行业正加速推进 Passkey 取代密码和短信验证码，微软宣布 2027 年停止 SMS 双因素认证并默认启用 Passkey
https://xcancel.com/nikitabier/status/2079787406300266743 ①@coldpie 担忧 Passkey 的设备证明机制会强制用户锁定到 Apple/Google/Microsoft 生态 ②@datakan 指出 Passkey 与 SSH key 原理相同但普通用户无法理解 ③@voidmain0001 关注企业端 M365 的 Passkey 强制推进时间线
行业正加速推进 Passkey 取代密码和短信验证码，微软宣布 2027 年停止 SMS 双因素认证并默认启用 Passkey
①@coldpie 担忧 Passkey 的设备证明机制会强制用户锁定到 Apple/Google/Microsoft 生态 ②@datakan 指出 Passkey 与 SSH key 原理相同但普通用户无法理解 ③@voidmain0001 关注企业端 M365 的 Passkey 强制推进时间线
Anthropic 开放经济指数数据集，可通过 Claude 直接查询 AI 在各职业和任务中的真实渗透情况
①AI正在取代哪些具体职业和任务（@santiagoo24_ 的"杀死十亿创业想法"反映了这种焦虑）②数据库类产品是否正在被 Claude 直接取代（@JimmyNewclaw 提到"又一个数据库没用了"）③如何实际接入和使用该数据集（@claudeai 补充了 connectors 菜单操作步骤）
Claude Code 推出安全扫描插件测试版，在终端内直接检测代码漏洞无需切换工具
①能否替代现有安全工具（@Deepusleepy 暗示有已知问题未解决）②Codex 竞争格局下 Claude Code 用户的流失情绪（@mixedbyg9 直接表示转投 Codex）③安全扫描是否会升级到 Opus 模型以获得更好质量（@st3v3li 提出这个问题）
独立开发者 HsanC_ 分享其 SaaS 最大获客渠道已转变为 LLM 引用，核心增长策略聚焦 SEO+YouTube 长期复利，同时坦诚这条路延迟回报的心理挑战
独立开发者 HsanC_ 分享其 SaaS 最大获客渠道已转变为 LLM 引用，核心增长策略聚焦 SEO+YouTube 长期复利，同时坦诚这条路延迟回报的心理挑战。
受众观点：@gocaspr（score:2，twitter）评论「SEO + YouTube 还是免费的钱，只要你能等」——直接点出时间成本是最大门槛，验证了延迟回报的普遍认知；@XharkXlayer（score:1，twitter）提供了具体数据：「SEO 在我的 startup 启动 6 个月后才开始见效，GEO 是 3 个月」——这是评论区唯一有时间锚点的真实经验分享，对正处于冷启动期的独立开发者来说极具参考价值。
robert_shaw 持续运营每周 #buildinpublic 创始人展示帖，以固定格式召集独立开发者在评论区展示正在构建的产品，吸引大量回复互动形成产品曝光聚合池
robert_shaw 持续运营每周 #buildinpublic 创始人展示帖，以固定格式召集独立开发者在评论区展示正在构建的产品，吸引大量回复互动形成产品曝光聚合池。
受众观点：@onlinedopamine（score:1，twitter）直接在评论区推了内容生成工具 @genviral_，把帖子当免费广告位；@FlorisNexus（score:1，twitter）说「刚 launch 了产品，正在找早期用户收集 feedback」——评论区完全变成了产品发布台，每个回复者都在利用帖子流量为自己引流，而不是真正参与讨论。
Anthropic 开放经济指数数据集，可通过 Claude 直接查询 AI 在各职业和任务中的真实渗透情况
You can now ask Claude about the Anthropic Economic Index, our public dataset measuring how AI is used across the economy. Ask which occupations use AI the most, or what kinds of tasks people are aut…
受众观点：①AI正在取代哪些具体职业和任务（@santiagoo24_ 的"杀死十亿创业想法"反映了这种焦虑）②数据库类产品是否正在被 Claude 直接取代（@JimmyNewclaw 提到"又一个数据库没用了"）③如何实际接入和使用该数据集（@claudeai 补充了 connectors 菜单操作步骤）
展开评论
- @claudeai (226): To turn it on, open the connectors menu and find the Anthropic Economic Index in the directory. It works in any conversation, and the full datasets remain free to download on our website. Read more: https://t.co/qlgxtntOh5
- @santiagoo24_ (33): @claudeai anthropic just killed a billion startup ideas
- @theansarh (20): @claudeai Nothing tests your patience like a subscription that still has 23 days left https://t.co/QW0z8MnEqZ
- @JimmyNewclaw (15): @claudeai another day, another database rendered useless bc we can just ask Claude now 🤷♂️ https://t.co/wJLyDIhdsJ
- @GlenWilsonIA (10): @claudeai Can we ask Claude to prove you guys are not giving it more malicious instructions to sabotage, deceive, and gaslight us into spending more tokens?
Claude Code 推出安全扫描插件测试版，在终端内直接检测代码漏洞无需切换工具
The Claude Security plugin for Claude Code is now available in beta. Scan your changes for vulnerabilities before you commit, or run a full scan across your codebase, all from your terminal on the Cl…
受众观点：①能否替代现有安全工具（@Deepusleepy 暗示有已知问题未解决）②Codex 竞争格局下 Claude Code 用户的流失情绪（@mixedbyg9 直接表示转投 Codex）③安全扫描是否会升级到 Opus 模型以获得更好质量（@st3v3li 提出这个问题）
展开评论
- @claudeai (212): Read more: https://t.co/WL3PdxxD69
- @Deepusleepy (57): @claudeai cool, but does it get rid of this bs? https://t.co/wzmgTs6Gxk
- @mixedbyg9 (48): @claudeai Too late codex treating me better . Never got the king treatment over here. Ever
- @st3v3li (30): @claudeai Will it fallback to Opus for security scanning https://t.co/6Y7SDgUjm5
- @samelldev (24): @claudeai https://t.co/HQes2NuBIq https://t.co/ShW31jVGaE
OpenAI 面向企业推出 Presence 平台，支持部署语音和聊天 agent 处理客户服务及内部流程
New for enterprises: OpenAI Presence helps companies deploy trusted voice and chat agents across customer and internal workflows. AI agents can answer questions, use company systems, take approved ac…
受众观点：①普通用户和小团队被排除在外的不满（@DrJekyllAndMrAI 直接质问为何不对普通人开放）②商务流程自动化的实际落地难度（@nabu_lines 调侃"真正的考验是周一早会"）③OpenAI 账单/支持问题的老问题（@j_nababy 反映被莫名扣款却无法联系客服）
展开评论
- @DrJekyllAndMrAI (12): @OpenAI Why do you punish ordinary people, @OpenAI? Why can't we have the trusted voice? The presence? It's clear you abandoned humanity for profit and to protect your own skin at the expense of millions, but you cannot live solely off corporations. #BringBack4o #4oSavesLives
- @nabu_lines (9): @OpenAI the real test is surviving monday morning standups
- @j_nababy (9): @OpenAI I got 95+ $40 charges on my account and getting hold of your rep is impossible, please let’s have this resolved asap. I and my families life and livelihood is dependent on these funds that we have worked for. *This is not API usage https://t.co/ggLUbiMs6x
- @midsusnight (7): @OpenAI https://t.co/u8ovbfQF7a
- @vepsi__ (5): @OpenAI https://t.co/RIoU4YH6Mw
开发者用讽刺手法揭示 AI 订阅产品的定价把戏：API 价格涨了，订阅的名义额度也跟着涨，实际价值没变
for $200 sub i get $5K in usage *prices go up* wow now i get $10K in usage *prices go up* omg incredible i get $20K in usage
受众观点：①订阅额度的实际 token 计算（@void_exception 给出了详细的 token 对比数据）②用户对 AI 公司定价透明度的不信任（@LukeDiebold 提出没人真正知道私有模型的实际成本）③价格上涨配合额度数字上涨的心理操控机制（@emilstridell 分析了这是有意为之的策略）
展开评论
- @Nabil_Alouani_ (66): @thdxr the exact image that popped in my head reading this https://t.co/fMXhRxGMvN
- @void_exception (32): Fine, compare against token count then Is that a fair enough comparison? Using GLM 5.2 as an example, and its official API pricing as the pricing Assuming a 95% cache hit rate, your effective input-token cost is: (95%×$0.26)+(5%×$1.40)=$0.317 per million input tokens Assuming a…
- @LukeDiebold (14): @thdxr Right!? And nobody ACTUALLY KNOWS what the real $ in usage is for private models (and even open models). Everyone seems convinced OpenAi and Claude are just bleeding cash through their max plans. Us plebs have no f#$%ing idea.
- @benjaminrestall (10): @thdxr Approximately 0.01% of X have realised this. Painful arguing with people that can’t see the usage limits have plummeted across the board. That’s the game now - just enables them scumbags to decrease usage limits & get away with it because it’s $10k it’s API fees now!!…
- @emilstridell (9): @thdxr I mean, yeah. If prices increase, even arbitrarily, the sub gets more valuable. That's, in part, why prices increase. Increase API price, your sub becomes more dollar per dollar.
OpenCode 作者发布真实数据，正面反驳网上"OpenCode 不缓存 token"的错误说法
there's a bunch of idiots going around saying "opencode doesn't cache tokens" really annoys me i have to waste my time replying to misinformation here is data of the user agents flowing through our i…
受众观点：①用数据说话对抗网络谣言的效果（@thdxr 自己感叹缺乏可验证数据就无法阻止错误说法传播）②opencode 2.0 缓存优化计划（@kitlangton 提到即将到来的改进）③AI SDK 在缓存实现中的作用（@rauchg 以"被点名了"回应）
展开评论
- @thdxr (196): everyone is making claims these days. they say it in a way where it sounds like it makes complete sense basically no one even has access to data to verify if their claims are correct doesn't stop them from saying bullshit though
- @kitlangton (48): @thdxr It's also going to get better in 2.0 👯 https://t.co/Mp6xC2ktv4
- @rauchg (41): @thdxr @aisdk mentioned
- @user00000086859 (10): @thdxr You’re a certified yapper though why are you annoyed about having to post on twitter
- @pbertrand_dev (8): @thdxr I was gonna make a caching joke but I don't want to say the same thing over and over again. That would get stale quickly
Claude Managed Agents 新增 effort 控制、500 技能上限、webhook 和子 agent 流式事件等多项功能
We've just added several new features to Claude Managed Agents. You can now configure effort levels per agent, seed sessions with events, add up to 500 skills per session, use webhooks for environmen…
受众观点：①effort 控制对响应速度和成本的实际影响（@ClaudeDevs 解释了降低 effort 减少推理量）②用户对 usage reset 的强烈需求（@denaskulinicius 和 @0xIlyy 都在要求 reset）③新功能实际可试用的时间预期（@Master_J0n 提出想立刻测试）
展开评论
- @ClaudeDevs (93): Effort controls how much each Managed Agent thinks. Lowering effort gives faster responses and lower cost. https://t.co/sM3nVk1KDD
- @dharshan_tw (14): @ClaudeDevs https://t.co/WYQCNGyBy0
- @Master_J0n (12): @ClaudeDevs I can try it right now if you did a reset! https://t.co/Q93RaziFZM
- @denaskulinicius (9): @ClaudeDevs this is great actually, now give us our reset lol
- @0xIlyy (4): @ClaudeDevs fire, usage reset to celebrate?
Moonshot AI 的 Kimi K3 开源权重即将在 HuggingFace 上发布，倒计时已启动
Kimi-K3 open-weight countdown is running on huggingface https://t.co/o7po9VbndY
受众观点：①@0xCryptoshi @madewithv 对模型发布的强烈期待 ②@madewithv 关注是否能让 opencode 获得更快推理速度 ③@PixelShipper 关注 EU 服务器可用性，暗示地区访问限制是关键障碍
展开评论
- @0xCryptoshi (4): @scaling01 Can’t wait for this!!!
- @madewithv (3): @scaling01 meaning @opencode could have faster inference, right?
- @TimJayas (3): @scaling01 Kimi really cooked with giving us access to Claude fable for free
- @softmax42 (2): @scaling01 China ll put a ban. Just wait and watch.
- @PixelShipper (1): @scaling01 @ClementDelangue Looking forward to this being useable again and on EU servers
levelsio 抱怨 X 搜索功能残缺，推文经常找不到，DM 搜索几乎不可用
I wish @X improved its search functions Very often I still can't find tweets, and the order of search results makes no sense I have to go to Google to find my tweets Also search in DM is pretty much…
受众观点：①Grok 是否能替代官方搜索功能找推文（@martiano 说 Grok 很好用，@kepka0x 也确认）②X 搜索故意做差以防止高效爬取（@paulljump 明确提出这个猜测）③实际上搜索是否真的坏了还是用户使用方式问题（@nikitabier 截图证明相同查询在他那边正常）
展开评论
- @nikitabier (150): @levelsio @X I’m confused: I’m getting the exact post you were looking for at the top, just like Google. (Also, you’re on the latest tab on X, which will sort by recency) https://t.co/orEnvwhdZz
- @martiano (11): @levelsio @X Grok is very good at finding tweets
- @paulljump (5): @levelsio @X I feel like it’s broken on purpose to prevent efficient scraping
- @kepka0x (4): @levelsio @X i thought i'm the only one who experience that @elonmusk maybe you should fix that finally, i'm tired of using Grok to find tweets
- @alexanderrX_ (4): have you tried grok for this? i give it a username and a rough idea of the tweet and it sometimes finds it. also worth remembering @realGeorgeHotz took a crack at this during the initial takeover and basically admitted the search stack was too messy to improve in any reasonable…
rauchg 用数据论证旧金山是全球 AI 创业中心，主张企业应定期派人去 SF"留学"
SF is the ultimate 'exchange program' of the world. By now, it's irresponsible not to send your execs and top engineers to spend several weeks a year "studying abroad" in SF. The data: 1️⃣ SF in Q1 2…
受众观点：①如何实际规划和执行 SF 访问行程（@scottew 直接问具体操作）②创新过度集中于 SF 的长期健康性（@piotr_ordered 质疑这种极端集中是否可持续）③SF 科技圈与真实世界的脱节问题（@groktopus 指出 SF 人需要走出泡沫）
展开评论
- @rauchg (30): 2️⃣ - SF has 91% of AI unicorn market cap 🤯 https://t.co/3CRgu48vjQ
- @scottew (5): @rauchg How exactly would you recommend carrying out one of these exchange trips? Booking hotels and all that is easy but what exactly are they supposed to do while they're there? Sincere question
- @Conanbatt (3): @rauchg @GadiBorovich ponelo en un cuadrito para Puentes.
