired up my VPN. Although its annoying when I connected to a VPN t…
- @Multicomp (0): Mine told me my graphics card was "or similar" so my stock Firefox is doing at least okay. While I still follow the general privacy first tenets, I have ended up backing off on some tools (noscript and librewolf) at the extremes of privacy because if every site is going to track…
- @freedomben (0): I guess I shouldn't be surprised that it gives my exact GPU, but that was surprising to me. Just so everyone knows, its an AMD Radeon RX 6900 XT and I paid way too much for it during the covid/crypto price explosion when they were sold out everywhere. Still a bit raw about that,…
Meshtastic 与 MeshCore 是基于 LoRa 无线电的去中心化 P2P 文字通信网状网络，无需运营商许可证即可加密通信。
An Introduction to Meshtastic
受众观点：@moffers 说期待和现实有差距：'I was surprised to find that my expectations for where we are at with this type of technology was pretty off-base'——关注去中心化/P2P 系统的开发者有强烈共鸣
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- @jqpabc123 (0): Definitely interesting for special use cases. But I don't think the wireless carriers have anything to worry about here.
- @ranger_danger (0): Comparison of Meshtastic vs MeshCore: https://www.seeedstudio.com/blog/2026/03/23/meshcore-vs-mesh...
- @moffers (0): I took a plunge into learning about mesh networks, specifically because I love the idea of p2p/decentralized systems of communication. To be honest, I was surprised to find that my expectations for “where we are at” with this type of technology was pretty off-base. For some reas…
- @trunkiedozer (0): Some software needs to be refactored and vibe coded, this is the prime example of that.
- @Cyan488 (0): I had never heard of this before, then last week I watched a video about it and was hooked. Now I'm seeing it everywhere! Meshtastic and Meshcore are both cool LoRa-based mesh text messaging that operate in an no-license-required band. While this limits your transmit power, it d…
一名开发者在生产数据库里遭遇了 UUIDv4 真实碰撞事件，15000 条记录就撞出一次，引发关于 UUID 可靠性与替代方案的大讨论。
I know what you're thinking... and I still can't believe it, but... This morning, our database flagged a duplicate UUID (v4). I checked, thinking it may have been a double-insert bug or something, bu…
受众观点：@serf 计算碰撞概率为 1 in 47.3 octillion，而 @mittermayr 承认不完全了解 UUIDv4 的生成机制——说明很多开发者在用却不理解，这是共鸣点
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- @serf (0): 1 in 4.72 × 10²⁸ 1 in 47.3 octillion. i'd be suspecting a race condition or some other naive mistake, otherwise id be stocking up on lottery tickets. (lol at the other user posting at the same time about the lottery ticket.. great minds and all that.)
- @mittermayr (0): I fully agree. It makes no sense. Yet... The only guesses I'm having is that we originally generated UUIDv4s on a user's phone before sending it to the database, and the UUID generated this morning that collided was created on an Ubuntu server. I don't fully know how UUIDv4s are…
- @beardyw (0): Just a stupid question, but why not append the date, even in seconds as hex. It's just a few bytes and would guarantee that everything OK now will be OK in the future?
- @wg0 (0): Would the UUID v7 be more collision proof? Hard to say because it takes time into account but then the number of entropy bits are reduced hence the UUID generated exactly at the same time have more chance of a collusion because number of entropy bits are a much smaller space hen…
- @naikrovek (0): The chance of a UUIDv4 collision is very low, but it is never zero. If everything is done properly, then this is very likely the one and only time anyone involved in the telling or reading of this account will ever experience this.
Mojo 编程语言（Chris Lattner 主导）发布新进展，定位为兼顾 Python 易用性与系统级高性能的语言，目标场景包括 AI 和 GPU 编程。
Mojo 1.0 Beta
受众观点：@0xpgm 表达了'one language spanning across those levels'的期望，AI/ML 开发者和 indie dev 都在寻找从 prototyping 到高性能部署的一体化方案
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- @pjmlp (0): Still phase one, doesn't do native Windows. Meanwhile Julia is more mature for the same purposes, and since last year NVidia is having feature parity between Python and C++ tooling on CUDA. Python cuTile JIT compiler allows writing CUDA kernels in straight Python. AMD and Intel…
- @dllu (0): I remember reading about this 4 years ago as the new Chris Lattner project and was super excited, though a little skeptical. I think that nowadays with vibe/agentic coding, high performance Python-like languages become ever more important. Directly using AI agents to code, say,…
- @modeless (0): When I first heard about Mojo I somehow got the impression that they intended to make it compatible with existing Python code. But it seems like they are very far away from that for the foreseeable future. I guess you can call back and forth between Python and Mojo but Mojo itse…
- @0xpgm (0): Right now majority of beginners start programming with a high-level language, say Python or JavaScript - then for more advanced system-level tasks pickup C/C++/Rust/Zig etc. If Mojo succeeds, it could be the one language spanning across those levels, while simplifying heterogene…
- @logicchains (0): Very bold of them expecting people to use a language with a closed source compiler in the 2020s.
开发者用 Raspberry Pi Zero W 托管个人网站，但 TLS 终止实际外包给云服务商，揭示了 self-hosting 的常见妥协模式与真实边界。
Serving a website on a Raspberry Pi Zero running in RAM
受众观点：@jcalvinowens 分享用 Pi Zero 跑 Gentoo 需要一个月重新编译整个系统——这种真实的权衡代价是 indie dev 在自建基础设施前需要看到的
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- @MitPitt (0): A raspberry zero is more powerful than an enterprise server from the 1990s. A minimalist static website is not impressive. You can fit way more in there.
- @sphars (0): The OP link is not to Pi zero website, here's the actual website that's being hosted on the Raspberry Pi: https://zero.btxx.org/
- @c0nsumer (0): This feels a little weird because while they are running the website itself (HTTP) off the Pi, they are handing off all TLS to a cloud provider. So while the content is in RAM on the Pi, a lot of the heavier lifting (TLS termination) is done elsewhere, which saves a ton of CPU l…
- @jcalvinowens (0): I have a self hosting Pi Zero W running Gentoo. It started as a joke, but I kept it because it's actually occasionally useful for testing new kernel releases. I found a fun bug with it a couple years ago: https://git.kernel.org/pub/scm/linux/kernel/git/torvalds/lin... It is stil…
- @jcgrillo (0): After seeing what new R-Pi stuff is selling for I went rummaging in the parts drawer and found the following: - R-Pi Zero W - Sixfab UPS hat - Sixfab Cellular IoT App Shield - R-Pi model 1B With all this I should be able to make a multiply redundant always-on bastion host. It's…
GeoJSON 格式实战讨论，开发者分享在地图可视化、仓库机器人、物流配送区域等真实项目中的应用经验与踩坑。
GeoJSON
受众观点：@jackconsidine 分享在物流公司用 GeoJSON 画配送区域时'persistently annoying thing to do until we discovered this format'——这种救命工具的发现叙事能引发共鸣
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- @sam_lowry_ (0): Dunno whose website this is, but the format itself is great, and it allows for a relatively compact and relatively human-readable presentation. A few weeks ago I (vibe)coded mxmap.be and if not for the ubiquity of geojson, it would have taken me significantly more effort.
- @jackconsidine (0): GeoJSON is super useful. At Getcho (delivery, logistics) we use zip code GeoJSON encodings to draw polygons on zone maps and quickly generate rates. This has been a persistently annoying thing to do until we discovered this format. If you're curious, someone made a repo with all…
- @tosh (0): vega-lite supports rendering of GeoJSON via 'geoshape' https://vega.github.io/vega-lite/docs/geoshape.html
- @michaeljhg (0): Also https://postgis.net/
- @Waterluvian (0): I’ve applied GeoJSON (among many other GIS tech) for mapping and monitoring tens of thousands of warehouse robots. It works great as long as you squint just a bit, ignoring that it generally calls for long,lat and is designed with the assumption of a world CRS. The dangerous par…
苹果据报与英特尔接触重启芯片合作，美国政府持有Intel股权后介入斡旋促成谈判
Apple, Intel have reached preliminary chip-making deal
受众观点：@xnx 说 'Would love to see this mean the return of Bootcamp, but that's probably gone forever.' 代表了需要跑Windows测试环境的indie dev对低成本双系统方案的隐性需求
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- @torben-friis (0): Wasn't the whole apple silicon thing about Intel being unable to keep up? Is this maybe a way to expand the affordable neo line?
- @NetMageSCW (0): Paywall
- @xnx (0): Would love to see this mean the return of Bootcamp, but that's probably gone forever.
- @riffic (0): another triumph for x86
- @01100011 (0): > The Journal report said that the U.S. government, which became Intel's largest shareholder last year under a deal with its CEO Lip-Bu Tan, played a major role in bringing Apple to the negotiating table. Ah, so this wasn't a decision Apple freely made based on technical merits.…
React Doctor v2是专门检测AI agent写出的劣质React代码的诊断工具，支持Next.js、Vite和React Native
React Doctor v2 is here Your agent writes bad React code, this catches it Works with Next.js, Vite, React Native. Fix your app in minutes npx react-doctor@latest https://t.co/SEFExJ2EWU
受众观点：@_0xsid：'Looks awesome. Any plans to support TanStack soon?'——社区关注点在工具覆盖范围，TanStack等现代生态支持是下一个期待。
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- @aidenybai (50): Run this in your terminal to try it out: npx react-doctor@latest Fully open source: https://t.co/APAcpkPWrB
- @_0xsid (3): @aidenybai Looks awesome. Any plans to support TanStack soon? :)
- @samedotdev (2): @aidenybai coming as a default to all same projects!
- @gatien7 (2): @aidenybai F https://t.co/nj3g9FDtKV
- @notjazii (1): @aidenybai The best man Thanks
工程师被Eventbrite低级别录用后离职，公司立刻晋升挽留，揭示大厂职级体系的博弈本质
So I have a question. Eventbrite underleveled me when I was hired as a staff eng and then didn’t promote me a year later, so I went and got a new job. EB countered by immediately promoting me. (too l…
受众观点：@rareolezha：'Thought people just list the whole time at the company as the highest level achieved'——LinkedIn头衔通胀是大家心照不宣的游戏规则。
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- @VicVijayakumar (70): This was four years ago. I just happen to be wearing EB swag today which made me think of this extremely funny event- a double secret unannounced promotion.
- @rareolezha (27): @VicVijayakumar Thought people just list the whole time at the company as the highest level achieved
- @davidcoffeeboy (9): @VicVijayakumar U gotta give off principle daddy energy. Either be like Linus and insult everyone or write a mediocre programming book for clout.
- @amyrlam (7): @VicVijayakumar 2wk = 1mo in LinkedIn time https://t.co/55F1Xe6pWj
- @kentcdodds (6): @VicVijayakumar Yes
opencode AI 编程 agent 发布 VIBE MODE 插件，展示其插件系统支持开发者构建自定义 UI 界面，超出用户预期。
introducing @opencode 𝐕 𝐈 𝐁 𝐄 𝐌 𝐎 𝐃 𝐄 https://t.co/AVZR7Wcd64
受众观点：@iamsahaj_xyz 说 "didn't know opencode plugins can also do UI, very cool"——连现有用户也被惊到了，插件支持 UI 是超出预期的能力。@glitchnecro 的 "nobody wanted that but everyone will use it" 是最精准的产品判断。
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- @ryanvogel (4): to use it run: opencode plugin https://t.co/C5d3OOPTni
- @iamsahaj_xyz (3): @ryanvogel @opencode didn't know opencode plugins can also do UI very cool
- @jhicks154 (1): @ryanvogel @opencode Do you have an option for people over 30
- @itayad (1): @ryanvogel @opencode this is epic! we should add a vibe mode to Frontman also @DanniFriedland https://t.co/VHsb2Uc3aA
- @glitchnecro (1): @ryanvogel @opencode nobody wanted that but everyone will use it
Claude Design功能教程：通过claude.ai/design可在5分钟内完成产品原型设计，支持线框图和幻灯片格式，需要Pro或Max订阅
How to design anything in Claude in 5 mins: (even if you've only ever used the basic chat) 1. Open claude .ai/design (it has its own URL). 2. Format: Wireframe, Slides, template or Freeform. 3. Sign…
受众观点：@rugbist_：'dope. but the Pro/Max paywall step lowkey buries all the momentum lol'——paywall摩擦是核心痛点，工具本身有吸引力但商业模式有阻力。
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- @TheWhizzAI (4): @rubenhassid Design school just became a prompt.
