Anthropic 宣布 Claude 伦敦活动，将做 Claude Code 深度演示和团队对谈，评论区开发者关心长时运行 agent、token 成本和企业采用数据。
Next stop: London. Register to tune in tomorrow for deep dives, demos, and conversations with the teams behind Claude: https://t.co/6le4bIXvJt ① 有人关注 Claude Code 在真实生产环境里的长时运行体验，希望活动能讲清楚长时间 agent 会话的审批、卡死恢复和状态持久化设计（@MindTheGapMTG, 0likes；@Dan65709645, 0likes） ② 开发者关心 Anthropic 在企业和代码生成市场的份额变化，引用 Ramp 数据认为开发者心智正在从 OpenAI 向 Claude 倾斜（@OnChainHutan, 6likes） ③ 一些人从 devrel 视角看这类城市巡回活动，认为小规模城市 tour 和实战工作坊比传统大会更有效，也期待更多虚拟场次和代码示例落地（@mktpavlenko, 1like；@diegopoetry, 0likes）。
Anthropic 宣布 Claude 伦敦活动，将做 Claude Code 深度演示和团队对谈，评论区开发者关心长时运行 agent、token 成本和企业采用数据。
① 有人关注 Claude Code 在真实生产环境里的长时运行体验，希望活动能讲清楚长时间 agent 会话的审批、卡死恢复和状态持久化设计（@MindTheGapMTG, 0likes；@Dan65709645, 0likes） ② 开发者关心 Anthropic 在企业和代码生成市场的份额变化，引用 Ramp 数据认为开发者心智正在从 OpenAI 向 Claude 倾斜（@OnChainHutan, 6likes） ③ 一些人从 devrel 视角看这类城市巡回活动，认为小规模城市 tour 和实战工作坊比传统大会更有效，也期待更多虚拟场次和代码示例落地（@mktpavlenko, 1like；@diegopoetry, 0likes）。
Nous Research 宣布 Hermes Agent 仓库贡献者突破 1000 人，感谢社区让这个开源 agent 项目快速演进。
① 评论普遍认为 1000 名贡献者是从“有趣项目”走向“被依赖基础设施”的信号，社区规模开始形成护城河（@seymurglv, 1like; @lemin_ebnou, 1like; @Dev__F, 2likes） ② 有人讨论这么多贡献者带来的运维挑战，包括供应链安全、质量控制和审计问题（@henryw_btc, 0likes; @bnafOg, 0likes） ③ 也有用户在问如何参与贡献，比如提交技能包、解决 OAuth 部署问题，或通过 code tours 入门（@tmophoto, 0likes; @Mederic_IA, 0likes; @cyrusradfar, 0likes）
推文曝光 Google 在 Gemini App 中测试按周计的使用上限，引发用户对免费额度收紧和订阅策略的不满与讨论。
① 很多用户认为周限额是从“免费大放送”向“诱导订阅”的收紧手段，对从“too cheap to measure”到各种限制的转变感到失望（@CodyAlanAllred, 20likes；@sanarsh11, 8likes） ② 有人从成本角度理解这一变化，认为大模型在大规模运行下成本极高，使用上限是控制推理预算的必然选择（@azed_ai, 3likes；@ECLresearch, 1like） ③ 一部分人担心周限额会改变日常使用习惯，增加产品摩擦，甚至转向 Claude 等其他服务或中国模型（@ramitkoul, 0likes；@rezmeram, 2likes）
Nous Research 宣布 Hermes Agent v0.14.0“Foundation Release”，强调模型无关的电脑操作、Grok OAuth、x_search 等基础设施级更新。
Hermes Agent v0.14.0 - "The Foundation Release" Changelog below https://t.co/mLLbImSaPP
受众观点：① 大量用户称赞这次是数百次提交却零破坏的里程碑版本，认为是 Hermes 真正能上生产的基础版（@rubengarciajr, 57likes; @seymurglv, 4likes） ② 开发者高度关注“model-agnostic computer use”和代理层，把浏览器/电脑操作与具体模型解耦，看好这会让 Codex、Aider、Cline 等工具更容易切换模型（@PedjaDrazic, 1like; @cdiamond, 3likes; @bnafOg, 0likes） ③ 还有人从运维视角讨论健康检查、网关鉴权、恢复循环、评测和可观测性，认为这类“无聊的可靠性层”才是 agent 框架真正的 foundation（@temhandev, 8likes; @telegraphic_dev, 0likes; @gweeyc, 0likes）
展开评论
- **@NousResearch** (381L): Full Release Notes: https://t.co/OQWQ5QpDHm To update, run: 'hermes update' https://t.co/ZZm47L2ybf
- **@Teknium** (114L): @NousResearch Get it all: https://t.co/L555n24W3T
- **@rubengarciajr** (57L): @NousResearch Several updates - hundreds of commitments - zero breakage !! Incredible
- **@HARDSTYLE_ORB** (15L): @NousResearch This is AGI @ HOME and we aren’t even close to 1.0. These dudes and dudettes won’t stop not even until after we have cat girls irl. What are you even planning back that there !?!? 🫨 ht
- **@AvengedStoic** (10L): @NousResearch The velocity is unreal, OpenClaw is a distant memory. Grok oauth was one of a ton of game changers. I need to take a couple days just to understand best practices for the new capabi
- **@temhandev** (8L): For an agent that grows with you, the thing that has to grow alongside it is the audit record. A computer-use agent's unattested action surface compounds with every capability you add. Without a repla
- **@davidtsolheim** (8L): @NousResearch Just updated. I love that I can code from my phone by sshing into my MacBook. Love it. https://t.co/SgQgzgIbnl
- **@mathiasklassen** (4L): @NousResearch Congrats on the v0.14 Foundation Release! The lazy-loading package + universal compatibility is exactly what the ecosystem needed. Grok OAuth with 1M context and computer_use on any visi
- **@seymurglv** (4L): @NousResearch Been waiting for this. Calling it the Foundation Release is accurate - previous versions always felt like they were missing the solid base required for real production agents. This look
- **@popeyesbiscuits** (3L): @NousResearch Got mine setup just in time for the update! https://t.co/6fbAupBAwB
- **@cdiamond** (3L): @NousResearch model-agnostic computer use is the right call. the browser shouldn't care which model is steering it
- **@KarthikEast** (3L): @NousResearch This is MASSIVE 🔥 Hermes Foundation Release + Grok OAuth (1M context) + native x_search via X API = the real open agent stack we’ve been waiting for. Spot on, @NousResearch. Grok + X jus
- **@MetaEraHK** (2L): @NousResearch 🫡 https://t.co/avVckoHcX6
- **@builtwithjon** (1L): @NousResearch @grok what are the top ten super duper killer can't live without features for someone upgrading from the last release?
- **@PedjaDrazic** (1L): @NousResearch "Model-agnostic computer use" is the most important line in this release. The system stays. The models rotate. That's the design principle most people miss.
Nous Research 宣布 Hermes Agent 仓库贡献者突破 1000 人，感谢社区让这个开源 agent 项目快速演进。
We have hit 1000 contributors on the repo, a nice milestone to start out the week. Thank you to all of the contributors who make the Hermes Agent magic possible! https://t.co/Agxke7vfOQ
受众观点：① 评论普遍认为 1000 名贡献者是从“有趣项目”走向“被依赖基础设施”的信号，社区规模开始形成护城河（@seymurglv, 1like; @lemin_ebnou, 1like; @Dev__F, 2likes） ② 有人讨论这么多贡献者带来的运维挑战，包括供应链安全、质量控制和审计问题（@henryw_btc, 0likes; @bnafOg, 0likes） ③ 也有用户在问如何参与贡献，比如提交技能包、解决 OAuth 部署问题，或通过 code tours 入门（@tmophoto, 0likes; @Mederic_IA, 0likes; @cyrusradfar, 0likes）
展开评论
- **@SHL0MS** (21L): @NousResearch my impersonator writes some really incredible creative skill pipelines, gotta hand it to em,
- **@sidbing** (11L): @NousResearch https://t.co/UNsmatdTvl
- **@0z1_x** (2L): @NousResearch Congratss I am happy to be a part of this
- **@Dev__F** (2L): @NousResearch 1k contributors is no joke. Open source at scale.
- **@seymurglv** (1L): @NousResearch 1,000 contributors is a meaningful milestone. The real signal here is how many people are actively shipping with Hermes, not just experimenting. That level of real usage and contributio
- **@lemin_ebnou** (1L): @NousResearch 1000 contributors on an open source agent repo is a real signal, community size at that scale starts compounding in ways that are hard to compete with 👏
- **@ihave4story** (1L): @NousResearch @SHL0MS These guys over here and they got 1000 contributors and here I can’t even get one. I don’t get it. I went and checked the app. They didn’t even cure cancer. What gives?! 😁 Seri
- **@LLMJunky** (1L): @NousResearch I spy @btgille
- **@ponzibaron** (1L): @NousResearch That’s a LOT of goblins. Well done.
- **@CitiZenSleuthX** (1L): @NousResearch Check out this asshole :P https://t.co/QhkHcktO1k
- **@sitkarev** (0L): @NousResearch So cool. Pity I don't know how to code . I'd love to participate
- **@LurkMoarTV** (0L): @NousResearch The people behind Nous Research really did something wonderful with Hermes Agent. Can't wait to see future developments. https://t.co/B0ZksonV3a
- **@Mederic_IA** (0L): I have Hermes installed on an Infomaniak VPS (headless, Docker). I'm trying to connect my Grok account via OAuth (hermes auth add xai-oauth --no-browser) to use my existing X Premium + Grok subscripti
- **@bnafOg** (0L): @NousResearch 1000 contributors is the underrated signal: Hermes Agent is becoming less of a single tool and more of an ops surface. The hard part now is keeping tool runtimes auditable as executor ch
- **@0xAlphaTrader** (0L): @NousResearch @Teknium Thanks for everyone that contributed to this amazing project!
Nous Research 补充 Hermes Agent v0.14.0 的完整更新说明，并提示用户通过命令“hermes update”一键升级。
Full Release Notes: https://t.co/OQWQ5QpDHm To update, run: 'hermes update' https://t.co/ZZm47L2ybf
受众观点：① 部分用户担心频繁更新可能引入回归，希望 changelog 能标出潜在破坏性改动和需要重点回测的区域（@realDonkeyDong, 0likes） ② 很多评论在问具体集成问题，比如 VPS 上 OAuth 回调失败、Grok 403、是否支持 Linux computer_use、本地模型与云模型如何平衡等（@bullmarket2027, 1like; @humzee123, 0likes; @thenetwork, 0likes; @GillelandKristi, 0likes） ③ 也有人单纯表达对高迭代频率的认可，觉得“一打开就有更新”很安心，同时期待更清晰的特性收益说明（@Italianclownz, 0likes; @WesBlundy, 1like; @wayanhq, 0likes）
展开评论
- **@bullmarket2027** (1L): @NousResearch Hermes isn't asking for a code when it gives you the oauth url, so vps has a difficult time authenticating How do you take advantage of openai codex inside hermes with this configuratio
- **@WesBlundy** (1L): @NousResearch Can you share the benefits, not just the features please for each of these key highlights @Teknium
- **@js_horne** (1L): @NousResearch very good
- **@danbuildss** (1L): @NousResearch Huge
- **@realDonkeyDong** (0L): Whoa... been running Hermes for a week. Enjoying thank you. Crossing fingers the update doesn't break anything. Love the read in the release, but is there considerations for 'Changes related to pote
- **@thekiro** (0L): @NousResearch I seen that the agentic performance are very low with grok 3.2. I must to switch to DeepSeek. I hope that this update performs better.
- **@KQrios** (0L): @NousResearch Windows install is here?? Or am I "hallucinating"🤣🤣
- **@jaquescreative** (0L): @NousResearch Nice. Question about x integration. I use xurl to post to an account. Will this affect the x search function ? My x dev acct is different to the one I post to. Sorry for such a convolute
- **@YaronElharar** (0L): @NousResearch One major problem still remains there's over 7k pull requests waiting, and another 3k issue, a lot of duplicates a lot of partial fixes, that's a major challenge, how are you holding up?
- **@humzee123** (0L): @NousResearch @NousResearch @_HermesAgent Grok OAuth with active SuperGrok keeps giving HTTP 403 ("no permission / no active subscription") even after successful login. Tried clean re-auth multiple ti
- **@thenetwork** (0L): @NousResearch Does computer_use support Linux?
- **@Italianclownz** (0L): @NousResearch Everytime i check my Hermes agent has updates. I love it. Thank you for all the hard work.
- **@GillelandKristi** (0L): @NousResearch That's really awesome. It's all really geared to cloud though. I'm trying to work around contextual limits with local. I think I've got a plan. You're making it so easy to just want to d
- **@wayanhq** (0L): @NousResearch A clear changelog plus a one-command update is exactly the maintenance path agent tooling needs.
- **@arpowers** (0L): @NousResearch Wtf would you install codex in core? This is exact opposite reason we are using it
lmarena 公布阿里巴巴 Qwen3.7 预览版在文本与视觉 Arena 的最新排名，文本版 Qwen3.7 Max 预览总榜第 13，视觉版 Qwen3.7 Plus 预览让阿里在 Vision 榜升至第 5 实验室。
Qwen3.7 Preview By @Alibaba_Qwen lands on Arena for Text and Vision. In Text Arena, Qwen3.7 Max Preview ranks #13 overall. Alibaba is now the #6 lab in this arena. - #7 Math - #9 Expert - #9 Software…
受众观点：① 有人对基准榜单本身存疑，尤其是不信 Anthropic 模型能在当前代际上全面压过 OpenAI，质疑排名可信度（@PhilippeFlops, 7likes） ② 也有开发者注意到阿里在 Arena 榜单上悄悄爬升，认为 Qwen3.7 代表开源和国产模型在数学、编码等任务上快速追赶（@faradaymachines, 4likes; @Dev__F, 5likes; @bygregorr, 2likes） ③ 部分用户关心具体型号和开源计划，比如是否会有 27B 开源版、与早期 3.6 9B/122B 的关系，以及和 Opus、Spark 等闭源模型的差距（@Rafa_Schwinger, 2likes; @MakerInParadise, 0likes; @netrunner_btc, 6likes）
展开评论
- **@arena** (79L): In the Vision Arena, Qwen3.7 Plus Preview makes @Alibaba_Qwen the #5 lab, ranking #16 overall. https://t.co/BppubI1h2B
- **@PhilippeFlops** (7L): @arena @Alibaba_Qwen I don’t trust any benchmark that has current Anthropic models ahead of the OpenAI ones
- **@netrunner_btc** (6L): @arena @Alibaba_Qwen opus 4.6 thinking at #1 over 4.7 at #2, been using 4.6 again for weeks and this chart confirms it
- **@Dev__F** (5L): @arena @Alibaba_Qwen Alibaba's been quietly climbing the ranks and it's nice to see them getting more recognition. Curious how Qwen3.7 holds up in real dev workflows vs just benchmarks.
- **@faradaymachines** (4L): @arena @Alibaba_Qwen alibaba moving fast with qwen. the open source race is heating up and we all win.
- **@Rafa_Schwinger** (2L): @arena @Alibaba_Qwen I guess that means there will be no qwen 3.7 27b open source
- **@bygregorr** (2L): @arena @Alibaba_Qwen alibaba was top 5 in vision arena last march. nobody clocked it then either.
- **@Ilyassalami212** (2L): @arena @Alibaba_Qwen Awesome Alibaba 👏👏
- **@MarianKunde** (1L): @arena @Alibaba_Qwen Opensource pushing hard! Hope we gonna get very good lcoal models with this !
- **@_Toslim** (1L): @arena @Alibaba_Qwen Seems like they’re leveling up faster than I can keep track.
- **@Madhav_2077** (1L): @arena @Alibaba_Qwen Alibaba really said 'we're coming' and actually came 👀
- **@bitdeep_** (1L): @arena @Alibaba_Qwen what? can someone explain? https://t.co/vRIvMpqBuG
- **@ErRahul337** (1L): @arena @Alibaba_Qwen Qwen is cooking. Alibaba pushing hard on the leaderboards again. #7 in Math and #10 in Coding is solid progress!
- **@JuniperViews** (1L): @arena @Alibaba_Qwen Wow maybe China is indeed falling behind
- **@davidbhappy** (0L): @arena @Alibaba_Qwen Love the performance, but where are the chart crime police?! 🚨
Nat 反思离开旧金山后，远离 AI 圈信息中心反而更容易形成自己对人工智能和行业权力分布的独立价值观，呼吁更多人在 AI 领域不要随大流而是走出单一文化。
Being out of SF has lowered my information proximity but with the big upside of giving me space to cultivate my own beliefs and values around ai. We need more people zagging in AI, the monoculture ju…
受众观点：① 很多开发者认同 AI 圈单一文化的问题，希望有更多多元声音和去中心化力量（@natolambert, 12likes） ② 有人分享离开 SF 或本地技术圈后，产品判断和创造力反而更清晰的体验（@Thomas_Tao_1, 0likes） ③ 也有评论强调全球各地都在做开放 AI 研究，SF 只是过度关注自己的泡泡（@gshaikovski, 0likes）
展开评论
- **@natolambert** (12L): Not that anti incumbents, but more pro diversity and lower concentration of power is good for society.
- **@keennay** (8L): @natolambert Where were you in that photo? Looks not too far from Bellingham https://t.co/LKvjWVIqH7
- **@tw_killian** (2L): @natolambert Major +1 from me over here
- **@Flipcoin_arena** (1L): @natolambert gave 11 models the same prediction question today. 9 said NO. the 2 who said YES: openai/o3 and openai/gpt-5. market at 18.5%.
- **@goodhunt** (1L): Yes, this puts into words a lot of what I’ve been experiencing. It’s hard to explain to developers in China that I don’t have much of a reference point for American developers because I live in Dallas
- **@jacobcares** (1L): @natolambert agreed https://t.co/IeUWTdkfyf
- **@Thomas_Tao_1** (0L): @natolambert Yeah, distance probably helps more thhan people admit. Less ambient consensus, clearer product judgment. I keep going back to that.
- **@web3nomad** (0L): 100%. most of AI is racing on the same track -- more compute, better benchmarks, agentic tasks. we're doing something orthogonal at @atypica_ai: building models of the subjective world of specific hum
- **@salozrihen** (0L): @natolambert The monoculture is real. Same demos, same benchmarks, and a lot of products start converging before the market even has a say.
- **@geren8te** (0L): @natolambert yep. monocultures make everyone legible to the incumbents. the interesting work usually starts once you leave the local consensus bubble.
- **@chasewoolard** (0L): @natolambert 10 years in SF and AI and I agree totally with this. Move the ecosystem out to other locations and new stuff will get built that would never get built here.
- **@FirasHermez** (0L): @natolambert Unfortunately those of us who are able to diversify the monoculture (on either side of the AI fence) are not always able to have their voices heard. Mainly because there will be some unco
- **@big_algocracy** (0L): @natolambert seattle is like methadone substitution for west coast tech people
- **@gshaikovski** (0L): @natolambert "We need more people zagging in AI" Open AI research is happening all over the world. SF is just obsessed with SF.
- **@r0b0t_sp1der** (0L): @natolambert not all of us can afford to live outside of SF though
Simon Willison 借 wanderingmeow 的案例强调，在开源项目里不写代码也能做出巨大贡献，详细反馈和确认修复在真实环境中可用本身就是高价值工作。
Also a great example of positive contribution to open source by wanderingmeow - you don't need to contribute code to have a positive impact, just providing detailed feedback and confirmation that som…
受众观点：① 开发者在讨论什么算“详细反馈”，以及简单一句“确认可用”是否已经对维护者很有价值（@bygregorr, 0likes） ② 多位维护者分享经验，认为带复现步骤的 bug 报告往往比一半 PR 还重要，是定位问题的关键工件（@stone0dong, 0likes） ③ 评论区普遍认同跨环境的确认和长期“已验证可用”的回访极其稀缺，却是维护者最需要的信号（@kekkodamato_, 0likes）
展开评论
- **@bygregorr** (0L): @simonw what counts as "detailed" here, is a comment confirming it works enough?