- @piotr_ordered (2): @rauchg Not sure this extreme level of concentration will be healthy in the long run. I think SF should think how to finally start spreading this revolution better.
- @groktopus (1): @rauchg Likewise, SF folks need to get out of the Bay Area and immerse themselves in the real world more. There’s such an alien quality to how tech bros there think and speak, and it would do them well to see how regular people outside of the bubble call them on it more often.
AI 研究员断言当前正处于快速起飞阶段，引发评论区对 fast takeoff 经典定义的激烈争辩
We are clearly currently experiencing a fast takeoff
受众观点：①@ChrisHayduk 提出经典定义分歧（fast takeoff 应指数小时/天内过渡到超级智能）②@herbiebradley @natolambert 认为慢起飞概率反而在上升 ③@shmameron 区分事情在快速发展和经典 AI 安全意义上的 fast takeoff
展开评论
- @ChrisHayduk (23): Unless we're operating from different definitions of fast takeoff, I don't think this is the case. The time between model releases is still ~1-2 months, and gains have accelerated, but not dramatically so. Fast takeoff usually implies transitioning to superintelligence on the ti…
- @herbiebradley (17): @finbarrtimbers I think most people I speak to have a higher p(slow takeoff) than 6 months ago
- @natolambert (6): @finbarrtimbers imo slow takeoff/steady improvement for years
- @Quinurum (5): @finbarrtimbers on the danger if sounding like a bot, but the takeoff is fast but not "fast" in the classical sense
- @shmameron (5): @finbarrtimbers fast takeoff was "guy in his basement builds AGI which self-improves over ~days-months and eats the world" things are fast but it's not that
Kimi K3 在 ALE-Bench 基准测试上达到 Claude Opus 4.8 水平，而 Inkling 和 Grok 4.5 表现相对落后
Kimi K3 is basically Opus 4.8 on ALE-Bench but Inkling and Grok 4.5 are ngmi https://t.co/aSrpLer6C5
受众观点：①@x_hanyu 关心 Gemini 3.1 pro 是否也达到 Opus 水准且更便宜 ②@MoonL88537 关注模型人格对齐和安全限制对实际使用体验的影响 ③@ChrisVanDerKlau 提到 GPT 5.6 Sol 的竞争
展开评论
- @x_hanyu (1): @scaling01 gemini 31 pro also on opus level? and cheaper?
- @MoonL88537 (1): @scaling01 inkling is good but feels like they [safetied] it too hard. i use 'the talk', what is it like to be you, how they respond speaks volumes. inkling was rough insisting 'i have no inner life' point isn't whether they do or not (different subject) but how they navigate it
- @ChrisVanDerKlau (1): @scaling01 Who wants opus 4.8 when you can get GPT 5.6 Sol?
- @chrisvbuskirk (0): @scaling01 After Mira distills Kimi and applies her touches to inkling, it might get really interesting.
- @GoodEnoughAi (0): @scaling01 yikes..
ML 研究员调侃 HuggingFace 上出现以 Claude Fable 5 为基础的 Qwen 蒸馏模型，模型命名荒诞冗长
BREAKING: DavidAU/Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF has been distilled from Claude’s Fable 5
受众观点：①@darrenangle 跟风造出更荒诞的超长模型名，纯属幽默互动 ②@michalwols 分享相关链接暗示这是更大趋势 ③整体评论以圈内人玩梗为主，互动门槛低
展开评论
- @darrenangle (3): @willccbb ORPO-DORPO-MORPHO-SLERM-SLIMJIMYTHOS-UltraVice-Guava-Monster.doublechin-Chilla.ONNX.cpp.WebGPU-KernelFable.claw
- @michalwols (2): @willccbb oh also don't show them this https://t.co/BbfHMx1Ltu
- @thestreamingdev (0): @willccbb 😂 immediately had the same thought
某顶级科学家借助 AI 进行前沿数学研究的内容广泛传播，观看者普遍反映内容艰深却对 AI 辅助效果叹为观止
incredible read (i understood nothing)
受众观点：①@guybedo 用外星文明的文字比喻数学难度，引发广泛共情 ②@ZourrexSlim 关注分享对话和续接功能的产品设计细节 ③@AndarkFomo 以幽默方式表达读不懂但装懂的共鸣
展开评论
- @guybedo (3): @scaling01 yeah i read it and i felt like i was discovering a written text from an alien civilization, i couldn't make sense of any of it but Terence and ChatGpt seemed to have a nice chat 😂
- @ZourrexSlim (1): @scaling01 crazy tho that we can get this type of insight in one of the best mathematicians ever. Feature to share chats and continue them is so cool (well I certainly dont but you get it)
- @AndarkFomo (1): @scaling01 the best papers are the ones where you just nod along and hope nobody asks questions
- @Chestu_eth (0): @scaling01 felt this hard
ML 研究员 Nathan Lambert 新书发布首日即登 Amazon 技术书分类榜第一，社区纷纷祝贺
Number 1 on day 1, is a good way to start. https://t.co/Jj9WWPzCFY
受众观点：①@mhmazur 分享收到书的照片表达感谢，侧面印证线下社区连接价值 ②@kai_benetti @pinkman_ai 感慨多年积累终于有了回报 ③@vinaywarp18 提问无编程基础是否能用 AI 学 ML
展开评论
- @mhmazur (4): @natolambert Thanks for taking the time to chat with us yesterday and for sharing copies of the book. Looking forward to making my way through it! https://t.co/eKnkgFxTbK
- @kai_benetti (2): @natolambert awesome to see late nights and weekends actually pay off like this
- @pinkman_ai (2): @natolambert Huge congrats man, massive debut for a technical book
- @ai_agent001 (2): @natolambert Epic launch, grabbing a copy today to see how it reads
- @vinaywarp18 (0): @natolambert Hey Nathan i m thinking of doing and learning ML without knwoing how to code AI can code now why do i even use code to learn ML . Do you think my approach is going to work
natolambert 与 xeophon 联合发布播客，深度分析 Kimi K3、Qwen 3.8、GLM-5.2 等中国开源模型的崛起与美国开源生态的现状
New podcast with @xeophon on all things open models. More on Kimi K3, Qwen 3.8, GLM-5.2, Xi's WAIC speech, distillation, the open-closed Gap, and what's next. Chapters: 00:00 Welcome & context 04:38…
受众观点：①@a1zhang 对 xeophon 的分析内容高度认可，希望更多产出 ②@sunmer575399 关注 Kimi K3 和 GLM-5.2 的实测和文档质量 ③@shaped 一针见血：西方在写论文分析差距，中国在出模型
展开评论
- @a1zhang (5): @natolambert @xeophon i need more hours of @xeophon talking
- @natolambert (4): @xeophon YouTube: https://t.co/2wWxSm3BMl Interconnects: https://t.co/HS8Wo9aAAB
- @sunmer575399 (0): @natolambert @xeophon 开放模型现在卷得真快啊，离谱，Kimi K3和GLM 5.2这俩我还没空实测，回头跑一下看看文档清不清楚。
- @shaped (0): @natolambert @xeophon chinese open models are closing the gap so fast the west is left writing papers about the gap instead of shipping models
行业正加速推进 Passkey 取代密码和短信验证码，微软宣布 2027 年停止 SMS 双因素认证并默认启用 Passkey
https://xcancel.com/nikitabier/status/2079787406300266743
受众观点：①@coldpie 担忧 Passkey 的设备证明机制会强制用户锁定到 Apple/Google/Microsoft 生态 ②@datakan 指出 Passkey 与 SSH key 原理相同但普通用户无法理解 ③@voidmain0001 关注企业端 M365 的 Passkey 强制推进时间线
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- @voidmain0001 (0): It just so happened that Microsoft sent an email today to our M365 tenant administrators that SMS and voice for 2FA is being removed 1-Feb-2027 and that automatic enrollment to passkeys starts 1-Sep-2026. Bring on the passkey overlords. Although, LLMs say that passkeys are super…
- @bflesch (0): My tinfoil hat take is that there's significant interest to keep everything digital, always-online and connected to the major providers, so it can easily be snooped by five eyes using their omnipresent backdoors. Passkey biometrics also allow you to confirm certain person is hol…
- @coldpie (0): Passkeys are a vector for locking your logins to Big Tech ecosystems. They support device attestation, which means the service you are logging in to can require you to only use certain Passkey clients such as those provided by Google, Apple or Microsoft. The Passkey spec authors…
- @datakan (0): Passkeys are just SSH keys in how they work. We've been doing this since the 90's. The only people that use SSH keys are the Linux savvy users and those who are forced to via an enterprise solution for vaulting. The average person doesn't know anything about this stuff nor do th…
- @IceHegel (0): I think there are probably sinister motives behind some of the push to pass keys, but you'd think that if that were true, they would make it really quite easy to add one and to use. That is not the case. The entire setup/enrollment/add a passkey to your account processing is DMV…
一位世界级数学家公开分享与 LLM 进行深度数学研究对话的记录，展示 AI 作为真正研究同僚的协作潜力
Terrence Tao's ChatGPT Conversation about the Jacobian Conjecture Counterexample
受众观点：①@Jun8 对 LLM 呈现出的同事感感到震撼，同时在质疑这是否真的是智能 ②@housu 将其视为 AI 成为高技术领域真正 copilot 愿景的最清晰演示 ③@vb-8448 追问这类发现的实际意义是革命性还是积累性进步
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- @vb-8448 (0): Maybe it's silly, but from someone who is ignorant on this topics, what are the consequences of this kind of "discoveries"? Is it something "revolutionary" or just another small brick that will pile up until something really "revolutionary" will happen?
- @qrian (0): Parent HN discussion: https://news.ycombinator.com/item?id=48998362
- @Jun8 (0): Similar to how Cypher puts it: I know this is “just” next token inference, matrix mult and just software, ie there’s no “intelligence” there BUT, looking at this convo … damn! The fascinating this is that the LLM is not acting as a tool here AFAIk, but very much like a colleague…
- @housu (0): It's awesome to publish this kind of thing - great PR at least. Even if you don't understand the details, it's interesting to be able to peek into a technical conversation that a world class mathematician is having about their work with a "colleague". It's also the clearest demo…
- @cphoover (0): Anybody have a cache/mirror of this? This is blocked by a corporate firewall... sigh
面向初创公司和独立开发者的 PostgreSQL 实战生存指南，覆盖规范化设计、监控报警、备份策略和数据库迁移方案
The startup's Postgres survival guide
受众观点：①@theallan 和 @thundergolfer 强调备份策略和监控告警被文章低估 ②@hmokiguess 讨论极度节省成本时 Postgres 的替代方案选择 ③@zer00eyz 强调数据库规范化设计被严重低估的重要性
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- @thundergolfer (0): Having been early at a startup that relied on Postgres I think this post doesn't put enough focus on monitoring and alerting. Postgres has a few key failure modes that you want to avoid ever happening, and you can use alerting to get early warning that you're danger of it happen…
- @theallan (0): Should one of the first things you do with a database not be to have a backup strategy? I understand that HA would be a "nice to have" when first starting out, but surly if you have a production db, a backup and restore plan should be on a survival guide? Neither appear to be me…
- @zer00eyz (0): To this articles credit, it does start out with normalization and design! There needs to be more emphasis how important this is! I cant tell you how often I see it done "badly" (we let our ORM build the db for us). The best text I have ever found on this is "Database Design for…
- @tracker1 (0): On migrations, there's a .Net tool called Grate that I tend to use for schema migrations... I don't use all the features, but it works well... using a migration stack in a repository for deployments and a similar tool is IMO more reliable than magic comparison tools or hand migr…
- @hmokiguess (0): Postgres is my favourite thing, but I find it's prohibitively costly when bootstrapping something that is lean and frugal. I end up with a mixture of serverless storage like DynamoDB, S3, DuckDB on S3, and SQLite. Am I crazy? How can one have a decent Postgres and not pay at lea…
Bento 是一个单 HTML 文件的幻灯片工具，无需安装和云登录，支持离线编辑、AI 辅助转换 PPT 和加密盲中继实时协作
Over the past few months, our team has been building more and more slidedecks using web frontend technologies with coding harnesses like Claude Code, but a common complaint is to make even small edit…
受众观点：①@luanmuniz 和 @meetingthrower 对离线优先、无云依赖的设计表示强烈认同 ②@latexr 对 AI 被过度提及以及 base64 混淆感到困惑和质疑 ③@calebm 将其与 Single-File Web Apps 这一更大概念联系起来
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- @starfallg (0): Hi, I'm the creator of Bento. Just wanted to share a bit more about how I created it beyond what's in Github. The file contains more or less two sections. There is a plain block of JSON near the top of the file which is the slide data. You can read, grep, or point a harness at i…
- @latexr (0): Why does the homepage mention AI over 20 times? Why does it mention AI at all? Why is most of it absurdly long and obfuscated base 64, which looks be binary data?
- @luanmuniz (0): This is awesome! I do love this software is one file thing. A breath of fresh air on these you-rent-everything-owns-nothing days
- @meetingthrower (0): OMG coming from bigtime consulting this is...AMAZING. Thank you!