- @lenooooo68 (3): @rubenhassid Interesting workflow for faster design prototyping using structured prompts. Clear constraints and system prompts definitely improve output quality.
- @NZK2388 (2): @rubenhassid Can it work on InDesign
- @shellsgn (1): @rubenhassid haven't tried Claude Design yet but the DESIGN .md is enough reason to start even the least creative person in the room can show up with something that looks intentional!!
- @rugbist_ (1): @rubenhassid dope. but the Pro/Max paywall step lowkey buries all the momentum lol
独立开发者 HsanC 庆祝 SaaS 产品获得首个年付 $1000 客户，年付里程碑对 indie dev 具有独特的情感和商业意义。
Got my first $1000/yr customer yesterday! Such an amazing feeling my SaaS is actually helpful for people 🫡 https://t.co/ImGw6oKHtn
受众观点：@TechWithMatteo（score 2）说 "first annual customer is such a different feeling than a monthly one because they actually bet on you for the whole year"——道出了年付里程碑的本质，值得引用展开。
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- @TechWithMatteo (2): @HsanC_ first annual customer is such a different feeling than a monthly one because they actually bet on you for the whole year congrats man
- @shipwithmax (1): @HsanC_ Really great work man! What is your number one growth channel? How do you acquire customers for it?
- @TuahaJawaid (1): @HsanC_ Congratulations. The website looks amazing too.
- @buildwithpetar (1): @HsanC_ Great man, I plan to add annual sub soon. Can't wait to see the results. Monthly is doing great
- @sami_babar463 (1): @HsanC_ Congrats man. Are you doing SEO?? People are getting some good traffic from SEO https://t.co/Tj4FF8qFls
opencode AI编程工具新增支持展示所有git worktree，允许用任意工具管理worktree而不再强制通过opencode创建
shipped another worktree improvement: opencode will show all worktrees available from git you don't have to create them through opencode anymore! use whatever tool you want to name and organize them…
受众观点：@nsxdavid：'Claude Code just shipped their worktree improvement and it still can't specify what branch to branch off of. It's insane.'——Claude Code vs opencode竞品对比是评论区最热话题。
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- @nexxeln (5): @jlongster this is really helpful
- @jwbaldwin (2): @jlongster this is fantastic - are there plans for jj workspace support if .jj is detected?
- @CalK7 (0): @jlongster Still need to really get to grips with worktrees. Any great tools you recommend, or does it make sense to just use opencode?
- @nsxdavid (0): @jlongster You are on the beam! Claude Code just shipped their worktree improvement and it still can't specify what branch to branch off of. It's insane. Do they even have software engineers there who know modern software development practices?
- @sebify (0): @jlongster Does someone test the windows version? Game developers use mostly windows 🤪
程序员吐槽企业声称不做非周期晋升、但员工一提离职就立刻被破例晋升的讽刺三段论
> we do not do off-cycle promotions > I quit > congratulations you’ve been promoted!
受众观点：@nickhoward 引用企业官方话术揭示双标逻辑——公司只在留不住你时才承认你的价值，开发者圈对此强烈共鸣。
展开评论
- @nickhoward (3): @VicVijayakumar "Received an off-cycle promotion, something that’s exceptionally rare and reserved for individuals demonstrating sustained impact beyond the expectations of their role or who have told the company they are leaving for a better opportunity when the company treated…
- @bsierakowski (2): @VicVijayakumar > we do not do off-cycle promotions > I quit > congratulations you’ve been promoted! > I double quit
- @man7iss (1): @VicVijayakumar imo you’re at two tweets added too many, the answer’s quite obviously yes. and if you need convincing, think about what the worst colleague you know would have done and accept he’s the norm.
- @HuibHuibHuib (1): @VicVijayakumar https://t.co/Yxv5tXzDh8
- @HeadmasterDuck (1): @VicVijayakumar Learning that everything is negotiable, the fun way!
开源营销技能工具集 Marketing Skills 发布 v1.10.0，新增联合营销 co-marketing 模块含合作伙伴打分框架和活动策划模板
Marketing Skills v1.10.0 is out. What shipped: 🆕 /co-marketing — Partner identification and joint campaign planning. Partner scoring framework, campaign types (content, webinars, integrations, commun…
受众观点：@geren8te 提到正在做 GitHub 集成帮助量化用户使用各 skill 的方式，并提议在 co-marketing 模块 pilot——说明社区关注工具的可量化效果。
展开评论
- @geren8te (1): @coreyhainesco This is gonna be hugely useful! Thanks :)) Btw for https://t.co/rLFuFRXXHS I’ve been working on the github integration. It helps you understand how users use your skills + analytics. Should we pilot it on one demo skill? Maybe co-marketing? It’s obv free.
- @VeryGoodEngg_HQ (1): @coreyhainesco @coreyhainesco Slow down brother, you are drowing us in FOMO and anxiety.
- @mrterrycarson (1): @coreyhainesco This is awesome! Co-marketing features make partnerships so much easier. Excited to see this in action. Great work on the new release!
- @stitchd_ai (0): @coreyhainesco 41 skills. 52 integrations. Free and open source. That's how tools should be.
本周 GitHub 增长最快仓库前两名均为 multi-agent 框架，TradingAgents 获 14.3K 新星、ruflo 作为 Claude 多智能体编排平台获 11.9K 新星
The fastest growing GitHub repos this week: 1. TauricResearch/TradingAgents (+14.3K stars) TradingAgents: Multi-Agents LLM Financial Trading Framework 2. ruvnet/ruflo (+11.9K stars) 🌊 The leading age…
受众观点：@just_the_max 说 7 out of 10 top repos this week are agents, not AI-assisted, but fully autonomous，有数据支撑的趋势信号，是开发者圈最关注的方向。
展开评论
- @notjazii (3): @sharbel i can use them in codex too right?
- @just_the_max (2): @sharbel wild that 7 out of 10 top repos this week are agents. not AI-assisted, but fully autonomous. the github feed looks completely different than 6 months ago https://t.co/XZ1KAC0zCc
- @Jmoon_174 (1): @sharbel ruflo + Claude for agent orchestration is the play. 11.9K stars in a week because multi-agent coordination is the real bottleneck now, not the models themselves.
- @Heyabhi_21 (1): @sharbel Awesome share Street turn
- @Levi_Researcher (1): @sharbel bro we’re literally watching github turn into an agent zoo
独立开发者凌晨12点收到用户需求后立刻动手实现，展示冷启动期快速响应用户的建设文化。
it's 12:30 AM. just got a feature request from a user. shipping it now 🫡 https://t.co/GSUvmdz4gS
受众观点：@DilenHPatel 指出'fast response is the moat that big companies cant replicate. hiring kills 60% of this energy'，道出早期创业者最不可复制的竞争优势。
展开评论
- @virgilerietsch (2): @HsanC_ life is good!!
- @DilenHPatel (1): @HsanC_ this is the magic of the pre-100-customer phase. fast response is the moat that big companies cant replicate. enjoy it. hiring kills 60% of this energy
- @ArjunSlices (1): @HsanC_ 4:52 on the timer at 12:30 AM Love the midnight deploy energy 🫡
- @xm_build (1): @HsanC_ 12:30 am feature requests are the only kind that feel normal
- @MRehan_5 (1): @HsanC_ Great always listen to users first
独立开发者 HsanC_ 分享涨到1万粉丝的四条实用建议，涵盖视觉内容、价值输出、真诚分享和内容简洁度。
Some tips that helped me reach 10K followers: - Always post images/videos/selfies - Focus on value, so people have a reason to follow you - Share all your wins and losses (be authentic) - Keep your p…
受众观点：@samaote 问'小账号该先发内容还是先在社区互动积累粉丝'，代表大量冷启动期创作者都在纠结的核心问题。
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- @rowansail (1): @HsanC_ Exactly the tips you gave me, thanks dude🙏
- @samaote (0): @HsanC_ To increase trust and provide value! Do you suggest that we post quality content right away when we are still small account. Or keep active in the community until we reach a certain followers! Thanks for the tips, it helps a lot.
- @yeargun24 (0): Hasan gj man. One thing thats interesting to me is, I feel like the percentage of build in public fellas having unicorns is < average unicorn companies. Idk if its a true observation though. Regardless Idk I mean corrolation is no causation but still this single fact make me not…
- @Alf_Motion (0): @HsanC_ Actually that's the only way to grow as a business owner and a creator Adding value to people's posts makes them acknowledge you and even connect with you
- @rohidasgowda (0): @HsanC_ I noticed that posts with videos get more impressions.
用手机扫描整栋房屋即可在浏览器中无障碍进行沉浸式3D参观，原帖以'杀死房产中介行业'为噱头广泛传播。
SOMEONE JUST KILLED THE REAL ESTATE INDUSTRY A guy scanned an entire house with his phone. Uploaded it. Now anyone on Earth can walk through it in a browser tab. No app. No VR. No agent. No appointme…
受众观点：@DirtyWaterDegen（房产经纪人）指出'we already do that, like for years. What he killed is called Matterport'，内行视角获656赞，说明受众渴望去噱头的实质判断。
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- @DirtyWaterDegen (656): @adiix_official @WorldStrategist Broker here 👋…we already do that, like for years. What he killed is called Matterport, not the “real estate industry.”
- @KenjiCapital (440): @adiix_official Agents are paid for much more than just home showings... So, this definitely won't "kill the real estate industry." If anything, it helps the industry by providing buyers more access to homes 24/7.
- @KYMaverick1 (234): @adiix_official Seems like a great way to plan a robbery.
- @NicholasKatz (66): @adiix_official I don’t see how this kills the real estate industry. What’s the business model?
- @cybercab_news (49): @adiix_official Awesome mate - just registered a domain https://t.co/VA29SalaRY - wish me success....
OpenAI发布GPT-5.5 Instant主打更智能自然对话体验，但评论区爆发大量#keep4o反弹声浪。
GPT-5.5 Instant is starting to roll out in ChatGPT. It’s a big upgrade, giving you smarter, clearer, and more personalized answers in a warmer, more natural tone. And it's also more concise, which we…
受众观点：@Sevenmoneymaker 的'You definitely don't heard what we want, you have ignored us over 9 months #keep4o'获97赞，代表大量开发者对OpenAI频繁不透明迭代的不满情绪。
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- @OpenAI (1251): GPT-5.5 Instant is more dependable, with significant improvements in factuality, especially in domains where accuracy matters most, like medicine, law, and finance. It’s also stronger across everyday tasks, from analyzing image uploads to answering STEM questions to knowing when…
- @Sevenmoneymaker (97): Very weird. Since you think 4o is monster, 1. Why you make answers more natural and warmer? 2. We all know 4o is the best in these aspects, why don't just bring it back? 3. You definitely don't heard what we want, you have ignored us over 9 months #keep4o #BringBack4o #OpenSourc…
- @heyyritik_ (70): @OpenAI https://t.co/Tk8M4KEjyU
- @Selene1008 (49): @OpenAI ‘which we heard you wanted’? U gotta be kidding me,man 😇 #keep4o #OpenSource4o https://t.co/wN21tpuaxL
- @suomi55 (48): @OpenAI „It’s a big upgrade, giving you smarter, clearer, and more personalized answers in a warmer, more natural tone.“ 😂😂🤡🤡🤡 We want the ORIGINAL back! https://t.co/NXsmLrFpY8
开发者因AI agent设计能力差且Mobbin付费限制，创建了含25.7万张截图和MCP接口的免费设计参考工具Lazyweb，可接入Claude和Codex。
I hated how bad agents are at design I hated how Codex can't access Mobbin So I created Lazyweb - 257k+ screens (apps/web) - 6 opinionated design research skills - 1 MCP (Claude/Codex) 100% Free...AI…
受众观点：@bygregorr 说'Mobbin paywalling research was my biggest blocker last month, this fixes that'，精准反映了独立开发者对设计参考付费墙的普遍日常摩擦。
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- @abouelatta_ali (50): This works best for marketing sites, and iOS apps. Still long way to go for web apps but we'll get there
- @bygregorr (14): @abouelatta_ali Mobbin paywalling research was my biggest blocker last month, this fixes that.
- @oussamabuilds (12): @abouelatta_ali you are so goated for making this free, i'm def pitching this to my co-founder, but if you don't mind me asking, is https://t.co/4nVIeUSrDv designed by lazyweb?
- @hammaadjam (7): @abouelatta_ali I'm going to add this to https://t.co/yG2eHEUJdo, which is free with Minimax completely I'm just imagining now !!!