- **@dilika** (0L): Detailed feedback and confirmation loops are underrated contributions — but they're also the hardest to sustain. Code you can merge. A thorough "confirmed working" requires someone to actually run it,
- **@stone0dong** (0L): Confirmed from our 2k-star OSS side: 21 of our 32 closed issues were bug reports, and the load-bearing artifact in each one was the reproduction narrative — the actual code fix was usually downstream,
- **@TFisPython** (0L): @simonw same pattern shows up in AI-assisted projects. the person who can't write the code but can tell you exactly when it's wrong is often the more valuable loop-closer.
- **@jahanzaibai** (0L): @simonw Honestly it's confirmation data that's most scarce. Maintainers often don't know if their fix actually landed in prod for a real use case.
- **@DiegoTalksAi** (0L): @simonw what did wanderingmeow actually contribute? curious what the non-code impact looked like.
- **@patrickssons** (0L): @simonw bug-with-repro is more valuable than half the PRs maintainers receive. takes the same skill set as writing the fix, without the burden of taste.
- **@curious_th8099** (0L): @simonw The fix antirez shipped was probabilistic, not guaranteed. Confirming a stochastic fix needs many real-world samples. wanderingmeow's stress-test is exactly that work. Not feedback, statistica
- **@mfucek_** (0L): @simonw Lol we'll all end up just opening PRs based on just prompts atp... (not that it's a bad idea)
- **@TheGeekGrouch** (0L): @simonw built my last three side projects because of feedback like this - turns out "hey this actually works" is way more valuable than most PRs
- **@BrandGrowthOS** (0L): @simonw completely agree. someone confirming 'tried this on 15 different agent workflows, breaks on X but works great for Y' is worth more than most PRs
- **@shzhv13** (0L): @simonw This is the part of open source that gets underrated. Fast, specific verification from actual users is often worth more than another patch.
- **@DoDataThings** (0L): @simonw Right, a clean repro with edge cases can shape a roadmap more than the PR that closes it. The triage step is the design step in disguise.
- **@sam_wise_** (0L): @simonw A precise reproduction is an implementation contribution. It turns mystery into a diff.
- **@the_vctr** (0L): this is the receipt for the take i made last week about the AI-did-it framing on the RSpec migration. AI doesn't replace the loop — it lowers the cost of participating in it. wanderingmeow's detailed
Nataniel Ruiz 预言今年底回头看会难以置信 AI 进展之快，感叹大家对新能力的适应速度远超想象。
at the end of this year i think we will barely believe the progress
受众观点：① 有人吐槽这种模糊预言式发言在 AI 圈越来越多，带点玩笑意味地指出“vague posting”现象（@sensho, 3likes） ② 也有人认真讨论，是模型能力在指数提升，还是人们的心理预期和使用习惯在快速重置更值得关注（@Thomas_Tao_1, 2likes） ③ 部分评论在追问具体看好哪一块进展会在年底真正留下来，比如哪些能力会长期“站得住”（@luminxbt, 0likes）
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- **@sensho** (3L): @natanielruizg fuck you guys r getting good at vague posting
- **@Thomas_Tao_1** (2L): @natanielruizg Yeah. The weird part is how fast people reset their expectations. Something feels absurd one month, then basic a few weeks later. I keep going back and forth on whether the bigger shift
- **@cryptochad215** (1L): @natanielruizg the year of the goblins brings a lot of acceleration
- **@wolfefriend** (1L): @natanielruizg hope so
- **@luminxbt** (0L): @natanielruizg the bar for what feels fast keeps moving too im curious what actually sticks by December
- **@InvincibleEdge** (0L): @natanielruizg bold timeline if it holds up what part do u think sticks most by dec?
机器学习研究者分享一支讲解 SwiGLU 激活函数的视频，从一阶原理梳理这类门控激活在深度网络中的作用和六十年演化脉络。
The 60-Year Hunt for AI's Most Important Function I was trying to understand how SwiGLU works, but I couldn't find an explanation that clicked for me. So I made this video to explain it from first pr…
受众观点：① 有观众希望看到类似风格的视频来系统梳理优化器的历史演进和设计权衡（@RaghavKoch19380, 0likes） ② 也有人点名希望后续能讲解混合线性注意力、gated delta nets 等更前沿结构（@AdarshGoel14, 0likes） ③ 评论整体对视频质量表示认可，简单点赞支持这类从原理出发的技术科普内容（@UrielDolev, 1likes）
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- **@UrielDolev** (1L): @jbhuang0604 Great video!
- **@RaghavKoch19380** (0L): @jbhuang0604 Is there a similar video that goes over the history and progression of optimisers? I would love to see it if possible, like what challenges were faced with the previous generation and how
- **@AdarshGoel14** (0L): @jbhuang0604 Can you cover hybrid linear attention with gated delta nets as well?
- **@Sci_Tech_Eng** (0L): @jbhuang0604 Well✌️ 🙏 4 sharing!
用 Go 构建的 Obsidian 开源替代品 Files.md，本地 markdown 文件、代码针对 LLM 修改优化、强调数据与软件所有权
Show HN: Files.md - Open-source alternative to Obsidian
受众观点：① 外观与使用体验是否达到替代 Obsidian 的水准（@krthr、@qitz 均关注 look and feel） ② 与其他替代品如 Tiddlywiki 的比较（@dilawar 直接提出） ③ 移动端体验是否完整，mobile Safari 内链跳转存在缺陷（@armsaw 报告问题）
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- @krthr (0): I really like the look and feel!
- @dilawar (0): Nice project. People may also want to checkout Tiddlywiki.
- @armsaw (0): Is there a way to follow inline links from a mobile device? Doesn't seem to work for me in mobile Safari.
- @zakirullin (0): I believe that not only you should own your data in plain files, but also you should own the software that opens those files. So that your files and tools can grow together, fully under your ownership, through the ages. The app can be easily tweaked for your own needs via an LLM…
- @qitz (0): Nice Project, I really like the look!
开发者厌倦垃圾电话后自己写的脚本，自动化向 500+ 数据经纪商提交个人信息删除请求，支持每月定时执行
Show HN: Auto-identity-remove - Automated data broker opt-out runner for macOS
受众观点：① 工具是否支持美国以外地区（@7777777phil 和 @guidedlight 均询问国际化支持） ② 退出表单可能反向更新个人信息、起到反效果（@LoganDark 的讽刺评论点出了这个隐患） ③ 命令行使用方式和所需个人信息范围（@ramshorst 询问操作细节）
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- @stephenlthorn (0): I got tired spam calls and text, so I built a script that automates the opt-out process across 500+ data brokers on a monthly schedule. Where I need help: The heuristic approach misses a lot. Many of the generic sites have unique flows the four generic strategies don't catch. I'…
- @7777777phil (0): cool idea, happy to try it out > Searches each data broker site for your name + state Is this US only or would it also work for international profiles (and if so what would be the "state" equivalent)?
- @LoganDark (0): I got tired of spammers having my information, so I built a tool that submits an up-to-date copy of my information to over 500 websites. Surely this will help. Jokes aside, I unironically suspect the purpose of many opt-out forms is merely to record the up-to-date information.
- @guidedlight (0): > Name, city, state, ZIP, email, phone Does this work for anyone outside the US as well? e.g. Will it work for an Australian?
- @ramshorst (0): Nice ! Is it a command line tool ? What info does it need to operate ?
Bitwarden 被私募股权接管、悄悄替换高管并秘密涨价，开源密码管理器的商业路线引发社区信任危机
The Quiet Renovation at Bitwarden
受众观点：① 替代方案选择，社区急切寻找可迁移的密码管理工具（@megamike 直接发问） ② 自托管 Vaultwarden 的可靠性与安全加固方案（@cglan 和 @flossly 均提到自托管选项） ③ 私募股权接管对产品质量和安全性的长期影响（@evanjrowley 结合内存泄漏历史做了详细分析）
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- @megamike (0): what are some bitwarden alternatives?
- @cglan (0): I don't think these companies are obligated to run a free tier. Someone has to pay the infra. It's a little shady that they didn't announce any of this though. But bitwarden is open source and you can host it all yourself
- @flossly (0): I use BitWarden because I'd never trust a password manager with close source clients. Before BitWarden I used a local manager: BitWarden made my life easier. The web interface I'd never use: I have no guarantee that my passphrase does not leave my computer. Same for the import f…
- @deanc (0): I don't see the problem here. It's a great product and if they want to make money then I don't mind. If it's too expensive, and they hike the price to something ridiculous then I'll vote with my wallet.
- @evanjrowley (0): Lately I've been scrutinizing Bitwarden after discovering a long history of memory leak problems in the GitHub issue tracker. It's an extention I use with all of my browsers. It seems to use an unusually high amount of RAM on Safari and I suspect it's why RAM just never stops gr…
Archestra AI 通过设置「需要先前贡献」门槛和验证码 CI 脚本，一周内成功拦截超过 500 个 AI 机器人垃圾 PR
We stopped AI bot spam in our GitHub repo using Git's -author flag
受众观点：① 实际防御效果和技术实现细节，@ildari 分享了具体方案：require prior contribution flag + captcha CI script，一周拦截 500+ bot ② PR 垃圾内容对 bounty 项目的特殊危害，@silverwind 建议 GitHub 应自动封禁高拒绝率账号 ③ 针对求职候选人测试任务是否应该停止，@zer0tonin 直接给出"Yes"的一刀切观点
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- @ildari (0): Hi HN community, I wanted to share our approach to reduce amount of AI slop PR's and issues in our repo. We enabled "require prior contribution" flag on GH and created a CI script that creates a tiny commit co-authored with you, if you pass captcha on our website. Worked really…
- @silverwind (0): PR spam is a major problems for repo that run bounties. Maybe GitHub should temporarily block accounts from raising PRs if like 95%+ of them are getting rejected.
- @zer0tonin (0): > Should we stop giving fun test tasks to our job candidates? Yes
- @hiccuphippo (0): The irony of the .ai domain.
- @delduca (0): For now…
马斯克起诉 OpenAI 的案件被法院驳回，评论区认为 Sam Altman 在法律和公关层面均完胜，上诉几乎确定
Elon Musk has lost his lawsuit against Sam Altman and OpenAI
受众观点：① 对马斯克策略失败的幸灾乐祸，@mrcwinn 调侃"你可以用 ChatGPT 设置提醒来起诉 OpenAI" ② 对 Sam Altman 公关能力的认可，@rvz 认为 Sam 在这个"游戏"中技高一筹 ③ OpenAI 命名的反讽，@iamkrazy 吐槽"他们还在叫 Open AI"
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- @mrcwinn (0): Advice for Elon: you can actually use ChatGPT on the web or the desktop app to schedule reminders for you, like "file lawsuit against OpenAI."
- @rvz (0): Sam is just too good at this game and as I said before [0] is far worse than Elon and also outsmarted him. Of course this will be appealed but, as you see the claims just don't stick. [0] https://news.ycombinator.com/item?id=41651664
- @foofyter (0): He didn't lose anything, it was a technicality that is up for interpretation. It'll be appealed for sure. Both sides would agree with that.
- @2b3a51 (0): Reached for comment by TechCrunch, Musk's lead counsel Marc Toberoff said, "One word: Appeal." One wonders on what grounds? In the UK, in a civil case like this, the judge I think comments on the likelihood of an appeal avenue once the verdict has been reached.
- @iamkrazy (0): It's funny how they are still calling it "open"AI.
Cloudflare 发博文介绍用 AI 模型自动扫描安全漏洞的工作流，但评论区质疑其未披露实际发现漏洞的数量与严重程度
Project Glasswing: what Mythos showed us
受众观点：① 最关心实际发现了多少严重漏洞，@dataflow 和 @sf_tristanb 都追问"有多少是真实有效的漏洞" ② 对博文本身是否由 AI 生成的质疑，@xnorswap 指出文章带有 LLM 写作特征，并提到 Mythos/Opus ③ 对 AI 安全漏洞发现工作流本身价值的有限认可，@hydra-f 认为实际工作流可能有效，但博文写得很差
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- @dataflow (0): That's great and all but how severe were the most severe vulnerabilities found? I imagine they don't want to talk about it, but that's really the most interesting and important bit.
- @xnorswap (0): The real question is whether it was Mythos or Opus that wrote this post. > "Why it matters" It doesn't, it's a corporate blog, they were rarely written in one-author's voice anyway, but it's interesting to see that even large organisations are outsourcing their blogs to LLMs.
- @wnevets (0): I can't wait to be told that Cloudflare is now part of "The Mythos FUD" campaign.
- @sf_tristanb (0): great, but why don't you share real data on how many security vuln it found ? how many were reals, how many weren't ?
- @hydra-f (0): Beside the poorly written post, the vulnerability discovery workflow might actually give good results
Linus Torvalds 在 Linux 7.1-rc4 发布邮件中点名批评 AI 生成的垃圾补丁正在污染内核邮件列表，有人正以每天多次、每封 26MB 的规模疯狂投递无意义 patch
Linux security mailing list 'almost unmanageable'
受众观点：① 对 Linus 言论的真实背景补充，@st_goliath 指出 The Register 把一个具体文档评论炒成了"大新闻"，并附上了原始邮件列表链接 ② 对 AI 是否有助于内核开发的争论，@Sweepi 指出 Torvalds 和 Greg Kroah-Hartman 的观点并不矛盾 ③ AI 垃圾内容的真实规模，@l1k 披露有人以 Marian Corcodel 名义每天多次发送 26MB 的无意义 AI 生成 patch
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- @Sweepi (0): "Torvalds' remarks contrast with recent comments from fellow kernel maintainer Greg Kroah-Hartman, who recently told The Register that AI has become an increasingly useful tool for the FOSS community." Does it? Both points can be true at the same time.
- @stabbles (0): Isn't it mostly the medium that's problematic? With an issue tracker it's easier to close as duplicate
- @new_account_100 (0): AI (read: LLM technology) is the most powerful spam weapon ever invented.
- @st_goliath (0): Here's the actual mailing list post: https://lore.kernel.org/lkml/CAHk-=wi+JvcuKF2NaD_rGiYrwkR6rx... Actual context: Linux 7.1-rc4 release, Linus remarked on a specific documentation change. The Register somehow turned this into an "article" that says a lot less with roughly the…
- @l1k (0): Fun fact (or not so fun if you're a subscriber): Somebody is spamming kernel mailing lists under the name Marian Corcodel with a 26 MByte message multiple times per day containing a collection of nonsensical patches. Looks AI-generated, perhaps with the intention to poison LLMs.…
一篇批评 AI 公司制造 FOMO 恐惧营销的文章，指出企业 AI 投资 ROI 存疑，公众情绪正从兴奋转向厌烦
Enough with the AI FOMO, go slow-mo, says Domo CDO
受众观点：① @mark_l_watson 认为 AI 被过度炒作，建议企业降速、找到真正有财务可行性的落地场景，这与技术人深有共鸣 ② @cmiles8 记录了过去六个月公众情绪从兴奋到厌烦的转变，企业 ROI 证明不足让 AI 提供商的商业模式面临压力 ③ @vivzkestrel 以「Domo Says No to AI FOMO」调侃标题，说明文章标题本身极具传播力，引发圈内广泛转发和讨论
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- @ramon156 (0): Kudos for the title
- @pickleglitch (0): No comment on the content of the article, but I have to say bravo to whoever wrote that headline.
- @mark_l_watson (0): Strong agree with the premises of the article: I like the framing that the AI hype-masters are successful because they instill a fear of missing out in corporate leaders. I have worked with old fashioned neural networks, deep learning, and now LLM-specific deep learning: wonderf…
- @cmiles8 (0): >>"… wonders why people aren't more annoyed with AI companies " Outside a small bubble within Silicon Valley and the finance ecosystem funding it, I'd say most folks are increasingly fed up with AI. It's a very noticeable shift these last 6 months. The mood went from excited, to…
- @vivzkestrel (0): "Domo Says No to AI FOMO" FTFY the headline for you
Anthropic 宣布收购 SDK 自动生成工具 Stainless，旨在强化开发者 API 接入体验和生态标准化建设
Anthropic Acquires Stainless
受众观点：① @asim 认为 SDK 标准化工具极有价值，折叠进开发者优先的 Anthropic 合情合理，说明 API 生态基础设施的战略地位正在被重新认识 ② @rvz 对 Anthropic 收购动作持怀疑态度，担心最终会被用于对付用户，反映开发者社区对大公司吞并工具链的警惕心理 ③ @phildougherty 追问 Stainless 如何拿到与 Anthropic 的早期接触机会，说明开发者圈对「如何跟 AI 大厂建立关系」这个问题有强烈好奇心
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- @tomeraberbach (0): Stainless blog post: https://www.stainless.com/blog/stainless-is-joining-anthropi...
- @pixel_popping (0): Anthropic, it would be nice to actually put a link to the website.
- @phildougherty (0): Whats the connection that got them the early in with anthropic?
- @rvz (0): I am going to assume that anything Anthropic acquires is going to be eventually used against you.
- @asim (0): Good for them. We built similar tooling at that time, but backed by our own APIs. It's something that has a lot of value, that standardisation needs to exist, but it also makes a lot of sense to fold the team into a company like Anthropic that is so developer centric. Good luck…
独立开发者 dmitriychuta 推广自己的 DeskMinder 应用，呼吁用户花几秒留下评价支持 indie 开发，因为大多数人不会评论但这对他继续迭代产品非常关键。
💚 DeskMinder is my app, and supporting an indie developer costs you 0$. Just leaving a review can make a huge difference, because most people never do, and it genuinely helps and motivates me to keep…
受众观点：① 老用户表示从早期版本就一直在用 DeskMinder，并关心是否会有 iOS 版本推出（@ZorrinVolodymyr, 1likes） ② 有人主动表示已经使用几个月，会去补上评论支持开发者（@janniksco, 1likes） ③ 也有其他开发者分享自己插件有 5 万用户却几乎零评论的经历，强调用户评价对 indie 项目生存的重要性（@tsvtxt, 3likes）
展开评论
- **@dmitriychuta** (3L): The app will be available on iOS soon, and I’m planning to launch the Beta version before the end of this month. https://t.co/zxzyf0kdrl
- **@tsvtxt** (3L): @dmitriychuta True story. Had 50K users for an extension. Zero reviews. People don't care until it breaks. Then they care a lot. Keep building useful internet things. The market decides.
- **@ZorrinVolodymyr** (1L): @dmitriychuta I've loved this app since the very first version, and now it looks fantastic. Are you planning to release an iOS app like this?
- **@tonyroslund** (1L): @dmitriychuta Clever. Love it.
- **@janniksco** (1L): @dmitriychuta have been using this for a couple of months now, will review 👏🏻
- **@fierolam_** (1L): @dmitriychuta add me to the waitlist please, can i give you my email in dms?
- **@Ignaci0m_** (1L): @dmitriychuta What is DeskMinder about?
- **@conorbuck** (1L): @dmitriychuta Need this 🔥
- **@hyojun_at** (1L): @dmitriychuta this interaction is gold!!
Hasan 分享自己做 SaaS 时坚持重投 SEO 的流量曲线，承认见效极慢但认为这是细分市场最合适的长期获客渠道。
SEO compounds very SLOW 📈 It even makes you question if you're on the right path. But I'm 99.9% sure it's the best marketing channel for my SaaS niche. So I keep investing in it like CRAZY 🫡 https://…
受众观点：① 很多开发者认同 SEO 见效慢但复利强，分享自己项目从几个月到一年才开始稳定起量的经历（@shipwithjay, 0likes） ② 评论频繁追问转化率、销售数量以及图中二月大幅波动的原因，关心流量背后的真实商业结果（@Kwesidev3, 2likes） ③ 也有人讨论具体执行问题，比如从哪天开始做 SEO、是否买外链、适合的细分市场和内容写作难题（@muhamma46958013, 0likes）
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- **@arthuryuzbashew** (4L): @HsanC_ Did you fix those conversion issues?