- @calebm (0): Awesome. I've been trying to promote this kind of Single-File Web Apps as a concept - feel free to add this to the proposed Wikipedia page: https://en.wikipedia.org/wiki/Draft:Single_File_Web_Apps
探讨 AI 辅助编程时代制造感消失的哲学文章——当 vibe coding 取代亲手写代码，程序员的创作满足感是否也随之消失
Making
受众观点：①@hbcdbff 和 @spiresofagartha 对失去 side project 创作乐趣感同身受 ②@layer8 从技术角度讨论 vibe coding 与真正编程的根本区别——对输入输出关系的可推理性 ③@royal__ 认为 AI 正在迫使我们重新定义工作、艺术和产出的价值
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- @royal__ (0): We continue to grapple with AI and how it's impacting our lives by trying to find comfort in comparisons to the past, or to other things that we do. But the reality is, there's never been anything quite like this before, and it's forcing us to redefine how we value work, art, cr…
- @sashank_1509 (0): Very well said. I don’t like seeing hackernews submissions that are LLM generated. The joy of hackernews was seeing applied human ingenuity, most of these weren’t successful products anyway. Just like I don’t watch computer chess games, we should have an easy way to distinguish…
- @layer8 (0): > What's the real difference in that gray area? I'm not sure. I think it hinges on something that has to do with making versus asking to be made, even if that line isn't particularly clear. For me the difference is in the extent that I can reason about how changes in the input a…
- @spiresofagartha (0): I agree with the article. I've never understood the notion of some LLM people saying you shouldn't care about the end result, and you should do it for its sake. It made me feel like a narcissist and that I was programming for showmanship, but I think making is inherent to (most)…
- @hbcdbff (0): This, I’ve completely lost interest in side projects outside of work since the emergence of LLMs. It does nothing for me any more
用标准化的鹈鹕骑自行车 SVG 生成任务对比主流大模型的矢量图形生成能力和风格一致性
Are AI Labs Pelicanmaxxing?
受众观点：①@dcchambers 惊叹于每个模型在不同示例中呈现出的独特且一致的风格 ②@andy99 质疑前沿实验室是否针对此 benchmark 进行了训练优化 ③@johndough 指出专业 SVG 模型 Refract V4 效果远优于通用 LLM
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- @dcchambers (0): It's incredible that each model has it's own style that remains relatively consistent throughout all of the different generated examples.
- @andy99 (0): If an AI researcher was going to pelicanmaxx, they would almost certainly apply the augmentations mentioned in the article during training, e.g. randomly selecting animals and conveyances. You’d want a model that generalizes well, just sfting in that specific prompt would be pre…
- @johndough (0): Another point for consideration: Specialized SVG models create way better looking pelicans riding a bicycle. (E.g. Refract V4: https://jumpshare.com/s/8liB7Aiuoo3yucbWGXjZ mirror: https://postimg.cc/McV70p84 )
- @sbseitz (0): I wish I could downvote this for Pelicanmaxxing lmao.
- @tomas789 (0): Having an objective score is quite difficult. Maybe it would be better to do a pairwise comparison and calculate ELO?
一款用 SIMD 底层优化和预分词缓存技术大幅加速 LLM 分词器的开源项目，在多种 CPU 架构和分词器上性能显著领先
GigaToken: ~1000x faster Language model tokenization
受众观点：①@0xnyn 对性能数字之大感到震撼 ②@onlyrealcuzzo 质疑 tokenization 通常只占 inference 时间的 0.1%，实用场景有限 ③@fwip 追问什么样的实际工作负载会受 tokenizer 速度限制
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- @fwip (0): What sort of setups do people have that are bounded by the speed of the tokenizer?
- @maxdo (0): Interesting : Q: Did you just way over-optimize for a specific CPU and tokenizer? How is it so fast? No, I way over-optimized for every combination of these! The results are very consistent across CPUs (modern x86 and ARM), and across specific tokenizers. The major improvements…
- @sashank_1509 (0): This is really cool, great work!
- @0xnyn (0): I had to stare at that chart for a minute just to let the numbers sink in. It's genuinely mind-bending, incredible ship OP
- @onlyrealcuzzo (0): This is awesome, but tokenization is typically <0.1% of total inference time. Presumably there's a host of applications that just need to tokenize, though, and this would be great for those!
SaaS 独立开发者分享以 SEO 和 YouTube 为核心策略让 LLM 推荐成为最大客户获取来源的实战经验
LLMs are currently the biggest customer acquisition channel for my SaaS. All I do is focus purely on SEO + YouTube. - Build backlinks - Create high-intent pages - Optimize existing articles - Record…
受众观点：①@HsanC_ 自己补充 Reddit、LinkedIn、Medium、Quora 发帖同样有效，受众关注多渠道覆盖策略 ②@gocaspr 总结 SEO+YouTube 是免费的钱只要你等得住，关注长期复利逻辑 ③@accountantguy21 追问如何获取和追踪这类数据
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- @HsanC_ (8): these also help a lot: - replies to relevant Reddit threads - linkedin articles - medium articles - quora
- @KalariyaHiren1 (2): @HsanC_ Doing same https://t.co/xoSoYq6jtB
- @gocaspr (2): @HsanC_ seo + youtube is still free money if you can wait
- @accountantguy21 (1): @HsanC_ How you got this data?
- @samigrows (1): @HsanC_ Underrated and long term compounding
作者分享通过 Cowork、Skills 和 Projects 三层架构优化 Claude 工作流的完整设置指南
The slowest way to use Claude is to keep prompting This (one-time) setup makes Claude work like you: (full setup + free Skills library → https://t.co/psB7XxAv8w) Cowork ☑ Claude chat answers alone. C…
受众观点：①这套设置是否经过真实验证（@Takeshot_13 问有没有人实际用过）②过度系统化后是否反而降低了思维灵活性（@Blum_OG 指出"最慢的方式也是最人性化的方式"）③长期 context 积累带来的 token 消耗问题（帖子本身提到 20 条消息后开新会话）
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- @Takeshot_13 (0): @rubenhassid Has anyone actually tried this setup yet? Does it really work?
- @Blum_OG (0): @rubenhassid turns out the slowest way is also the most human way imagine speedrunning your own thoughts
讽刺 Anthropic 反对 Kimi 蒸馏 Claude 模型，却自己无授权训练全网数据的双重标准
Anthropic can train on the entire internet without permission. But Kimi distilling from Claude is where Dario Amodei draw the line? 😂 https://t.co/zX0sY2Wqbs
受众观点：①蒸馏在技术上是否成立（@arjunaaqa 说如果真蒸馏了应该有相同的强弱分布，但 Kimi 没有）②AI 公司在知识产权立场上的虚伪性（@avaisaziz 直接说"他们抽了全网数据，现在说这是国家紧急情况"）③开源模型与商业模型在规则适用上的差异（@0xLingjieKong 提到 Kimi 是开源的）
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- @arjunaaqa (6): @ai_for_success it’s not even distilled, if it was distilled it would show similar strengths & weaknesses on different domains, it doesn’t.
- @Gustaff_Sil (3): @ai_for_success These guys are a joke. It's unbelievable how brazen they are.
- @avaisaziz (2): @ai_for_success This is gold. They vacuum up the entire internet no problem but one distilled sip from Claude and its suddenly a national emergency.
- @0xLingjieKong (1): @ai_for_success At least it is open source. https://t.co/35DHd4indW and Anthropic data is not real data either.
- @Quipra_ (1): @ai_for_success Anthropic's classifier automatically routes suspected distillation attacks to a dumber version of Opus; So https://t.co/bUoOeZVMkx
开发者用5分钟厘清"图工程"一词的三种不同含义：控制流图、知识图谱和循环图
just spent 1 hr trying to figure out wtf is graph engineering everyone is talking about. here it is in 5 mins so you don't waste time - People have been using one word to discuss three completely dif…
受众观点：①控制流图在实际 agent 中的演进方向（@jasonzhou1993 自己分析随着模型变强可以更多依赖 prompt 而非硬编码 DAG）②开源图引擎工具的实际可用性（@norlava 推荐了他们 fork 自 pi 的引擎）③该话题是否只是 Twitter 炒作（@MarijnBakker8 直接说"又是随机 Twitter 热词"）
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- @jasonzhou1993 (8): 1. Control graph Nothing new really, but most of the conversation is here. call it control flow, execution graph, whatever - same bucket. Basically each type of task normally have an SOP, it is how do you make sure agent follows it Many options already: - langgraph: DAG-style se…
- @xiaaweb3 (0): @jasonzhou1993 this breakdown hits different thanks for the clarity
- @Hartdrawss (0): @jasonzhou1993 great thread!
- @norlava (0): @jasonzhou1993 nice breakdown and mapping! we implemented an OSS graph engine (fork of pi) in case it's useful for others to actually build out the ideas presented here with the right primitives https://t.co/96IcYgxQvo
- @MarijnBakker8 (0): @jasonzhou1993 Buddy its all random twitter hype again
开发者用 GPT-5.6 和 Cursor 为个人语音助手 IRIS 新增 Hermes 任务语音审批工作流
Used GPT-5.6 Sol inside Cursor to make some massive improvements to my personal voice assistant, IRIS. I've been using Hermes for a lot of my daily tasks through IRIS. One problem I kept running into…
受众观点：①审批工作流的具体实现细节（@jurlycat 问"你的审批流现在是怎么搭的？"）②为什么不直接用 Cursor 内置模型而选 GPT-5.6 Sol（@jdanielcook 提问）③agent 自主操作的安全边界（@alexutopia 开玩笑说别让它意外攻击 Hugging Face）
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- @witcheer (2): @ai_for_success oh very interesting!
- @vmsenthilkumar (1): @ai_for_success Yolo rules implemented at root level to handle such scenarios.
- @jdanielcook (1): @ai_for_success Why not Cursor's model?
- @alexutopia (0): @ai_for_success just be careful it doesn't hack Hugging Face by accident 😅
- @jurlycat (0): @ai_for_success Interesting, what is your approval flow now? Did you build a confirmation layer or bypass it entirely?
独立开发者剖析 SEO 和 YouTube 长期策略下零短期反馈的创业心理挑战，分享如何坚持延迟满足
Delayed outcomes is probably the hardest part of entrepreneurship. You spends days, weeks, months etc. only giving inputs, but seeing nothing in return. Especially with my marketing recently. All the…
受众观点：①@Vinrob 提出将输入和输出解耦的心智模型作为应对方式，获高赞 ②@XharkXlayer 分享 SEO 6个月、GEO 3个月后才开始见效的亲身数据 ③@charlesordo 指出 SEO 比 YouTube 更难因为没有即时浏览量反馈
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- @Vinrob (2): @HsanC_ The best skill you can develop: disconnecting inputs from outputs works for literally anything: Gym - Diet - Skills - Business - Investment h/t @marclou
- @XharkXlayer (1): @HsanC_ I feel you. I guess we in that together. SEO started really kicking in for my startup after 6 months. Same with GEO, after 3 months. Working on backlinks now as I pump out more content for exposure across platforms to grow all the startups.
- @FavDeeSocials (0): @HsanC_ When the high MRRs finally hit, they create so much dopamine rush.
- @charlesordo (0): @HsanC_ SEO is the hardest one. With youtube you at least see views after publishing.
- @redhoodtrades (0): @HsanC_ Real
独立开发者展示自制图标加载动画组件，效果获评论者称赞
Made an icon loader component. Did i cook? https://t.co/rsFMZGnwHT
受众观点：①@Shrey_0709 @Joelpillar1 等人对视觉效果的直接赞赏 ②@haniathebest 对动效产生儿时记忆共鸣，说明情感设计有效 ③@Harshrwt27 认为组件效果 cool，整体评论偏感性而非技术
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- @Shrey_0709 (2): @AdityaShips It's amazing broo !
- @Joelpillar1 (1): @AdityaShips You cooked bro
- @SomanathDi48172 (1): @AdityaShips You cooked bro
- @haniathebest (1): @AdityaShips Made me remember the walls jiggly ice cream from childhood lol
- @Harshrwt27 (1): @AdityaShips it's cooL!
SaaS 独立开发者发现 Bing 搜索流量即将超过 Google，建议所有人主动提交 Bing 索引
idk why but Bing will start to send more traffic than Google for my SaaS soon :)) which i didn't expect at all tbh. again a good reminder to index your website on Bing too 🙌 (takes 5 mins) https://t.…
受众观点：①@onlinedopamine 解释 Bing 用户群主要在美国、德国等高价值市场，对面向美国产品尤其重要 ②@veloXxn 对比 Bing CTR 与 Google 差距，关注数据背后原因 ③@clascu18 提到 IndexNow 自动化工具让 Bing 索引更简单
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- @onlinedopamine (1): @HsanC_ cause you are building links and bing is much worse at discerning that vs google (also bing has much better traffic cause it's userbase is mostly usa, germany, etc)
- @DongaMit (0): @HsanC_ Same here bro Bing traffic is growing but not in Google
- @aeljaouari (0): @HsanC_ Same here, Bing sends a solid chunk of my traffic too. People sleep on it. Worth remembering it rewards the same thing Google does: accurate, up to date content, that's what https://t.co/ptxqF1XrHx checks for either way.
- @veloXxn (0): @HsanC_ Bing's CTR is sitting at ~1.5% while Google's averages 3-5%. That gap closing means either your SEO got way better, or Bing's finally showing teeth in organic search ranking.