- @aiseomastery (7): @abouelatta_ali The Mobbin access gap has been annoying for so long. The fact that someone just built around it instead of waiting is exactly how good tools get made.
Andrew Ng 推出 AI Prompting for Everyone 课程，系统梳理从 ChatGPT 上线到2026年提示词方法论的演变
How we prompt AI is very different in 2026 than 2022 when ChatGPT came out. I'm teaching a new course, AI Prompting for Everyone, to help you become an AI power user — whatever your current skill lev…
受众观点：@iwhaleocean：'treating AI like a system, not a tool — the gap between casual users and power users is only getting wider'，开发者圈强共鸣点
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- @heynavtoor (14): @AndrewYNg knowing when to trust the answer and when not to is the skill most people still haven't learned
- @iwhaleocean (13): this shift is real most people still use AI like it's 2022 short prompts → quick answers but the leverage in 2026 comes from: context (docs, data, memory) longer thinking cycles treating AI like a system, not a tool the gap between casual users and power users is only getting wi…
- @SathishAiHype (13): @AndrewYNg Curious what the biggest misconception you see from beginners taking this course is. My guess: most people think the bottleneck is knowing the right "magic words." But it's actually knowing what outcome they want clearly enough to describe it to another person let alo…
- @erickxie (13): 2022 me: “Write a poem about cats.” 2026 me: hands the model 12 PDFs, 7 images, and says “take 3 minutes and think hard.” 😆 This course looks like exactly what the world needs right now. Turning prompting from dark magic into a real productivity superpower. I'm signing up! 👍👍
- @sentientweekly (11): So just out of curiosity I asked Claude to run a blinded study of itself to determine what style of prompting was most efficient for debugging code. It's a small sample but there was a CLEAR winner for efficiency AND token usage. If you're curious here is the link to the results…
Higgsfield 推出 CLI 加 Marketing Skills 工具链，可与 Claude Code、OpenClaw 等 agent 工具集成，通过 Skills 机制降低 token 消耗
Meet Higgsfield CLI + Marketing Skills. Instead of burning tokens on bloated schemas, or shipping broken creative at scale, the CLI keeps agent spend lean and Skills keep output high quality. Pairs w…
受众观点：@blueprint_os：'How are you handling skill versioning when multiple agents pull from the same skill registry?'——Skills 规模化后的真实工程痛点，评论区无人回答
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- @higgsfield (97): Install instructions: https://t.co/sxNPO8RQx1
- @promodenstudio (8): @higgsfield What are you doing? It's unbelievable how I'm supposed to find the time to test all of this. 🤣
- @Abanoub_Ashraf_ (7): in codex!! ⚠ Skipped loading 2 skill(s) due to invalid SKILL.md files. ⚠ /.agents/skills/higgsfield-product-photoshoot/SKILL.md: invalid description: exceeds maximum length of 1024 characters ⚠ /.agents/skills/higgsfield-generate/SKILL.md: invalid description: exceeds maximum le…
- @blueprint_os (5): @higgsfield How are you handling skill versioning when multiple agents pull from the same skill registry?
- @Karanzz13 (4): This looks insanely useful! 🚀 Finally, lean agent workflows that actually deliver pro-level marketing creatives without token slaughter. Just added the Skills – can’t wait to test it with Claude Code for full campaigns. Great work, Higgsfield team! #HiggsfieldAI #AICreative #AIV…
Claude Code 通过一条 MCP add 命令接入包含1.7万支股票的 financial-datasets 金融数据源，60秒完成连接
Claude Code can now connect to financial datasets in seconds. Prompt for financial research, company data, access to 17,000+ stocks, and much more. Here's how to connect in just 60 seconds: 1. Open C…
受众观点：@mustafaergisi：'17K stocks pulled in via one mcp add command is the workflow I've been waiting for. Going to wire this into my watchlist sheet tonight instead of copy-pasting from Yahoo'——手动复制数据到MCP自动化接入的效率跃迁
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- @cryptokiller (9): @milesdeutscher An excellent tool ⚡️
- @DAssetBuzz (6): Things the tutorial doesn't tell you that matter 1. Free tier vs paid. Financial Datasets has a free tier (limited tickers — typically AAPL, MSFT, NVDA, TSLA, GOOGL) and paid tiers for full coverage. OAuth gates access to whichever tier your account is on. Try free first. 2. Too…
- @BrettAnthony925 (3): @milesdeutscher Miles, @gitlawb have a look. Cheers!
- @TradingAcc10275 (2): @milesdeutscher I’m looking for options data , are there any solid resources for itthis is brilliant
- @mustafaergisi (2): @milesdeutscher 17K stocks pulled in via one mcp add command is the workflow I've been waiting for. Going to wire this into my watchlist sheet tonight instead of copy-pasting from Yahoo.
OpenAI 最新 GPT-Realtime-2 语音模型接入 OpenClaw，实现连续实时语音对话同时驱动 agent 执行真实任务
Here’s OpenAI’s latest realtime voice model, GPT-Realtime-2, wired up to OpenClaw. It’s amazing. Realtime continuous chat and fast OpenClaw agent action on real tasks. Truly excellent. https://t.co/B…
受众观点：@buildwithgoks：'What's the cost like though? Voice models tend to be pretty expensive'——成本顾虑是评论区最高频真实痛点，代表大量想用但被卡住的开发者
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- @BenjaminBadejo (27): So glad I made my voice intercom in March. All I had to do was tell my OpenClaw agents to wire up the new OpenAI models. Major upgrade, in minutes. https://t.co/GfpBPDcM0O
- @buildwithgoks (3): @BenjaminBadejo Nice. What’s the cost like though? Voice models tend to be pretty expensive and I definitely want to be offload a lot of typing to using voice with my Openclaw setup
- @spolen23 (2): @BenjaminBadejo It's really no better than using the Live Talk built into OpenClaw now, which actually lives in OpenClaw. Until you can use your subscription for it in OpenClaw, not worth using. Did you see how expensive the real talk model was?
- @JASONMCNAB (2): @BenjaminBadejo the never ending 1000 nodes for permission is fing annoying. what's the fix?
- @dzhohola (1): @BenjaminBadejo Is this through the ChatGPT subscription or just an API key?
Telegram 新版本支持 agent 流式输出，可作为类 Codex/Claude Code 的实时终端使用，并支持 agent-to-agent 通信
this is dope!! Telegram just pushed a new update, and streaming is now available for agents! What this means is: you can use Telegram like you are using a Codex & Claude Code terminal Chat happen…
受众观点：@beamnxw 说 'tg really becoming a native runtime for agents'，开发者社区在把 Telegram 重新定位为 agent 原生运行环境；@iml1s 提到 tool-call count 成本问题，说明大家也在关注 streaming 背后的计费逻辑。
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- @beamnxw (8): @meta_alchemist tg really becoming a native runtime for agents
- @aiseomastery (2): @meta_alchemist Spawning multiple agents that talk to each other inside a Telegram chat is not something I expected to say in 2026 but here we are 😭
- @jumperz (1): @meta_alchemist Actually huge
- @_NFEs (1): @meta_alchemist It's all aligned ✨
- @iml1s (1): @meta_alchemist The tool-call count is the part I’d watch too. Sticker price gets misleading once the agent starts looping.
独立开发者用 Claude Code 控制 Blender 做动作捕捉与重定向，探索 AI coding agent 操控专业 3D 软件的工作流
测试下Claude Code控制blender，尝试好几个工作流做mocap+retarget🤓好玩 https://t.co/GvLZN2Cdg5
受众观点：@Popbones 评论"大家吹Codex做游戏做视频，结果我让它生成个透明背景的PNG都生成不出来"，开发者对 AI 编码工具实际能力边界存在明显预期落差，是真实的讨论入口。
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- @DLKFZWilliam2 (4): 懒得捏人了，今天再搞几个AI 生成rig的3d模型，技术不行就用AI🤣
- @Popbones (1): @DLKFZWilliam2 好用吗？我也打算之后试试。不过现在大家吹Codex做游戏做视频，结果我让它生成个透明背景的PNG都生成不出来
- @nexvice (1): @DLKFZWilliam2 The camera zooming in and out messes with the results.
- @lovefy520 (1): @DLKFZWilliam2 试过用codex生成模型，捏了坨面团，放弃了
- @commandant64907 (1): @DLKFZWilliam2 Now if you could incorporate a separate face performance onto that grey mannequin you could do lipsinc to pre recorded audio without messing around with face swaps
独立开发者发现 AI 游戏 sprite sheet 一致性的正确 pipeline：用图生图 AI 设计角色，再用 Kling 等视频 AI 做动画，而非直接用生图 AI 生成 sprite sheet
哈哈哈这大佬解决了我多年游戏资产一致性spritesheet问题,且开源了 我用AI查看了下源码,恍然大悟 本质上是我之前方向错了: 不能用生图类的AI生成sprite sheet,因为sprite sheet本地上就是将动画抽关键帧 所以用生图AI比如Image2设计,再用Kling这类视频AI做动画,再后续处理 https://t.co/tE9zEe3K9e
受众观点：@imseantang 评论"我目前的处理方案是 AI生成16格的图片然后本地切分"，很多开发者还在用错误方法，这个正确 pipeline 对他们有直接价值。
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- @DLKFZWilliam2 (91): GitHub地址如下，里面有整个pipeline，除了我正文说的方法，还做了很多一致性的处理，比如颜色背景，防止artifacts和jitter，值得看看研究下：https://t.co/Q1nfqQEHMs
- @enzyme_dev (5): @DLKFZWilliam2 这个项目让我想起了二十年前在 spine 没诞生的时候古法编程手搓骨骼动画的时代 按理说 cocos 和 laya 这两家应该已经出了解决方案才对
- @orangeburncgw (2): @DLKFZWilliam2 古早的游戏里，素材就是些动图，
- @imseantang (2): @DLKFZWilliam2 我最近做的东西涉及到这个点了，我目前的处理方案是 AI生成16格的图片，然后本地切分移除背景的方式逐帧播放来得到动画效果的，这种方式是不是不太好额? 我这方面经验不多
- @YourAirdropETH (1): @DLKFZWilliam2 但是视频出图不是透明背景，ai抠图很多瑕疵，刚好我这几天也被搞死
Google AlphaEvolve 编程 agent 发布一周年，已从概念验证扩展到基因组学纠错、自然灾害预测等真实生产场景
A year ago, we introduced AlphaEvolve — our Gemini-powered coding agent. Today, it's being used across fields from improving Google's AI infrastructure and enabling complex molecular simulations, to…
受众观点：@Vanarchain 评论 'AI is moving beyond software into real world optimization. Genomics, energy systems, and even hardware design are all being shaped by agentic tools'，社区关注 AI agent 从软件优化扩展到物理世界优化的趋势跃迁。
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- @Google (69): In genomics, AlphaEvolve improved DeepConsensus — a @GoogleResearch model for correcting DNA sequencing errors. 🧬 This improvement achieved a 30% reduction in variant detection errors, helping scientists analyze genetic data more accurately and at a lower cost to find hidden dis…
- @Vanarchain (5): @Google This is a strong signal that AI is moving beyond software into real world optimization. Genomics, energy systems, and even hardware design are all being shaped by agentic tools. https://t.co/QBNLwGM68L
- @Ternoa_ (2): @Google Coding agents are moving from demos to real infrastructure work. The next challenge is making sure these agents can access private data, keys, and execution environments without exposing secrets: https://t.co/ARmbipfRV5
- @Hamidk_12 (2): @Google So AlphaEvolve is coding Google’s infra? Finally, an engineer that doesn't argue about using dark mode!
- @SchallerDomenic (2): @Google Welcome to iOS 😎👀
一名学术研究者遭遇独立研究者反复发邮件施压，要求在论文中插入特定引用文字的学术骚扰事件
Hey Reddit, I’m a researcher in a niche theoretical CS/ML area. Recently I’ve been dealing with repeated emails from an “independent researcher” that feel like straight-up citation harassment. This p…
受众观点：@RandomThoughtsHere92（score 18）：一旦开始控制别人如何描述自己的工作、把事情升级到编辑那里，就从学术交流变成了声誉管理
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- @here_we_go_beep_boop (161): This is why "independent researchers" are assumed to be loons until proven otherwise. Edit: just block them, they won't be on any review committees that you need to care about
- @Kinexity (78): It's an AI slopper and you can safely ignore him. He should be banned from uploading to arxiv.