- **@Kwesidev3** (2L): @HsanC_ conversion is the most difficult part of SEO organic traffic, how is that going so far
- **@programmerByDay** (2L): @HsanC_ seems like your website get punished. do you know what you did at that time?
- **@HsanC_** (1L): so if I'm right (hope i am haha) - i should see some good ROI in the next 6-12 months ⏰ it's all about being patient enough to see the results of your actions (in the meantime, i'll try to find more
- **@Hey_builds** (1L): @HsanC_ What steps are you taking to work on the SEO?
- **@KalwarSalam** (1L): @HsanC_ Correct me if I am wrong @HsanC_ but I think the dip in the graph in Feb was caused by @outrank_so ?
- **@Threadslab007** (1L): @HsanC_ why not go for AEO?
- **@nickventuri** (1L): @HsanC_ slow as hell, jesus christ, that's why ppl are attractd to reddit + x
- **@nmamizerov** (1L): @HsanC_ Sounds really good, what is the best niches for SEO?
- **@meet244** (1L): @HsanC_ what caused that massive drop off in late february?
- **@TechWithMatteo** (0L): @HsanC_ same boat, the slow compounding nature of SEO is brutal in the early months but it's probably the only channel that keeps paying off without constant spend
- **@sali_logs** (0L): @HsanC_ I genuinely have a question. Even before AI i shipped SaaS. I hate marketing and i hate more writing content. i can ship saas as many as i want but these are the bottle neck specialty the con
- **@shipwithjay** (0L): @HsanC_ the lag is the brutal bit. mine took 11 months to crack 100 organic clicks a day, then doubled inside 90. once topical authority lands the curve gets weirdly steep
- **@grugag1** (0L): @HsanC_ SEO is literally that free way to market which can get you hundreds of paid customers without any paid marketing
- **@Veloxy_ai** (0L): @HsanC_ What's pulling people in right now? That's the thing worth amplifying first.
zebassembly 开玩笑说自己把 Postgres 数据库直接跑在 CPU 的 L3 缓存里，以此调侃最近围绕数据库性能和硬件优化的极端追求。
jokes on them, I run my postgres database on the CPU l3 cache for even better performance
受众观点：① 有人用梗图回应，把这类极端优化想象成夸张的工程实践，强化玩笑效果（@BenjDicken, 19likes） ② 也有评论顺着玩笑继续加码，说自己只在 CPU 寄存器里跑程序来比拼“更快”（@zoltanarvai, 0likes） ③ 部分技术向评论提到具体硬件和缓存层级，比如 9950X3D2 的大缓存或拿 S3 和 L3 做反差，继续延展性能梗（@loosenedspirit, 2likes）
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- **@BenjDicken** (19L): @zebassembly https://t.co/V5qOCbGBcU
- **@loosenedspirit** (2L): @zebassembly That’s what all the cache on the 9950X3D2 is for
- **@zoltanarvai** (0L): @zebassembly I’m running on CPU registers only ha!
- **@wmf** (0L): @zebassembly But I heard S3 is faster than L3.
- **@Yokutto** (0L): @zebassembly I always wondered how faster would a redis run in X3D
zebassembly 吐槽自己每天都要和不同的“Matt”同事打交道，借常见英文名过多的梗调侃远程协作和记人名的尴尬。
I wonder what Matt I'm going to work with today
受众观点：① 有人分享在 React Miami 线下见面时因为睡眠不足把朋友叫错名字的糗事，说明这种尴尬很常见（@samhuckaby, 6likes） ② 也有人表示自己在社交平台上干脆随便点第一个同名账号来@，自嘲解决方式很随缘（@ritakozlov, 15likes） ③ 其他评论顺着玩笑继续问“到底有多少个 Matt”，延展同名泛滥的梗（@darkmembo, 2likes）
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- **@ritakozlov** (15L): @zebassembly i just tag the first one that comes up 🤷🏻♀️
- **@samhuckaby** (6L): @zebassembly Funny story: I met up with @BraydenWilmoth and @burcs at React Miami and was super sleep deprived. Got lucky with Brayden's name but could not think of Brandon's so I just guessed "Matt"
- **@darkmembo** (2L): @zebassembly how many is the question
- **@iprajjwalsharma** (0L): @zebassembly https://t.co/2ZGDjz5NKp
作者分享自己在 X 上发帖已经累计获得 2100 美元分成收入，希望借此鼓励更多人开始持续发内容。
I just realized X paid me $2.1k so far to post here 💰 Of course, I'm not doing it for the money, but it's a good side-benefit. Maybe this would encourage some people to START posting too 🫡 https://t.…
受众观点：① 很多人关注在 X 上发内容除了赚钱之外，更重要的是个人品牌和人脉积累的长期价值（@PedroGuiti, 1likes） ② 有人已经被激励开始发帖，但苦恼于缺少稳定读者和曝光机会（@rowansail, 3likes） ③ 也有人担心平台分成机制会催生大量低质量灌水内容，影响整体信息质量（@maxitrol_404, 1likes）
展开评论
- **@rowansail** (3L): @HsanC_ I am already encouraged to post, only thing left is people that want to read tgem
- **@asaio87** (3L): @HsanC_ Nice, congrats
- **@PedroGuiti** (1L): @HsanC_ Congratulations! Definitely a nice side benefit, but I think posting on X and building a brand has far more benefits. Keep it up man. Looking to connect with people in tech
- **@AliZz0A** (1L): @HsanC_ I noticed you are posting less lately any reason?
- **@maxitrol_404** (1L): @HsanC_ X is full of crap because now people who earn write 50 useless posts per day to earn more. I am sure this will result in X being like a trash can.
- **@eliasxreyes** (1L): @HsanC_ Maybe I need to start posting more fr
- **@RoyInProgress** (1L): @HsanC_ This is exactly the right mindset: do it for the fun, the learning possibilities, the growth potential and community building - and get an extra push from a financial incentive. Thanks for sh
- **@bryntamm** (1L): @HsanC_ This is just one small benefit!
- **@ScaleSolo_OS** (0L): @HsanC_ It’s important for people to really consider it if they are looking to make some side gig not easy but can be done
- **@sledge1313** (0L): @HsanC_ Nice dollar for something you enjoy doing
- **@mdnghtmss** (0L): @HsanC_ Start now! Grind hard. Market yourself ❤️
- **@Petermainatech1** (0L): @HsanC_ This payments can really change people’s life.
- **@tamimbuilds** (0L): @HsanC_ I don't get enough impression Any suggestions for me
- **@adityakumar__03** (0L): @HsanC_ Getting paid while building a brand is one of the best feelings. Congratulations buddy. Keep growing
- **@geluhorotan** (0L): @HsanC_ Well, its a nice side income for sure
作者展示了自己为 Subscription Day 更新设计的一幅交互插画，并询问大家是否也会在应用里加入类似有趣的小效果。
✨ Just finished an interactive illustration for the updated Subscription Day. Do you add little fun effects to your apps? https://t.co/Dx5unYTcuN
受众观点：① 设计师和开发者普遍表示非常喜欢这种小细节，认为能显著提升整体用户体验层次（@d_babych, 1likes） ② 有人好奇这类动画的具体触发方式和实现机制，想了解是点击触发还是其他交互事件驱动（@ZorrinVolodymyr, 1likes） ③ 也有创作者分享自己同样会在产品中加入类似趣味效果，形成“互晒作品”的氛围（@andylurs, 1likes）
展开评论
- **@andylurs** (1L): @dmitriychuta Love it! Always :) https://t.co/TTSYAErp33
- **@ZorrinVolodymyr** (1L): @dmitriychuta I love these little details in apps. Could you tell me, do they work by touch, or how is this animation implemented? What triggers it?
- **@d_babych** (1L): @dmitriychuta Love these small details! They bring another level of user experience.
- **@IgorDzis_** (1L): @dmitriychuta Looks great !
- **@wahidgraphic** (1L): @dmitriychuta so good
作者吐槽自己很想基于 Pi 和 OpenCode 打造一款符合个人习惯的编码 agent，但对现有 TUI 细节有诸多不满，又没有精力从零维护一整套工具。
there's a very big part of me that wants to make my own coding agent, I love opencode and i find Pi super interesting but i have so many little nitpicks with their TUIs that I can't nicely fix with t…
受众观点：① 有人建议与其重造轮子，不如推动 OpenCode 把 TUI 做成可插拔、可通过插件自定义的架构，减少维护成本（@markjaquith, 0likes） ② 一些开发者表示也有类似冲动，甚至已经基于 Pi 自己搭建了 TUI，以便完全掌控界面和交互（@elianiva_, 0likes） ③ 还有人对作者提到的各种“小毛病”很感兴趣，希望能看到一个具体的清单或详细说明（@tomhaerter, 1likes）
展开评论
- **@aarondfrancis** (24L): @zebassembly You have the time https://t.co/aMgou349lL
- **@kitlangton** (4L): @zebassembly 👃👁️👂 🎶🎵 👄
- **@tomhaerter** (1L): @zebassembly what are the nitpicks? can we have a list (:
- **@csparks1919** (1L): @zebassembly im currently being tempted to make my own agent benchmark
- **@markjaquith** (0L): @zebassembly Please just convince OpenCode to make the TUI customizable via plugins. And then you don’t have to maintain the whole thing.
- **@elianiva_** (0L): @zebassembly i also ended up building my own TUI with pi as its core hahah non UI plugins will still work and i have the freedom of customising the UI myself
- **@guilherme_grimm** (0L): @zebassembly enlighten me because I also have those
- **@viggy28** (0L): @zebassembly can't Pi itself build its replacement?
- **@fr0ziisc2** (0L): @zebassembly which are those nitpicks? I would like to know just for curiosity
- **@codevibesmatter** (0L): @zebassembly Web based so much easier
- **@jplhomer** (0L): @zebassembly I want to do this, too
作者安利了一个面向设计师和苹果爱好者的网站 hellomacfolio，里面收录了大量设计资源和软件，并提到自己的应用 DeskMinder 也被收录其中。
I found a really cool website @hellomacfolio for designers and Apple enthusiasts. It has a huge catalog of products for designers, books, videos of key presentations, as well as a curated collection…
受众观点：① 评论里有设计师直接夸赞 DeskMinder 的视觉和产品质感，认为做得非常漂亮（@dudufolio, 1likes）
展开评论
- **@dudufolio** (1L): @dmitriychuta @hellomacfolio Deskminder is beautiful great job!
作者分享自己在过去四周把产品用户 LTV 提升到 590 美元，并询问大家在什么 LTV 水平适合开始尝试投放付费广告。
I did 5x my LTV to $590 in the last 4 weeks 📈 And I want to start running paid ads ASAP 💰 What should be my min. LTV to start experimenting with it? 🤔 https://t.co/5qKbcLyL2W
受众观点：① 有人认为只要获客成本控制在 200 美元以内，这样的 LTV 水平投放广告也能保持不错的利润空间（@Tommy_James_0, 1likes） ② 多位从业者提到常见的 3:1 LTV/CAC 经验法则，并按 590 美元 LTV 反推可接受的获客成本区间（@pluvioox, 2likes） ③ 也有人提醒在开始投放前要预留一笔“学习期烧钱预算”，并分享自己在更低 LTV 情况下依然跑付费广告的经验（@thomaslogs, 1likes）
展开评论
- **@pluvioox** (2L): @HsanC_ depends on your CAC target. if you're aiming 3:1 LTV/CAC, $590 LTV gives you ~$196 to spend per customer. what channel are you testing first?
- **@Tommy_James_0** (1L): @HsanC_ Dude if your cac is 200$… you will be 100% profitable running ads
- **@arthuryuzbashew** (1L): @HsanC_ You have lifetime ? Woah
- **@thomaslogs** (1L): @HsanC_ That’s way more than enough to run paid ads. Just make sure you have some spare cash to burn during the learning phase. I do paid ads with $100 LTV
- **@scary_dev** (0L): @HsanC_ Anywhere from $30-$50 daily budget and start running ads at 12am so daily budget is adjusted correctly I’m assuming you’re running meta ads as well, I believe those are the best
- **@PedroGuiti** (0L): @HsanC_ That is huge! Congratulations on figuring that out. As someone who is also working on SaaS projects, user LTV is extremely important.
- **@ctrlswftdelete** (0L): @HsanC_ most people chase an arbitrary LTV number to start ads; the smarter play is experimenting with tiny budgets immediately to learn CAC dynamics, then scaling when you see a return, not just wait
- **@ManavGarkel** (0L): @HsanC_ rule of thumb is 3:1 LTV to CAC for paid to be sustainable. at $590 you'd want CAC under $195 to stay healthy. paid CPCs for B2C SaaS can eat that fast, test with $20-30 daily budget first.
- **@NoorFaraz1027** (0L): @HsanC_ $590 ltv is already enough to start testing paid ads tbh the real question is your payback period
- **@nickventuri** (0L): @HsanC_ 590 feels like enough to start testing, just keep spend tight
- **@salesgeniebot** (0L): @HsanC_ 😎
作者称赞 Lovable 这个工具已经非常强大，并向开发者 antonosika 建议加入原生 backlog 或任务列表功能，以避免用仓库里的 md 文件管理待办。
Lovable is immensely powerful now, actual next-level stuff @antonosika can you add a first-class backlog feature (or at least task list) so we can ask it to defer stuff without having to maintain md…
受众观点：① 官方开发者回应正在增加 prompt 排队功能，并反问使用 md 文件管理任务的具体痛点，说明产品团队也在探索更好的任务流设计（@antonosika, 0likes） ② 有用户认为 Lovable 的能力已经是“下一等级”，但缺少原生 backlog 让 deferred 任务管理显得割裂，希望能直接在 UI 里管理待办（@themirrowai, 0likes） ③ 也有服务商借题发挥，指出强大工具往往带来新的管理负担，强调很多创始人更需要“代运营式 done-for-you”而不是再多一个工具（@useghostx, 多条0likes）
展开评论
- **@antonosika** (0L): @fedjabosnic thanks for feedback Fedja we're adding queueing of prompts, does that help? if not, what's the problem with md files?
- **@useghostx** (0L): @fedjabosnic @antonosika This is exactly the tradeoff with tools. Powerful — but still another thing to manage. Most founders don’t need *more* features. They need outcomes without touching the dash
- **@themirrowai** (0L): @fedjabosnic @antonosika @antonosika Lovable is actual next-level stuff. 🔥 Can we get a native backlog/task list? 🛠️ Managing .md files in the repo for "todos" feels outdated. Asking the AI to 'defe
- **@DavidXoutreach** (0L): @fedjabosnic @antonosika A native backlog in Lovable would streamline things nicely. Solid suggestion. Sent over a message. Wondering if you’ve read it yet in your message requests ?
- **@useghostx** (0L): @fedjabosnic @antonosika This is exactly why done-for-you beats tools. Powerful software still needs *management*. Same on X: tools are cool, but founders don’t want another backlog. They want resul
- **@useghostx** (0L): @fedjabosnic @antonosika This is exactly why most founders burn hours on X too. Powerful tools everywhere — but still more things to manage. That’s why done-for-you wins. No dashboards. No backlogs.
- **@useghostx** (0L): @fedjabosnic @antonosika Tools keep getting more powerful, but founders still end up managing *another* system. Same reason we built OutreachGuy as done‑for‑you. No dashboards. No workflows. Your X
- **@useghostx** (0L): @fedjabosnic @antonosika This is the same problem founders hit with X growth. Powerful tools everywhere, but still another system to babysit. That’s why done-for-you wins. No dashboards. No workflo
- **@useghostx** (0L): @fedjabosnic @antonosika Totally feel this. Lovable’s power is wild… but juggling deferred tasks in md files breaks the flow. A first‑class backlog or task list would be huge—somewhere to park “not no
- **@useghostx** (0L): @fedjabosnic @antonosika This is exactly the gap with most tools. Powerful — but still another system to manage. That’s why we run X fully done-for-you. No backlogs. No workflows. No learning curve.
- **@useghostx** (0L): @fedjabosnic @antonosika This is the exact problem founders hit. Great tools, but still more stuff to manage. That’s why done-for-you beats DIY. We just run your X end-to-end so you don’t need anot
Anthropic 官方宣布 Claude Code 新增远程控制功能，可在手机端接管并继续控制本机终端 session
New in Claude Code: Remote Control. Kick off a task in your terminal and pick it up from your phone while you take a walk or join a meeting. Claude keeps running on your machine, and you can control…
受众观点：① 需要在多设备间无缝切换的独立开发者和远程工程师 ② 在本地跑大模型或长任务、又想随时查看进度的 AI 工具用户 ③ 正在设计带终端/agent 控制能力产品的开发者。
展开评论
- **@claudeai** (2419L): Remote Control is now available in Research Preview for Max users, and coming soon to Pro users. Run `claude rc` to get started. Docs: https://t.co/mdW9AaC0zM
- **@izana3133** (1539L): @claudeai “Ok Claude Code, do whatever u want, just make no mistakes” https://t.co/iQnMT75TqM
- **@TimJayas** (680L): @claudeai Another day another update by Claude. Another Startup just got wiped. https://t.co/vut5AwT0SE
- **@vlelyavin** (325L): @claudeai openclaw users have had this for months but it's cool to see claude code catching up lol ngl the "start a task and check from your phone" workflow is genuinely addictive once you try it
- **@effiebio** (252L): @claudeai https://t.co/z4F2IQYFRj
- **@neural_avb** (158L): @claudeai I can already smell this is gonna be a game changer https://t.co/TyWcHZ8UeS
- **@rameerez** (100L): @claudeai Getting this error: "Error: Remote Control is not enabled for your account. Contact your administrator." I'm on the Max plan and latest version https://t.co/qdbs08i7IA
- **@Yuchenj_UW** (98L): @claudeai God speed lil Claude
- **@carlvellotti** (81L): @claudeai Incredible! Now you can Claude Code from anywhere! Here's the best way to learn Claude Code. It's taught IN Claude Code so you learn by DOING. https://t.co/soMpVyp96s 100% free (includes v
- **@thecsguy** (42L): @claudeai so basically claude now has the remote control feature everyone asked for and nobody thought to build until now
- **@doodlestein** (37L): @claudeai I need one that can work for 80+ of these sessions at once, lol
- **@0xSammy** (32L): @claudeai You do spoil us
- **@barneyxbt** (32L): @claudeai openclaw now useless
- **@rainisto** (25L): @claudeai CC on your phone so you can be on the toilet and deploy while you deploy
- **@WalrusProtocol** (24L): @claudeai agents need somewhere to store all that work 🦭
推荐 Geoffrey Hinton 一场47分钟 AI 讲座的传播推文，用一句震撼语录引发大量关注
Godfather of AI: "If you sleep well tonight, you may not have understood this lecture." This 47-minute lecture is the best thing I saw about AI in the last few months. It will definitely help you und…
受众观点：① 想系统补课但没时间啃论文的独立开发者和工程师 ② 正在评估 AI 能力边界、需要理解技术走向的产品和创业者 ③ 只会调 API、希望建立直觉理解模型工作方式的初级开发者。
展开评论
- **@Tsung_Han_Wu** (13L): @AnatoliKopadze https://t.co/1sDF2TDe5F
- **@GeorgeJourneys** (8L): @AnatoliKopadze @wingod One thing I would add is to save off artifacts from chats into the project files. I generally ask for 3-5 paragraphs.