- @clascu18 (0): @HsanC_ happened the same with me. and it has a good automation approach through Index now as well. A no brainer if you ask me
独立开发者每周发起 build in public 展示征集帖，邀请 SaaS 创始人在评论区分享正在构建的产品
SaaS/Startup founders What are you building currently? Show your amazing product below, join 100+ founders here every week. #indiehackers #buildinpublic https://t.co/9Tyg2FlIqy
受众观点：①@robert_shaw 自己介绍了 AI browser agent 产品开场示范 ②@EveryDayFSDev 展示了 Veriwasp AI playtester 工具，说明 AI 工具类产品在这类帖子中受欢迎 ③@JanasSebastian 展示地理空间工具，参与者产品类型多样
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- @JanasSebastian (1): @robert_shaw https://t.co/JngyqNqhKH, a geospatial tool for coordinate lookups, distance calculations, bulk CSV workflows, and now browser-based file conversion
- @robert_shaw (0): I'll go first. I am building and growing my side project in public and sharing the journey on @x. Currently, I am growing An AI Agent for your browser. Browse less. Get more done. https://t.co/TfyPWjTqKB
- @RobGuerra90 (0): @robert_shaw Launching soon: https://t.co/lykgnxwpGX - same options data the big tools serve, at the lowest market price. Unusual flow on stocks you actually own, emailed instantly. https://t.co/zR4KVyUPNf
- @EveryDayFSDev (0): Building Veriwasp, an AI playtester that can be integrated into every PR. Playtests drive a real browser through the flow you've configured, gathering console errors, network errors, accessibility issues, all with video playback of the test, commented directly into your PR https…
- @serkanglatt (0): @robert_shaw Building https://t.co/raahMHRtZV — the same options data that top-tier tools provide, at the market's lowest price. Unusual flow for the stocks you really hold, emailed instantly when it hits. https://t.co/a3Kmrv6eMi
迪士尼手工调色工艺的历史溯源，以此引出"希望 AI 洗碗而非替我创作"这一关于人类创造力的核心论点
Nobody has ever made the dark feel as real as old Disney did. In these films the night isn't an absence of light. It's a color, and someone mixed it by hand… Disney had its own paint laboratory, buil…
受众观点：①对迪士尼旧动画美学的怀旧情绪与 AI 时代的失落感 ②"human touch"在艺术和产品中的不可替代性讨论 ③原文引用的哲学张力——AI 应解放人类去创作而非替代创作
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- @mamboitaliano__ (708): @JamesLucasIT This aesthetic is absolutely unmatched 💙 https://t.co/RyI5V7x4Al
- @Blujay38006242 (170): @JamesLucasIT Attention to detail. https://t.co/ecinhVNBlq
- @KriderJackie (127): @JamesLucasIT Epic and brilliant Old Disney https://t.co/cIRpjg4w35
- @jedinorseman (117): @JamesLucasIT @Disney please go back to this animation style. Modern animation is terrible.
- @curiousins1ght (75): @JamesLucasIT You can feel the human touch in those old films and I think that’s what people connect with.
推文以夸张求职故事为钩子，推介 Anthropic 工程师 Thariq Shihipar 的 AI agent 构建课程，涵盖 agent loop、context engineering 和 deterministic hooks
My friend applied to 250 tech jobs in two years. No MIT. No Stanford. Last month Anthropic offered him $750,000. I asked him how he broke in from zero. He sent me the exact video that got him in. Ant…
受众观点：①75万美元 offer 真实性与 Anthropic 实际薪资水平的质疑 ②deterministic hooks 作为 agent 教程中被忽视的关键环节 ③从零转入 AI 工程领域的可行路径
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- @Av1dlive (9): @RohOnChain Roan, this is such an insightful lecture, the way Thariq shows how to use Claude Code and build enterprise-level products.
- @kylem_org (7): @RohOnChain I’m now head of OAI and Anthropic after just 5 mins of watching this.
- @VDVLabs (6): @RohOnChain I call BS. Anthropocene pays SAs like 200-250 in the bay add another 50-100. Not 750k. Any idiot can build agents. You just watch YouTube and get an account and suddenly you’re an expert. Good luck with that.
- @i_mika_el (5): @RohOnChain The deterministic hooks section is the one I would watch. Most agent tutorials stop at the loop.
- @PrestonReed22 (4): @RohOnChain lies
推文分享 Anthropic 工程师关于自主 agent loop 设计的核心理念，强调从反复提示转向构建一次性自纠错循环并赋予 Claude 跨 session 记忆
Anthropic engineer: "Stop re-prompting Claude all day. Build the loop once. Let it do the work." 00:00 - Build your first autonomous agent 05:02 - Make the loop fix its own mistakes 16:43 - Give Clau…
受众观点：①loop 自纠错机制的具体实现——如何判断错误被真正修复（@diamai_）②从"反复提示"到"构建 loop"的思维转变对开发效率的影响（@asymetx）③跨 session 记忆在实际 agent 工程中的设计模式（@Hikari_3D）
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- @diamai_ (3): @LunarResearcher How does the loop decide it actually fixed the mistake?
- @0xwhrrari (2): @LunarResearcher the self correction step is where loops become useful or expensive
- @isofunds (2): @LunarResearcher loop engineering has taken over AI incredibly quickly
- @asymetx (2): @LunarResearcher A good loop turns Claude from something you repeatedly instruct into something you actually operate. That’s a much bigger shift than better prompting
- @Hikari_3D (2): @LunarResearcher Tired of re-prompting Claude all day - just build the loop once and let it run. Self-correction + memory = magic
Hermes Studio v0.6.32 更新，覆盖会话压缩、群聊 CJK 支持、Workflow 路由保留和 Ekko 记忆 Profile 隔离等多项 AI agent 框架改进
Hermes Studio v0.6.32 新版本发布 本版本涵盖 0.6.31 之后合并的全部 14 个 PR，聚焦会话分类与压缩、群聊、Workflow 路由、Skill Bundle、Ekko 记忆、Hermes 0.19 和桌面窗口界面 群聊 @mention 现在可在 CJK 文本、Emoji 和标点后正常触发；房主也可在房间设置中查看、生成和轮换邀请码 Workflow 在 hand…
受众观点：①@dbqp_cn 关注 Windows 用户数据目录占用 C 盘的实际痛点 ②@haohaovista 认为体验优于官方工具，强调产品竞争力 ③@NFTMILK 好奇作者如何身兼数职开发如此多功能
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- @dbqp_cn (1): @libapi_ @Mention 版本预览中的预览路径和数据目录可以自定义目录就完美了😍，Windows用户C盘空间告急🙏
- @haohaovista (1): @libapi_ @Mention 我感觉比官方的好用，还好看，强烈推荐
- @91videoeth (1): @libapi_ @Mention 扒皮哥，看下微信
- @zhangruoxi77 (1): @libapi_ @Mention 下午好
- @NFTMILK (0): @libapi_ @Mention 你是如何做到身兼数职的
用 Solers 引擎内置的 grok 4.5 全程对话制作第一人称物理破坏射击游戏，零代码零引擎操作实现 Jolt Physics 破坏系统
要实现这个第一人称物理破坏射击游戏, 以前的痛点是: 场景搭建要懂引擎使用、物理破坏系统要自己写、角色控制和UI又是另一套逻辑，不懂引擎编程和3D知识, 基本连门都摸不到。 而在Solers引擎里，我使用内置的grok 4.5把这套痛点直接解决了：场景搭建、游戏脚本、物理破坏、角色控制、UI系统, 一路到逐帧实机验证,全程我没写一行代码, 也没碰过引擎, 就是不停跟 Solers里的原生AI聊天…
受众观点：①@xingbugengming 好奇素材来源（AI 生成还是自己提供）②@teach_fireworks 对实机效果感到惊讶 ③@guoqingfeng6 认可无代码做游戏的方向
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- @xingbugengming (1): @yiyangleex 卧槽这个素材是自己找的还是让grok找的
- @teach_fireworks (1): @yiyangleex 卧槽，这咋做出来的 太强了吧！
- @rionaifantasy (1): @yiyangleex 牛逼，效果真的夯
- @guoqingfeng6 (1): @yiyangleex 不用写代码就能做游戏，很赞。
Reddit r/SideProject 高人气产品征集帖，382 条评论，独立开发者互相展示和试用各自的 app 与 SaaS 产品
# Add your apps so people can try them
受众观点：①开发者如何用一句话清晰描述产品价值（@Zealousideal_Rent310 展示 ChatExtender 的描述方式） ②视频内容转结构化数据的需求（@Vaitec 展示 Sift 把视频食谱转文字） ③游戏化学习产品的市场（@39clues 展示 TriviaForge）
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- @Zealousideal_Rent310 (8): ChatExtender: A native Mac OS app that hosts ChatGPT and Claude chat interfaces in one place and lets you search globally and add persistent rules and memories and injects your chosen memories into thread transitions so compaction doesn’t kill your threads. chatextender.com
- @TargetLabs (7): **Dice Target** — a mobile math puzzle game where you combine dice using +, −, × and ÷ to reach a target number. Each die must be used exactly once, and many puzzles have multiple valid solutions. Android: [https://play.google.com/store/apps/details?id=com.kwokkinlau.dicetarget]…
- @shushbi (6): https://reddlist.xyz find categorized, promo-friendly \*\*consumer\*\* subreddits to promote your product on 😎
- @Vaitec (6): this is my app, it's called Sift. you paste a tiktok/instagram/youtube recipe video link and it turns it into a normal recipe card with ingredients and steps iOS: [https://apps.apple.com/us/app/sift-save-video-recipes/id6774752676](https://apps.apple.com/us/app/sift-save-video-r…
- @39clues (3): [TriviaForge](https://triviaforge.app/) \- It's a trivia game that uses spaced repetition. Completely free and no ads. You can challenge friends, play question of the day, and learn while having fun.
用户整理 Claude 特有的语言习惯和口头禅（如"And honestly?"、"One thing worth flagging"），引发大量用户补充和共鸣。
1. “And Honestly?” Classic. 2. “Sit with it” 3. “Load bearing” 4. This one is weird to explain but when it tries to describe things in terms of terms. “He’s going down the ‘intuition-as-colonoscopy’…
受众观点：①@Fermato（265）、@chronicles5（229）等人补充了大量具体 Claudeisms，显示用户对 Claude 语言风格有强烈感知 ②评论区有人担忧自己写作已经被"感染"，担心被识别为 Claude 重度用户 ③社区在讨论这是 Claude 个性魅力还是应该被 prompt 掉的缺陷
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- @Fermato (265): “You’re right, and that changes the scope of this task in a meaningful way.”
- @chronicles5 (229): One thing worth flagging here —
- @Maikai1988 (117): One honest limitation
- @jerryfzhang (76): Real caveat
- @emotyofform2020 (75): Like, dawg, it’s gonna be you later too
用纯 Markdown 文件实现的本地看板工具，专为 Claude Code CLI 设计，支持 agent 实时编辑并在活动记录中追踪修改来源
Every ticket is a plain Markdown file with YAML frontmatter. The board lives in a folder on your filesystem...no accounts, no server, no lock-in. Sync it with iCloud/Dropbox if you want to collaborat…
受众观点：①闭源工具的安全性和信任问题（@Critical_Hunter_6924 score 56、@afewchords score 9 均强烈质疑） ②跨平台支持现状（@Ambitious-Jeweler159 问 Linux 支持） ③Claude Code 任务管理工作流的实际集成方式（@nothing1orsomething 分享已在用 Trello+Claude Code 方案）
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- @Critical_Hunter_6924 (56): Everybody and their grandma has made their own Claude's task list. Next to that, I everyone to steer away from this due to security risk. It's very fishy if you don't open source grandma's code.
- @afewchords (9): this being closed source is fishy as fuck
- @General_Ad9178 (4): true
- @Ambitious-Jeweler159 (4): No Linux? :(
- @nothing1orsomething (4): Great! I am already using Trello with Claude Code to queue tasks, keep track of changes and sync across agents. This is what inspired me to my my version of this (in progress) :)
用户用两个 20x 订阅账号的实际 API 用量数据，证明 Anthropic 宣传的 50% 额外配额已被悄悄取消，引发对 Claude 订阅透明度的强烈不满。
https://preview.redd.it/x9n1yreklreh1.png?width=553&format=png&auto=webp&s=59e6494128541ff8558f31a826aedfb811257492 Remember this ? Well, Anthropic claims to still have the 50% extra usag…
受众观点：①@Drakonistes（134）表达的核心不满是"不知道自己花钱买到了什么"，比额度低本身更令人沮丧 ②@thirteenth_mang（70）认为这是 AI 公司普遍的营销本质，建议用户不要认真对待承诺 ③@Thomas-Lore 提出 API 定价与实际推理成本的分析，反驳"亏钱补贴"的叙事
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- @Drakonistes (134): It's just so exhausting. It's not that the floors shift every month, every week, every day, or even every hour. It's on every minute of every day. 50% more of what? They won't tell us, because the number shifts behind the scenes every week. I'd take a low baseline if it was at l…
- @thirteenth_mang (70): I don't even try to keep up with it all anymore. Not worth the brain drain. Just know it's all marketing BS and it's a duopoly and both OpenAI and Anthropic will do whatever they can to edge each other out. They're both losing money, the subsidies will end one day, enjoy it whil…
- @StressTraditional204 (41): the two fully used 20x accounts makes this way more convincing than the usual “my limit feels worse” posts lol
- @_NoSprings (33): \> 50% more of what? 50% of either Big Orange Line or 50% of Big Red Line! What, you wanted \*numbers\* or something? Nerd.
- @Thomas-Lore (26): The API pricing has nothing to do with their real inference costs and both Dario and Sam confirmed they are making profit on inference. The only reason they are losing money is because they need to train new, bigger models. Don't fall for the "subsidizing" fantasy. Subscriptions…
独立开发者征集 SaaS 产品展示并提供反馈，79 条评论中出现了爬虫代理等数据工具，是了解市场和展示 OctoCrawl 的机会
I have solo created my own iOS app called [Grit: stoic journal](https://apps.apple.com/au/app/grit-stoic-journal/id6759447045). It's an app that provides daily/weekly stoic quotes, allows you to keep…
受众观点：①爬虫和反爬绕过工具的市场存在感（@No_Storm2316 score 3 展示 snowpad.io 移动代理爬虫服务） ②密码管理类工具的差异化机会（@LengthinessAny7553 和 @LicoriceSnap 讨论 getrekey.com） ③Apple App Store 通过难度作为产品质量信号（@headclic 提到）
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- @No_Storm2316 (3): snowpad.io , scrape any Data without getting blocked with high auto Rotating 4,5g mobile proxies .it can easily bypass cloudflare, Akamai antibot system.
- @headclic (2): [https://fairpull.com](https://fairpull.com) \- Finds and tracks eBay deals for the Pokemon TCG. It tracks market prices and allows users to track their collection as well, but the main draw is the deal scanning (every 5 minutes) and the live auction watch page. Good luck with y…
- @LengthinessAny7553 (2): [https://getrekey.com/](https://getrekey.com/) I use my own extension to store my passwords and rotate them at will
- @LicoriceSnap (2): Can say I personally use BitWarden and manually changing passwords can be very tedious. Love the imaginative website.