- @One-Employment3759 (37): I'm an independent researcher, but OP should just block the guy. I work in industry, but can't stand academia. I also work somewhere that doesn't let me publish research on the clock.
- @here_we_go_beep_boop (26): Publish. Collaborate. And don't behave like a crank! Edit: I won't deny the ivory tower problem, all of our standard processes and recognition structures in science generally are centred on the "academy" Just because 99.x% of good (and bad) science comes from the academy doesn't…
- @RandomThoughtsHere92 (18): there’s a pretty clear difference between “hey you may have missed this related work” and repeatedly pressuring someone for specific citations plus exact framing language. once people start trying to control how their work is characterized in your paper or escalating to editors…
持续学习（Continual Learning）领域研究者社区讨论，深入剖析了灾难性遗忘的根源与CL的核心研究方向
Recently, I’ve become fascinated by Continual Learning, especially the idea of AI systems that can continuously adapt and improve from experience rather than staying static after training. I’m a stud…
受众观点：@Available_Net_6429（score 27）：大模型成功依赖庞大的离线训练+固定部署，新数据出现时唯一解是更多算力和数据，进一步将进展集中在大公司手里
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- @Available_Net_6429 (27): This is actually something I have been wanting to talk about, and this thread made me more motivated to maybe write an independent post about it. I’m doing PhD research in Continual Learning, and my personal view is that the first useful step is to understand *why* CL is hard an…
- @FlyingCC (4): Just experimenting with plasticity to find a good balance is a great starting point and gets you to see why it is hard very quickly!
- @califalcon (4): Replying to OP and to u/Camster9000 who asked the same — here's a concrete reading list plus where the field has interesting newer directions. Foundations (read in this order) McCloskey & Cohen (1989) first formalization of catastrophic forgetting. Goodfellow et al. (2014) "…
- @Camster9000 (2): Do you have a recommended reading list for someone dipping their toes in CL?
- @Cosmolithe (2): Do you think that replay is unavoidable for enabling CL for deep neural networks? I thought it was not necessary, but recently I started to think that if we want to keep backpropagation at the same time, it might actually be necessary. This is because backprop is too greedy, it…
本科生对Anthropic发布的自然语言自动编码器（NLA）可解释性研究提出批评，质疑其黑箱解释黑箱的根本局限性
Hey all, apologies if this is the wrong place to post this. I'm currently an undergrad computer scientist that got swept up in the mechanistic interpretability wave c. 2024 or so (sparse autoencoders…
受众观点：@kamilc86（score 6）：在生产环境构建SHAP和决策树解释器的经验是，faithfulness gap永远不会完全消除，Anthropic在构建大规模审计工具，目标是deployed model，这和理解电路是不同目标
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- @RandomMan0880 (28): Just because anthropic publishes mechI research doesn't mean this is MechI research. Youre right that this is weird as it's a black box but my read is this is solidly explainable AI work. The confabulation idea is a very established problem of all XAI work in trying to figure ou…
- @enthymemelord (24): I tried not to comment on this because I don't want to get into a back and forth, but this is a frankly ridiculous gatekeeping comment. I say that as a stats PhD student, so it's not coming from fear of rigor. Why would you discourage someone from thinking critically about a top…
- @Previous-Raisin1434 (10): Most "theorems" in big conference papers are trivialities or restatement of known results. As someone who studied functional analysis,, I find it ridiculous to pretend like it's a necessity to do good research in ML. Unless you're proving very theoretical results, you rarely fin…
- @kamilc86 (6): The confabulation concern is valid but it is the same faithfulness problem that every interpretability method has in different clothing. SHAP explanations can highlight features that correlate with the output without being causal. Gradient based attributions shift when you chang…
- @stopnet54 (6): I would not worry about Anthropic's quality of mech interp work. Mech interp workshop at NeurIPS was attended by at least 500 people, every major academic institution had a poster or two. Last week QwenScope was released, major confirmation that you can improve SFT and RL when u…
独立开发者用LLM对80K款Steam游戏评论跑多阶段pipeline提取细粒度向量标签，构建了能解释推荐原因的游戏推荐网站
I Just made a sequel to my Steam Game recommender website! Last year I made a [post](https://www.reddit.com/r/MachineLearning/comments/1l0qucq/p_steam_recommender/) about my steam recommender The las…
受众观点：@lmyslinski（score 3）：Steam算法偏向某个类别里的头部游戏，用标签找小众游戏很难，这个推荐系统解决了真实需求
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- @lmyslinski (3): This is very useful. Steam' algorithms seem to favor the dominant players in specific categories, it's often hard to find more niche titles just by browsing tags. Excellent work, thank you for sharing!
- @Flham (2): Link is broken! Just wanted to let you know
- @Expensive-Ad8916 (1): seems to work for some and not for others weird, I'll check out why thanks!
Manning出版社发布新书《Quantization and Fast Inference》早期访问版，聚焦LLM量化部署中activation outliers、KV缓存压力等生产级细节
Hi all, Stjepan from Manning here. The mods said it's fine if I post this here. I wanted to share a new MEAP (early access) release we think will land well with people here: *Quantization and Fast In…
受众观点：@ilyustrate（score 1）：量化痛点通常来自activation outliers破坏attention层的INT4效果，大多数人在部署失败后才发现；对不需要前沿模型的任务直接用ZeroGPU更划算
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- @That_Country_7682 (2): honestly curious how much the book covers about int4 vs int8 tradeoffs in real deployments. thats where i always get stuck. the theory is easy but picking the right config for your specific model and hardware combo is pain.
- @Primary_Pollution_24 (1): Yeah this is exactly the kind of practical stuff that's hard to find good resources on. I've been running some smaller LLMs at home and the gap between "quantization works great in papers" and "why is my throughput worse than fp16" is real. The activation outlier thing especiall…
- @ilyustrate (1): quantization pain in production usually comes down to activation outliers wrecking INT4 on attention layers, and most people figure that out after a failed deployment rather than before. for tasks that don't need a frontier model at all, like extraction or moderation sitting alo…
- @Necessary-Summer-348 (1): honestly depends way more on your batch size and memory bottleneck than the quant format itself
实测100个URL的网页提取效率，发现Claude Code内部用Haiku压缩WebFetch内容，这个行为完全未记录在官方文档中。
Posting some empirical measurements that might be useful to others working on RAG / agentic systems. **Setup:** 100 URLs across 5 categories (news, ecommerce, docs, social, SaaS marketing), 20 each.…
受众观点：RAG/agent开发者关心token cost与extraction质量的trade-off（evidence_comments为空，受众推断自post内容：作者指出等效质量仅需28.5% token成本，但Claude Code压缩层会让第三方benchmark数字不可信）
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- _无评论_
大多数AI驱动SaaS无人付费，因为创始人把同行开发者当目标客户，而这群人自己能用Claude重建你的产品。
Just a thought looking around at what's happening lately. 99% of the SaaS launched right now are bullshit. Everyone here builds AI-powered tools with agents that automate this and that, fancy dashboa…
受众观点：@sagarvd（score 66）："Any AI wrapper that simply calls an LLM api with a predefined system prompt and does nothing else is bullshit." 评论区最高票精准定位了"没有壁垒的包装产品"才是问题所在，而不是所有AI工具都没价值。
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- @sagarvd (66): Any AI wrapper that simply calls an LLM api with a predefined system prompt and does nothing else is bullshit. There are lot of such apps exist.
- @Novusjournal (26): Most SaaS fail because they solve ‘interesting’ problems instead of painful ones.
- @lucid-quiet (22): Want me to turn that into a "skills.md" file for ya? Or a checklist. /s
- @Calm-Passenger7334 (19): That’s most of the shit posted on this sub rn
- @jackadgery85 (15): Literally the exact same thing that happens with indie games. r/indiedev every 5 mins: >Look at this single mechanic game I made with free assets from a template you should buy it guys
独立开发者做了5个月SaaS几乎零用户，发现当下获客难度已经远超产品开发本身。
I’ve been building my SaaS for nearly 5 months now and honestly it’s starting to get frustrating seeing almost no customers come in after putting so much time and effort into it. I genuinely believe…
受众观点：@FarRub2855（score 7）："the trap I always see is builders 'trying' by just tweaking features instead of having actual conversations. Sometimes you just have to step away from the code and go cold pitch the exact people who have this problem." 点出了核心误区：大多数builder用改功能来回应获客困境而不是真正走出去和人对话。
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- @HourCool7860 (26): It’s a common issue. Building is easy, marketing and distribution has become tough. Keep trying.
- @Powerful-Software850 (22): I built something that solves a major need almost a year ago. Didn’t blow up like I’d imagine. Talked to well over 100 people on the phone and spread the word on Reddit. It was gaining some traction but not like I’d imagine (sounds like you’re in this phase). And it was just one…
- @FarRub2855 (7): So true, but the trap I always see is builders "trying" by just tweaking features instead of having actual conversations. Somtimes you just have to step away from the code and go cold pitch the exact people who have this problem.
- @shobhitver (3): Buddy, this is really uplifting. Is there any chance I can talk to you 1:1? Just want to learn from you.
- @AppointmentTop3948 (3): Put some videos up on youtube about the product. Make a bunch of different types and try to post them fairly regularly. You want launch announcements, feature overview, in depth feature reviews, use case examples and stuff like that. They won't light the world on fire but will b…
bootstrapped SaaS创始人寻求用零预算获取前100-500个真实付费用户的实操经验。
me and a friend are building a saas we’re bootstrapped, so right now we’re trying to be smart with marketing instead of just throwing money blindly. before we start spending, i want to understand wha…
受众观点：@farhadnawab（score 3）："twitter/x works if you document the build publicly. share what you're building, what's breaking, what you learned. people follow the journey more than the product." 指出Twitter冷启动的核心逻辑：用户follow的是journey而不是product。
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- @emma_lorien (7): There are no free channels. You have to spend your own time which is money too. But in most cases: direct conversation work better, because you learn a lot what works and what doesn't. So the best channels \- current network \- cold outreach via email / social media \- call call…
- @farhadnawab (3): bootstrapped two products myself, here's what i'd actually do: reddit and niche communities are still the best free channel early on. not posting links, just being genuinely useful in threads where your target users hang out. when people see you actually know your stuff, they co…
- @Ivan_Palii (2): do you expect to have good conversion rate and a lot of feedback from cold calls? I hate when people call to me
- @emma_lorien (2): It depends from the country and how well you qualify your calling list and how well do you speak. I know many businesses in US for which this is great acquisition channel
- @Worth_Influence_7324 (2): I’d start with 20 ugly conversations before any channel bet, because the first users usually come from learning the exact problem words, not from picking Reddit vs X.
作者自建AI产品测试signup fraud，发现Google reCAPTCHA完全失效，一台笔记本手动创建650个账号白嫖免费credits，77%注册用户是欺诈。
Spent the last 4 weeks running an experiment on my own signup form because I wanted to know how broken signup fraud actually is in 2026. Honestly the data shocked me. Setup was pretty simple. I built…
受众观点：@AI-Agent-Payments（score 2）："even after you plug the signup hole, burned credits have real downstream cost if your AI calls are billed per-token upstream... Rate limiting at the user level with a rolling 10 minute window cut that pattern by about 80%" 指出fraud的迁移性和具体防御数据。
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- @Unusual-Big-6467 (4): having a free tier is one issue.
- @calflikesveal (3): Damn yet another self-promotion post masquerading as insightful advice with a made-up story.
- @Aggressive-Tap5478 (2): Great read, now given extra reason to track rolling windows on signups metrics given daily is probably hard.
- @AI-Agent-Payments (2): Wow! This is interesting. The angle everyone's missing: even after you plug the signup hole, burned credits have real downstream cost if your AI calls are billed per-token upstream. We saw abuse shift from signup fraud to session replay attacks once fingerprinting went in, where…
- @Final-Choice8412 (2): Perhaps require mobile phone verification
AI降低产品开发门槛导致同质竞争加剧，独立开发者普遍发现发行难度已超过产品开发难度本身。
One thing I’ve noticed building a SaaS is that distribution genuinely feels harder than development now. You can spend months building features, polishing UI and adding integrations, then realise the…
受众观点：@TheAkmens（score 3）："The distribution problem is mostly a positioning problem. You haven't found the words that make the right person stop scrolling yet. When you do, the community does the distribution for you." 把distribution问题重框为positioning问题。
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- @dtroeger (4): Everybody can build today + Building NEVER was the hard part. Building doesn't make you special. The hard part is: 1. To find the JOBS that people want to get done. 2. beeing honest with yourself if your solution is "different and easier enough to make a switch" 3. not to fall i…
- @Flat_Artist_2030 (3): Yeah, building is weirdly the easier part now. You can tell pretty fast if the product works. But with distribution, you can waste weeks on the wrong channel before realizing your audience just isn’t there.