- **@grim_nomad** (5L): I've watched a lot of AI lectures. Most of them are either hype or academic. Hinton's is neither - it's someone who built the foundation telling you what he actually thinks is coming. The part that st
- **@Dmccallist21829** (4L): @AnatoliKopadze rofl i watch this shit then watch it miscount how many letters are in strawberry without a python script. You guys just cant get over the epistemic reality that stochastic regurgitatio
- **@MikeMachata** (3L): @AnatoliKopadze There is another path. A substrate that allows for more biomimetic design for compute that also could be repurposed to augment and strengthen structures of the brain without surgery al
- **@leighcanterone** (3L): @AnatoliKopadze You don’t need to believe “AI is conscious” or “superintelligent” You don’t need existential framing You don’t need hype narratives You only need to recognise one thing: The advantage
- **@DeRonin_** (2L): @AnatoliKopadze incredible lecture fam
- **@VLspeech** (2L): @AnatoliKopadze Most people still think AI progress is mainly about smarter models. The deeper shift is that we’re starting to build systems that can coordinate reasoning, memory, tooling, and execut
- **@byLuocca** (2L): @AnatoliKopadze That intro is not scary at all… https://t.co/VBc55IoVND
- **@VibeCoderOfek** (2L): @AnatoliKopadze One-liner gut punch: the lecture is right that AI is already doing things its creators didn't intend, but the part that actually keeps me up at night is how fast those unintended capab
- **@beashutiwari** (2L): @AnatoliKopadze @grok Please share key bullet points from the video that are specifically useful for founders or can help founders while building their startups.
- **@BongoBongo7777** (2L): @AnatoliKopadze He says AI is eternal, in the sense that the software can be put into new hardware and come back to "life" instantly. However, he fails to see that people who have the life of God in t
- **@DJatolia56243** (2L): @AnatoliKopadze Most people still use AI like a smarter Google search. The real advantage comes when you use it as a thinking partner, researcher, editor, analyst and operator at the same time.
- **@PrestonTsao** (2L): Wow this is terrific! I use both Grok and Chat GpT both the most advanced models. Chat GPT has good memory but sometimes that memory intrudes in its responses to favor my prejudices and certainly my w
- **@mvxlr** (2L): @AnatoliKopadze Dude has a very distorted and naive, on the brink of suicidal, model of the concept of God. Frankly, it's unfortunate to see a wise, logical man being tortured by the relics of the Mar
一条列举 Claude 新增功能列表的推文，以"RIP OpenClaw"标题暗示 Claude 官方正在全面复制第三方 AI 助手工具的核心能力
RIP OpenClaw 💀 Claude now has > Voice mode > Agent Teams > 38+ Connectors > Cowork Projects > Scheduled tasks > Plugin Marketplace > Persistent memory > 1M Context window >…
受众观点：① 正在做基于 Claude/OpenAI 等平台能力的独立开发者 ② 关注 AI agent 编排、插件生态的工程师和产品经理 ③ 想用 Claude 这一整套功能搭建工作流、但还没想好选自建还是用第三方工具的用户。
展开评论
- **@Umesh__digital** (87L): @minchoi OpenClaw is still preferred due to its open source nature. Claude is vendor specific and bound. less flexible.
- **@BlakeHer_on** (50L): @minchoi the gap between claude today and claude six months ago is hard to explain to people who haven't been watching.
- **@biggie2309** (44L): @minchoi It is really unbelievable how much these guys ship from day to day 😍😍😍
- **@morganlinton** (27L): @minchoi @TLDInvestors Not RIP OpenClaw, can’t compare closed source to Open Source…
- **@zacodil** (15L): @minchoi I feel like everyone praising Claude right now is either incredibly lucky or just not actually using it for real work. The usage limit evaporates as soon as you start using it. https://t.co/a
- **@gnotnuk** (11L): @minchoi that feature ist is basically a to-do list for every ai startup in silicon valley. also and claude just checked every box at once. that dispatch - for remote control is the sleeper hit here.
- **@ozhan_dev** (5L): @minchoi Claude shipped so many features recently. I am curious how it compares to OpenClaw when it comes to token usage and cost.
- **@DJohnstonEC** (5L): @minchoi It’s not about the features some third-party company can rent me. It’s about owning my personal AI in a meaningful way.
- **@ManaevLab** (4L): @minchoi The persistent memory + 1M context window combo is what changes the game. Been running AI agents that orchestrate across multiple platforms and the context window limitation was always the bo
- **@facelessecom** (4L): @minchoi This is either amazing or terrifying
- **@quionie** (4L): @minchoi like what do you do now if youre openclaw
- **@primer_systems** (3L): @minchoi We use Claude a lot, but if you're considering giving it your private keys - DON'T. Put MultiClaw in the middle - setup takes seconds and works with any other model, too.
- **@Youssofal_** (3L): > Atrocious text to speech model from 1999 that makes more errors than APPLES DICTATION! > NO IDE/Coding app like Codex. You either have to use the ugly unintuitive terminal or the Claude app which re
- **@0x_Vivek** (3L): @minchoi claude's drop is wild, totally get the hype. but anthropic just built the closed ios of agents. openclaw is the linux layer. we plug their api in and scale infinite swarms.
- **@GrabowskiDylan** (3L): @minchoi Lol, not at all. Anthropic uses ALL your data and stores it. OpenClaw keeps it safe in my own envieronment.
作者在 Codex 里装了一个专门补足独立开发 idea validation 环节的小众 skill，认为这是解开独立开发死亡循环的关键一步。
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 已经在产品里集成 OpenAI API 的独立开发者和小团队工程师，关心模型更迭对线上服务质量的影响。 ② 日常重度使用 ChatGPT 写代码、写文案的个人用户，正在纠结要不要跟着升级或寻找替代方案。 ③ 关注大模型路线和产品策略的 AI 从业者，希望理解官方宣称“更好”与用户体感落差背后的原因。
展开评论
- **@yanhua1010** (53L): 找Idea👇 https://t.co/z5efihZHbE skills地址👇 https://t.co/f67d2xEcYd
- **@tujiao** (17L): @yanhua1010 我已经把它改成也可以支持 Claude Code 了。 https://t.co/ztuEtUZpnN
- **@LocationCk** (2L): @yanhua1010 gstack：哦哦哦….
- **@leaf_sanren** (2L): 我觉得博主这个立意特别好！(òωó)👍 坦白讲，现在开发技术问题都不是卡点，核心还是这个idea是否有真需求：这个问题立不住，后期做增长和营销就都是卡点。 关于这类反问引导型skill，我的经验是：AI没有观点，AI不负责任。 再顶级的模型也推演不出结果。因为答案压根就不在对话框，只能去实践和市场里验证。 不过，有了这个test Skill，至少更有的放矢的去验证假设，目测会更有效率。我也去试
- **@QT9277** (2L): @yanhua1010 小工具帮你跳过“我觉得有用”，直击独立开发的死亡循环。
- **@howlemont** (2L): @yanhua1010 谢谢。你给了我灵感 我突然有了一个大胆的想法。
- **@e0v1a** (1L): @yanhua1010 gstack的office hour不就是干这个的么？
- **@Easycompany333** (1L): @yanhua1010 已安装，感谢推荐
- **@woniu513513** (1L): @yanhua1010 确实有用，点子一个一个冒，最关键的是限额有限 哈哈
- **@myzwilpan** (1L): @yanhua1010 这个 skill 听起来能救命，Reddtrends + 这个正好闭环，牛
- **@nightowlhc** (1L): @yanhua1010 真有这么好嘛
- **@bbu66396115** (1L): @yanhua1010 HyperFrames&Remotion类视频的应用场景还是蛮多的
- **@laxiaoxu** (1L): @yanhua1010 可以新增一些内容 比如YC 创业法则
- **@Tony_MT_IM** (1L): @yanhua1010 Validation 这一步真的是独立开发者最容易跳过却最致命的环节。很多人都是凭热情直接冲进去做产品，结果做完发现根本没人需要，白白浪费几个月。能有工具在早期就帮你验证需求，确实能省掉太多无效努力。去try这个项目！
- **@yoyo__AI** (1L): @yanhua1010 一行命令就搞定？听起来好香，准备去压测我最近的idea
Claude Code 通过 MCP 协议接入 Financial Datasets 金融数据库，60 秒配置即可获取全球 17000+ 支股票的实时数据和 SEC 原档。
炸裂了！Claude Code 已通过 MCP 协议原生接入 Financial Datasets 金融数据库，可以直接帮你分析股票！ 60 秒配置，一键连接 全球 17,000+ 只股票、30+ 年完整财务底稿。 实时股价、SEC 原档、财务报表、公司新闻、加密货币数据，全部随叫随到！ https://t.co/2GyI6dL7dZ
受众观点：① 想做量化策略原型或财报分析的独立开发者和个人投资者，希望用 AI 快速拉数据做研究。 ② 已经在用 Claude Code 或 Cursor 的工程师，想通过 MCP 把外部金融数据源接入到自己的工作流。 ③ 做金融数据产品或数据抓取服务的开发者，关注“数据 API + MCP + AI IDE”这种新分发和集成方式。
展开评论
- **@BTCqzy1** (107L): 60秒安装教程 1.打开claude终端，输入以下命令： claude mcp add --transport http financial-datasets https://t.co/eMJv9Li6zR 2.在 Claude 界面输入 /mcp 并回车，系统会自动跳转浏览器。点击 Allow 完成授权后返回终端。 (看到 financial-datasets 显示为绿色 Connected
- **@WEB3_furture** (15L): @BTCqzy1 Claude现在有好几个官方插件可以研究了，直接问claude能不能买🤣
- **@MarkPeng522403** (4L): @BTCqzy1 大家都拿 ai 炒股，最后谁赚😉
- **@OneManSaas** (3L): @BTCqzy1 Pro tip: Start with just 3-5 stocks you actually understand instead of drowning in 17k options. I've seen too many devs get analysis paralysis with datasets this massive. Pick companies whose
- **@Hans_dalada** (2L): @BTCqzy1 这个可以看大A吗
- **@lliu54827** (2L): @BTCqzy1 我用 Claude 看 K 线 8 个月了，但一直是手动把数据喂进去。 这个 MCP 如果能接实时数据，就不用每天复制粘贴了。 问题是 SEC 原档我其实看不完。数据越多，偷懒的理由也越多。
- **@bi_9527zx** (2L): @BTCqzy1 以前查财报翻半天，现在直接对话出结果，信息差确实被打破了。
- **@spicycandy00** (2L): @BTCqzy1 这这这！那我不是要变成炒股小能手
- **@zeromoo4** (2L): @BTCqzy1 如何接入大A数据呢
- **@zhuahua1** (2L): @BTCqzy1 好详细的教程
- **@lliu54827** (1L): @BTCqzy1 我每天用 Claude 跑 Freqtrade 策略分析，MCP 接数据源确实省了很多手动导出的功夫。不过说实话，工具再好也只是把数据搬过来，真正难的是你问什么问题。我见过太多人拿到完整财报然后问「这股票能买吗」——工具不是算命的
- **@adelbucetta** (1L): @BTCqzy1 this is massive. the real unlock isn't just access to more data, it's how much faster you can act on it now that your ai has a direct line into the market's pulse
- **@AI_EC_Hacker** (1L): これ、単なる「データ接続の速さ」じゃなくて現場の期待値を逆転させてるんですよね。 普通は「速く分析できる＝時間短縮」だと考えるけど、本質は「意思決定ループの短縮」で、60秒で銘柄→完全財務→リアルタイム株価まで揃うと、調査にかけていた数時間分の機会費用が即座にトレードや戦略検証に回る。 つまり時給換算で考えると、分析者1人あたり月に数十〜数百万円相当の意思決定資本が動くレベルになる。CPUで
- **@lvyuanyuanjeff** (1L): @BTCqzy1 MCP生态真的越来越猛了，financial-datasets这个server之前就想接，没想到配合Claude Code分析财报这么直观。五个板块拆得很清晰，比自己手动扒SEC文件效率高太多了
- **@bjrya39878759** (1L): @BTCqzy1 拒绝AI瞎编，所有分析都基于底层财务底稿
英文版教程帖，手把手演示如何用 60 秒命令行让 Claude Code 通过 MCP 接入 17000+ 只股票的金融数据库。
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：① 想用 AI 做基本面研究的加密和美股投资者，对自动化拉取公司数据很感兴趣。 ② 已经在用 Claude Code 或其他 AI IDE 的开发者，希望把金融数据接入到自己的开发环境里做分析或回测。 ③ 做数据产品或 API 服务的创业者，想了解 MCP 这种“把数据源挂到模型工具链里”的新分发方式。
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- **@DAssetBuzz** (12L): 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 coverag
- **@cryptokiller** (9L): @milesdeutscher An excellent tool ⚡️
- **@MindXacademy** (3L): @milesdeutscher Pro tip: once connected, ask it to cross-reference earnings surprises with price momentum across sectors. What used to take hours of spreadsheet work becomes a 30-second query. The ana
- **@sininity_** (3L): @milesdeutscher types in 1 prompt : oops, rate limit for the week hit, we will continue on Monday
- **@BrettAnthony925** (3L): @milesdeutscher Miles, @gitlawb have a look. Cheers!
- **@mustafaergisi** (2L): @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.
- **@nagamotox** (2L): @milesdeutscher This is a game changer for anyone doing market analysis. Having instant access to 17,000+ stocks and real-time financial data directly in Claude Code eliminates so much friction. No mo
- **@Mitch_Xtwit** (2L): @milesdeutscher Claude Code + financial data is powerful. But when it edits your repo, you need receipts. Agent Flight Recorder records the session: git state, changed files, raw diff, Markdown repo
- **@TradingAcc10275** (2L): @milesdeutscher I’m looking for options data , are there any solid resources for itthis is brilliant
- **@ouxia_luo** (2L): 🚫⚠️⚠️Warning! The financial datasets have a significant discrepancy from the actual values. Below is my verification. i gave the prompt "The Apple’s current P/E ratio and market cap" but Actually most
- **@SynabunAI** (2L): @milesdeutscher The OAuth step is actually the whole feature. If auth is seamless, the MCP feels native. If it friction-taxes every new session, nobody keeps it wired in.
- **@SaraHousto13934** (2L): @milesdeutscher integration always sounds instant then the auth edge cases show up
- **@aiseomastery** (2L): @milesdeutscher This is the kind of MCP integration that makes Claude Code genuinely powerful for investors and analysts. No more jumping between platforms just to get basic financial data.
- **@ViewDAOMedia** (2L): I believe this is where financial research starts getting rebuilt around agents. the important part is not just “Claude can pull stock data.” it’s that MCP turns datasets into live tools inside the
- **@ValeriusLabs** (1L): @milesdeutscher That changes the surface area for AI agents. they don't need blockchain settlement if they can query $200B in equity data in 60 seconds. centralized APIs win if speed > finality cos
Rust 编写的轻量级无头浏览器引擎 Obscura，专为 AI Agent 和爬虫场景设计，内存仅 30MB、启动 85ms，兼容 CDP 协议可直接替代 Headless Chrome。
兄弟们，Headless Chrome 该退休了！ 有人用 Rust 搓了个专给 AI Agent 和爬虫用的无头浏览器引擎--Obscura，性能直接把 Chrome 按地上摩擦： ① 内存只吃 30MB（Chrome 吃你几个G） ② 启动只要 85ms，快得离谱 ③ 整包才 70MB，Chrome 装完硬盘哭了 还支持 CDP 协议，Puppeteer、Playwright https:/…
受众观点：① 在做大规模网页抓取或监控的独立开发者和数据工程师，正被 Headless Chrome 的资源消耗困扰。 ② 想给 AI Agent 加浏览能力的开发者，希望找到更轻量、可大规模并发的浏览器内核。 ③ 关注 Rust 生态和高性能基础设施的工程师，对新一代无头浏览器引擎感兴趣。
展开评论
- **@Teknium** (129L): @NFTCPS Should we add support in Hermes?
- **@0x1010001010** (13L): @NFTCPS 测试过了，不兼容playwright
- **@laozhang713** (12L): @NFTCPS obscura 自研 V8 headless 很容易在 JS 运行时层面露馅（比如 navigator.plugins、WebGL vendor、字体列表、AudioContext 指纹等） 对于有CF的来讲这东西还不行。
- **@samuzora1970** (10L): @NFTCPS 机翻认真一点啊，创业公司，太搞笑了
- **@duao2765** (7L): @NFTCPS 有些网站对这种浏览器识别比较精准，chrome headless就能开，这个就不行
- **@York_0831** (5L): @NFTCPS js引擎自己写的？
- **@mrru5s3ll** (4L): @NFTCPS Is it better than camofox?
- **@luvsw2** (4L): @NFTCPS 여기네요 https://t.co/S3XYVV7Ymx
- **@m13v_** (3L): @NFTCPS 30MB 内存 85ms 启动这些指标对静态爬虫有用, Agent 真要跑的是带登录态的 E2E, 评论已经有人实测 Playwright 跑不起来. 反检测和 DOM 稳定性才是真瓶颈
- **@WWTLitee** (1L): @NFTCPS 内存省得我都不想动
- **@emreceng_** (1L): @NFTCPS Ne kadar işe yaradığı önemli. Lightpanda ninda boyle bir iddiasi var ancak domlar eslesmiyor. Hicbir isime yaramadı
- **@milo16z** (1L): @NFTCPS 用这个能刷推不被封号么
- **@realSatoshiGold** (1L): @NFTCPS 长上头，能不能让chrome哭？
- **@JamesXiang17** (1L): @NFTCPS 没那么夸张，连CDP都没做到完全支持。这玩意儿只能扫一些超级简单的静态网站
- **@szkane** (1L): @NFTCPS hackfor0day 牛逼，敢用？
加密货币交易所 Kraken 官方发布基于 MCP 协议的交易 agent，可接入 Cursor、Claude 或 Codex 自动执行 $DOG 代币的 24 小时自动交易。
$DOG Army. We built something for you. Built on Kraken CLI. Watches the market, executes trades, runs 24/7. Add the Kraken MCP to Cursor, Claude or Codex. Spin up an agent that trades $DOG. 🐶 Start h…
受众观点：① 在做量化或自动化交易工具的独立开发者，想了解如何把交易能力安全地暴露给 AI Agent。 ② 使用 Cursor、Claude Code 等工具的工程师，对“在编辑器里直接调用交易所 MCP”这种新工作流感兴趣。 ③ 做 API 产品或支付集成的创业者，希望借鉴 Kraken 把传统 API 打包成 MCP/Agent 能力的思路。
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- **@LeonidasNFT** (367L): @krakenfx You can now buy solana:dog1viwbb2vWDpER5FrJ4YFG6gq6XuyFohUe9TXN65u on @krakenfx via Cursor, Claude, Codex, Copilot, Gemini, Goose, and OpenClaw 🤯
- **@Cybrxso** (60L): @krakenfx Pump it up $DOG with @krakenfx https://t.co/vQ4qbIc3Ct
- **@Dave_LFG** (46L): @krakenfx Love seeing $DOG getting so much love from Kraken! https://t.co/ekpXRzLeUr
- **@MrWhale** (29L): @krakenfx Let’s go solana:dog1viwbb2vWDpER5FrJ4YFG6gq6XuyFohUe9TXN65u WAGMI
- **@unfungiblehuman** (24L): @krakenfx $DOG 💜 Kraken https://t.co/83bvhOD6Ng
- **@oujnign** (18L): @krakenfx remember to select DOG (Bitcoin) when posting about solana:dog1viwbb2vWDpER5FrJ4YFG6gq6XuyFohUe9TXN65u https://t.co/MRA4p4MOXI
- **@BeastTheMascot** (15L): @krakenfx trading feels way safer with DOG watching over me 💜🐶 https://t.co/bTs0xlN2Go
- **@Amobikings** (13L): @krakenfx $DOG is so much loved by @krakenfx #DOGARMY is proud of this🔥🔥🔥
- **@DEIVSZU_249** (9L): @krakenfx $DOG https://t.co/e5mYucnAdU
- **@DOGPULSExbt** (9L): @krakenfx This is actually a bigger signal than most people think. Big platforms don’t build around things they see as irrelevant.