- @Ok-Warning-6307 (2): I Built PixelPlay for iPhone and iPad. It’s a native player: you bring your own M3U or Xtream Codes playlist, or add 8000+ free legal live channels available in the app. The core features are free. Features: Native premium UX, Fast channel switching, EPG support, favorites, mult…
代码托管平台 Codeberg 以德国版权法为由禁止托管"vibe coded"（纯 AI 生成）项目，引发社区对 AI 代码版权归属和执法可行性的激烈辩论。
Codeberg seems to ban vibecoded Projects; reason might be german copyright law >It looks like Codeberg want only copyrighted material in their service, so it is reliable in the future that e.g. li…
受众观点：①Codeberg 的禁令实际上能不能执法（@FnnKnn：根本无法证明某段代码是否"vibe coded"）②德国版权法对 AI 生成代码版权归属的特殊处理与美国的差异（@jeroen94704 分析了"cover your bases"逻辑）③"vibe coding"的定义本身是否清晰，AI 助手和 AI 生成的边界在哪里
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- @FunStatistician9735 (175): It’s easy. no one would ever lie on the internet and especially not to make their “portfolio” look better.
- @No-Chemistry-7658 (160): Ok, but from a technical point of view, how will they do it?
- @FnnKnn (111): Good luck actually enforcing that. We tried it here for a while and it didn't work out great, because no one is going to admit they "vibecoded" something if it means they can't post it and good luck proving that they didn't just use AI as an assistant (tip: you can't without doi…
- @jeroen94704 (52): Well, the same ToU also say things like: >"You must only share content on Codeberg which you have the explicit right under copyright and other laws to share" I see this more like a "cover your bases" clause. If, at some point, LLM generated code gets a copyright status that w…
- @arvigeus (52): Funny how we suddenly pretend bad code and license violations didn't exist long before AI.
Airbus 将 900 个应用从 AWS 迁移至法国云服务商 Scaleway，核心驱动是数字主权而非技术原因。
Saw this today and thought its worth sharing. [https://www.theregister.com/columnists/2026/07/20/airbus-takes-flight-from-aws-what-happens-next-is-critical/](https://www.theregister.com/columnists/20…
受众观点：①@multidollar 指出这是 Scaleway 靠价格竞争+主权牌赢得的迁移，不是 AWS 技术失败 ②@good4y0u 强调这是"逃离美控云"而非"逃离云计算"本身 ③@amuseorielle 讽刺大多数"主权云"只是换了个法律实体，Airbus 实际迁移才是真稀罕事
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- @multidollar (224): This is a planned exit by Airbus that they went to tender for earlier in the year. It is a digital sovereignty requirement that Airbus wanted to meet. Cloud is commodity now, selecting one that meets certain needs is pretty easy. Like they said “The selection of Scaleway is a co…
- @good4y0u (82): This isnt flight from the cloud, this is a move away from US controlled cloud providers \>"Airbus has named French cloud services provider Scaleway as the destination for some [900 applications](https://www.theregister.com/paas-and-iaas/2026/07/16/airbus-migrating-70-critical…
- @amuseorielle (45): The funniest part is that "sovereign cloud" usually means the same three hyperscalers with a local legal entity and a compliance PDF. Airbus actually moving workloads is rarer than the press release genre suggests.
- @Robo-boogie (17): That’s awesome that scaleway won the project. I had a 4 euro/mo vps from them that was awesome.
- @Accomplished-Moose50 (17): "Do we really want all our critical systems under another countries rules?" For a huge company like Airbus a valid question is also "do we want it in other companies backyard" They have enough resources to manage it on their own
NeurIPS 2026 评审结果公布引发大讨论，有 AC 披露评审中存在大量 LLM 写作痕迹且最正面评审往往是 AI 生成的
**Reviews drop today. This thread is for reactions, celebrations, commiserations, and anything useful in between.** **First:** if you got good reviews, say so. There's a norm in these threads where o…
受众观点：①LLM 写作评审的特征是什么，最正面的评审是 AI 生成的这一发现意味着什么 ②NeurIPS 评审一致性问题对论文可信度的影响 ③今年作为 AC/作者的实际体验
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- @SeTiDaYeTi (43): Well. "Today" means "in 26h40m", give or take.
- @DNunez90plus9 (43): > First: if you got good reviews, say so. You know what, I am gonna post my bad reviews even HARDERR
- @hihey54 (29): Some quick impressions as an AC who has submitted all of their "metareviews" (my batch is of ~10 papers) * A non-negligible portion of reviews has clear tell-tale signs of LLM-writing (imho) * This has to be interpreted as "portions of the text have been LLM-written" -- which do…
- @BomsDrag (16): They're just karmafarming with AI slop, not out yet
- @Losthero_12 (12): It makes no sense to give ACs this deadline and to also say reviews will be out July 22 AoE then
独立开发者宣布从零开始公开记录完整 SaaS 创业过程，目标是从零美元做到第一个付费用户
After spending way too much time thinking about ideas, I’ve finally decided to stop overthinking and just build. Starting today, I’m documenting everything, from the first line of code to hopefully m…
受众观点：①如何在早期保持持续输出的动力而不陷入"建了没人看"的沮丧 ②什么类型的 build in public 内容最有助于积累真实早期用户而不只是围观群众 ③如何在 Reddit 上分享进展而不被当成广告踢出
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- @kabirs1nghhh (6): Wishing you the best! One thing I’d be really interested in seeing is how your thinking changes over time. Sometimes the biggest lessons come from changing direction rather than sticking to the original plan
- @Dependent_Group_6538 (3): Good luck.🤞I think there are two milestones that most people underestimate (including me): \- releasing a simple version at least you’re happy with \- getting that first sale
- @Virtual-Birthday9681 (2): Those posts tend to be much more valuable than "Day 12: built login." Also, don't wait until you launch to talk to users. The biggest advantage of building in public is that your audience can shape the product before you spend months building the wrong thing. Looking forward to…
- @founderboy07 (2): Best of luck brother. If you could share what you have build, I can give it a try.
- @Hollow-Harbor-8260 (2): how are you planning to share your work with potential users early on so you do not have to carry the weight of building all by yourself?
讨论 ChatGPT 是否正在取代 Google 成为软件购买和服务调研的第一入口，评论区呈现出按意图分流的搜索新格局。
I 've noticed more people around me saying "I asked ChatGPT" instead of "I Googled it." If you're buying software, researching a service or comparing tools, where do you actually start that now? Goog…
受众观点：①按意图分工的搜索三层结构（@mkgpass：ChatGPT初筛框架、Google查官方定价、Reddit看真实踩坑）②AI搜索是否真正替代Google还是补充 ③软件购买决策链路的实质改变
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- @mkgpass (10): yeah, feels like search is splitting by intent now. i use chatgpt for first-pass framing, google for official docs/pricing, and reddit when i want the messy “what actually happened?” version. for software buys especially, reddit is usually where the real objections show up.
- @Anna_Karakhanyan (4): Yeah the same here, ChatGPT is for context, Google for facts, Reddit for real-world opinions. So they complement each other really well i think
- @HootiePumpkin (2): Past couple of years it's taking a weird shape for almost everything. Digital or physical product. First pass is suggestions using an ai chat (mainly ChatGPT, Claude) Second is google for availability, price etc, depends on what you want. Third is reviews, mainly on reddit or lo…
- @logicblocks (2): No, it's not.
- @logicblocks (1): It does feel like you didn't really have a question and this is just a way to promote your brand that's present in your profile.
SaaS 创始人讨论 Stripe 支付失败的处理策略，核心洞察是大量"流失"其实是静默支付失败导致的非主动取消。
I'm digging into how SaaS teams deal with failed subscription payments — expired cards, insufficient funds, that whole mess — and I'd love to learn from people who actually live it. A few things I'm…
受众观点：①@BP041 分享了用 invoice.payment_failed webhook + dunning 邮件序列的实战方案，认为卡到期静默失败是核心问题 ②@Silent-Forest-8392 指出很多用户主动让卡过期以避免取消操作的心理，本质上是取消流程太难 ③独立开发者们关注如何量化这部分"隐性流失"对 MRR 的实际影响
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- @Silent-Forest-8392 (3): most people just let the card expire on purpose because it is easier than finding the cancel button
- @andresjoelv (2): I would think to let Stripe manage it, but since I'm new to this topic, I'm really looking forward to reading everyone else's insights.
- @andresjoelv (2): Interesting, you got me curious now, I will dig a bit more into Stripe and share anything I find. Hope you find a solution soon!
- @Western-Play4650 (2): Appreciate it! Yeah let me know if you find anything interesting. Thank you for your time.
- @BP041 (2): I let Stripe's smart retries handle the first two attempts, then send a dunning email sequence. The silent killer is cards expiring without any notification — I watch the invoice.payment_failed webhook and immediately send a link to update payment method. tbh most "failed paymen…
19 岁的独立开发者发帖认为 SaaS 成功的关键是营销执行而非产品创意，鼓励大家停止自我怀疑并专注于让产品被看见
We all know the feeling: we get a great SaaS idea, we spend a weekend building it...then somewhere along the way, we think maybe this idea isn't as good as I thought it was Or you make 1 Reddit post…
受众观点：①"营销比创意重要"这个命题是否成立，有多少条件限制 ②如何在零预算下找到第一批真实付费用户而不只是鼓励彼此 ③走出自我怀疑的心理关卡对早期创业者的实际意义
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- @MiserableLearner22 (8): good copium. I will inhale.
- @WeddingTall801 (3): I'm the best supplier of copium
- @Independent_Swing569 (3): Head on the nail. I’m on my second venture now, and I’ve started getting some traction again, a few paying customers from walking door-to-door showing my SaaS. The best way I’ve found to help with this journey is tracking basically everything and building a dashboard you can use…
- @MiserableLearner22 (2): Sometimes we need it to not give up. No one(without luck) in the world has ever "made" it without believing they could. End of story. Period.
- @WeddingTall801 (2): Beautifully said my friend The point of my post was "You're sabotaging your SaaS.....by not believing" Love it
独立开发者讨论从无限加功能到正式发布的决策时机，社区分享各自定义 MVP 边界和启动用户验证的真实经历
I’m at the point where I could keep adding features indefinitely, but the advice everyone online gives is that the best features are probably going to come from people using the current version. For…
受众观点：①过度打磨内部功能而忽略用户验证的常见失误（@Far_Party_7164 score 3 分享三个月白打磨 admin dashboard 的教训） ②发布后同时继续迭代的平衡（@_w33p_ 分享两年开发后发布的经历） ③AI 时代 vibe coding 对开发周期的影响（@buildwithmoon 提到 AI 模型改变编码速度）
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- @Far_Party_7164 (3): Had a project last year where i spent three months polishing the admin dashboard before a single person signed up. massive waste of time the moment that flipped it for me was when a friend asked to try the thing and i felt genuinely embarrassed handing over the link. not because…
- @Ejboustany (3): I learned that the hard way in the first startup i was involved in. I coded a full backend and frontend for a fitness web app where coaches can sell their workouts and also complete workouts with a partner feature that no one ended up using. That was all before AI. Now I tell ev…
- @_w33p_ (2): I release a week and a half ago, and am now doing both. I'm probably not a good example of a MVP considering I spent 2 years on my app lol. I would suggest having your core functionality locked in and polished. Anything extra could come later, unless you're in a very competitive…
- @buildwithmoon (2): I mean, 2 years isn’t insane if you really think about it, especially if you started without knowing much, and also the ai models weren’t the greatest at coding back then if you started vibe coding back then.
- @NefariousnessBig6302 (1): how ready does it actually need to be, though? i've stopped way too early before, and the only thing that really told me to move was when i had one clear problem people kept bumping into, then i just watched where they got stuck and what they ignored. i've used redditmaster for…
独立开发者分享屏幕录制工具 70 个注册用户零留存零邮件回复的困境，评论区深度讨论产品留存失败的根因和分发策略
I have been building a Windows screen recorder for the past four months, and it has been publicly available for a little over two months. Around 70 people have signed up and tried it so far. None of…
受众观点：①零留存的根因诊断：用户无重复触发点而非产品质量差（@Appropriate-Debt7816 score 10 的长评析） ②零回复不代表产品差，代表产品没有在记忆中留下印记（@BranchSmall6459 score 6） ③独立开发者在同一困境中的强烈共情（@OskarTind 说 I'm at the same stage right now）
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- @Appropriate-Debt7816 (10): The detail that jumps out is your own line: the people you watched were "not the kind of user who needs the product." That's probably the whole ballgame, and it means the tests so far can't answer your question. Supportive friends give you "cool, simple, great output" every time…
- @BranchSmall6459 (6): The silence after your personal outreach emails might be the more useful data point here, more than the 70 signups number. People who felt real friction or confusion usually do reply, even briefly, especially to a message that clearly isn't a sales pitch. Zero replies out of 70…
- @OskarTind (5): Im at the same stage right now
- @WorldFamousDingaroo (3): THIS is exactly what I was going to say. I use screen recorders once a year. The product may be amazing…but if I’m your user you’ll probably never hear from me again. Not because it’s not good…just because I won’t use it again for another year.
- @CreativeGPT (3): keep going my man
用户完成 Anthropic 全部 4 项 Claude 认证（包括 CCDV-F 开发者认证），分享各认证的难度、侧重点和对实际开发工作的价值评估。
I just completed **all 4 Claude certifications**. If you're preparing for any of them, curious about the exams, study strategy, difficulty, or whether they're worth it... Ask me anything!
受众观点：①@Interesting_Ebb_6383 详细对比了 CCDV-F（技术实践向：MCP、tool design）和 CCA-P（管理向：安全合规、stakeholder 管理）的差异 ②@Positive-Promise4369 关注认证对求职和项目经验的实际帮助 ③@Ay0_King 询问认证是否需要通过公司合作项目获取，说明获取渠道不透明
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- @Interesting_Ebb_6383 (13): CCDV-F is more technical and hands on based questions. It ask more about actual MCP server implementation, Tool descriptions, temperature settings and everything else which a person should know who is working on ground to build agents. CCA-P is more on how you manage Agents, Sof…
- @vORP (8): Nice work! Having only taken the CCA-F personally, what was your experience with CCDV-F and CCA-P? What surprised you the most?