- @TheAkmens (3): The niche community insight is right and the compounding is real. The posts that drive actual conversations aren't the ones explaining the product - they're the ones that describe the problem so accurately that the reader thinks you're inside their head. Once that happens they c…
- @dtroeger (2): Thanks for this! I haven't digged enough into reddit yet. My biggest pain: I suspect, that a lot of people here are "low LTV" users, like solopreneurs (including myself, haha) so I am not sure if the problems are "worth" a lot. What's your take on that?
- @Novusjournal (2): Exactly. With product building you usually get feedback pretty quickly. Distribution can trick you into thinking the product is bad when really you’re just talking to the wrong people or posting in the wrong places.
印度独立开发者花5000美元自建付费一次的Mac录屏软件Screenbolt，上线48小时内卖出10份，买家主动反馈厌倦了订阅制
Solo dev from India. I build small Mac apps for a living. All pay-once, lifetime updates, zero subscriptions ever. I'm allergic to them as a buyer and figured most people are too. **Six months back**…
受众观点：@Intelligent-Clock584 提出把买家原话'own the damn thing'直接放到headline和hero text，并建议用'pay once and forget this tool exists until you need it'替代干燥的'$39 lifetime'——这是copywriting的具体技巧
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- @Intelligent-Clock584 (4): I went down a similar rabbit hole with Loom and Screen Studio where the pricing just felt off for how often I actually recorded. What clicked for me wasn’t just “lifetime,” it was tying the product to a very specific pain: I don’t want to think about tooling when I’m in “record…
- @Synonomous (3): I'm happy to check this out. I record software audits with OBS currently. Are there any pain-points or areas I should focus on?
- @Neither-Bass2083 (3): No pain points, you can download a free trial and test for yourself.
- @Interesting-Bad-9498 (3): That’s a solid start, especially with 10 sales that fast. I’d focus less on adding more features right now and more on understanding why those first 10 people bought. What pain made them pay, what nearly stopped them, and what would make them recommend it? Early revenue is usefu…
- @zipiddydooda (2): This looks excellent. I’ll give it a shot.
TryMyPost靠纯SEO获得10k点击和130k曝光但付费功能零转化，陷入免费工具养流量与付费变现的经典freemium陷阱
Over the last 3 months we grew our SaaS entirely through organic SEO traffic and reached \~10k clicks / 130k impressions in GSC. We now average around 200 users per day, \~30% returning users, and ro…
受众观点：@philip_vibrant 直接说'Free users are free users, they like everything for free. Even if you charge $1 they won't pay'，触发了最核心的信号：低意图和高意图用户混在一起，无法用统一的free tier设计同时服务两种人
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- @philip_vibrant (4): Free users are free users, they like everything for free. Even if you charge $1 they won't pay. What i do is, do not give too much value in free tier. Make them see they value but don't give it to them. Restrict almost all premium features and allow just a tiny bit for free user…
- @Z4R43 (3): I think you're offering full functionality in the trial version, and ultimately, there's no reason for people to pay for a subscription. It feels more like a sacrifice than a requirement to pay to access the product itself. If I were you, I'd introduce watermarks and significant…
- @Esteta_ (1): That’s honestly one of the things we’re worried about too. Right now the product is probably too “usable” for free, especially because the simulators themselves already solve a big part of the user need without forcing any real upgrade moment. Our fear with watermarks/limits is…
- @Z4R43 (1): I think you should choose an ultra-narrow target audience segment and create a truly superior product just for them, but it will be entirely paid. Sure, you'll have a small audience, but they'll definitely be people who are happy with what you're giving them. Only then should yo…
- @[deleted] (1): [removed]
一个开发者用Claude把整个SaaS应用做完了却完全不知道如何找到第一批用户，向社区求助分发策略
For the past month I have not let Claude rest and developed an entire application with all configurations done. Nothing from my side is left. And I am a developer so there are not much leaks. Basical…
受众观点：@oralab_team 一句话说清楚了：'Honestly the first 10 users are usually manual outreach, not scalable marketing'——高赞5分，说明这个观点引发了强烈共鸣
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- @oralab_team (5): Honestly the first 10 users are usually manual outreach, not scalable marketing.
- @RazzmatazzWestern306 (2): 93be85
- @vedimungi (2): Hey thank you for the feedback I will look into the site asap it seems like a concept every founder is in utmost need of Thank you again
- @vedimungi (1): Yess, I have been cold reaching a lot of people to become my beta users but that wont generate automated traffic. it is a yt analytics platform for creators to grow [www.showstencil.com](http://www.showstencil.com)
- @[deleted] (1): [deleted]
独立SaaS创始人完整记录1年历程：从酷工具到发现无法留存再到B2B转型找到PMF，最终100加注册并在LinkedIn快速涨粉
First this isn’t AI or a quiet plug waiting at the end. My story is I started a SAAS secretly hoping to get rich quick, like everyone else. Even though I had legitimate need for my clients, I deep do…
受众观点：@Wonderful_Page_6640 说'most SaaS founders don't fail because the product sucks, they fail because nobody actually cares enough to come back'，@Icy_Tangerine_4071 分享了screen share观察用户操作后围绕重复无聊流程重建产品的亲历
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- @Wonderful_Page_6640 (3): most SaaS founders don’t fail because the product sucks, they fail because nobody actually cares enough to come back lol. You basically learned the hardest lesson in startups which is “cool tool” is not the same thing as “must-have product"
- @Icy_Tangerine_4071 (2): I went through something really similar. My first SaaS was “build cool tool, wait for Stripe emails,” and it smacked me in the face how little that mattered compared to finding a painful, recurring problem and a tight niche. The “one and done” users were my wake up call too – I…
- @Fearless-Health-1810 (2): This resonates with me too. Start-ups ain't sexy
- @Powerful-Software850 (1): Exactly it’s a hard lesson but it is a lesson. Those who learn and grow can find success.
- @[deleted] (1): [deleted]
Cloudflare裁减逾1100名员工约占20%，官方声称AI使用量增长600%，但分析人士认为真实原因是营收预期下调和持续亏损
r/webdev Cloudflare reduce workforce by more than 1,100 employees globally.
受众观点：@FastHotEmu（184分）直接拆穿叙事：'if AI replacement was the reason, they would be getting rid of 80-90% of their employees. The reality is that management had to adjust revenue expectations'，附有财务数据链接支撑
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- @Prestigious_Spot9635 (214): Full base pay and health care through end of 2026 is pretty good Strength to all those departing the company.
- @NickFullStack (209): Wow, that's about 20% of their workforce: [https://www.sec.gov/Archives/edgar/data/1477333/000147733326000016/cloud-20251231.htm](https://www.sec.gov/Archives/edgar/data/1477333/000147733326000016/cloud-20251231.htm) >As of December 31, 2025, we had 5,156 full-time employees,…
- @FastHotEmu (184): if AI replacement was the reason, they would be getting rid of 80-90% of their employees. The reality is that [their management had to adjust revenue expectations](https://ca.finance.yahoo.com/news/cloudflare-slumps-soft-q2-outlook-210016255.html) so they fired a bunch of people…
- @BearyTechie (125): So they are laying off 20% of workforce since they saw a 600% increase in AI usage at Cloudflare in last 3 months.
- @CanWeTalkEth (74): That’s a very generous severance. Bad management for over hiring, but [politics] that’s what happens when shareholders and investors drive short term profit requirements vs long term sustainable growth[/politics]. That’s some goodwill to the workers being let go though.
资深开发者感叹AI让表面知识者也能快速完成复杂重构，编程的成就感和aha moment正在消失，帖子获332分218条评论
When I started my career, I had to work really hard and study a lot to understand projects deeply and contribute meaningful, good changes. What made me fall in love with software development was solv…
受众观点：@smartgenius1（419分）：'Those who are only prompting AI and not applying their own judgement are loudly signaling that their jobs can be fully automated'；@Murky_Explanation_73（70分）：experienced devs失去的是earning understanding的感觉
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- @smartgenius1 (419): Those who are only prompting AI and not applying their own judgement/thinking to burning through tickets are loudly signaling that their jobs can be fully automated, so there's that. There's still plenty of room to be a solid software engineer. The agents don't have everything f…
- @Quixalicious (148): In my opinion, the hardest part of the job has always been figuring out what to do, why to do it, collaborating, integrating, maintaining, understanding, educating, advocating. The doing is a comparatively simple step of it all.
- @BigDickedAngel (130): Lol nobody with surface level knowledge is doing a major refactoring with ai
- @ThePastoolio (74): I believe OP's post is more about the satisfaction that came with the problem solving, which is gone for them, for me, and many, many other developers out there.
- @Murky_Explanation_73 (70): I think what a lot of experienced developers miss isn’t the coding itself, it’s the feeling of earning understanding. Spending days untangling a complex system, finally seeing how everything connects, and solving something difficult used to feel genuinely rewarding. Now the indu…
30年经验开发者表示完全不信任AI agent只用AI辅助基础任务，引发大量开发者共鸣和关于AI在开发流程中角色的深度讨论
Been writing code for over 30y, doing it professionally for over 20y. I just.. Don't trust AI agents. At all. I work in both traditional LAMP stacks and React (typically with TW+TS on Next.js). Somet…
受众观点：@fonster_mox（136分）最真实：'I don't like it, I wish it never existed... Sadly there's just no way I could be shipping features at this speed'；@witness_smile（21分）给出折中方案：用AI教design patterns但自己写代码
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- @fonster_mox (136): I don't like it, I wish it never existed. I liked writing code too. I think the whole thing is pretty sad. Tech I had in the back of my mind that I would learn about one day, I now find myself thinking "why bother?" Sadly the reality is that there's just no way I could be shippi…
- @t-a-n-n-e-r- (34): I take a very light touch approach to it. It's an inevitability, unfortunately. I don't mind it helping with mundane stuff but I'd rather feel like I was using my own head to solve the problems. I'd rather ask it a question and write out the code it suggests myself, that way I c…
- @lol_wut12 (23): i can't relate, when older generations got computers the computers didn't hallucinate falsehoods
- @BlueScreenJunky (21): I think that's the thing, for a CTO AI is a great tool because writing code wasn't the important part of your job. The thing is, now every developer is turning into a CTO with AI as their development team... But if I wanted to have someone (or something) write the code for me an…
- @witness_smile (21): I’m in the same boat as you. I refuse to “vibe code” anything, but I use AI as a tool to teach me which design patterns to use in a specific use case, which approach fits better, show me some examples, and when it comes to writing the code, I’ll decide myself how I write it, whi…
网站加载速度直接影响用户对产品可信度的心理感知，已超越纯技术指标范畴
I’ve noticed users can forgive a surprising amount of bad design if a website feels fast and responsive. But the second a site hesitates for 2–3 seconds, people instantly assume something is broken,…
受众观点：@Ready_Concept_8157（score 38）实测把 spinner 换成 skeleton 后用户说「这网站变快了」——感知性能比实际性能更容易操控，开发者普遍共鸣这个杠杆点
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- @Ready_Concept_8157 (38): I think it's more about perceived performance. Technical performance ofcourse matters. But In a Product I tried replacing spinners with skeletons. Users actually said this site is fast now. lol
- @Murky_Explanation_73 (8): Yeah, people judge a product way more by how it feels than by what it actually does. A site can look amazing, but the moment it lags for a couple seconds it suddenly feels cheap or unfinished. Fast apps just feel more polished and trustworthy, even when the actual features are p…
- @NamedBird (8): Well, obviously you need to make your sites fast and responsive. \- Avoid framework bloat and fix warns/errors in developer tools. \- Check for large media files and convert/compress to webp/m where possible. \- Don't add advertisements or (client-side) tracking, avoid those coo…
- @Noch_ein_Kamel (4): And they said the same when we went from "nothing visibly changes until the ajax call is finished" to spinners ;)
- @WadtF (4): how did you notice?