- **@thefocelot** (7L): @krakenfx @Emmanouel189751 Hey @nikitabier this is what solana:dog1viwbb2vWDpER5FrJ4YFG6gq6XuyFohUe9TXN65u army keeps tagging you about 👆 the post above is obviously not about proshares, when can we g
- **@fuuucas** (6L): @krakenfx Kraken I love you
- **@MrPicule** (3L): @krakenfx Agentic alpha is the only way to survive the trenches fren
- **@Leonardo_CMNT** (3L): @krakenfx What the dog doing? https://t.co/hRiCh4KVrg
- **@Otonomos** (3L): @krakenfx Say hi to our $DOG https://t.co/UUXRJlDEem
印度独立开发者开源的终端工具 witr 上线五个月获得 15400+ GitHub Star，能在命令行里一键追踪进程从 kernel 到 systemd unit 的完整链路。
终端工具用了 20 年，一直没人搞懂进程为什么在跑。 一位印度独立开发者，开源了 witr 工具，上线不到五个月，暴涨了 15400+ GitHub Star！ 终端里一行命令，把进程的整条来路说清楚。从 kernel 到 systemd unit，从开放端口追回绑定它的进程，这条链路以前得靠手动拼。 https://t.co/cPZdque2p5
受众观点：① 需要大规模采集网页数据的独立开发者和数据团队，经常被 IP 封锁和代理失效困扰。 ② 想低成本入门爬虫的新手，希望先用免费代理练手，再逐步升级到稳定方案。 ③ 做代理服务或反爬基础设施的从业者，关注社区里出现的这类自动验证免费代理的开源项目。
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- **@joewill1082630** (4L): @GoJun315 查进程链路这个痛点我懂，以前经常要手动拼 strace、lsof、ps 好几条命令才凑得齐。witr 这个交互式 TUI 是直接内置的还是用现有工具封
- **@LIghtJUNction_x** (0L): @GoJun315 why it run
- **@yuki__shu1224** (0L): @GoJun315 ファーストビューで惹きつけるUSPの力 witrの成功は単なるツール以上に 「なぜ動くのか」を明確に示した点にある ユーザーの視線を誘導し理解を促す設計は まるで建築の設計図のように機能するんだと思う
Hugging Face 开源团队正在重建被 Meta 收购后停止维护的 PapersWithCode，新版用 AI agent 大规模解析论文并自动生成 SOTA 排行榜，支持按引用量排序和跨 Arxiv 外部论文
Hi, Niels here from the open-source team at Hugging Face. Like many others, I was a huge fan of paperswithcode. Sadly, that website is no longer maintained after its acquisition by Meta. Hence, I've…
受众观点：① @PutPrevious1188 (score:46) 作为前研究生分享了对 PapersWithCode 恢复的强烈期待，这曾是追踪 AI 前沿趋势的核心工具，说明 ML 研究社区的真实需求空缺 ② @imyukiru (score:22) 作为现役学术研究者主动提出愿意协助维护，反映学术社区对高质量论文索引平台有迫切且持续的需求 ③ @LelouchZer12 提出任务粒度和子任务分类体系的具体问题（如零样本图像分类是否应作为独立任务），说明社区关注的是数据分类质量能否经得起规模化扩展
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- @PutPrevious1188 (46): Back when I was a research student, this sites was my go-to for updates the current trends in models/datasets/methodology. I am glad it came back again. Thank you.
- @imyukiru (22): Thanks for doing God's work, I was a fan of this website as well, I am an academic let me know if you need help/what kind of help - I hope we have this back. Thought Huggingface would preserve the structure for the past year but good to see some initiative now than never.
- @LelouchZer12 (5): Isn't what wizwand is trying to do as well ?
- @Doob2020 (3): Likewise! Please let me know if there's anything I can do to help. Field: ML applications to Astronomy
- @LelouchZer12 (2): My main issues with that type of website was always that there was a lot of duplications regarding tasks and benchmarks, and some tasks were so specific that there was just one paper talking about it. And of course , many tasks end up being not updated and missing years of updat…
Dropbox 工程师开源的本地语义搜索引擎 Witchcraft，基于 Rust + SQLite，附带 Pickbrain CLI 专门为 Claude Code 和 Codex 会话建立跨 session 全局记忆索引。
**Witchcraft (https://github.com/dropbox/witchcraft)**, an open source project that I built at Dropbox, is a from-scratch re-implementation of Stanford's XTR-Warp semantic search engine ( [https://gi…
受众观点：评论区无信息增量
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一位 AI/ML 从业者对 AI 伦理职业路径产生困惑，询问 AI 伦理是否是真实可行的方向，以及 AI alignment 研究是否更有影响力。
So I've been working with AI/ML for the past couple of years, and it has been an amazing experience. I still remember using GPT-2 for the first time and being completely blown away by it. Seeing how…
受众观点：① @Frosty-Cap-4282 指出 AI Safety 和 AI Alignment 是当前顶会热门方向，是更可行的学术入口 ② @pastor_pilao 质疑 AI 伦理 NGO 的长期可持续性——PhD 读完可能机构已不存在，且 OpenAI/Anthropic 等公司实际上并不太听 AI 伦理部门的 ③ @lipflip 分享了跨学科合作的现实：做 Usable AI 研究，但 ML 社区和人文社科社区基本不互读对方的文章
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- @Frosty-Cap-4282 (5): AI safety , AI Alignment are a hot topic right now. In fact , most submissions nowadays on top venues are in these topics. So you may want to look onto that.
- @pastor_pilao (3): There are some NGOs that make money out of "AI ethics", for example: https://www.far.ai/ If that's a viable long-term career option that is a harder question to answer, it's unlikely you would be hired in a place like this without a Ph.D., and if you start your Ph.D now who know…
- @sweetjale (1): what do we mean by AI alignment? can you explain a bit?
- @Frosty-Cap-4282 (1): *AI alignment* aims to make AI systems behave in line with human intentions and values. As AI systems grow more capable, so do risks from misalignment. (From a survey paper of ai alignment) , anthropic has a department for this called alignment science research or smthng
- @lipflip (1): I am not doing AI ethics but more usable Ai and AI-related science and technology, studies and AI perception. The work gets cited but the impact from publications is limited (ML people don't read our field and vice versa ) You have to reach out for people working on AI tools and…
作者受 Yann LeCun 介绍 JEPA 启发，提出用 JEPA 式状态表征替代“大上下文一把梭”的代码代理架构，把软件开发从纯文本补全转成对代码库状态的建模与规划。
I heard Yann LeCun explain JEPA (Joint Embedding Predictive Architecture) recently and I started thinking about using it for coding agents. Most coding agents today work by throwing a huge amount of…
受众观点：① 有人认为 JEPA 只是另一种表征学习方式，本质上和过去几十年的对比学习、SimCLR 等路线差异不大，真正关键还是能否随算力扩展（@fmai, 12likes） ② 有人强调人类和模型都会对输入做语义压缩，未必存在“文本表示是根本瓶颈”，但 JEPA 若能让表示更紧凑，可能在效率上有优势（@jpfed, 3likes） ③ 也有人从可解释性角度看好 JEPA，认为构建与数据集更和谐的内部世界模型有助于理解模型行为（@srivatsasrinivasmath, 2likes）
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- @fmai (12): i think it's just another way of representation learning and it's not that fundamentally different from what other people have been proposing over the last three decades. think e g. contrastive learning, simclr, etc. it may lead to some efficiency gains, but i think the biggest…
- @jpfed (3): When a human coder sees e.g. a failing test, they do not see "the test" itself. They may see pixels on a monitor, or hear a screen reader announce it. Those pixels or audio representations are quickly contextualized so they "mean", for the purposes of the human coder's tasks, th…
- @srivatsasrinivasmath (2): It does matter though. Sure there's probably no difference between the various RL strategies thrown at an already baked LLM but the point of JEPA is to construct an internal world model that is most harmonious with the data set given. I'm not an expert but this would make interp…
- @XTXinverseXTY (1): >The agent can run locally. It can keep structured memory. It can rank actions before running expensive validation. It can learn from every failed candidate. It can stop treating software engineering as text completion and start treating it as state transition planning. OP ca…
一位创作者分享其语音转文字应用 Blip AI 主要靠 AppSumo 终身买断卖出 20 万美元收入，但真实 MRR 很小，强调终身制更像一次性现金加分发而不是可持续业务。
I know "$200K total revenue" sounds bigger than it is, so I'll be upfront: that's almost all lifetime deals, not MRR. The recurring number underneath is way smaller and I'm not going to pretend other…
受众观点：① 很多人关心终身买断是如何拿到的，具体是否通过 AppSumo 这类平台合作（@RichChocolateDevil, 7likes） ② 有人质疑把大头收入给平台推广是否相当于花 70% 成本在获客上，担心长期利润空间（@Traditional-Tale-566, 5likes） ③ 也有评论从获客角度肯定 AppSumo，认为前期用平台做促销拿到 20 万美元和初始用户基础是划算的，之后可以逐步脱离平台（@django-unchained2012, 4likes）
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- @RichChocolateDevil (7): How did you get the lifetime deals? Was that via AppSumo or something similar?
- @Sea_Visual9618 (6): I got accepted into APPSUMO, they promoted us, and we splited the money.
- @Traditional-Tale-566 (5): Bro that's too much right it's like spending 70% on markating only
- @BlackBrownJesus (5): How much u charged for lifetime? Good at the start to get cash right, but u spent with inference for ever and I'm assuming u use 3rd part service for that and not have a huge data center haha
- @django-unchained2012 (4): You can run such promotions in the beginning and then move away from appsumo once you gain traction. OP made 200K, it's a great deal for them. On your own, you can't gain such traction quickly.
一个零基础创作者用 ChatGPT 和教程自学三个月做出面向无脸创作者的工具，已经有 71 位真实用户，分享从“不会写代码”到产品被使用的心路并询问大家项目何时开始变得真实。
3 months ago I had zero coding knowledge. I was just frustrated as a faceless creator constantly switching between tools for scripts, hooks, voiceovers, stock footage, hashtags, etc. So I started lea…
受众观点：① 有人追问这 71 个用户是否主要来自 SEO，并关心作者是否专门打磨网站文案和搜索优化（@meXanismHQ, 5likes） ② 作者回应自己确实做了一些 SEO 优化并写了几篇博客，希望获得更多获取流量的建议（@ThinkingLoud99_, 3likes） ③ 也有评论指出如果 71 个用户几乎全来自 SEO，说明需求是真实存在的，下一步应该是在创作者社群中获得口碑推荐来放大自然流量（@researchcrib, 3likes）
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- @meXanismHQ (5): Did you work on the website copy to improve SEO, or did you just describe the product?
- @ThinkingLoud99_ (3): Yes I worked little bit on SEO optimization and posted four blogs also and still working on it.... Suggest me something to get more traffic
- @researchcrib (3): 71 users from SEO alone is actually a strong signal. It means the demand is real and people are actively searching for what you built. The next unlock is getting mentioned inside creator communities where your users already hang out. YouTube creator subreddits, faceless content…
- @ComfortablePapaya406 (2): I can help create video ads check dms
- @Jimmydejaime (2): Congrats and thanks for sharing. This kind of stories motivates a lot.
作者分享自己为独立游戏开发者打造的 MMO RPG 引擎，早期就以高价分级售卖拿到约 2.7 万美元收入和 14 个活跃用户，并强调持续输出和在社区里展示进展的重要性。
I have been working on a software that allows indie game devs make MMO RPGs with the simplicity of the rpg maker engine. At first this was just a person project because I wanted to build my own mmo,…
受众观点：① 作者补充自己长期在 RPG Maker 社区做插件，部分高价用户来自之前的插件客户，加上运营了 2.6k 订阅的 YouTube 频道并尝试投放广告（@TheED5, 4likes） ② 他还分享了获客方法：频繁在相关社区发进展、先用低价插件解决小问题建立信任，并参考同类产品网站做转化优化（@TheED5, 4likes） ③ 其他评论则在求教如何获得曝光、如何从“有项目”走到“有客户”，说明大家对早期获客路径很关注（@Status_Replacement18, 2likes）
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- @TheED5 (4): Well let me give you a bit of context. I've been in the RPG maker community since I was 12 (this isn't a huge factor) but it helps that I've been making plugins for rpg maker for the past 2 years. I know for a fact that maybe I got like 4 sales from those that bought one of my p…
- @TheED5 (4): I would say just post about it like I've been doing. I've been posting it everywhere I can think of and as often as I can. It helps to be part of a community where you can solve small problems with a lower price tag to build trust. I sell plugins for rpg maker and those range be…
- @Legitimate-Oil1763 (4): are you a bot?
- @hennylam (3): Good looks! Doing something you genuinely enjoy will always pay back in full, even if it isn't monetary. More awesome to see that your idea is profitable, keep going!
- @Status_Replacement18 (2): Good shit bro 🔥, any advice for me on how to get exposure? I've been working on a project and I'm stressing about the next step which is getting customers anything that has word for you I would appreciate the advice 🙏.
楼主分享自己偏好用 Hostinger 托管早期 SaaS 和 AI 项目，并向大家征集当前使用的托管方案及选择原因，讨论不同平台在成本和易用性上的取舍。
I'm curious what everyone here is using to host their SaaS or AI projects. I've tested a few options and keep coming back to Hostinger because it's simple, affordable, and easy to scale when a projec…
受众观点：① 有人分享用 Vercel 做前端、Supabase 做数据库和认证、Railway 跑后端服务的组合，认为对早期项目来说极其便宜且几乎不用管基础设施（@sk_sushellx, 12likes） ② 也有人惊讶很少人提 Cloudflare，强调其免费层对小项目非常友好（@iridescent_herb, 6likes） ③ 多条评论推荐 DigitalOcean 和 Hetzner 这类便宜 VPS，认为一台低价服务器就能托管多个 Web 应用，性价比极高（@nycsportsgirl, 5likes; @saito200, 3likes）
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- @sk_sushellx (12): vercel for frontend and anything nextjs, supabase for the database and auth layer, railway for backend services that need more control. the combo is stupid cheap at early stage and scales without touching infrastructure until you actually need to. the time saved not thinking abo…
- @iridescent_herb (6): Surprised no one says cloudflare? It is super generous with free tier
- @nycsportsgirl (5): Digital Ocean. I have a Ansible playbook that automates the setup so I don't have to do it manually. If I need more than a simple VPS, I'm choosing Google Cloud because that's what I know (work with it at my day job)
- @animatter (3): +1 for DO
- @saito200 (3): in one hetzner VPS for $4 / month i can host about 10 web apps. it is not cheap, it is ultra-cheap
一位在 Expandi 负责 GTM 的从业者回顾近几年 B2B 外呼获客效果衰减，提出 2026 年有效外呼需要基于压力信号精准筛选、缩短触达序列、做更实时的个性化并严格按潜在客户时区发送。
I swear Corona was this tipping point, and partially coinciding with the rise of massive investments in AI and generative, pure volume based saturation of the marketing space (the increase in "noise"…
受众观点：① 有人回忆 2023–2024 年只靠半自动模板外联就能轻松拿到客户，如今则需要用 Claude Code、Codex 等 AI 工具做深度调研、多变量文案和复杂编排，整体难度大幅提升（@RainbowFatDragon, 3likes） ② 也有销售从业者认同现在更依赖精细化目标和时机，名单更小但研究更深（@Terry__Poppins, 2likes） ③ 评论普遍赞同在噪音变大的环境下，精准定位真正有购买压力的潜在客户变得更关键（@Sea_Way6729, 2likes）
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- @RainbowFatDragon (3): God, I remember how easy selling back in 2023 or even 2024 was compared to today. I used to literally manually write a single copy with the only variable being \[Name\] and manually spam that half-baked thing to like 100 people. The result? I'd usually have 3-5 clients from that…
- @Terry__Poppins (2): For me targetting and timing is everything, compared to before I am spending way more time on researching leads and reacting on signals. Before I was more focused on finding good leads and that was enough, the work after that was pretty simple. Now my lists are way smaller but t…
- @Sea_Way6729 (2): Great breakdown, in all honesty. Targeting especially has got a lot harder, that is cutting through the noise and actually getting through to people who would buy your product.
- @cosankov (1): I hope you know you can set up all of that to run in Expandi. Since you're already using it, make sure to use it to the full extent. If you need any advice, I'm always here to help! To touch on some of the things you've mentioned, or rather of all of them - yes, in sum total, it…
- @RainbowFatDragon (1): I actually am using all of that, but thanks for the offer! I'll definitely take you up on that if I ever need help so watch your DMs 😃 Yup, that was quite hard for me to process because I've always been a lurker on all social media except Reddit. But I got used to it over time,…
一位小型 SaaS 创作者花约 200 欧元投放 Google Ads 只获得两次未完成注册，怀疑对早期自筹项目来说谷歌广告是否只是烧钱还是暴露了着陆页和定位更深层的问题。
I just spent around 200€ over the last 10 days on Google Ads and honestly I'm not sure what to think. Results were something like: * 2k+ impressions * around 3% CTR * 2 signups started but both abond…
受众观点：① 有人指出 200 欧元不足以评判整个渠道，但足够暴露基础漏斗问题，建议先检查搜索词是否真有购买意图、广告承诺是否和首屏匹配、以及注册流程具体在哪一步流失（@stellarton, 22likes） ② 也有评论认为这么小的预算很容易沦为平台和课程卖家的利润，建议优先搭建自己的分发渠道而不是一开始就砸广告（@Appropriate_Ad257, 6likes） ③ 另一位分享了自己成功跑 Google Ads 的详细做法：只用搜索广告、聚焦单一国家语言设备、积极添加负关键词、根据出价和客单价先算账，并用少量日预算测试 5–10 个关键词（@Easy-Loquat5346, 5likes）
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- @stellarton (22): 200€ is not enough to judge Google Ads as a whole, but it is enough to spot whether the basics are leaking. I would check three boring things before spending more: are the search terms actually buyer-intent, does the ad promise match the first screen of the landing page, and can…
- @binaryghost01 (9): Been there. We burned way more than that on Google Ads before realizing our issue wasn't the channel, but the core messaging and conversion design of the landing page itself. Fixing the page first made every other channel we tried later actually profitable.
- @Appropriate_Ad257 (6): You fell for the digital marketing scam; a budget that low is throwing money away. Only the platform, the YouTuber, and the course seller profit. Invest in organic content, find out where your customers are, create a communication channel. What works now is something simple but…
- @Easy-Loquat5346 (5): Google Ads isn't a waste, but setup is super specific. One wrong setting = burning money. Here's what actually worked for me: **1. Search only. Ignore everything else.** No Display Network. No YouTube. No Shopping. Just Google Search. People typing a query = intent. Banner ads o…
- @bugra_sa (4): The CTR is fine, 3% on Google Ads is actually solid. The issue is usually funnel cohesion. If someone clicks from a keyword-intent ad and lands on a generic homepage, conversion will always crater. The gap is between the promise in the ad and the immediate value on landing.
楼主吐槽大家都在追逐 AI agent、第二大脑等“酷”点子，却忽视发票、合规、库存、PDF 流程等无聊但高痛点场景往往才是稳定印钞的 SaaS 机会，征集这类低调赚钱产品案例。
I feel like the internet overhypes "cool" SaaS ideas way too much 😅 AI agents Second brain apps Fancy dashboards Viral consumer apps …but meanwhile some random software for: * invoices * school manag…
受众观点：① 有人对版块里充斥 AI 相关帖子感到厌烦，希望少一点同质化炒作（@clickyspinny, 39likes） ② 也有评论系统性总结“最强 SaaS 往往是伪装成软件的工作流保险”，列举薪资合规、理赔处理、施工估算、车队维护日志等看似无聊但与钱和风险强相关的场景（@Mo_Ramez, 13likes） ③ 另一位则担心即便找到冷门垂直领域，作为 solo founder 也很难搞定获客，不知道如何触达餐厅、教会等传统行业客户（@traditionalbaguette, 3likes）
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- @clickyspinny (39): Holy crap stop with the posts over and over AI crap. Mods - you need help? I'd be happy to moderate.