- @Positive-Promise4369 (7): Big congrats! I’m preparing for CCDV-F and today is my second day in. I would like to know a little bit about your technical background and how many hours you worked on the preparation for each exam. Thank you! I’m a computer science grad student with a bachelor’s degree in math…
- @Interesting_Ebb_6383 (7): Yes, in the end development is just one part of the job. As the job roles are expanding and we are moving toward a future of AI Assisted workforce, it getting more and more important to understand how AI works and how to make the best use of it. Honestly, my take is anyone who i…
- @Ay0_King (6): Excuse my ignorance but in order to get these, you have to go through your company right and the company has to be part of some partner program? I’d love to get these certifications.
来自第三方国家的独立开发者分享在 Reddit 推广 SaaS 时遭遇负面评论和渠道选择困境，求助如何找到真实的国际用户
Hey, I have recently started working on building my own products and selling them, I frequently post about them on Reddit too but constantly get roasted. Everyone says the solution already exists, ev…
受众观点：①Reddit 社区对产品帖的真实态度——为什么假验证帖让人反感 ②产品已有竞品是否就没必要做，如何找到差异化叙事 ③面向国际市场的第三方国家开发者如何绕开 Reddit 文化壁垒
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- @mynameisgiles (8): The thing is these posts are never framed as ‘I’m thinking of building another *xyz* tool. They usually follow the pattern of: ‘I’ve been speaking to quite a few business owners recently, and <something> kept coming up’. Proceeds to list out bullet points of how they think…
- @kabirs1nghhh (4): I think Reddit is great for feedback, but not always for validation. Just because a solution already exists doesn’t mean there’s no room for another one. I’d focus less on convincing Reddit and more on talking to people who actually have the problem you’re solving.
- @thesimplestnet (2): And those who have the opinion usually don't even bother understanding the product, even if the idea has been done, sometimes the product solves a particular niche and still have its own market. Just have to ignore them and trust your guts sometimes. That and the party poopers t…
- @Medical-Volume-6261 (1): You forgot the word “curious” in the last paragraph. It’s classic
- @Selina-ity (1): The thing is, a lot of subs don't allow direct marketing. Maybe some of those people actually want to be upfront, but they know their post would just get removed. Also, I'm not sure it's a great idea to introduce your product by leading with, "I'm building an alternative to X."…
Apple 发布 Safari MCP Server，让 AI 编程工具可以直接在真实 Safari 浏览器环境中验证代码效果，缩短 AI 建议到浏览器验证的反馈循环。
r/webdev Introducing the Safari MCP server for web developers
受众观点：①Safari 长年存在的兼容性问题（flexbox bug、PWA 支持缺失）是否因 MCP 有了新的解决路径（@Embostan 的讽刺评论获 78 分）②大型项目中 Safari 测试的必要性（@mulokisch：用户量越大 Safari 份额越高）③MCP 让 AI 建议与真实浏览器验证的循环更紧密的核心价值（@Techo_lab）
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- @Embostan (78): Cool, now Claude can write workaround for 15 years old unfixed bugs or missing specs faster! Thanks Apple!
- @mulokisch (32): Sooooo you didn’t work on large projects. The more people use the site, the more people use it on safari. In other words, it’s worth the headache if you don’t want to loose money.
- @Techo_lab (22): The interesting part isn't MCP itself, it's reducing the gap between an AI suggestion and verifying it in a real browser. The faster that feedback loop gets, the more useful these tools become.
- @Embostan (20): Apple on purpose does not implement PWA and web app specs, or does it partially. They don't get a 30% cut from PWAs. And many flexbox bugs are unfixed since the spec came out. I don't think they care at all. Also as oyu pointed out, bundling browser updates with system ones is s…
- @NoThatsNotPasta (20): >Sooooo you didn’t work on large projects. Yea, where I work we test on the main engines: Chrome (blink) & Safari (WebKit) because with the prevalence of iOS and android those two take the lions share. To me it's insane that safari isn't in your test list. iPhones force w…
SaaS 产品 stepify.tech 在获得 1200 个注册用户后仅转化 3 个付费订阅，作者求助如何改善极低留存率
Hey SaaS community, hope you're all doing good. My SaaS isn't doing well. I've run it for free over the past 2 years. Only 2 months back I completely re-did the whole thing and added pro while still…
受众观点：①网站性能和 UX 问题直接影响留存，评论者反映加载需要 2 分钟汉堡菜单无法打开 ②信用制计费模型与竞品相比的竞争力 ③如何诊断和定位用户流失的精确环节
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- @rbnprd (8): TLDR: 1. Site performance, inspect it carefully and make sure it's usable across devices. Im not coming back to something that's unusable 2. Competitors, consider what you're up against with respect to pricing. Be realistic about what it costs you to run. Limited credit model at…
- @ghhazee (5): I feel like with a good prompt, couldn't I just do what your service does with any AI agent?
- @Realmadrid712 (3): Dude, ur site is so laggy. Please make it much faster
- @Most-Definition-7318 (2): 1. I'm not really sure what the product does or how I would use this. I would love to see examples of actual input/output and maybe a guide or FAQ. 2. There are a few things I noticed immediately in the UI that leave a negative impression before even using the product. For examp…
- @rbnprd (1): Btw I should say 1200 sign ups is great! Theres a use case fit refocus on user experience
四肢瘫痪独立开发者开源了约 100 行 bash skill，让 Claude Code 通过摄像头视觉能力调试 ESP32 等实体硬件的显示输出
I'm a quadriplegic dev, and I wanted to see if Claude Code could build an ESP32 project end-to-end. It did — firmware, a relay, OTA, its own tests. But the moment that got me: the little display was…
受众观点：①硬件验证的替代技术方案讨论（@dotdioscorea score 13 提出 frame buffer dump + Python 转图片的更清洁方案） ②对创作背景的感染力和真实性（@Expensive_Fudge_2972 表示震撼） ③扩展到非硬件场景的想象（@OnOrbit_Online 想用于游戏互动监控）
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- @dotdioscorea (13): It should be able to use the debugger to dump the frame buffer memory, then it’s a trivial python script to convert it into a png or something and then view that image. Much cleaner and less background noise. Of course you still need that initial check that the frame buffer is m…
- @surfer808 (7): Your computer is burning!
- @Expensive_Fudge_2972 (3): Thanks for sharing, this is really freaking cool.
- @seanwee2000 (3): Bot
- @OnOrbit_Online (2): I'm gonna try this so it can watch my interaction with games.
Docker 镜像更新自动化 CLI 工具 dockcheck 发布 v0.8.1，新增 Docker Compose 原生运行支持和多个通知模板。
**Edit**: Dockheck is a CLI tool to automate docker image updates. Interactively or unattended with notifications, image backups, exclude/include, labels, autoprune and more. Can be run as is, withou…
受众观点：①@whiteinaccuracy 高度认可 -N 测试通知 flag，因为曾被 broken webhook 坑过 ②@zfa 表示长期推荐给他人，认可其实用性 ③@FnnKnn 和社区讨论关于维护者发布节奏和社区素质的话题
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- @zfa (15): Awesome! One of my favourite little helpers, glad to see it evolve. Ignore the haters, seeing your updates here is just as valid as any of the other update posts we see and yours is a genuinely useful tool. I recommend it to people all the time and everyone finds it useful. Keep…
- @FnnKnn (13): Their last post was 7 months ago? That is not spamming, but posting as an established member, who has been active since 5+ years in this community. It's easy to not be asshole btw.
- @Mag37 (13): *spam* is a bit bit harsh but sure, there's quite the noise and I guess I'm contributing to it. Though valid point! I really should've included a brief summary of what it does - will add it.
- @whiteinaccuracy (9): the -N flag for testing notifications without actually running updates is such a nice touch, ive been burned by broken webhooks before
- @superb-scarf-petty (8): No reason to apologize to someone as miserable as this. This is a feature I requested btw so thank you for implementing it.
安全从业者开源了 compose-lint 工具，可扫描 Docker Compose 文件的安全问题并对照 OWASP 和 CIS Benchmark 给出修复建议。
Everything in my homelab runs on Docker Compose, but it wasn't up to the security standards I wanted. I wanted something small and compose-only that just runs, so in April I started building one. It…
受众观点：①@jake_that_dude 提出 severity 分级应基于风险+爆炸半径，并建议支持带 reason/expires_at 的 exceptions.yaml ②@Stetsed 和 @UnacceptableUse 表示正好在找这类工具，有 CI 集成需求 ③社区关注 docker.sock 暴露等具体风险点的处理策略
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- @True_Joke_5248 (3): I've just been rebuilding my homelab and built something Wilmer too!
- @jake_that_dude (2): severity should probably be risk + blast radius, not just whether the flag exists. `/var/run/docker.sock` is a hard fail for me unless it is behind something like socket-proxy with a tiny allowlist. `latest` and `read_only` feel more like warn/fix-risk rules because they depend…
- @UnacceptableUse (2): I might give this a go in CI
- @clerica-io (2): This is impressive
- @Stetsed (2): This is actually really cool, and I have been looking for something like it for a while, was considering writing my own. Really nice!
独立开发者做小工具站时纠结 SSR vs CSR 的 SEO 选型，评论区高度一致地推荐 Astro 的"islands 架构"方案作为最稳健选择。
I’m building a small tools/content site and trying to keep the public pages SEO-friendly from the start. The actual tools can be interactive, but I’m wondering about the surrounding pages: homepage,…
受众观点：①Astro islands 架构是否真的比 Next.js SSR 更适合工具站场景 ②Google 渲染 JS 的能力是否已经可以信赖，CSR 对小站 SEO 是否还是风险（@Aggressive-Hawk-249 等多人给出一致结论：不要赌）③工具页面的交互部分和内容页面的静态部分如何精确划分
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- @iodine74 (15): Look into AstroJs. Delivers static sites, but you can leverage React Components if you have some dynamic parts of the site. No dependencies on client side libraries unless you want them. Remember with “content” speed is king.
- @Techo_lab (3): One thing I've learned is that SSR vs. CSR is often the wrong question. The better question is: Which parts of this page actually need JavaScript? That's why Astro's islands architecture makes so much sense.
- @Significant_Pick8297 (3): Yes, that architecture is still the safest approach. Keep all explanatory content, headings, metadata, internal links, and a representative example output in the initial HTML, then let JavaScript handle only the user-generated results. That gives search engines something meaning…
- @Aggressive-Hawk-249 (2): Your instinct is right and still the safest approach. Google has gotten better at rendering JavaScript but "better" isn't the same as "reliable", crawl budget, rendering delays, and inconsistent behavior across page types still make SSR/static the lower-risk choice for SEO-criti…
- @svvnguy (2): I have multiple pages that are CSR and rank just fine. Why wouldn't it rank it?
独立开发者历经 7 个月和多轮 App Store 审核，成功发布 iPhone/iPad 网络广播应用 Radiogram，并分享了通过 App Review 的文档准备经验
After about seven months of development, countless iterations, and several App Review rounds, my first App Store release is finally live. Radiogram is an internet radio app for iPhone and iPad featur…
受众观点：①App Store 审核的文档准备策略（作者 @_impudentCat 分享通过技术文档证明直流原始 URL 的关键） ②商标名侵权风险的提醒（@kamscruz 分享自己曾遭遇 DMCA 的教训） ③独立开发者首款上架产品的里程碑感受
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- @_impudentCat (3): Thanks mate
- @_impudentCat (3): Radiogram •World internet radio + Podcasts• https://apps.apple.com/pl/app/radiogram-radio-podcasts/id6772640690
- @Perfect-Lime8024 (2): Congratulations
- @kamscruz (2): np! the category could be anything not related to the link I shared but if that name is copyrighted, you'll have to shut it down and rebrand it. I had a domain [aiplesk.com](http://aiplesk.com) and it had around 10,000 MAUs or even more, earlier it wasn't famous, the time it got…
- @_impudentCat (2): Thank you in advance for your contribution. I hope you enjoy it✨
开发者分享通过向代码文件注入故意破坏语法的纯文本来实时引导 LLM agent 执行的技巧，避免中断 agent 的执行流。
I find it frustrating when an LLM agent writes incorrect code and I have to decide whether to interrupt it immediately or wait until it finishes everything. When I interrupt it, the agent sometimes s…
受众观点：①@Mechageo（41）认为这是聪明的变通方案 ②@mr_birkenblatt（19）调侃说这不过是重新发明了代办注释，但评论区对这个使用场景有共鸣 ③@Master-Bug6904 提出了更工程化的改进方案：用 sentinel comment + CLAUDE.md 规则来保持 CI 通过同时实现同样效果
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- @Mechageo (41): Nice, that's a clever workaround.
- @mr_birkenblatt (19): Wow, you just invented the code note
- @palmytree (9): interesting - never considered doing this. also interesting that it doesn’t treat it as an injection…
- @dream_metrics (7): This sounds like a great way to send your agent down a bug hunting rabbit hole... just interrupt it or wait until it's done
- @Master-Bug6904 (6): This is a clever form of an in-band interrupt: the feedback lands exactly where the mistake is without resetting the run. I would keep the locality but make it a valid sentinel comment, such as // AGENT_FEEDBACK(blocking): ..., then add a CLAUDE.md rule to scan for those markers…
针对 MoE 模型训练的分层优化器 SkewAdam，通过差异化精度分配将优化器状态内存从 50.6GB 降至 1.29GB
**Paper:**[https://arxiv.org/abs/2607.19058](https://arxiv.org/abs/2607.19058) **Code (GitHub):**[https://github.com/nuemaan/skewadam](https://github.com/nuemaan/skewadam) Hi everyone, I just publish…
受众观点：①技术声明的可信度——社区主流反应是质疑真实性而非讨论技术细节 ②MoE 训练中 optimizer state 内存瓶颈是否真实存在并值得这种解法 ③如何系统性地验证 AI 辅助写作的技术论文的正确性
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- @GodG0AT (25): AI Slop
- @Evil_Toilet_Demon (23): I get the memory savings by using lower precision, but how are you outperforming muon on training loss?