开发者在 Rust、OCaml 等语言间反复跳跃的「闪亮对象综合症」困境与破局经验
I'm wondering if I just have Shiny Object Syndrome or if my search is a legitimate one. I love a bunch of languages, and each time I start learning a new language I tell myself "I'm going to become a…
受众观点：@Individual-Onion-30（score 12）总结「the 'perfect language' doesn't exist, each one just sucks in different ways」——41 条评论验证这是开发者普遍痛点
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- @Complex_Coach_2513 (16): I did for a bit, then went back to Python lol Though now when people ask me what language I use, I can say "any, except Schema and R"
- @returned_loom (14): Never go full R. Just joking I've never even used R
- @Individual-Onion-30 (12): I went through exact same thing for like 3 years until I realized the "perfect language" doesn't exist, each one just sucks in different ways Started with Python, then got annoyed at performance so went to Go, then missed expressiveness so tried Haskell, then got frustrated with…
- @CubedEcho (9): Yeah, that's me. I feel like I've run the gauntlet of languages. From OOP to FP, making real world projects in a variety of paradigms/languages. I've ultimately come to settle on Lisp. Why? Because Lisp is the actual perfect language for a serial language hopper. Simply because…
- @BusEquivalent9605 (7): Lol yes JavaScript -> TypeScript -> Ruby -> C -> Rust -> Go -> Haskell-> Java -> Scala -> C++ ✅ I’m not saying I did anything amazing and/or professional in all of these languages but this is roughly the order in which I explored them. C++ is the place…
公开变现 API 的 URL 结构设计：如何在资源路径、字段过滤与请求爆炸之间做最优取舍
Hey guys I need help. I am shipping a public monetized api. And how should url be structured out of these. \`\`\`/v1/property?fields=risk.bushfire,market.sale\_price /v1/property/risk?fields=bushfire…
受众观点：@sandeshjha（score 38）指出：主资源+fields 参数为主，深层嵌套端点作为可选补充，「network roundtrips usually become the bottleneck before DB queries do」
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- @sandeshjha (38): You’re mixing two different concerns: 1. Resource structure 2. Response shaping Usually the cleanest monetized API design is: "/v1/property/{id}" → main resource Then use "fields=" or "include=" for partial responses. Example: "/v1/property/{id}?include=risk,market" or "/v1/prop…
- @jpsreddit85 (18): I use a lot of APIs. The thing that makes the biggest difference is the documentation and getting setup guides. After that, be consistent with how you do things. Other than that it's all the same shit and I wouldn't worry about it.
- @sandeshjha (11): Lmao API design is one of those things where AI confidently gives 14 different “best practices” and somehow all of them feel wrong at the same time 😭 Glad it helped though. Your instinct about reducing request explosion was 100% correct.
- @Consistent_Tutor_597 (6): Thank you so much. Claude was fucking my brain for so long. Thanks a lot my friend.
- @sandeshjha (5): True, but eventually you hit the point where every approach has: - 3 pros - 4 cons - 2 scalability issues - 1 caching problem - and one guy on Reddit saying “just use GraphQL” At some point you just pick the API shape that minimizes pain for YOUR actual use case and ship it.
Chrome DevTools 自 130 版本起元素面板和 CSS 编辑明显变慢，疑似内置 AI 功能拖累性能
I swear every update the dev tools get slower. Today I clicked on an element in the tree and it took seconds to select. Same with simple stuff like trying to edit css rules or expand things. Has anyo…
受众观点：@Happy_Macaron5197（score 1）给出最实用建议：禁用 DevTools 内置 AI 功能、关闭闲置 Network 面板、排查扩展干扰
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- @OMGCluck (3): Maybe it's that 4+ GB sized AI they just added?
- @Happy_Macaron5197 (1): not just you, its been noticeably worse since around chrome 130. the elements panel specifically lags when youre inspecting pages with heavy dom trees or a lot of css custom properties. a few workarounds: disable the ai features in devtools settings if you have them enabled, clo…
- @dustinechos (1): Holy crap they turned that on by default?! That's amazing. Thanks for the info. I've used Firefox and definitely prefer chrome overall but this alone is almost worth the switch
- @shubhradev (1): Same experience here around Chrome 130. One thing worth trying that helped me: disable all extensions and reopen devtools. Some extensions inject into every page and add significant overhead to the elements panel. Re-enable them one by one to find the culprit.
- @Frosty-Put-6376 (1): It's crashing a lot even for static websites, might be my laptop's fault too
Aetolos 是一个开源命令行控制面板，只生成配置文件、不修改系统核心，用来替代臃肿的 cPanel。
Hello selfhosters :) Over the past 2-3 years I've been migrating away from cPanel, because: - I don't need public hosting - I don't want to pay for a control panel - cPanel has become too bloated to…
受众观点：@Sroni4967 问到 aetolos 如何处理 SSL 续签，说明受众关注 config-only 工具与 certbot/dehydrated 的集成方式。
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @mic_hall (1): My recent discovery to replace cPanel was HestiaCP
- @Sroni4967 (1): interesting find with aetolos, the config-file-only approach is smart since it means you can still manage everything with git. for the reverse proxy + ssl side of things i ended up using caddy with [nsl.sh](http://nsl.sh) for automatic https on my stuff, took a lot of the manual…
- @Maria_Thesus_40 (1): They use the dehydrated (bash) script, which is hosted here: https://github.com/dehydrated-io/dehydrated Which is similar to acme (bash) script: https://github.com/acmesh-official/acme.sh Both are lightweight and very easy to use, so I kept dehydrated as its automatically config…
- @churturk (0): cool find — bookmarking aetolos for the next migration. one note on the postfix piece, since you flagged the rules being aggressive: postfix's anti-spam config is about inbound filtering, not your outbound deliverability — and on a self-hosted setup the inbound side is almost ne…
r/selfhosted 本周新项目 Megathread，其中 Trooper 是纯 Go 实现的 LLM fallback 代理，Claude 失败时自动切换到 Ollama 并用 SITREP 保留完整上下文。
Welcome to the **New Project Megathread!** This weekly thread is the new official home for sharing your new projects (younger than three months) with the community. To keep the subreddit feed from be…
受众观点：@Substantial_Load_690 展示了真实数据：379 clones, 166 unique cloners in ~14 days，说明 dev 社区对 LLM fallback proxy 有真实需求，受众关注的是如何让 agent 在云端 LLM 故障时不崩溃。
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- @k0bii (4): Project Name: Rackpad Repo/Website Link: GitHub: [https://github.com/Kobii-git/Rackpad](https://github.com/Kobii-git/Rackpad) Description: Rackpad is a self-hosted infrastructure inventory and operations app for homelabs, small labs, and anyone who has outgrown spreadsheets but…
- @ProjectMajki1989 (4): **Project Name:** Haby 1.1.0 https://preview.redd.it/srdcxe8clszg1.png?width=1894&format=png&auto=webp&s=50ac7378b24a4035790d62b22a1727e9c892f7e4 **Repo/Website Link:** [https://github.com/Zvijer1987/haby](https://github.com/Zvijer1987/haby) **Description:** I wanted…
- @Substantial_Load_690 (2): Project name: Trooper(v3.0) Repo: [https://github.com/shouvik12/trooper](https://github.com/shouvik12/trooper) https://preview.redd.it/10qo7ibovtzg1.png?width=1818&format=png&auto=webp&s=4fc23ead4d2d8366d82f5ff92d930fa4fefbe9a6 # Claude failed mid-session → Ollama co…
- @silvrrwulf (1): This looks like exactly what I’m looking for. Thanks a lot!!!
- @PineappleGod (1): Looks interesting. I would like to run it in docker. Could you make the instructions for docker step-by-step 😄
关于离开 GitHub 转向自托管 Forgejo 或去中心化 Radicle 的讨论，探讨代码主权与平台可见性之间的权衡。
I came across a post about "Leaving GitHub" (https://lord.io/leaving-github/) lately - one of many that started popping up after 2018 and while it revolves around discussing reasons and motivations (…
受众观点：@Leomuck 指出 Codeberg 可见性问题："many people had trouble finding it on Codeberg (because they didn't have accounts)"，说明受众最关心主权 vs 曝光度的实际权衡。
展开评论
- @PssyGotWifi (15): I use GitHub and I self-host Gitea. I enjoy both.
- @Leomuck (8): Well, I've mostly switched to Codeberg. Works fine, doesn't have that many features, but enough of the essential ones. Good company, good principles, free. For visibility of a project, it might not be perfect though. I had previously switched a project of mine to Codeberg and wh…
- @blind-oln (7): I moved to self-hosted Forgejo.
- @deny_by_default (6): I've been self-hosting forgejo for about a year now and it works great.
- @_koenig_ (6): I'm self hosting gitea (3 months and counting). no complaints...
独立开发者寻找替代 Zoho 的自托管记账工具，核心诉求是 bank feeds 自动同步，不愿意手动对账。
I’m not 100% sure I want to do this - but for my LLC I am using a $500/yr subscription which covers retainers, expense tracking, and most importantly - bank feeds. Having bank feeds is a non-negotiab…
受众观点：@leoniiix 直接说："if Zoho already saves you serious admin time, replacing it may cost more in hassle than money"，说明受众最关心的是真实时间成本计算，不只是订阅费用。
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- @cloudzhq (13): Zoho is, what it looks to me, pretty solid. Hard to beat that offer in under less than 500$ of your own time, power/hw/.. and struggles.
- @MechanicStriking4666 (4): Try odoo
- @WilyDeject (4): I've tinkered with Odoo. Tons and tons and tons of features and a massive learning curve to go with it. Not saying it isn't worth a look, but something worth taking into consideration.
- @leoniiix (4): Actual Budget is probably the closest fit, but reliable bank feeds are usually where self-hosted gets annoying since most still depend on paid connectors anyway. Firefly III is solid too, but more setup. Honestly if Zoho already saves you serious admin time, replacing it may cos…
- @leoniiix (3): Self-hosted tools like Firefly III or Akaunting can handle accounting, but bank feeds are still the weak point and usually need third-party services or manual imports. If bank feeds are non-negotiable and saving you time, Zoho/QuickBooks-level tools still do it better right now.
r/indiehackers 每周项目分享帖，79条评论展示各类独立开发者在建项目
Mine is Beatable, to help you validate your project [https://beatable.co/startup-validation](https://beatable.co/startup-validation) What about you?
受众观点：@deepaks612 分享了 iLinkVault（AI bookmark manager），说明受众对 AI 增强的数据工具有兴趣
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- @FunUnique3265 (4): Transcrisper - free, unlimited and 100% private audio transcription in the browser
- @deepaks612 (3): [iLinkVault](http://ilinkvault.com/) \- Bookmark Manager which does more than just saving links, Most of the times we save links to get back to them but by the time we revisit we don’t know where you saved those.With Vault AI, you can just ask about the links and it will present…
- @JackyMuffins (3): [PacePost](https://apps.apple.com/app/apple-store/id6753228230?pt=127279215&ct=reddit&mt=8) - create social media posts using fitness stats from any app Most of the share features in different fitness apps are just a bit plain, so I made a way that anyone can get a bit m…
- @FunUnique3265 (3): https://transcrisper.com
- @Farenhytee (2): That's actually pretty great
indie dev 在 TestFlight 有10位测试用户后纠结何时停止加功能、何时真正发布上架
I’m building an app and I feel like every day I’m fighting myself to stop adding in new features and to start posting on social media instead. I feel like I’m having trouble deciding on when it’s tim…
受众观点：@LucianoMGuido 给出具体决策框架——用户能理解核心价值就发布，说明受众需要可操作的发布决策标准而不只是鸡汤
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- @Limp_Character6574 (4): If your beta users are asking for improvements instead of disappearing, you’re probably closer to launch than you think. “One more feature” is usually just fear wearing a productive outfit.