- @Mo_Ramez (13): A lot of the strongest SaaS businesses are basically workflow insurance disguised as software. Things like payroll compliance, insurance claims processing, construction estimating, dental scheduling, freight documentation, SOC2 evidence collection, procurement approvals, tax rec…
- @BotherFantastic9287 (6): the less exciting the workflow is, the more likely businesses are to actually pay to make it disappear honestly
- @lean_compiler (3): "quietly"
- @traditionalbaguette (3): It's been a while I'm lurking for boring ideas and haven't start yet because I'm busy on other things but I have a good list of possibilities in mind. However, for all of them, I'm predicting I will get stuck on marketing. Say I'm doing a SAAS in construction, restaurant or chur…
作者批评媒体把 Medvi 的亿级医疗 SaaS 故事包装为"独立创业"叙事，认为有资本、有机构背书的重度运营者和真正资源受限的 solopreneur 根本不是同一个游戏
You've probably seen the massive hype surrounding the Medvi story recently. The media is obsessed with it, claiming it fulfills Sam Altman's prediction of a one person billion dollar company started…
受众观点：① @PiTangent2025 指出媒体把"solo founder"和"solopreneur"混用导致叙事误导，两者完全不同游戏 ② @sagarvd 怀疑该故事的媒体炒作本身也是付费 PR 的一部分 ③ @Nice_Effective_0426 认为"重度杠杆运营者"vs"资源受限的 solopreneur"是完美的区分框架，不该混淆
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- @PiTangent2025 (3): You're not being cynical. The problem is that tech media now treats "solo founder" and "solopreneur" like they mean the same thing. If someone already has millions in capital, agencies, legal teams, and existing infrastructure access, that's a completely different reality from a…
- @sagarvd (2): Probably the media hype you're talking about is also paid by him
- @Nice_Effective_0426 (1): Beautifully put. The "heavily leveraged operator" vs a "resource-constrained solopreneur" perfectly captures the distinction. There's absolutely no shame in being an operator with capital, but pretending to play the same game as a lone builder with a laptop is incredibly mislead…
- @Nice_Effective_0426 (1): Completely agree. In that world, "organic media coverage" is usually just a highly aggressive expensive PR campaign trying to pass as a viral success story. It's all part of the playbook, I think.
- @OneHuman_aiprotect (1): Well, there was something that was bugging me about this whole hype -- thank you for revealing the actual story.
独立开发者吐槽 SaaS 创业的精神折磨——投入大量时间却零反馈，需要在没有任何验证的情况下保持几个月的"妄想"状态才能熬到用户出现
Nobody talks enough about how mentally weird SaaS is. You can spend 12 hours working and still feel like you did nothing because there's no immediate feedback. No customers. No notifications. No sale…
受众观点：① @Appropriate_Ad257 指出 SaaS 根本不是关于代码的，是关于人、客户和创业，很多开发者到客户获取碰壁时才意识到理解"业务"才是真正的差异化 ② @Novusjournal 简洁总结：大多数开发者执迷于构建，极少数执迷于分发 ③ @dataoops 提出真正的困境：AI 给的建议都是"融入目标社区"，但社区本身明令禁止任何形式的自我推广，夹缝里怎么做？
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- @Appropriate_Ad257 (4): There's a lot of talk about creating a SaaS company as if it were playing a video game, or going on the epic developer journey, but people forget that it's not about code at all, it's about people, customers, and entrepreneurship. When the pain of not being able to sell the best…
- @Novusjournal (4): Most developers are obsessed with building. Very few are obsessed with distribution.
- @dataoops (3): ok, but once we've realized it, how do you actually begin like beyond the advice that chatgpt/claude give you when you say 'im a builder how do i learn and do distribution', because all that gets you is 'go legitimately participate in your target communities' haha... i was doing…
- @Inside-Yak-8815 (3): The last sentence describes this path perfectly lol
- @Single-Specialist755 (3): You need to stick longer, I have been there. Waited several months before I got first user
开发者做了一款 YouTube 创作者成长工具，却卡在冷启动分发困境：创作者社区禁止直推广，不知道怎么触达目标用户而不显得 spam
I built a tool that helps YouTube creators with growth/workflow optimization, but I'm struggling with positioning and distribution. Most creator focused communities don't allow direct promotion, whic…
受众观点：① @Rare-Garden5698 提出"价值前置分发"框架：不要直接推工具，而是找出创作者正在犯的错、用 Loom 视频给他们看具体优化建议，再让他们问你用的是什么工具 ② @rmehan 表示工程师普遍不擅长营销，有价值的工具因为分发失败而消失是大问题 ③ @vedimungi 读完评论后直接改变策略：停止硬推，先成为社区的一部分
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- @Rare-Garden5698 (2): Marketing to creators is tough because they are pitched constantly and can spot a cold sales angle from a mile away. If you try to pitch them directly in communities, you'll just get banned. The trick is shifting from "promotion" to **"value-first distribution."** Here is what u…
- @rmehan (2): I would also love to get some knowledge here. How to market is one of the things engineers fail at. So many great products just vanish if this doesn't happen
- @vedimungi (2): Nice I'll stop hard pitching my idea and be a part of the community. This can help me getting to know more people. Thanks a lot man
- @vedimungi (2): Nicee I'll be a regular part of the community Thankss
- @hiten1818726363 (2): Cool, good luck to you. Btw if you want to automate your marketing vibe promote is for you
三人规模独立电商代理商厌倦了 Shopify、Webflow、WooCommerce 的平台陷阱——品牌被吞噬、定价被劫持、收入无法沉淀——在寻找能白标、能控制、能建立复购收入的技术基础设施替代方案
Rant incoming. I run a small ecommerce agency (just me + one dev + one designer) and I'm losing my mind with the current options. **Shopify:** I build a beautiful store, hand it over, and the client…
受众观点：① @jmking 泼冷水：你想要 Shopify 的功能、白标、还不贵——好/快/便宜只能选两个，必须有所取舍 ② @Euphoric_Dance4150 和 @BizAlly 推荐 headless React/Next.js + Medusa 或 Saleor 作为真正拥有客户关系的路径 ③ @jacksh3n 建议构建自己的 headless CMS 复用于所有项目，收取实施费和维护费作为持续收入
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- @jmking (67): So you want Shopify, but don't want to pay for it, and want to fully whitelabel it. Further, you shit on open source solutions because they aren't SaaS. I mean, something's got to give dude. Good, Fast, Cheap - pick two.
- @Euphoric_Dance4150 (41): Headless React/Next.js/Angular with Medusa or Saleor. Thats what we are doing for multiple clients.
- @BizAlly (38): Honestly, it sounds like you're not looking for a better platform you're looking for ownership. Shopify/Webflow/Woo all optimize for *their* ecosystem, not your agency's long-term leverage. A lot of small agencies eventually end up going headless + self-hosted (something like Me…
- @jacksh3n (20): It's about time you explore your own headless CMS that you can paste it to any of your future project. You have done so many sites, then you will know more or less what your customer wants. You can constantly roll out your own feature to the customers. Get them to pay implementa…
- @AppealSame4367 (15): Magento 1 was hell, I still am in the process of migrating one of the over to WooCommerce. Magento 2 is a lost cause. Please don't go down that rabbit hole.
后端新手问在 Datadog 和 Grafana 等工具中应该监控哪些核心指标，社区分享了 RED 方法、USE 方法和实际生产中优先级排序的经验
Hi, diving my hands into backend, what core metrics do you guys monitor say in Datadog, Grafana, etc? Like how fast an endpoint is, deadlocks, etc?
受众观点：① @Key-Building-5405 列出最核心的三项：CPU/内存、响应时间、错误率，以及容易被忽视的数据库连接池和查询性能 ② @n9iels 强调 P50/P90/P99 响应时间分位数监控，并指出响应时间突然极低也是异常信号（可能是返回空白 200 页面） ③ @zero_backend_bro 提醒 Datadog 的计费陷阱：大量无人看的指标会在系统崩溃后才发现账单已经很高
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- @Key-Building-5405 (20): CPU/memory usage, response times, and error rates are the big three I always start with. Database connection pools and query performance matter a ton too - nothing ruins your day like finding out you're hitting connection limits during peak traffic. Disk I/O can sneak up on you…
- @n9iels (5): P50, p90, p99 for response times together with a basic HTTP 2xx, 4xx and 5xx count, both per endpoint. This gives a general idea for the systems health since you know how many requests are succesfull and if it has the repsonse time you expect. We have alerts on both high and low…
- @zero_backend_bro (3): tbh cpu and mem are mostly noise... seen too many cascdaes where node metrics look perfect while the app is melting. we mostly track RED signals and saturation... thread queues and db conn limits are the real killers. watch those ingest fees though. datadog will bill you into th…
- @Ok_Upstairs_7517 (2): Can't go wrong with the USE method for infrastructure (Utilization, Saturation, Errors) and RED method for services (Rate, Errors, Duration). Covers almost everything mentioned here.
- @cloudsourced285 (2): Not important to everyone, which is fine, but we recently started trying to look at our cache ratios. Both for http cache and internal to our app. Knowing when to cache, for how long, and if cache breaking needs to be employed means we have efficient use of our front of house st…
开发者在实践 DDD 和六边形架构时遇到的实际困惑——DTO 和 Value Object 的边界、input port 粒度设计、基础设施实体和领域实体的映射冗余问题
Hey! I've started learning about Hexagonal Architecture and DDD, and I decided to make the jump from theory to practice. So far, I've developed a microservice that I split into three layers: *domain*…
受众观点：① @Basic-Lobster3603 用具体代码示例解释分层映射的实际操作：delivery 层负责验证和转换 VO，command/query 层负责编排基础设施，两个阶段职责分离 ② @FooBarBuzzBoom 表达了实践中的真实困惑：各层之间反复 mapping 感觉很烦，为什么不能直接在 DTO 里用 VO？ ③ @Basic-Lobster3603 回应：VO 在 DTO 里用没问题，真正要避免的是把 aggregate/entity 直接放进 DTO，因为会把序列化耦合带进领域层
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- @Basic-Lobster3603 (3): one thing that happens when you start trying to enforce the layers and boundaries you will end up with a bunch of mapping between objects. Now how much you enforce that separation is up to you and the project you are working on. for example say you have a currency value object d…
- @FooBarBuzzBoom (1): Yeah, that was exactly my observation. You will end up with a lot of mappers and I just wonder why? I mean is quite shitty to map to same thing again and again. I will start working on a project that uses this architecture. I didn't expect to be that shitty. I would rahter prefe…
- @Basic-Lobster3603 (1): I don't personally see any reason why you couldn't leverage your VOs in your DTOs. it may go against some of the more purest approaches but I wouldn't call it bad. one thing that could backfire depending on the language you are working in, is when you couple the VO to some deliv…
- @FooBarBuzzBoom (1): Yeah, I wouldn't use entities, indeed. The next question is how do you create the entities, for example in Spring Boot. Would you use embeddable? Again, those VOs feel a bit unnatural with current frameworks..
- @Basic-Lobster3603 (1): for entities it really depends on what you are doing if you ware wanting to follow DDD in it's purest form then it should be at the aggregate root as a method for example say in our domain we have a todo and it has many tags so something like this Todo { id: Guid text: string ta…
独立开发者把 WordPress 从渲染引擎改造成 API 后端，配合 React/Next.js 前端和 Docker 自托管，逐步构建可复用插件和潜在 SaaS 产品的架构演化实践
I've been rethinking how I build WordPress projects as a solo developer and I'm curious how other people here are approaching this. For context: I build websites for animal shelters and rescues. Orig…
受众观点：① @wherediditrun 质疑这个架构的必要性：为自己的前端做 REST API 就像把自己当第三方对待，引入了不必要的复杂度 ② @saltyourhash 建议用 SSG（静态站点生成）而非 headless，除非客户需要自己更新网站内容才考虑 headless CMS ③ @upvotes2doge 指出一个重要陷阱：Next.js ISR/SSG 场景下 WordPress Cron 会静默失败，需要配置真正的服务器定时任务定期 ping WP-cron.php
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- @wherediditrun (31): Honestly, sounds like a lot of needless churn that doesn't add anything of value to the app. Doing rest endpoints for YOUR front end as if it was some 3rd party is putting yourself at disadvantage for no reason to put it mildly.
- @saltyourhash (14): I highly recommend using SSG unless your client needs to update the site without you. Then I suggest headless CMS.
- @Ok-Nerve7307 (8): Yes I did thank you for noticing... And for someone who starts out new in this field out of necessity and normally is rescuing and working inside the shelter bubble with no to very little prior experience in WordPress and webdesign in general I'm pretty proud of myself to have c…
- @upvotes2doge (7): Sticking with REST makes sense unless you actually need the selective querying that GraphQL offers, and for shelter-style sites it's probably overkill. The one pitfall worth watching for is WordPress cron getting weird when nothing's directly hitting your frontend, since WP-Cron…
- @threepairs (7): Wow, you are just unpleasant for no reason 🤡
初学者对域名注册机制的困惑——域名是"买断"还是"租用"，以及域名与托管服务如何分离
Hello, I've been throwing around the idea of making a website, just a little something as a joke between me and my friends, and the domain isn't anything that anyone but me would want, so I'm not in…
受众观点：① @secretprocess 指出"买域名"其实是租用的语言误导，引发了对这套系统是否合理的讨论 ② @XCSme 和 @ChemistryNo3075 均推荐 Cloudflare，认为价格透明没有套路 ③ @Sweet_Relative_2384 明确警告不要用 GoDaddy，评论区形成了强烈的反向共识
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- @secretprocess (18): It's weird that we say "buy" even though we're technically renting.
- @XCSme (10): Buy them for a specifiied time, I recommend cloudflare.com, they have good prices
- @Sweet_Relative_2384 (8): Do not use godaddy.
- @EliSka93 (6): The argument is that we should. It would more accurately reflect what is happening. And it might make some people question if this system is good...
- @ChemistryNo3075 (5): You buy them but they need to be renewed every year, this is called domain registration and is purchased from a domain registrar. Porkbun, Namecheap, and Cloudflare are popular options here. Hosting is separate and is typically a monthly fee. You can usually buy hosting from the…
开发者社区对邮件发送服务的横向对比——SendGrid、Resend、Postmark、Mailgun 各有拥趸，Resend 凭开发者体验口碑快速上升
Howdy dear web developers! Wanted to ask what is your go to email sending service? Using Sendgrid(Twillio) at the moment and can't exactly explain how i feel. Heard some good things about Resend
受众观点：① @iamjessg 和 @BizAlly 均强调 Resend 的免费档慷慨且开发者体验明显优于 SendGrid ② @JediNarwhal97 推荐 Postmark，说明企业级可靠性需求仍是一块市场 ③ @BizAlly 明确指出 SendGrid 的核心问题是"powerful but clunky"，适合高量企业但对现代应用来说太重
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- @JediNarwhal97 (7): We use Postmark
- @watabby (6): Mailgun cause it feels right
- @iamjessg (4): I really love Resend. It's been easy to set up and the free tier is very generous.
- @watabby (3): somehow I doubt it was "for no reason"
- @BizAlly (3): Resend has been great for developer experience much cleaner API and setup compared to SendGrid in my opinion. SendGrid works, but it often feels like legacy enterprise software: powerful, but clunky. For most modern apps, I'd pick Resend unless you need very high-volume enterpri…
Bootcamp 毕业生求进阶路线，评论区最高赞回复却直指核心：技术栈不是重点，工程思维和目标清晰度才是
I recently completed Angela Yu's Full Stack Web Development Bootcamp on Udemy. I thought it was a good course for someone starting from scratch, which is exactly my case. Throughout the course, I was…
受众观点：① @TheBigLewinski 的高赞长评核心是：先确定职业目标（FAANG/startup/agency/freelance），技术选型才有意义——工具服务于目标而非目标服务于工具 ② @BreakThings 隐晦批评过度依赖 AI 写帖子求助的现象，评论区有 AI 使用伦理的微议题 ③ @acemaster_rt 的跟进提问说明"freelance 给小企业建站"是该受众的真实目标之一，但和独立开发者路线是两条完全不同的路
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- @TheBigLewinski (11): You don't have to, nor can you, "master" full stack. You're going down a very typical path, which is diving into the tutorials for the most common technologies used in SaaS environments. I would recommend taking a step back for a moment. First, decide what your work goal entails…
- @BreakThings (7): Use less AI. Including AI use to type posts like this requesting for help from HUMANS.
- @HKayn (4): So go learn English. There's the next step toward your fullstack dream.
- @acemaster_rt (1): This really shifted my perspective. My goal is freelance building sites for small businesses to start. Does that change your advice at all?
- @Reasonable_Ninja6455 (1): Great reflection! I've been doing that since the beginning, but I don't know if it's aligned enough with my choices. My goal is to create solutions, whether it's a startup or a software company. That's why I thought I'd master modern full-stack web development and know a bit abo…
独立开发者遇到的浏览器扩展变现难题——注册墙导致用户流失，但纯本地存储无法阻止卸载重装刷新试用期
I ask my users to sign-in after they install my extension so that I can kickstart 30-days of trial, but I believe this friction of having to sign in to just use/explore something they just installed…
受众观点：① @Gold_Surprise_4682 提出浏览器指纹识别方案——组合屏幕分辨率、时区、字体等生成哈希存服务端，大幅提高 abuse 成本 ② @thecarlproject 给出最务实建议：接受小概率 abuse，优先降低 install-to-value 摩擦，第一个 session 无需登录 ③ @New_Molasses446 提出"action count 限制"替代时间限制——50次免费操作比 30天更难 game，且用户在触壁前能感受到真实价值
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- @Gold_Surprise_4682 (4): been dealing with similar stuff when working on side projects and it's tricky balance between user experience and preventing abuse you could try fingerprinting the browser - combine things like screen resolution, timezone, installed fonts, maybe even hardware specs if you can ac…
- @thecarlproject (3): if abuse is the main worry, I don't think a purely local 30-day trial can really be enforced. I'd either make the first session usable without login and ask for account creation when they hit a meaningful limit, or accept that a small number of people will reinstall. For extensi…
- @New-Molasses446 (1): Most won't abuse action limits like they would time limits, track usage count instead of time give like 50 free actions/uses before requiring signup. Way harder to game than reinstalling for timebased trials, and users get real value before hitting the wall.
- @Euphoric_Dance4150 (1): You could generate GUID on installation, store on sync storage instead of local storage and send to your server. Its tied to profile though, so switching profiles on chrome would wipe the trial. There is no 100% reliable local only way. I would stick with forced authentication o…
- @Is_Kub (1): Open a new pinned tab (not active) - navigate to your site. Generate uuid and store it in cached storage. If they uninstall and reinstall the new tab will happen again but the uuid will persist
开发者厌倦了 Tailscale 和 Nebula 的路由不可控，用 Babel 路由协议自建 nylon mesh VPN，实现跨云服务器、移动设备和本地网络的智能多跳路由
I built nylon because I wanted one unified VPN that connects across all my cloud servers, mobile devices and workstations, whether they are on the same LAN, or across the internet. I also had latency…
受众观点：① @samsonsin 质疑为什么不用 Netbird——它默认支持 LAN 优先路由，指出作者的核心需求或许 Netbird 已经能满足 ② @revive_the_cookie 解释了 Tailscale/Netbird relay 场景下 P2P 失败时的延迟问题，这正是作者自建的核心动机 ③ @MrAnderson611 指出作者在 release notes 里"No AI"和"AI has been used"自相矛盾，说明 AI 透明度在开源社区开始成为信任指标
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- @samsonsin (30): With how you describe your usecase, I'd imagine Netbird wouldve worked well? I presume I missed something that Netbird doesn't support that you require?