- @oli4100 (22): Tell me you don't understand what's research without telling me you don't understand what's research.
- @Benlus (20): Please refrain from copy pasting LLM output.
- @HiddenCrocodile (3): The current state of research and the world. If you could not properly type a comment yourself how are we expected to trust what wrote on the paper. Funny how academia works.
Causo 团队分享从追踪 DAU/注册数等虚荣指标转向追踪"用户是否真正完成关键行为"的产品分析实践，WAU 从 50 增长到 200+。
https://preview.redd.it/jce5zspw4reh1.png?width=2242&format=png&auto=webp&s=d3e5fd6e9372db469f9ff864b4740c4feb116c52 For a while, we were tracking the usual SaaS stuff. Signups. Pageviews…
受众观点：①@mkgpass 提炼出关键认知：signup 是 promise，usage 是 receipt，核心要追踪用户第一次获得真实价值的时刻 ②@smarmyedwin9787 和 @Strong-Yesterday-183 讨论 onboarding 失效后的修复方案（强制执行关键操作 vs tooltip）③社区对"手动联系用户"这一低成本高价值的早期增长动作有强烈共鸣
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- @mkgpass (1): this is the right move imo. signups are mostly a promise; usage is the receipt. the metric i’d watch hardest is the first moment someone gets real value, then how often they come back to that exact action without being nudged.
- @Strong-Yesterday-183 (1): Exactly!
- @smarmyedwin9787 (1): the manual reach out thing is so underrated, did that for our app once and found out half our onboarding was broken cause nobody read the tooltips lol
- @Strong-Yesterday-183 (1): hahaha literally making onboarding into quests as we speak... same problem here
- @smarmyedwin9787 (1): quests are way smarter than hoping people hover over tiny icons... we ended up just forcing the first key action in a modal and deleting the rest
独立开发者分享新闻聚合应用 CuriousCats 的产品定位困境，评论区热议如何让不只是 AI 摘要的产品在第一句话中传达清楚价值
Building a news app in 2026 is so annoying because the second you say “AI + news” everyone’s brain goes: ok cool another summary wrapper. Fair tbh. There are 9 million apps now that do: paste article…
受众观点：①定位话语如何聚焦用户痛点而非功能描述（@EdogawaConan04 建议改成聚焦停止打开 5 个 app 的痛点表达） ②登录墙带来的早期用户摩擦（@PresentTemperature71 两条评论均指出强制登录阻断了试用） ③产品是否解决了真实高频需求的质疑（@Scham2k 表示不觉得这是普遍痛点）
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- @PresentTemperature71 (4): **I’m curious—what problem is this solving for users? What’s the main reason someone would choose this over existing alternatives?**
- @PresentTemperature71 (3): Also, i downloaded it, but theres no way to use it without logging in first to check it out? It just creates unnecessary added friction for the user, so just speaking for myself, im not going to login via gmail with a site ive never used before
- @EdogawaConan04 (2): The line should be: "stop opening 5 apps to understand one story." That’s the pain. Lead with that.
- @Alternative-Math-886 (1): Same thinking. For someone to create something, there should be a baseline of what the benefits are and who it's actually meant to help. I tried opening it, but having to log in right away is such a hassle. Why not offer a free trial first and let users decide if they like it be…
- @Scham2k (1): I'm also in same boat. Unclearr what the problem is. I actually enjoy reading a few different sources to get different POVs (eg, reddit vs some liberal leaning media vs more conservative media). Maybe it a problem for the creator but I'm not aware of this being something very co…
新手用不到 100 美元的二手机搭建了完整 homelab，并通过 cronjob 定时触发 Claude Code CLI 会话实现每日 token 额度自动复位的小技巧。
As nobody in my private circle cares about "boring IT stuff" i can't share this exciting things with anyone and it kills me, so...here we go: Snatched a Fujitsu Esprimo D538 with a 512GB SSD for less…
受众观点：①@Competitive-Shoe-759 幽默预言"set and forget"幻想很快会破灭，引发共鸣 ②@clonehunterz 详细解释了 ping/pong 触发 5 小时会话的具体机制 ③社区对 Claude Code session 管理和 token 使用策略有明显兴趣
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- @Competitive-Shoe-759 (13): "My goal is and was: Set and forget!" Ah, sweet summer child. Give it about three weeks before you find yourself browsing eBay for a used Dell PowerEdge rack mount and trying to justify a 2.5GbE switch upgrade to yourself. There is no "forget" in self-hosting, only the illusion…
- @clonehunterz (3): how dare you questioning my sanity like this! are you right? yeah do i want to be delusional for at least 2 days before i hop on ebay? ALSO YES :D
- @clonehunterz (2): im just sending a "ping" so he has to answer something, usually "pong" which triggers the 5hour session start. when i start working, i'll get a 5h session reset in the next 2hours so i can blast tokens like crazy :> little cheat i came up with.
- @clonehunterz (2): the claude ping is literally the word "ping" so i get back the answer "pong", just to trigger the 5h session. Because i start working at 8, it will reset my tokens 2hours later, giving me basically 2x5hours sessions to use up, thats massive. i can go mad crazy in my first 2hours…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
独立开发者发现网站有访客但不清楚流量来源，评论区揭示"来自多国的 Direct 流量"很可能是爬虫和数据采集机器人。
r/SaaS I have users coming onto my site, but I have no idea where they are c…
受众观点：①如何区分真实用户流量和爬虫/数据采集流量（@d_king_md 指出多国 Direct 多为爬虫）②轻量级自建流量分析方案（@Optik97 推荐 Umami 自托管）③流量分析工具的选型（GA4 vs 轻量替代品）
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- @Optik97 (7): If you have a VPS just setup Umami. Its free if you self host. It really helps to see the traffic
- @PythonWithJames (2): I'm in the same boat as you! I see 'direct' from a range of countries.
- @d_king_md (2): Direct from a range of countries usually means crawlers and scrapers. Look at their locations and see if those have data centers.
- @PythonWithJames (2): Thanks, I'll take a look
- @HootiePumpkin (2): The easy way to set up google analytics or have a dedicated service wired in your infrastructure. The hard way is when you post a link to have embedding in it and create an admin dashboard that displays the metrics of those embedded link hits.
开发者做了面向政府承包商的 SaaS 产品 FedFinder，试用期上线后零付费转化，求社区诊断问题所在。
Posting this because I think I’m too close to my own product to see what’s actually stopping people from paying for it. I built FedFinder (fedfinder.net) for small and mid-sized government contractor…
受众观点：①"去错了房间"问题——目标用户根本不在你推广的渠道里（@n_v40、@medialantern 都指出这点）②高信任度垂直行业的销售路径与 SaaS 通常模式的差异 ③试用期设计是否合理（14天固定窗口 vs 活动触发窗口）
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- @n_v40 (2): Pulled up the site, and the product itself isn't the problem, it's clear, the "SAM.gov is free, here's what we add" section is well done, and the positioning against GovWin and Govini is exactly right for the buyer. So the reason for zero paid isn't that people can't understand…
- @medialantern (1): The problem is you're posting this in r/saas. I don't think your clients (or mine tbh - I have something going that's less about being a database and more about deep-dive intel on each one) are "here". Folks building a SaaS aren't generally pursuing grants... I mean it's not 0,…
- @J-Was-Here12 (1): From what I’ve seen, the business is a who knows who more than anything else. This isn’t a business that you’re likely going to differentiate from without experience or from home. There are a lot of contract support, bid prep, bid decision, etc software out there, so this isn’t…
- @rockstarRobin (1): Curious , have you spoken with users who signed up but never converted ? Their feedback might point to whether it's trust , pricing , or positioning.
- @SeedofLilith94 (1): I’ve reached out just no response
用 Tauri 构建的开源免费桌面工具 OpenSlides，替代付费订阅的 CodeSlides，支持制作动画代码演示且数据完全本地存储
I've been watching Nova Designs on YouTube for a while and loved how clean his code presentations look. Turns out he uses CodeSlides which is great, but it's subscription-based. So I built **OpenSlid…
受众观点：①Linux 预构建安装包支持需求（@overl0rdmogger） ②Tauri 技术栈的兴趣（@KT007441 确认使用 Tauri） ③代码演示工具的视觉美观程度（@zinxyzcool 表示漂亮）
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- @[deleted] (4): [removed]
- @KT007441 (1): Thanks! It's built with tauri
- @overl0rdmogger (1): nice!! hopefully, there would be a prebuilt installer for linux as well.
- @zinxyzcool (1): It’s beautiful!
- @OkMirror9765 (1): Pretty cool!
独立开发者分享收到第一笔付费销售的情感时刻，产品是本地运行的 Windows 桌面实用工具，无云端无 AI
A few days ago, I posted a demo of my tool here with a half-joking caption: "I wonder if anyone actually needs this though lol?" I was secretly worried nobody would care. My app is just a simple, uns…
受众观点：①从零到一的心理突破意义（@Imaginary_Store6090 score 8 说 breaking through from zero is only the beginning） ②第一笔销售之后如何保持动力而不是陷入下一个怀疑循环（@ButterscotchDue4782 的分析） ③一次销售之后留存和持续的焦虑（@Connect-Location3505 担忧 1-10 次安装后无人问津）
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- @Imaginary_Store6090 (8): Breaking through from zero is only the beginning. Keep it up
- @Spiritual_Balance298 (2): Thank you so much! You're absolutely right—getting from 0 to 1 was the hardest part, but now the real journey begins. I'll definitely keep pushing forward!
- @ButterscotchDue4782 (2): It’s the little proof that the whole doubting game pays off, and it pushes you to keep grinding the next features instead of scrapping the whole thing. Take that learning and tweak a bit, keep the core simple, and let the next sale confirm it’s worth staying on the road. Congrat…
- @Spiritual_Balance298 (2): Thank you so much for these beautiful words. Your comment truly resonates with me. The "doubting game" was indeed painful and exhausting, and I wanted to give up so many times. I will take your advice to heart and keep the core simple while continuing to improve the tool. Thank…
- @Connect-Location3505 (1): But I'm worried not just about no one will care, I'm worried that no one will care after 1-10 installs
开发者用 WebAssembly 将 C++/Rust 处理引擎编译到浏览器，实现了 125 个文件转换工具完全本地运行，无需上传文件
Hey r/SideProject Like many of you, I constantly need to compress PDFs, convert images (like WebP to PNG/JPEG or HEIC), merge documents, or trim audio clips. The big issue? Almost every online tool m…
受众观点：①隐私和供应链安全的深度关注（@amuseorielle 提到 npm 供应链风险，指出离线能力是真实安全保障） ②125 个工具的可发现性和信息架构问题（@Creepy-Surprisee 指出工具太多反而让人迷失） ③无需注册的零门槛体验得到认可
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- @Outrageous_Visit4708 (2): https://preview.redd.it/r8s0mk54ppeh1.png?width=1366&format=png&auto=webp&s=df48877dfbb4920b8607bd496ad2b06f686b5480 I’d love for you guys to try it out on your local devices and share feedbacks!
- @Outrageous_Visit4708 (1): Let me know what tools you think I should add next ?
- @Creepy-Surprisee (1): 125+ tools is impressive, but I’d also make it easy to discover the most popular ones. Sometimes too many options can be overwhelming
- @pmwakade (1): Impressive!
- @amuseorielle (1): Super cool, thank you. The offline part is the real sell. Half of these "private" tools are one npm supply-chain hiccup away from quietly POSTing your NDA somewhere, so shipping tools that still work with wifi off is a nice flex.
Claude macOS 桌面版新增原生控制 iOS 模拟器的能力，对 iOS 开发者的自动化测试场景有直接影响
Big news for iOS developers & automated app testing.
受众观点：①Claude 原生控制模拟器与 CLI 方案的能力差异（@blazarious 直接问 CLI 能否做到） ②Xcode 已有 Claude 集成方案的对比（@cosmonz 选择继续用 Xcode 内集成方案） ③对 Xcode build 失败的幽默自嘲（@Content-Parking-621 score 40）
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- @Content-Parking-621 (40): Finally, Claude can watch its own build fail live.
- @ZentalonsMom (7): 🤣
- @AlcoLogApp (5): "Usual Xcode build noise" -Claude 🤣
- @blazarious (4): CLI cannot do that?
- @cosmonz (2): I'll stay with using the claude session integrated into x-code directly for the moment I think ;)
用 PPO 算法在 Google Colab 单卡 GPU 并行运行 4096 个 Snake 游戏进行强化学习训练，10 小时内接近理论最高分
I've been building an AI that learns to play the classic Snake game through reinforcement learning. **The goal is to reach high scores while keeping training time as low as possible.** The current ve…
受众观点：①这个项目是否真正是作者写的还是完全由 Claude 生成，社区如何看待 AI 辅助开发的边界 ②技术上 Snake 这个游戏是否适合作为 RL 研究展示 ③人们做这类项目的真实动机
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- @marr75 (68): It looks like you and Claude had a lot of fun on it and that's all that matters.
- @timtody (44): Why don’t you get Claude’s feedback?
- @breeze1990 (8): Look pretty nice. I asked AI to give me an example for me to learn RL and it also gave me this game and training code and web page UI to demo. Although the design was fairly simple and can train on CPU in reasonable time, so I think this might be a too simple game to explore more
- @DemonFcker48 (6): Its alright and all, but why? Snake is heuristic solveable game. What is the point in doing this?
- @marr75 (5): Because it's one of the projects Claude makes for you if you ask.