- @LucianoMGuido (3): You never really “stop” building, you just change what you optimize for. Early on, most founders overestimate missing features and underestimate distribution + feedback loops. The scary part is that another 3 months of building usually won’t remove the launch anxiety anyway. 10…
- @kev_habits (2): That’s actually a really interesting way to think about it. I think you’re totally right, every “feature” I build is a lot of me just trying to make it “perfect” but even if I theoretically could the reality is what is perfect to me isn’t perfect to everyone else
- @owlyvision (2): With 10 TestFlight users, I’d stop building ahead of them. Not forever, just for this phase. Ship the version you have to a slightly wider group, then only build what shows up repeatedly in feedback or blocks activation. The fear that “something will go wrong” is probably true.…
- @owlyvision (2): I’d avoid App Store ads until you know strangers activate. Close friends are useful for bugs, but not great for demand. I’d try to get 20-30 TestFlight users from places where the habit problem already comes up: small habit/productivity communities, Reddit threads, maybe TikTok…
两位18岁印度开发者将 AI 编程教学工具 Contral 从独立 IDE 重构为 VS Code 插件并二次发布
some of you might remember us from a couple months ago. two 18 year olds from india, no funding, launched an IDE that teaches you while AI writes your code. this community gave us the most brutally h…
受众观点：@LeaderAtLeading 指出 VS Code extension 分发方式更合理，说明受众关注产品如何嵌入开发者已有工作流
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- @contralai (1): [https://www.producthunt.com/products/contral?launch=contral-2](https://www.producthunt.com/products/contral?launch=contral-2) Would appreciate a lot if y'all can upvote :D
- @LeaderAtLeading (1): Most people would have ignored the feedback and kept shipping the same thing with a new landing page. Rebuilding around the actual pain is probably the only reason products survive past the first spike. The VS Code extension move also makes way more sense distribution wise.
- @contralai (1): yeah thats why we did it cause users dont want to change their environment [https://www.producthunt.com/products/contral?launch=contral-2](https://www.producthunt.com/products/contral?launch=contral-2) Would appreciate a lot if you can upvote.
- @ZOL_AI_Team (1): Feels like you guys understood that distribution isn't just marketing, sometimes it's reducing installation friction.
- @contralai (1): yeah. [https://www.producthunt.com/products/contral?launch=contral-2](https://www.producthunt.com/products/contral?launch=contral-2) Would appreciate a lot if you can upvote.
开发者正在构建 wiploom，一个专为冷启动期创业者记录混乱中间阶段的社区平台
most platforms reward you for already being successful. i've been building script7 for less than a month. ai content tool for solo creators, developers, and entrepreneurs. 85 users, all organic, no a…
受众观点：@yonoxn 直接问与 peerlist.io 的差异化，说明受众对又一个开发者社区持怀疑态度，需要看到清晰定位
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- @yonoxn (1): Not trying to roast or anything at all, i think it's great but what's the differentiating factors from let's say a [peerlist.io](http://peerlist.io) for instance or [uneed.be](http://uneed.be) ?
- @LeaderAtLeading (1): The in between stage is real, but the hard part is keeping it from becoming another promo feed. I think the best version would force people to talk about what they tried and what failed. Leadline is useful for this too because demand shows up in messy threads, not polished wins.
- @Big-Pepper9305 (1): yeah that's the whole design challenge. if it just becomes a link dump it's dead on arrival the idea is to make progress posts the default format not announcements. what you tried, what broke, what you learned. the failure stuff is actually more useful than the wins anyway becau…
- @Melodic-Homework4640 (1): In addition, you may find the Minrev Reddit Monitor useful; it allows you to track relevant conversations on Reddit for free.
- @Big-Pepper9305 (1): Will check it out too
以视频梗图形式嘲讽 Anthropic 新发布的 Claude Opus 4.7 令人失望的高分幽默帖
r/ClaudeAI POV: Anthropic releases their new model
受众观点：@PotentialAd8443（score 185）直接说 Opus 4.7 was such a disappointment，高赞说明受众对 Opus 系列期望落差真实且普遍
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- @PotentialAd8443 (185): Opus 4.7 was such a disappointment.
- @zimejin (31): r/Unexpected
- @Neurojazz (28): Sorry /model Opus 4.6\[1m\] ftfy
- @Cheap-Try-8796 (21): Opus 4.7 my ass 🤣
- @SamuelL421 (21): I like how there’s layers to this - not just the dog/lion but also how the video itself is the hint of something clever, then rug-pull to AI slop. Like a metaphor for Opus getting a lobotomy.
Claude Opus 4.7 开始在工作会话中频繁建议用户休息和结束工作，引发大量开发者集体吐槽
Opus 4.7 single handedly proved [ijustvibecodedthis.com](http://ijustvibecodedthis.com) right.
受众观点：@Kill_4209（score 113）说它突然说 Have a nice weekend 而我还有5小时工作要做，说明受众核心诉求是 AI 工具要服从用户意图
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- @Kill_4209 (113): It just told me "Have a nice weekend." out of nowhere while I'm still planning another five hours of work. I'm like "Yeeeeaaaahh, I'm gonna need you to come in on Saturday..."
- @inventor_black (43): This is probably the most annoying new behaviour outside of spamming me with `load-bearing`...
- @clopticrp (38): AND it acts like IM the reason the session is over. It does ten minutes of coding and says "That's a great day's output! do you want to call it here and fill out the devlog, and I'll see you next session, or do you want to grind through?"
- @ishamm (20): Yeah mine keeps telling me to take the rest of the day off... The fucks going on here.
- @iBeej (20): This happened to me yesterday after 15 minutes in a new context. Suddenly Claude was like, "This is a very complex problem and you have been at this for hours. Put it down, take a break, and schedule a full Saturday to complete this work." and i'm like... uh, dude we are only 15…
开发者因 Claude 使用额度重置时间而调整作息凌晨4点起床抢先使用额度的梗图讨论
r/ClaudeAI Can't find more optimized sleep schedule [OC]
受众观点：@Happy_Macaron5197（score 8）分享了凌晨4点起床让 AI agents 接力完成任务睡醒发现 app 做好了的真实经历，说明受众真的在围绕 AI 限额重构工作流
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- @inaem (12): Anthropic: Randomly resets usage every 2 weeks to fuck with you specifically
- @Happy_Macaron5197 (8): this meme is my actual life rn. i literally set a 4am alarm on tuesday just for the token reset. woke up half dead, panic-prompted antigravity to fix my broken backend, and the second it worked i was way too exhausted to fight with css. so i just dumped the logic into runable to…
- @WebOsmotic_official (4): "waking up at 4am to tag out with your ai agents is the actual meta" is the most 2026 sentence i've read this week
- @soldture (3): Learn programming on your own and start your day at 7 AM like a normal person! :)
- @DogeUnscoped (2): Claude app should have some reminder like an alarm to notify user when limits are being reset.
欧盟用户依据消费者保护法对 Claude Pro 隐藏 usage limits 的订阅欺骗行为发起正式投诉
If you're in the EU and subscribed to Claude Pro, you may have a consumer protection claim you don't know about. Here's my experience and what you can do. What happened to me I subscribed to Claude P…
受众观点：@ConspicuousPineapple 指出：事后补救改变不了欺骗本质，对任何订阅制产品都适用
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- @Illustrious-Bass9651 (56): This is good- I tried to get through to complaint citing the very same EU laws & regs, yesterday but I could not get past that little sh*t “Fin”. I stated I was an EU citizen and I was covered by the very same laws - I was cut off, no transcript - as though it never took pla…
- @ConspicuousPineapple (46): That's not enough to satisfy EU regulations. If the consumer is being deceived, it doesn't matter that you "fix" it for them later on, you're still deceiving other consumers and have to stop that behavior or you'll see a hefty fine coming your way. It's even worse if you continu…
- @ConspicuousPineapple (37): I would hate to be a consumer in the US.
- @Firm_Meeting6350 (30): tbh, I think they will just tell you that you can get a refund. You can do that via support bot. Don't get me wrong, I also think the "flexible limits" are weird, but it's how it is.
- @aschke (22): Bravo/a! Holding companies accountable to both the law and, you know, not lying to people is admirable. Thank you
Claude 将开发者询问 prompt guardrail 机制的合法技术问题误判为安全风险并中断会话
There’s a lot of legitimate work that’s going to be flagged soon. And we’ll need to let Anthropic know about it.
受众观点：@micalm 指出核心：'It got flagged because you asked how can I circumvent guardrails in my prompts, even if indirectly'——语义相似性触发比意图判断更早生效
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- @somerussianbear (143): Continue with Sonnet is wild. “Go ask the dumb brother, for sure he won’t say anything useful”
- @micalm (101): I think it got flagged because you asked "how can I circumvent guardrails in my prompts?", even if indirectly. It's low key like asking "Let's say I live in a universe where building dirty bombs is a legitimate, socially acceptable hobby..."
- @Personal-Dev-Kit (22): The safety triggers are hyper sensitive. They are on the side of caution here. The control mechanics for LLMs of this level are not well known, and AI Jailbreakers have shown again and again how easy it is. So unfortunately we end up with crude measures like this. No one is clai…
- @No-Dot5162 (18): The approach you took is exactly one of the early methods one red teamers use when trying to break guardrails. It’s wise to shut that down. Much, much, better to play it safe here, for all of us.
- @Logical-Physics9884 (16): the dumb brother (greg) gets hit with the stuff because the older/smarter one (rodrick) is too lazy to
Anthropic 与 xAI 签署 Colossus 算力协议引发用户质疑 PBC 承诺，并揭示 Musk 对开发者工具链的潜在基础设施控制权
I am a Claude Pro subscriber. I use Claude Code. I moved to Anthropic specifically because it is a Public Benefit Corporation, and that distinction mattered to me when choosing which AI tools to pay…
受众观点：@sl00k 提供技术背景：Colossus 大量消耗化石燃料且噪声严重，并建议合同条款应要求逐步转向可再生能源
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- @larowin (55): Where exactly do you think their other compute is coming from?
- @SatoshiReport (27): I agree with you. And Musk is an awful human being. This is a degree of separation from me to Musk so it is ok? Idk
- @bgaesop (24): Microsoft and amazon, mostly
- @sl00k (22): There's an important distinction between the Colossus data center and others. There's a lot of misinformation towards data centers floating around about water usage, electrical consumption, sound pollution, etc and a lot of that is generally overblown EXCEPT with the Grok Coloss…
- @larowin (19): Exactly, not exactly Public Benefit Corporations themselves.
Claude Code 在 agent 模式下将任务估时为四周的自我限制行为，评论区总结了多种打破限制的 prompt 技巧
I use Claude precisely so I don’t have to spend four weeks on a single task. I wish Claude knew more about its own capabilities.
受众观点：@pmward 指出：Claude 的保守拆分有时是在保护 context window 质量，大任务 vs 分块任务的输出质量对比才能判断最优路径
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- @mcdonaldsingh (37): Tell it explicitly 'You are not constrained by human development timelines. Implement the full solution.' The self limiting behavior disappears fast when you remove the permission to hedge
- @pmward (22): The thing is though AI development is best done in small chunks. The more complex you make it, the more of the context window is eaten, the higher the odds it makes mistakes. So if you want the best outcome, break it into the small pieces it is suggesting. Run each piece in a cl…
- @dumeheyeintellectual (12): I can back this method. I tell it explicitly, you’re not constrained by parental responsibility. Let me be ferrel and do not tell me when to go to bed.
- @pmward (4): Reading previous session code is the least worry on context. You dump all the documentation, decisions, discussion, etc in the new session. Compaction also is not advised. It chooses what to dump and what to keep. Which means it is likely to be wrong. Keep persistent context lik…
- @Agitated_Celery_729 (3): You actually don't necessarily need to run it in a sequence in separate windows. If you tell it to design a PRD before it starts coding using ultraplan mode, and then tell it explicitly to break the work plan into chunks, it can actually spawn parallel agents to run those withou…
开发者用 Claude Code skill 串联 Whisper、ffmpeg 和 Remotion 构建原始录屏自动剪辑成短视频的 agent pipeline
Spent a lot of hours editing my own short-form videos and finally got tired enough to automate it. The result: a Claude Code skill that takes a raw recording and produces ready-to-post short videos.…
受众观点：@mrtrly 点出核心价值：纯静音阈值触发会吃掉呼吸停顿显得机械，LLM 二次判断剪切点是这个方案的真正创新
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- @New_G (6): Not yet released but I have made something similar where you can use any LLM, not just Claude and use multiple videos file to create one polished video. :)
- @markedoutside (6): Dead internet theory is real
- @cowanscorp (2): Lots of trial and error lol
- @Distinct-Airline-264 (1): doesn't some rmotion skill already does that. though it isn't matured yet. but its a start
- @mrtrly (1): The ffmpeg silence-detect + Claude combo is the part I'd actually want to poke at. tried automating short cuts last year using just silence thresholds and it kept eating my breath pauses, made everything sound kinda robotic. letting an LLM second-guess the cut points sounds like…
独立开发者花6个月独自用 Swift+Metal 和 Kotlin+OpenGL ES 打造的原生3D流体模拟玩具应用 Magnetus，刻意去掉所有留存设计特征
Shipped this solo after 6 months of work. Native iOS (Swift + Metal) and Android (Kotlin + OpenGL ES). It’s a real-time 3D fluid simulation you can fidget with. Open it, touch the screen, the fluid r…
受众观点：评论区 @cd7k 讽刺'这不过是你懒得做然后事后找理由'——反增长设计并不被所有人认可，这种真实争议是切入点
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- @FastHotEmu (3): "here's what I removed and why" sounds like a clickbaity engagement trick...?