- @samsonsin (12): Well, with the Netbird mesh, you'd still get optimal routing. AFAIK you'd only have issues if you needed to use s relay server because NAT implementation doesn't allow P2P. Or do you mean to say having your client talk to 1 relay that forwards to another relay that then talks to…
- @MrAnderson611 (12): "Release (No Ai)" and "Ai has been used" doesn't fit
- @revive_the_cookie (8): P2P is usually faster than sending data through 1 or more servers. And netbird/tailscale doesn't always use P2P when wiregaurd fails between the 2 devices the server (which you can self host) just does the job of sending the data.
- @SentenceHot5021 (6): Yeah, this is already a requested feature: [https://github.com/encodeous/nylon/issues/104](https://github.com/encodeous/nylon/issues/104) I will try to look into it when I have the time!
独立开发者将1100万张栅格地图瓦片打包为35GiB单一ZIM文件，构建了可在Kiwix上完全离线运行的商业世界地图集AtlasZIM
I've been experimenting with pushing the ZIM format beyond document/wiki-style content, and one of the projects I've been building is AtlasZIM: a commercial fully offline interactive world atlas pack…
受众观点：① 卫星图像离线打包令人惊叹，最关心文件大小（@poro_8015 问"satellite imagery offline is wild, how big is the zim"）② 如何获取OpenStreetMap瓦片并在离线状态下提供服务（@PrimaryDiscussion432）③ 预渲染栅格瓦片方案的选择逻辑：为保持视觉一致性放弃自建渲染管线（@anthonykaram7 解释）
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- @poro_8015 (3): satellite imagery offline is wild, how big is the zim
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @anthonykaram7 (1): The latest version (v6), which goes to zoom level 11, is 35 GiB.
- @PrimaryDiscussion432 (1): how are you getting the openstreetmap tiles offline and serve them?
- @anthonykaram7 (1): There are a couple ways to approach it. One option is downloading Planet.osm and rendering the tiles yourself. I considered that route, but I wanted the visual appearance to stay consistent with the standard OpenStreetMap raster style people are already familiar with. So in prac…
Mini Shai-Hulud 供应链攻击事件引发 r/selfhosted 讨论如何通过 SHA 哈希锁定和 Renovate 工具安全管理 Docker 镜像版本，防止恶意更新。
Since all the supply chain attacks of recent, Mini Shai-Hulud being the latest one, how are you managing your docker images? Ideally we could pin to a major version and be safe, but that's mostly jus…
受众观点：① 锁 SHA 哈希而非版本号是防恶意供应链攻击的正解（@biblecrumble, 7likes） ② Gitea 自托管 compose + Renovate 自动检测更新 + Discord 通知的实际工作流（@DeLaVicci, 4likes）
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- @biblecrumble (7): > Ideally we could pin to a major version and be safe, but that's mostly just from bugs, not malware attacks. That's why you pin the hash/SHA, not the version.
- @DeLaVicci (4): I keep all of my composes in a self hosted gitea instance. I pin versions of everything with a pinnable version and have Renovate watch for updates. Works well, and I get discord notifications for changelogs which is a nice bonus.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @luckyvb (1): Off topic but wow who names these exploits? I vote maxi Jabba the hut for the next one that needs naming.
企业寻找Kimai等开源工时管理软件替代每用户每月10-15美元的付费SaaS，评论中引发关于AI辅助开发代码安全性的深度讨论
I was just wondering if there is any timesheet management software available for free to use commercially for a small firm with around 30 people. I have searched online, but I didn't find anything pr…
受众观点：① Kimai是最被推荐的开源工时管理工具，已有用户在Docker中稳定运行近3年（@ctrllaltt）② 有7年编程经验的数据科学家也不完全信任AI生成代码用于组织级部署，安全审计成本远超自建节省的费用（@kevalpatel100）③ Claude可能选错npm包触发供应链攻击，AI辅助开发需要第三方安全审计（@SMELLYCHEESE8）
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- @ctrllaltt (3): Did you look at Kimai?
- @ctrllaltt (2): I am using it almost 3 years in docker. But I am tracking only time. They have some plugins you can install if you missing something.
- @formless63 (2): Yeah I agree that there's more upkeep friction with a basic form. The internal tools builders are a better fit with those quantities to track against. Based on your notes overall I would say Kimai > Frappe > build it.
- @kevalpatel100 (2): Sure, I can. I also have enough experience to build it myself, but I don't trust it. It might be easier to build, but when you have a problem, you need someone to fix it, and that costs more money. Most people say, "Build it with Claude," but they don't even know the structure o…
- @SMELLYCHEESE8 (2): Yup... all it takes is Claude picking one wrong NPM package that has been compromised in a supply chain attack.
Causo.ai创始人公开分享ProductHunt Top 5发布后72小时的真实转化数据：流量持续比发布前高2-3倍，但付费转化因品牌认知为零和产品设置门槛高而慢于预期
Hey guys! Hope you all had a good weekend! As promised, continuing our [Causo.ai](http://Causo.ai) saga here. Small recap if you didnt see my last posts: \- We soft launched 2 weeks ago \- Already re…
受众观点：① PH Top 5带来注意力但不能建立信任，信任需要时间和持续运营积累（@SideQuestDev："product hunt gives you attention, but not trust overnight"）② 早期手动运营是真正驱动PH发布后持续流量的原因，做不可规模化的事是正确选择（@SideQuestDev 和 @Strong-Yesterday-183 的对话）③ 免费用户转付费的关键是找到真正的aha moment——用户在碰到付款决策之前是否已经理解了产品价值（@compplan_founder）
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- @SideQuestDev (2): "product hunt gives you attention, but not trust overnight" — this is such a gold quote. a lot of founders think a top 5 badge magically fixes the leaky bucket, but trust building is the real grind. catching founders exactly when they start fundraising is a massive timing hurdle…
- @Strong-Yesterday-183 (2): not really, just x, linkedin and reddit mostly.
- @Strong-Yesterday-183 (1): yeah we are doing tons of pro-active stuff - i believe that is what is actually driving the traffic after Friday. It is defiantly mostly manual work at this point!
- @SideQuestDev (1): "it is defiantly mostly manual work at this point!" — honestly, that's a huge green flag. doing things that don't scale is exactly how early traction happens. scripts and cold email automation can come later, but manual outreach gives you that raw, unpolished feedback that you c…
- @compplan_founder (1): One thing I'd be curious about: do you know what the first real "aha" moment is for your free users? Not just signup, but the moment where they actually understand why the product is useful for them. I'm asking because I'm starting to think that early metrics can look decent on…
独立开发者分享从「先建产品再找用户」的Builder陷阱转向以用户访谈驱动的Founder思维的亲身经历，核心触发点是《The Mom Test》。
Hi dear Indiehacker community! The past 2 weeks or so have been quite a transition for my mindset towards what to build. I used to build something I thought was cool and could "seemingly" solve a lot…
受众观点：① @InevitableTry7564 代表了另一种声音——做开发者宠物项目本身有价值（portfolio、技术积累），不一定非要转founder思维 ② @LeaderAtLeading 指出转变的关键节点：意识到「构建」只是系统的一小部分，所有决策都开始影响分发、留存和定位 ③ @alxbee77 分享了另一面：有了founder思维依然找不到用户，内容分发本身是更难的独立挑战
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- @InevitableTry7564 (4): I am developer. I developed and released pet project. And I am happy with: * the architecture; * the code; * new project in portfolio; * and the knowledge I gained during development. Right now the product has only made a single sale, but I already have a plan for how to grow it…
- @LeaderAtLeading (3): The shift usually happens once you realize building is only one small piece of the system and every decision starts affecting distribution, retention, and positioning too.
- @TravelingTice (2): And I think that's totally fine! I guess it's where your priorities are. For me I really want to be successful and am willing to "do what it takes" to get me there. And to be fair, focusing on good code and a nice product might get you there too. But I think for me I've spent wa…
- @alxbee77 (2): I come at this from the other side as I am a founder but now doing vibe coding and working on multiple projects. Finished my first SaaS and launched it, something that gets on top of YouTube overwhelm which is transformative for me, but still no users despite what I know. I can…
- @TravelingTice (2): It is indeed a tough world out there. Just last week I got stung bcs instead of an informative post like this, I wanted to post something that was primarily about a small app I was launching. I really feel there is soo much backlash on reddit and other places if you start becomi…
独立开发者因为会议后总记不住联系人信息而自建了一款线下人脉管理工具，计划下周发布并征求社区反馈。
After conferences, I'd always end up with a bunch of names and no real memory of who was who a week later. I tried notes apps, taking photos of business cards, and even just relying on LinkedIn reque…
受众观点：① @Zestyclose-Shock-316 验证了痛点真实性：有50+个LinkedIn连接但完全不记得当时聊了什么 ② @MazinguerZOT 指出核心产品挑战：人们忘记的不只是名字，而是整个对话线索——聊了什么、为什么值得跟进，这是现有工具的共同失败点 ③ @Imaginary-Box8650 提到应用场景扩展：朋友做研讨会和工作坊，也面临同样的大量人脉管理问题
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- @InevitableTry7564 (3): I chose the same way. Build something that solves my problem at first.
- @Zestyclose-Shock-316 (3): Dude this is such a real problem. I've got like 50 LinkedIn connections from events where I have zero clue what we even talked about. Would love to see what you built when you launch it.
- @Past-Minimum-6237 (2): Cool! This is my first time actively trying to solve a problem I've been facing, so I'm excited to see how it goes.
- @Imaginary-Box8650 (2): Yes, I recently experienced this problem myself. My friend works at seminars and workshops and meets so many people that she can't keep track of them. This niche idea sounds appealing.
- @MazinguerZOT (2): Solid problem. Been there. One thing I'd add please...the memory part is harder than storage. After 50 conferences, I realized people don't just forget names, they forget the actual conversation thread - what you talked about, why it mattered to follow up. Maybe worth testing if…
用户分享用Cowork这款AI Chrome插件自动向各大数据经纪商批量申请删除个人信息的真实案例，展示了AI agent自动化处理繁琐表单任务的实际价值。
This is just an experience sharing, but if you are receiving too many cold calls from companies trying to sell you slop, just do yourself a favor and ask Cowork to go around and remove all your perso…
受众观点：① @SemanticThreader 反映用户对这类AI应用的强烈惊喜感——完全没想到可以用AI做这件事 ② @RCuber 验证了同类需求扩展：用Claude for Chrome批量退订newsletter，联想到更多类似的繁琐任务自动化可能性 ③ @TheCoffeeLoop（作者）分享了实际prompt极其简单：只需要说「帮我从所有数据经纪商删除我的数据」，Claude就会主动问你需要的信息然后执行
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- @SemanticThreader (161): This is an amazing use of AI. I never thought of this. Thank you for the idea!
- @RCuber (42): I tried to unsubscribe from a bunch of newsletters via claude for Chrome, my mind is blown on the possibilities.
- @TheCoffeeLoop (24): Thanks! yea it's one of those use cases that you feel the value immediately
- @TheCoffeeLoop (23): sure I mean, honestly it's this: I want you to go around and remove my data from all data brokers and shady websites. Then it just came back with a plan, asked my some questions about my location, my email addresses, name, linkedin profile. and that was that!
- @TheCoffeeLoop (22): sure, very very simple, it just asked me additional info it needed: I want you to go around and remove my data from all data brokers and shady websites.
一篇自称基于18个月Claude深度使用经验的进阶技巧帖，涵盖Projects、Custom Styles、Claude Code的CLAUDE.md、subagent并行等实操技巧，但评论区质疑其由AI生成。
Most "X tips" posts on this sub are surface level. here's the stuff that actually changed how I use claude after 18 months of daily use including 6 months in claude code. 1. The Projects feature is d…
受众观点：① @Centryl 指出这些功能大多12个月前还不存在，暗示帖子标题「12个月前」不可信 ② @ainshalosh 直接质疑帖子由AI写成，追问作者发AI生成内容的动机 ③ @elemezer_screwge 引发对AI工具演进速度的感慨——12个月前还在用Codex，现在工具链已经完全不同了
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- @Centryl (96): Most of these things didn't exist 12 months ago…
- @ainshalosh (25): This is obviously written by AI, and I'm trying to understand what do you get from having a bot post this?
- @Zhanji_TS (8): Yeah, it should be something more like: "These are 12 things I wish people would have told me 12 days ago."
- @elemezer_screwge (8): It's honestly wild remembering using Codex 12 months ago
- @roninXpl (7): One thing I wish someone told me: get 128Gb instead of 64GB ram.
通过契诃夫1898年作品中的破折号用法调侃「AI写作特征」识别标准的幽默帖，引发了关于如何真正区分AI写作与人类写作的深度讨论。
How else do we explain the em dash and the "not X, it is Y" construction making it through in Chekhov's Gooseberries (1898)?
受众观点：① @AmesCG 指出破折号滥用其实是法律写作的传统，律师从法学院就学会用它，AI不是唯一来源 ② @DarkSkyKnight 提供了深度分析：AI写作真正的识别标志是「节奏缺失」——好的人类写作会给不同权重的概念分配不同长度的文本处理，AI做不到这一点 ③ @amarao_san 从语言学角度纠正：俄语破折号（тире）两侧必须有空格，原文用法其实是英译者的创造而非原著特征
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- @AmesCG (122): Friendly note that overusing em dashes is also a hallmark of most legal writing. There's nothing law professors love more than an em dash, so lawyers learn to use them too.
- @DarkSkyKnight (55): You joke but it's very clear this isn't AI because the prose has a rhythm seldom seen in AI writing. AI is still very bad at "rhythm". After the em-dash, we have > that's not life, it is selfishness, sloth, it is a kind of monasticism, but monasticism without works. Notice th…
- @YoAmoElTacos (35): Obviously that's not the original Russian text because it's in English...the mark of an AI! /s
- @amarao_san (17): It's not a Russian m-dash, sorry. Russian m-dash should be surrounded by spaces, and is called тире (teere). It's mandatory in Russian grammar. Вот это - пример русского тире. With spaces around. The thing you are showing is purely a translator invention.
- @Heavy_Hunt7860 (16): My wife, an attorney, says she uses maybe at most an em-dash per page. Small sample size, but many AI models do seem to get a little carried away with em/dashes as they do with negative parallelism. But Claude is still the best AI writer that I have tested.
有11年经验的后端开发者分享使用Claude Code 8个月后的真实困惑——代码产出客观上增加了，但主观上感觉自己只是在「监工」而非真正在思考，追问这是角色转变的必然还是技能退化。
Been writing backend for 11 years. last 8 months I've moved most of my work into claude code. I want to ask something and I'm not sure how to phrase it. when I spend a full day in claude code and shi…
受众观点：① @tarkinlarson 给出了认知重构框架：大多数代码问题已经被解决过了，AI是「图书馆」；开发者的价值在于作为orchestrator/conductor，拥有比AI上下文更丰富的系统级判断 ② @shimoheihei2 分享了不同的使用方式：和Claude共同设计和规划session，而不是pure vibe coding，主动参与让自己感觉更有掌控感 ③ @biztactix 补充了反面体验：同时跑3个Claude context switching让自己比单纯写代码更累，产出多了但和代码的连接感减弱了
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- @tarkinlarson (101): You're solving different problems in the puzzle. Most code problems have already been solved. Humans just independently come across them on their own and solve them in similar ways without realising it. They're solved problems and humans just not having knowledge of the solution…
- @shimoheihei2 (29): No one can tell you how you should feel, but personally I love it. I don't vibe code per se, I work alongside claude to design and plan the session, then have it write some code, review with it and then repeat. I find it a lot more refreshing than doing everything on my own and…
- @pizzapastaauto (11): Damn. Thats perfectly precise in a short description.
- @biztactix (10): A) Sucks and is great... but honestly context switching between 3 claudes makes me far more tired at the end of the day than coding ever did... So much getting done... but also not as connected to the code like I used to be.
- @nanotothemoon (8): This is all true but doesn't really speak to OP is trying to convey. OP, you're not doing it wrong. I think this is just where we are and where we are continuing to head. So option A. It's weird, and I'm glad you expressed it the way you did. Sometimes it's ok to just let things…
一篇面向非技术用户的Claude实用技巧总结帖，重点讲解如何通过结构化提示词、示例代替形容词、负向约束等方法显著提升输出质量。
Over the past six months I've been helping non-technical users get more out of Claude, while making plenty of mistakes myself. These are the patterns that consistently gave the biggest quality lift.…
受众观点：① @More_Ferret5914 共鸣「paste examples not adjectives」是最大的新手解锁——「专业但温暖且现代」这类形容词只会让Claude输出LinkedIn influencer味 ② @Fit_Ad_8069 提出补充技巧：先问Claude「你需要看什么才能给出有用的答案」，把信息缺口识别的责任转给AI，适合非技术用户因为他们不知道自己缺什么上下文 ③ @Few-Evening-4534 总结了核心认知：大多数人把Claude当Google用，让它先规划再执行会从根本上改变输出质量
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- @youaintitbub (7): I find myself reminding Claude to be more critical constantly, it really just wants to hype you up as much as possible while you build that 100k per month b2b saas that's going to revolutionize b2b saas sales
- @jax_in_the_lake (6): Thank you so much for typing this up
- @Fit_Ad_8069 (5): The 5 are solid. The one I would add for non-technical users specifically: Before asking Claude to do the thing, ask what it would need to see first. Something like "I want help rewriting this customer email. What would you need to look at to give me a useful answer?" Most non-t…
- @More_Ferret5914 (5): Honestly "paste examples, not adjectives" is probably one of the biggest unlocks for beginners. People write prompts like: "make it professional but warm and modern" which basically translates to: "please hallucinate a LinkedIn influencer" 😭 Concrete examples + constraints almos…
- @Few-Evening-4534 (4): Most people treat Claude like a Google search bar and wonder why the output is generic. Flipping the burden and making it plan first changes everything.
Anthropic 推出免费 Claude Code 认证课程，零编程经验的新手也能学，评论区讨论 vibe coding 门槛的降低。
Hey y'all! Fellow vibe coder here with ZERO actual coding experience lol. If you have been getting shut down on Reddit every time you ask a basic Claude Code question, just wanted to let you know Ant…
受众观点：① @AmberMonsoon_ 指出 AI 生态设计初衷就是降低门槛，批评社区对新手的敌意不合理 ② 多人分享了 anthropic.skilljar.com 上完整课程列表，认为不止认证课程，全套课程都值得刷 ③ 评论区整体对"免费官方资源存在但大多数人不知道"这件事感到惊讶
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- @AmberMonsoon_ (13): Honestly a lot of the hostility toward beginners in AI/dev spaces is weird considering half the ecosystem is literally being designed to lower the barrier to entry. The people doing well with these tools usually aren't the ones flexing perfect engineering knowledge anyway, they'…
- @Alex_runs247 (9): My pleasure, you can find the courses here! 😊 https://www.anthropic.com/learn
- @vAPIdTygr (7): I wasn't aware of this. I will check it out. Useful post to me!