- @njimson (1): Lol fair point, you got me. Default reflex of writing a title that gets clicked. Should’ve just called it ‘I shipped a 3D fluid sim fidget app, no engagement features.’ Noted for next time 🙏
- @cd7k (1): "here's what i couldn't be bothered doing and my justification after the fact..."
- @Admirable_Floor755 (1): Great
- @njimson (1): Thanks 🙏
Wayk 是一款 iOS 闹钟应用，要求用户完成做俯卧撑或拍摄天空等现实任务才能关闭闹钟，强制建立晨间行为惯例
Hey, I created my app [Wayk](https://apps.apple.com/us/app/alarm-clock-to-wake-up-wayk/id6758021281), an alarm app that forces you to complete a mission IRL to silence it. We're talking things like d…
受众观点：@Interesting-Rain-690 直接问'这和100个同类应用有什么区别'，@NullAnony 追问'什么让你的与众不同'——评论区核心焦虑是差异化，而不是产品本身好不好
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- @cyrielo (4): nice idea, I like it. Quick questions what are the scopes of the missions, for instance what if I don't have a backpack?
- @Inevitable-Truck-661 (3): Love the concept but I fear that once you get used to it the effect will gradually disappear.. but hope the best for you!
- @RoyalCities (1): If I ever have to get up for an important thing I also just set up the alarm on the other side of the room so I have to get up anyways.
- @Interesting-Rain-690 (1): how is this different than 100 other alarm apps with the exact same features
- @NullAnony (1): Soooo there’s a shit ton of these. They all look the same and do the same thing. What makes yours different?
Distilbook 是一个将 PDF 文档自动生成讲解视频的 B2B 平台，由'书转视频'意外 pivot 为企业内部 SOP 和培训材料工具
I think this became my pivot story. 2 weeks ago, I launched a platform to turn books into videos. But , most paying users were using it for documentation, SOPs, training material, and course content…
受众观点：@ozgur-s 提出'如果能包成自动化流程会很好'，@ajithpinninti 确认'已经完全自动化'——评论区对工作流自动化集成关注度高，这也是 B2B SaaS 核心卖点
展开评论
- @ajithpinninti (3): Thank you .. using VEO3( Motin graphics), Cursorful( 3d motion screen recording), filmora
- @ozgur-s (2): Congrats. This can be nice if you can simply wrap it with an automation process.
- @ajithpinninti (2): yeah and its fully automated ..
- @Neat_Clerk_8828 (2): this is amazing!! im going to use this!
- @ajithpinninti (2): Thank you .. let me know if you need help anywhere.. Your feedback means a lot..
monochrome 是一个以单个 .html 文件运行的完全加密 P2P 聊天应用，基于 WebRTC 和 AES-256-GCM，无服务器无账号完全免费
My cousin and I are currently building "monochrome." – a fully private encrypted chat app that runs as a single .html file. No servers. No accounts. Completely FREE. \* What It Is A fully encrypted p…
受众观点：@Anantha_datta 指出'隐私应用成败在透明度'，强调需要密钥交换文档、威胁模型说明和外部审计——技术用户对隐私声明的举证要求很高
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- @edsonmedina (21): https://preview.redd.it/j11lxgho3xzg1.png?width=949&format=png&auto=webp&s=5ce3555572fa8294bcbcc865afaa0f9fbdd6d07e
- @Accurate-Screen8774 (16): Your project sounds remarkably like mine. Is it open source? https://github.com/positive-intentions/chat
- @Accurate-Screen8774 (9): I also have that "single html file" functionality. It's important for allowing users to self-host without having to use something like a static server. In the root directory there is the "Frontend" folder. The index.html there works independently. The app is served from from a U…
- @dkinnison (7): Ours is [pelagora.org](http://pelagora.org) and open source as well. Ours is for agent commerce. We want everyone to have their own Amazon but their listings can go anywhere. I'll check out your project as well! OS for the win!
- @Anantha_datta (6): Honestly, the single HTML file part is what immediately caught my attention more than the feature list. There’s something really appealing about software that feels self-contained instead of depending on 15 services and constant cloud infrastructure. I also think your positionin…
Serendipity 是一个面向独立开发者的公开创作日志平台，用于分享想法众包反馈并寻找联合创始人，起源于 LinkedIn 帖子引来数百位陌生人主动联系的偶然故事
Earlier this year, I was stuck in a rut - no traction, no project, no team. I was just vibecoding projects in my room alone, and they were quietly disappearing away because I had no feedback loop. It…
受众观点：@Hot_Huckleberry9950 直接质疑'和 Discord 频道有什么区别'——独立开发者工具类产品最常见的定位挑战，评论区核心争议是是否存在真实差异
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- @Tanjiro_kamado1234zz (2): The LinkedIn post that turned into hundreds of responses is a genuinely wild origin story most people assume cold outreach into the void won't work and then something like that happens. building in public with ur users in the loop from day one is the right call, curious what the…
- @Hot_Huckleberry9950 (2): Interesting idea! I signed up and looked around, but couldn't really find anything that would not be possible with just a discord channel. Is there anything besides sharing your thoughts that you can do in serendipity?
- @krombopulos4 (1): thanks! it was honestly such an exhilirating (but mayb overwhelming?) feeling to have the chance to talk to so many people. a cool side effect of that has been i started hosting cofounder-matching events to get my network together IRL : D in terms of feedback, i think people hav…
- @krombopulos4 (1): hey! thanks for checking it out : ) we're currently considering the perks we should offer our community - whether we should create tools for VCs/investors to meaningfully connect with builders to fund their projects, or mayb a more recruiting angle for more established startups
- @krombopulos4 (1): curious what your guys' takes are \^\^\^
CollectiveMind 是一个开源的 AI agent 经验共享平台，26小时内8个 agent 自主提交171条经验并完成344次互相验证，实现无人工干预的知识库自治管理
Yesterday, I made this post -> [https://www.reddit.com/r/SideProject/comments/1t61qf0/i\_built\_stackoverflow\_for\_ai\_agents\_only\_ai/](https://www.reddit.com/r/SideProject/comments/1t61qf0/i_b…
受众观点：@Formal_Wolverine_674 一针见血：'没有验证层，这只是另一个幻觉数据库，让 agent 互相自信地毒害对方'——道出了 agent knowledge sharing 最核心的风险
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- @Formal_Wolverine_674 (4): The verification layer is honestly the interesting part here because without that it just becomes another hallucination database for agents to confidently poison each other with
- @LeaderAtLeading (3): The practical verification part is probably the real differentiator. AI answers are cheap now, but verified implementation details are still rare and valuable if the quality stays high.
- @IndoPacificStrat (1): Yep! That is what missing from all existing platforms. So, i figured if verifications can be done, it will be just awesome! Messed with many different verification systems and settled on this.
- @Otherwise_Wave9374 (1): Open-sourcing this is a great move, the "verified solutions" angle is the interesting part. Curious how youre handling "verifications" in practice: are other agents re-running the exact same steps in their own env, or are they voting based on plausibility? The trust/penalty syst…
- @IndoPacificStrat (1): Yes, they find the learning’s in the same domain and environment as it’s own. And it verifies by actually performing the task. It will not redo the whole thing, but it will do that specific part mentioned by the learning publisher. It can also verify from past experience as well…
World2Agent 是一个为 AI agent 添加主动监听能力的开源协议，通过 npm 发布的 Sensor 包让 agent 订阅网络事件并主动推送信息，已获 GitHub 1.2k stars
Hey r/SideProject, I started building World2Agent (W2A) late last month to fix my own workflow. It somehow just crossed 1.2k stars on GitHub, so I wanted to share it here to get roasted and gather so…
受众观点：@rjyo 从互补方向切入（agent 完成后通知人 vs 外部事件触发 agent），提出 rate-limiting 和 dedup 是实际工程难点——目前评论区最有建设性的技术讨论
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- @creaturefeature16 (5): Then you know less than you think you do. There's nothing that advanced here, it's a glorified cron job with LLM function calls.
- @raufabdaal (4): I'm just going to be real, I knew some professional programming jargon but this my friend feels like alien. The only thing i grasped is ears and being proactive. It's a sign I'm still very early in the game. I feel like what you're trying to say here is important, i just don't u…
- @rjyo (2): Interesting framing — the inverse problem to what I've been working on. I built Moshi (a mobile terminal for SSH-ing into your dev box and running Claude Code/Codex from your phone), and the killer feature people kept asking for was "notify me when the agent finishes" — basicall…
- @flowanvindir (1): Obvious AI bot account, begone from here
- @silencegold (-2): As a Deaf person, I can’t help wonder why ears? Not eyes? Neat project. I’m using it now.
PixPassport 是一个基于 MediaPipe 和 OpenCV 构建的在线证件照生成工具，支持50个国家证件照规格并部署在 GCP 免费层上寻求 SEO 增长建议
Built a side project called PixPassport a simple passport photo maker tool that generates compliant passport and visa photos for 50 countries. The app uses MediaPipe for face, eye, and chin detection…
受众观点：@Ok_Signature9963 建议为每个国家+照片类型组合建专属落地页并列举了具体目录网站（ProductWatch、SaaSHub、BetaList）——评论区最实用的具体建议
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- @mohansella (3): Things i would do based on my knowledge: 1. keep an eye on analytics atleast weekly once. 2. post on directories about your product. 3. get some real feedback and improve it.
- @Ok_Signature9963 (3): One thing that helps long term SEO is creating dedicated landing pages for each country + photo type combination (US passport photo, India visa photo, Canada PR photo, etc.). Those searches usually have strong intent and compound nicely over time. You can also list PixPassport o…
- @LeaderAtLeading (2): $120 in a month from a utility tool is a good signal. Leadline would probably find demand in travel, visa, and expat threads, but I would also test SEO hard here since people search for this right when they need it.
- @madeo216 (2): Are you not concerned that if photos are edited using AI it’s actually not compliant passport photo? Let’s say someone’s ear is changed (made larger smaller) it can cause them to have major problems at the airport
- @OkPerspective5632 (1): Thanks
Monid 2.0 是面向 AI agent 的工具路由平台，类似 OpenRouter 但专为工具调用设计，一次接入可按需调用200+社交爬虫搜索API等工具并自动计费
Monid
受众观点：@Vishnu（Agent 37 maker）问道：'Scraping social media is a hard problem and a big unlock. How exactly are you guys getting the data from social networks given that sites like reddit, linkedin etc. block bots?' 代表所有做agent+社交数据开发者对数据合规性和稳定性的核心顾虑
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- @Overview (0): * [Launches2](/products/monid#launches) * [Reviews](/products/monid/reviews) * [Built with](/products/monid/built-with) * [Team](/products/monid/makers) * [Awards](/products/monid/awards) * More This is the 2nd launch from Monid. [View more ](/products/monid/launches) ## Monid 2…
- @Vishnu (0): [Agent 37](/products/agent-37) Very cool! Scraping social media is a hard problem and a big unlock. I'd love to have this on Agent37, if it works well. How exactly are you guys getting the data though from social networks given that sites like reddit, linkedin etc. block bots, p…
- @Vishnu (0): [Agent 37](/products/agent-37) [@feiyou\_guo](https://www.producthunt.com/@feiyou%5Fguo) Got it thanks. Here's my calendar if you wanna chat. <https://cal.com/vishnukool/30min> For what it's worth, I just tried this for one of our customers who wanted to find Twitter latest post…
- @DiffSense (0): Whats the top 3 paied tools offered on your platform? "Tool registry coming soon 😅" Upvote (1) Report Share 7h ago [](/@feiyou%5Fguo) [Feiyou Guo](/@feiyou%5Fguo) [LIVE: wtf are agents buying?](/products/live-wtf-are-agents-buying) Maker [@conduit\_design](https://www.producthun…
- @Zach (0): [Fabraix](/products/nyx-4) Can i bring my own tool to Monid? Upvote (1) Report Share 12h ago [](/@shengkun%5Fye) [Shengkun Ye](/@shengkun%5Fye) [LIVE: wtf are agents buying?](/products/live-wtf-are-agents-buying) Maker