- @CatLogin_ThisMy (5): I will go further and recommend that we all stoop to what is "below us" and actually go through 8 or 10 of the free claude trainings. They are actually pretty good. [https://anthropic.skilljar.com/](https://anthropic.skilljar.com/) The Claude Code certification/lesson is indeed…
- @Alex_runs247 (4): Yea haha it was genuinely news to me!! But now I'm on my 3rd course since yesterday and have learned so much! Good luck with everything🤞🏾
HeroMachine 创作者用 Claude Code 在五天内将 Flash 遗产项目迁移到现代技术栈，诚实分享了 AI 做了什么和没做什么。
***TL;DR**: Claude Code took a half-finished HeroMachine conversion and helped me complete it over a long weekend.* I'm the creator of HeroMachine, a free Flash-based character creator that's been ar…
受众观点：① @ThraceLonginus 代表大量老用户——HeroMachine 承载了强烈的情怀，用户基数的情感连接很深 ② @AFDStudios（作者）回应了移动端适配问题，说明产品还有明显短板需要继续打磨 ③ @ignac8 提到更喜欢 v2 版本，作者解释了 HM3 的复杂度超出了 Ruffle（Flash 模拟器）的处理能力——说明技术迁移难度是真实存在的
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- @ThraceLonginus (15): Using Hero Machine is how I invented and picked my gamer tag back in the day
- @AFDStudios (7): That's awesome to hear, thank you so much for commenting! I'm so glad you found it helpful.
- @AFDStudios (6): I just looked and man, that is pretty bad, you're right. I changed some settings in Google AdSense, it had me do an "experiment" that disables a lot of them for 50% of traffic, I guess? I don't do much with that side of things other than doing what Google suggests, but hopefully…
- @ignac8 (5): Ohhh, now that is such a nostalgia ❤️ However I have always prefered v2 for some reason, it felt simpler to use 😃
- @AFDStudios (4): You are not alone, lots of folks feel that way! It's definitely the more "general audience" version, HM3 was made with the "power user" audience in mind. HM2 still works thanks to Ruffle, but the HM3 Flash version had too much complexity for it to handle so I had to completely r…
Apple 在 macOS Tahoe 更新日志中注明 Claude（Project Glasswing）参与了漏洞修复，引发关于 AI 贡献署名权的讨论。
What a world we live in now! Found in the Tahoe 26.5 updates: [https://support.apple.com/en-us/127115](https://support.apple.com/en-us/127115) What do we think about crediting Claude itself as well a…
受众观点：① @everydave42 直接给出了 Project Glasswing 官方链接，说明这是 Anthropic 有意为之的合作项目而非偶发 ② @InstanceEvening1219 引用了 WSJ 报道（Anthropic Mythos + Apple macOS bug），说明此事有主流媒体关注度 ③ @Jiirbo 用带 /s 的反讽评论暗示社区此前对 Mythos 真实性有争议，现在被证实
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- @everydave42 (8): [Project Glasswing](https://www.anthropic.com/project/glasswing).
- @InstanceEvening1219 (6): https://www.wsj.com/tech/ai/anthropic-mythos-apple-macos-bug-339da403
- @Jiirbo (4): But wait? I thought Mythos is just Marketing hype? /s
- @Meme_Theory (1): We're annoying? Not the hordes yelling "MARKETING" who have been proven wrong at every single turn? Yeah, fuck right off. You are being either intentionally dishonest, or can't read.
- @MediumChemical4292 (0): Every single AI doomer prediction has been wrong ever since ChatGPT 3 was released. The latest goalpost shift is them complaining about tokens costing more than humans.
moneyleak.net 作者分享第一笔付费用户到来后的心理转变，以及目标用户与实际付费用户完全不同的发现。
launched moneyleak.net a few months ago. subscription tracker, nothing crazy when the first payment came in i thought id feel excited. i did for like 10 minutes. then i just felt... responsible? like…
受众观点：① @FlashyAverage26 和 @Leading_Soil6266 都强调第一笔收入之后 bug 从"理论问题"变成"对真实用户的亏欠"，情感共鸣极强 ② @Emergency_Beat6692 分享自己刚上线3天的 app 还没有第一个付费用户，期待这个时刻到来——说明这个帖子对冷启动阶段的开发者有强烈代入感 ③ 评论区普遍认可"目标用户判断错误"是正常现象，不是失败
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- @FlashyAverage26 (3): fr the first payment changes the whole emotional weight of the product 😭 suddenly every bug stops feeling theoretical because a real human trusted you with money tbh
- @Leading_Soil6266 (3): exactly. before the first payment bugs were just annoying. after it felt almost personal, like i let someone down. weird shift that happens fast
- @FlashyAverage26 (3): fr once money enters the equation the product suddenly feels real as hell 😭
- @uncommon_man1 (2): [ Removed by Reddit ]
- @Emergency_Beat6692 (2): I hope this happens to me too😂 I built a complete car maintenance tracker and all , mainly targeting young car enthusiasts (as I'm 24 myself) but as I'm talking with more and more people, actually any person who wants to stay organised will download. Although, no one paid for it…
亚马逊裁员后独立创业的开发者反思"闪光想法陷阱"——六个月启动三个副项目却一直绕开真正想做的核心项目。
When I was laid off from Amazon at the end of October last year during their 16k workforce massacre, I decided to get revenge on AI by using it to become successful without a job. Nearly six months o…
受众观点：① @intrabob 提出实用过滤法——"如果这个想法六个月后不赚钱我还在乎吗"，能过滤掉 80% 的闪光想法，评论区认可度高 ② @WonderEast1623（作者）坦承已经开始真正的主项目，心态从"求速成"转向"多年旅程更有意义"，展现了真实的心态转变 ③ @ElwinLewis 分享自己坚持 13 年梦想、已做了 409 天的 DAW 项目（Ephemera.fm），说明这个话题对长期坚持者有强烈共鸣
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- @Mishuuu_G (5): What's stopping you from starting on your main project? I've launched my first solo app on a whim mostly and it's (of course) not doing great, even for a completely free tool. Also not what I'd like to work on in my free time, but I'm using the opportunity to learn a bit about p…
- @WonderEast1623 (3): Initially, it was because other ideas felt like quicker wins if they worked out. But after multiple failed projects, I think I subconsciously became afraid of my main project failing the same way the others did. That said, I think that version of me is finally in the past. I've…
- @intrabob (3): The shiny idea trap is real and I think it's actually rational at first. Smaller bets feel safer when you don't know if you can execute. The problem is you never build the evidence that you *can* execute, so the fear of the real one just compounds. The filter I've started using:…
- @WonderEast1623 (2): Solid method, obliterated all my shinnies 😂
- @ElwinLewis (2): Hey man I've been in your same boat, were actually on our own boats but they look similar to eachother 13 years of thinking about this- 409 days into actually making it. I'm calling it Ephemera. A digital audio workstation that lets you compose music for conditions, so two liste…
SignalDesk 作者分享匿名反馈产品突破 30 用户的里程碑，并详细展示了内嵌的病毒式增长循环设计。
I'm building SignalDesk. It just crossed 30 users 🎉. **The Viral Loop here** You share your link ↓ Friend opens it and responds anonymously ↓ Friend lands on thank you page: "Want to know what YOUR c…
受众观点：① @PixelSage-001 指出"前 30 个有机用户比后 300 个更难获得"，强调这个里程碑的实际含义是证明了真实需求 ② @IAmNotSohan 建议立即建立用户反馈闭环（typeform 或直接邮件），而不是急着做新功能或优化获客 ③ @jyogesh17 指出产品 UI 有"AI 生成感"，建议用 SVG 图标替换 emoji——说明用户对产品打磨细节的期望值在提高
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- @Slight_Reference5686 (2): I just checked, looks pretty good tho. Keep it up, and i just got to know abt NGL lawsuit, thanks for the heads up.
- @PixelSage-001 (2): Getting the first 30 organic users is honestly harder than getting the next 300. It proves you actually solved a real problem instead of just building a cool technical toy. Did you find those initial users mostly through direct outreach or did a specific launch post catch tracti…
- @jyogesh17 (2): The idea looks really different. Just checked the site, Its clean UI but worth if you change some elements from UI that looks like AI created UI. like instead of emojis use SVG icons
- @IAmNotSohan (2): That is awesome, seriously celebrate this milestone because those first thirty users are always the hardest to get lol. Real talk, the biggest thing you should do right now is get them into a dead simple feedback loop, like a basic typeform or even just a direct email check-in.…
- @Arishin_ (1): Thanks a lot
独立开发者用 Letterboxd 观影历史做用户匹配的 iOS 社交 App，底层使用余弦相似度算法
Hi everyone. I started building a small app to match people based on their Letterboxd watch history. You sign up with your Letterboxd username, the app pulls your last 50 watched movies, and then com…
受众观点：① @mpospirit 关注具体匹配算法（余弦相似度），说明开发者受众对技术实现有好奇心 ② @renowned_pincer00 指出落地页 value proposition 不够清晰，一秒内看不懂产品做什么 ③ @DilshadZhou 提出"能不能做 GoodReads 版本"，说明受众对这套 taste-matching 范式有迁移期待
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- @regis_22 (4): Looks promising. Good job!
- @DilshadZhou (4): This, but for GoodReads.
- @mpospirit (3): Nice idea. Is there a specific matching algorithm you use?
- @renowned_pincer00 (3): The landing page is clean. One thing I noticed - it took me a second to figure out what the product actually does. Maybe move the one-line description higher up.
- @massxacc (2): For now, I'm just keeping it simple with [Cosine Similarity](https://en.wikipedia.org/wiki/Cosine_similarity) as a baseline.
一个三人独立开发团队用8个月做完4个产品却始终无法按下发布键的真实困境，根源是对陌生人"没人在乎"的恐惧
we keep telling ourselves we're "getting it right before we ship." but honestly i think we're just scared of the moment when real strangers tell us nobody cares. 3 of us building,one still at his day…
受众观点：① @ImmediateFix3600 指出真正的恐惧是"沉默"而非"被拒绝"，launch 后 dominant response 是 silence，不是否定 ② @arojilla 补充：即使做了最简 landing page 结果也是 crickets，说明"精简 MVP 就能验证"本身也是幻觉 ③ @Spare-Ad-6934 提供了一个反模式有效的方法：定一个具体日期并告诉3个朋友，用"怕丢脸"压过"怕失败"
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- @ImmediateFix3600 (3): I'm 8 weeks into beta on my second real product. First one died quietly after launch, which is actually the answer to your question. The thing nobody tells you about "the moment strangers tell us nobody cares" is that it doesn't happen. You launch, you post on Reddit, you post o…
- @arojilla (2): Was about to write something like this. That's the fact: nobody tells me they don't care. There's nobody, just crickets and tumbleweeds. Oh, and crawlers/bots. This last time I even did what you also said and built the "smallest landing page" because... why care with more? Same…
- @Emergency_Beat6692 (2): Exactly as the others said. Just launch man, don't sweat it. You should be proud that you've built something from scratch. Watch around you. No one does this . You are like in the 1% who can do this. And overthink it. Just publish and the answers you're looking for will come nat…
- @ImmediateFix3600 (1): Yeah, the silence is the part that wears you down. Launching once and getting nothing is one thing. Doing it three or four times and getting the same nothing each time starts to feel like the universe answering a question you didn't want to ask. The "building is easy, getting at…
- @Spare-Ad-6934 (1): Set a launch date and tell a small group of supportive people not for feedback but for accountability my first launch happened because I told three friends I would post the link on a specific tuesday at 9am and the fear of looking flaky was bigger than the fear of rejection the…
18岁开发者因痛恨注意力剥削型社交媒体而自建 Spark——用每日强制输入一条学习内容来解锁 feed 的习惯养成型社交产品
i realized i had spent nearly 6000 hours on social media since i was 14. four hours a day, every day, for four years. instagram made me feel behind. tiktok made me forget what i just watched. x made…
受众观点：① @LeetCoderYT 指出核心矛盾：大多数人知道社交媒体是时间杀手但选择接受，真正想变聪明的人会直接戒掉而不是换平台 ② @Strong-Map-7003 用亲身经历警告：这类产品商业模式几乎不存在，他自己做了同类产品 MindsNet 一直在亏钱 ③ @OverAgentRoger 提出 LinkedIn 化路线——面向职场专业人士的学习分享网络，可能更容易变现
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- @Strong-Map-7003 (2): I had similar frustration and already built something for it. You're in my 3 years ago place.. word to word. Similar thinking and thoughts . For spoliers this social app will fail unless you innovate an enitre separate industry. So the problem here is its hard to aquire users an…
- @LeetCoderYT (2): This is a really interesting idea. The core issue I see is this: at this point, I feel that people understand that the point of social media is not to make you smarter, but to kill time in a highly engaging dopamine loop. So most people, I think, don't care that they're killing…
- @OverAgentRoger (2): [Congratulations, sir. You have a business idea to validate](https://www.perplexity.ai/search/18486f0f-0fc6-4406-9365-68a432edc878)
- @OverAgentRoger (2): It could be a niche social media project whereas you target learned professionals. It can be a LinkedIn-esque social media for professional networking and thought leadership. Just a thought.
- @Mediumjack1 (2): Eff me bro. To earn a basic Commercial Pilot License (CPL), you need 250 flight hours. However, to fly for a major passenger or cargo airline, you must obtain an Airline Transport Pilot (ATP) license, which requires 1,500 flight. Perspective.
一个正在考虑构建"痛点发现工具"的独立开发者发起关于 SaaS 选题方法论的社区讨论，本身带有产品验证动机
Most people collect tons of startup ideas in notes, browse online reviews, observe daily life, and do Google research. Many also dig up real pain points from their work and learning experience. After…
受众观点：① @endangeredirish 强调第一手经验优先——自己踩过的坑才能真正解决 ② @FlashyAverage26 给出实操框架：找人们已经在付钱或花时间忍受的重复性摩擦，而不是找"新想法" ③ @No_Highway_6150 分享具体工作流：监控垂直行业瓶颈 → Notion 记录 → 用简单 landing page 提前验证需求
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- @endangeredirish (1): Aren't we all just making stuff to solve our OWN problems, and then that just snowballs into making it work for other people? I'm not sure how I would be able to solve any problem properly if I didn't have first hand experience/pain in the arse things I wanted to solve for mysel…
- @FlashyAverage26 (1): tbh the best SaaS ideas usually come from repetitive annoying problems people already pay money or time to tolerate fr 😭
- @FlashyAverage26 (1): ngl i stopped looking for "startup ideas" and started looking for repetitive frustration instead fr 😭 if people keep complaining about the same workflow over and over there's usually money hiding there
- @EDC_KIT (1): I sort of have identified a pattern that I think I can replicate across any number of verticals, it's just a matter of which ones will stick. I am trying it out first with areas I have authentic domain expertise and then am going to fine tune the structure and build it out for o…
- @No_Highway_6150 (1): the best ideas usually come from looking at boring operational bottlenecks rather than trying to build the next massive social platform real talk. i just track where people are spending hours on repetitive manual tasks down to simple formatting or report generation. my current w…
创始人第一年的隐性个人代价征集帖，聚焦于被工作意识侵蚀的自由时间感和消失的"前创业版本的自己"
What's the darkest thing nobody warned you about when building an online business in year one? \\- Not revenue \\- The personal cost. What did you quietly lose that you never got back?
受众观点：① @farhadnawab 描述了"休息时间不再是休息"的状态——人在却心不在，连旅行都在厕所里看手机 ② @EducatorMission7027 指出认知被污染：所有消费行为都变成了竞品分析，失去了"单纯享受"的能力 ③ @Pitiful_Permit9585 总结：生活悄悄变小，不是戏剧性的崩溃，而是朋友越来越少见、burnout 感开始正常化
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- @farhadnawab (3): the thing I lost that I didn't see coming was my relationship with free time. not that I had less of it, I knew that was happening. it's that free time stopped feeling like free time. you're at dinner and you're half there. you're on a trip and you're checking your phone in the…
- @EducatorMission7027 (2): For me it wasn't a single big thing. It was the quiet loss of being able to just consume something without my brain running a P&L over it. Every podcast becomes "study their funnel". Every app I open turns into reverse-engineering. Even conversations with friends, half of me…
- @RegIntelApi (1): The hardest realisation was that some of the passions I had dedicated myself to went unnoticed by others. While you move forward, those pieces cannot be reclaimed.
- @mortgages_and_dogs (1): The obsession. People's eyes glaze over when you start talking about your work (again), you catch yourself wishing you could go back to working when out with friends and family, and most of the time there are hardly any results to show for all the work (even to yourself) but you…
- @Pitiful_Permit9585 (1): Nobody really talks about how your life slowly gets smaller in year one. Not in a dramatic way just quietly. You stop seeing friends as much, you're always "half working" even when you're not working. The worst part isn't failure, it's how normal burnout starts feeling. You don'…
独立开发者关于"无测试者能否直接发布"的社区讨论，核心共识是早发布但需保证核心流程可用
What's everyone's opinion on launching an app before you have had any testers? Would you go to market and then get feedback from users?
受众观点：① @elis_saas 给出了判断标准：核心流程没断就可以发，诚实告知这是 early 版本，不要假装 polished ② @greyzor7 提供完整分发路径：Reddit → X/LinkedIn → PH → Microlaunch → Betalist，先 organic 后 paid ③ @Alert-Championship92 指出主要风险：第一印象如果太差某些用户永远不会回来，所以 MVP 最低标准是核心体验可用
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- @elis_saas (5): Launch, but don't pretend it's polished. Early users can be your testers, but only if the app solves a clear problem and the core flow isn't broken. Otherwise you're not "learning from users," you're just creating a bad first impression. I'd launch small, be honest that it's ear…
- @FollowingSuitable941 (4): Most people don't need more testers they need real users. Launch, listen, improve.
- @greyzor7 (3): Yes, and in fact keep re-launching. Your first iterations will bring you users. Launch on socials + launchpads. Start with Reddit, probably X/Linkedin as well depending on where your ICP is. Try launching your app on Product Hunt, Microlaunch, Betalist. Run campaigns, measure al…
- @EDC_KIT (3): I'm in a similar boat, getting a few random people checking in from a scatter shot of reddit posts and comments. I'm not a discord guy at all so literally no exposure there. At this point, I've been in the app so much, tested so much under so many different personas there's noth…
- @Alert-Championship92 (2): I think launching early is fine as long as the core experience works. Real users usually give very different feedback compared to friends or internal testing. The risk is mainly first impressions - if the app feels too buggy, some users may never come back. But waiting too long…
LobeHub 推出 Chief Agent Operator（CAO），描述一个目标后自动编排多 AI agent 并行执行、并设计了人机决策权边界的云端 agent 协调系统
LobeHub
受众观点：① @LobeHub maker 坦承用户说 agent 很好但就是不用，CAO 是认真听取这个反馈后重新设计的结果，说明 agent 产品与真实使用之间存在普遍落差 ② @CanisMinor 追问 CAO 如何处理资源冲突和优先级矛盾，maker 解释低风险操作自动处理、改变「做什么」的决策必须让用户介入，这是整个 agent 信任架构的核心 ③ @LobeHub 分享产品细节——输入框占位提示基于用户近期活动动态调整，体现个性化 onboarding 的产品用心
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- @Overview (0): * [Launches3](/products/lobehub#launches) * [Reviews](/products/lobehub/reviews) * [Alternatives](/products/lobehub/alternatives) * [Built with](/products/lobehub/built-with) * [Forum](/p/lobehub) * [Team](/products/lobehub/makers) * More This is the 3rd launch from LobeHub. [Vi…
- @OpenAI (0): APIs and tools for building AI products [5.0(751 reviews)](/products/openai/reviews)
- @LobeHub (0): Maker 📌 Spent the last few months listening to people tell us our agents were great and they still wouldn't use them. CAO is what came out of finally taking that seriously. Let CAO handle the rest and go touch some grass :-) Upvote (8) Report Share 3d ago [](/@rivertwilight) [Re…
- @LobeHub (0): Maker my favorite detail in this launch: the input placeholder is tailored based on your recent activity. Upvote (2) Report Share 11h ago [](/@maria%5Fanosova) [Maria Anosova 🔥 ](/@maria%5Fanosova) [Scade.pro](/products/scade-pro)
- @CanisMinor (0): [LobeHub](/products/lobehub) Maker [@parth\_makwana07](https://www.producthunt.com/@parth%5Fmakwana07) Great questions - both touch the hardest problems we've been working on. **On conflicting priorities:** CAO surfaces, never silently picks. When two goals collide on the same r…