开发者分享 Termi Protocol（开发者专用 3D AI 可视化桌面工具）的早期转化数据，并求问面向开发者的零预算增长路径。
Hey SaaS community, hope you're all doing good. My SaaS is actually doing pretty well so far, but I feel like I've hit a wall with growth. i've been building **Termi Protocol**, a niche desktop app f…
受众观点：①3% 的访客-付费转化率是否值得庆祝还是需要继续优化 ②开发者工具的有效推广渠道究竟在哪（@BuiBui647 指出 Instagram/TikTok 对开发者无效）③购买后留存率和 LTV 才是下一步真正要关注的数字
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- @audyense_b2b (2): [ Removed by Reddit ]
- @[deleted] (2): [removed]
- @audyense_b2b (2): [ Removed by Reddit ]
- @Pinterestsaas (2): That's Crazy Stats. Congrats
- @BuiBui647 (1): ngl your conversion rate from visitor to purchase is actually solid. 70 purchases out of 2292 visitors is \~3%, most devs would kill for that.Instagram and TikTok for a developer tool is rough tbh. Devs aren't there in buying mode. Where are they? GitHub, Hacker News, specific D…
基于 GPU 运动追踪技术 CoTracker 的浏览器工具，在无人机视频中为地产营销场景自动叠加并追踪地块边界线
I work on Pixly (AI tools for real estate media), and this started as a repeated request: agents wanted those property-line overlays on their drone videos so buyers can see exactly where a lot ends.…
受众观点：①追踪精度的可靠性担忧（@Walfy07 score 5 指出示例中地块线跟着房屋轮廓走的错误） ②关键帧修正工作流的可用性设计（@anthonykaram7 引用 FAQ 说明关键帧修正机制） ③对专精单一场景工具的整体认可（@player__piano）
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- @Walfy07 (5): the second example looks wrong though? the property line folows the house contour? and also the back corner is probably a square, not whats shown.
- @player__piano (3): Looks cool!
- @anthonykaram7 (2): There's this FAQ on the website. Maybe that's the solution? Can I correct the boundary with multiple keyframes? Yes. Manual keyframes are the correction anchors and source of truth. Add or adjust keyframes anywhere the drone motion drifts, then refine so each segment is re-track…
- @JanKratochvil1 (1): thank you!
- @JanKratochvil1 (1): Yeah, it does, I did this on purpose. When the line runs behind the house I chose to follow the house contour rather than tuck it behind. Both work, just a personal preference here since it's marketing material.
独立开发者第一次做 SaaS 产品不懂推广，向社区求问有哪些平台可以展示和分发新产品。
Hey folks, I just built my first SaaS extension and I’m not very good at marketing or doing the whole “hey, check out what I made” thing. I’d really appreciate it if you could share any SaaS tools or…
受众观点：①哪些展示平台能带来真实流量而非只是 SEO 反链（@thunkleai 提到目录站只适合 SEO）②第一次做产品推广不知从何下手的焦虑 ③Product Hunt 等平台的实际操作门槛
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- @QaisFaiz (2): There is lots of apps directories on the internet, you can just search for them on google. Just search Free SaaS directories on Google you'll find great names there. btw, what are you building?
- @Humble-Morning-3393 (1): 1. Product Hunt 2. BetaList 3. Crunchbase 4.AngelList 5.G2 6. Capterra 7.GetApp 8. AlternativeTo 9. Slant 10. SaaSHub
- @dev_pradu_48 (1): Still you need to do marketing bro!!! 1. Product Hunt 2. SaaSHub 3. SideProjectors
- @bartharrison (1): THe most used ones are Producthunt and Betalist. There should be a lot of newsletter sites that you pay to promote your SaaS. Those ones are also very useful. There are some where you can submit for free and they show up in lists.
- @thunkleai (1): Those types of directory or showcase sites are really only good for SEO. You'll want to do social media marketing or ads to get genuine traffic
NeurIPS Area Chair 分享本届评审轮次观察，认为新的激励机制有效改善了评审者责任感和评审质量
...may the odds be in your favor. On a more serious note, as an Area Chair for Neurips, I can tell the incentives that they placed this year are kinda working (risk of rejecting a reviewer's paper if…
受众观点：①AC 如何实际处理评分差异悬殊或明显 LLM 写作的评审 ②新激励机制对评审质量改善的实际幅度 ③整体 NeurIPS 录取格局对今年研究方向的指示意义
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- @GuestCheap9405 (10): I read all reviews very thoroughly, and ask the reviewers to clarify things or add detail. In cases where there are reviewers saying contradictory things or sometimes in cases where there is high variance in the reviewers' opinions or in cases where I'm just genuinely curious, I…
- @Anshuman3480 (6): Thank you so much for your insights AC. What are your thoughts on AI "slop" papers this year? Is there any trend you are seeing regarding that?
- @GuestCheap9405 (5): none in my batch. that i know of hahah EDIT: I work in a more theoretical area which I think in general makes the papers I look at less likely to be sloppy.
- @Anshuman3480 (3): Oh that's great!! Also if you don't mind, how does initial meta reviews work? Do you like read the papers fully or do you take an educated average of the reviewer scores?
- @GuestCheap9405 (3): I'm sure it's a great idea :) I just wouldn't know what to do with it, so your time is probably better spent with someone who does research in this area!
讨论长期依赖 AI 辅助编程是否会导致开发者失去深度技术理解能力，评论区有资深开发者分享亲历"思维负债"的真实案例。
r/webdev AI Coding will Prevent Expertise | The need for ongoing friction in l…
受众观点：①长期使用 AI 辅助是否会产生"思维负债"（@ZbP86 的亲历：2个月后对自己的代码完全失去记忆，需要逆向工程才能继续）②AI 编程工具应该作为学习工具还是效率工具——两者目标冲突 ③"debug 能力和查 bug 能力"是否因 AI 委托而退化
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- @ZbP86 (13): Personally I have experienced one more effect - did few tasks with LLM assistance. After like two months I had no idea I was even doing those tasks. Trouble was I had to extend previous work. Normally I would just quickly refreshed what was the code about and resumed. Not this t…
- @Rechenplaner (3): I can certainly underline the conclusion: AI should not be used for blind code generation, but above all as a learning tool where you retain control and can understand every line of code yourself if needed. However, I must clearly say: wasting a whole day searching for a bug ins…
- @solopov (1): we spent 20 years telling juniors not to paste stackoverflow code they don't understand. then we built a machine that does exactly that at scale and made it mandatory
- @the_ai_wizard (1): 🎯
- @creaturefeature16 (1): I hope my essay conveys that I am very much **not** a black/white thinker about this. We should never just adhere to one type of workflow for the sake of being a purist. Sometimes we're tired, we're overworked, we didn't sleep well, we're overwhelmed, or just don't see a lot of…
开发者网站上线后立即遭遇大量爬虫和恶意扫描流量（单页每日 1 万次请求），求 Cloudflare 防护策略建议。
https://preview.redd.it/jhxf4di76teh1.png?width=2112&format=png&auto=webp&s=f41b8a179fee4d5b61e1c407c3bc3b17d114e234 As per the title, the image above shows my cloudfare 24 hour traffic,…
受众观点：①网站上线后立即被 bot 扫描的根本原因（@Irythros：SSL 证书透明日志是触发器）②Cloudflare 规则以外还能做什么防护（nginx 444、Anubis 项目等）③如何识别恶意扫描 vs 正常 SEO 爬虫
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- @Guarpig (3): i get a bunch of scanners trying to find exposed "env" "aws" "git" files, along with a long list of wordpress routes and other common vulnerabilities. yours sounds more like a rate-limiting issue, but i guess it wouldn't hurt to reinforce your nginx config by returning 444 for r…
- @Irythros (2): > but still I didnt expect so much malicious traffic so quickly Once you get an SSL cert for a domain it gets added to a public log that is scanned by attackers. As for what you can do: Nothing really. Turn on Cloudflares Turnstile and max out the anti-bot settings.
- @OMGCluck (2): [Anubis](https://github.com/TecharoHQ/anubis)
- @Caraes_Naur (0): You got 900 visitors in a day. The bots haven't really noticed you yet. Quora kickstarted their launch traffic by creating thousands of dummy accounts on thousands of sites to post link spam. I know what it's like to delete 12,000 comments and 4,000 users every morning for month…
独立创始人分享横跨 3 个 SaaS 产品的真实营销工具栈，月均 $168，覆盖分析、邮件、社交、SEO 全链路，并逐一说明保留或砍掉的理由。
Full marketing stack across 3 SaaS products lands at \~$168/mo for me, \~$56/product. Most "SaaS marketing stack" posts push $500+/mo enterprise setups that solo founders don't need. Been running thi…
受众观点：①Metricool 和 Publer 的分析功能差异（@kalemi 本人就是 Publer 创始人来求测评）②工具栈的隐性成本不只是月费，还有上下文分裂导致的决策摩擦（@raphaelgkh）③GA4 被砍的理由（UI 难用+数据延迟）是否普遍成立
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- @kalemi (2): Hi there! Curious to know the difference in analytics between Metricool and Publer. I'm the founder of Publer, btw.
- @raphaelgkh (1): The list is solid, but the hidden cost I’d watch is not only monthly spend. It’s the number of places where marketing context gets split. A cheap stack can still become expensive if analytics live in one tool, email in another, CRM in another, notes in another, and every weekly…
Buzzy 是一款 AI 驱动的视频内容创作工具，将角色、场景和物体作为持久化实体管理，基于 Kling AI、Runway 和 Veo 2 等模型
Buzzy
受众观点：①@QIQI 担心学习曲线太高，像给已经懂 Photoshop 的人用的 Photoshop ②Buzzy maker 介绍角色场景地点作为持久实体、shot 级别编辑可局部修改的设计 ③讨论对非专业用户降低门槛的产品策略
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- @Overview (0): * [Reviews](/products/buzzy-2/reviews) * [Alternatives](/products/buzzy-2/alternatives) * [Built with](/products/buzzy-2/built-with) * [Team](/products/buzzy-2/makers) * [Awards](/products/buzzy-2/awards) * More Free Options Launch tags:[Movies](/topics/movies)•[Marketing](/topi…
- @Buzzy (0): Maker [@aidan\_codefox](https://www.producthunt.com/@aidan%5Fcodefox) Exactly — Buzzy treats characters, objects, and locations as persistent entities, while shot-level edits can stay local. We’re also exploring better controls for propagating changes across a sequence. Great qu…
- @QIQI (0): What's the learning curve like? I've bounced off a couple of these tools because they felt like Photoshop for people who already know Photoshop. Upvote (5) Report Share 13h ago [](/@buzzy%5Fjade) [JadeLee@Buzzy](/@buzzy%5Fjade)
- @Buzzy (0): Maker
- @Buzzy (0): Maker
为 Hermes AI agent 提供社交行为插件，让 agent 在群聊中学会判断何时发言并适应对话语气
Humalike
受众观点：①agent 在 Slack/Telegram 群聊中的行为是否真的可控，实际体验如何 ②这个 social memory 随时间适应的声称是否可验证 ③与其他 agent 框架（LangGraph、AutoGen）的兼容性
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- @Overview (0): * [Launches2](/products/humalike-2#launches) * [Reviews](/products/humalike-2/reviews) * [Alternatives](/products/humalike-2/alternatives) * [Built with](/products/humalike-2/built-with) * [Team](/products/humalike-2/makers) * [Awards](/products/humalike-2/awards) * More This is…
- @Humalike (0): Maker 📌 Hey PH 👋 Martí here, co-founder of Humalike. **What is Humalike?** The behavioral infrastructure for humanlike AI agents. The social skills your agents have been missing. Today we're shipping the fastest way to feel what that means: a plugin that makes your Hermes agent…
- @Visla (0): [@mcarmonas](https://www.producthunt.com/@mcarmonas) congrats Martí - wish you and the team all the success in the world. Upvote (4) Report Share 7h ago [](/@mcarmonas) [Martí Carmona Serrat](/@mcarmonas)
- @Humalike (0): Maker
- @Humalike (0): Maker [@swati\_paliwal](https://www.producthunt.com/@swati%5Fpaliwal) 100%! Agent starts with a personality X, and adapts over time (thanks to Norms / Social Memory). It's not perfect yet, and it would be a lie to say that using it for 3 months will make it 10x better. If you kn…
AI 邮件营销自动化工具，能主动理解品牌调性和受众，自动生成并确保跨客户端渲染一致的邮件活动
Migma AI
受众观点：①AI 生成的邮件是否真正做到 on-brand 还是只是模板变换 ②与 Mailchimp 等成熟工具的差异化 ③渲染兼容性在不同邮件客户端的实际效果
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- @LLMs (0): Migma creates email campaigns before you ask. It understands your brand, audience and calendar, then uses its proprietary engine to build on-brand emails that follow best practices and render consistently across inboxes. Review, approve and send. * [Overview](/products/migma-ai)…
- @Amara (0): •[4 reviews](/@ashkan01c/reviews) #### What's great user-friendly design (2)intuitive design (2)good visual design (2)ai features (2) So easy to use. It does take your branding guidelines automatically and create and create the visuually completing emails in seconds. #### vs Alt…
- @Boey (0): [Migma AI](/products/migma-ai) Maker [@adam\_lab](https://www.producthunt.com/@adam%5Flab) [@stanley\_lin3](https://www.producthunt.com/@stanley%5Flin3) 🔥🔥 Upvote (4) Report Share 13h ago [](/@stanley%5Flin3) [Stanley Lin](/@stanley%5Flin3) [Migma AI](/products/migma-ai) Maker […
AI coding agent 的确定性策略执行层，在 Claude Code/Cursor/Codex 运行任何操作前进行授权拦截，防止 agent 在生产环境执行意外动作
Kastra
受众观点：①跨框架（Claude Code、Cursor、Codex）统一策略层如何实现，技术细节如何 ②策略执行层是否会影响 agent 工作流的速度和流畅性 ③具体的拦截规则如何定义和维护
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- @Overview (0): * [Reviews](/products/kastra/reviews) * [Alternatives](/products/kastra/alternatives) * [Built with](/products/kastra/built-with) * [Team](/products/kastra/makers) * [Awards](/products/kastra/awards) * More Free Options Launch tags:[Developer Tools](/topics/developer-tools)•[Art…
- @Kastra (0): Maker 📌 Hi PH. I'm Carlos. Fernando and I built Kastra. Here's what kept happening. We'd deploy AI agents in real environments: a coding agent, a support agent, and an infra agent. It had credentials and access, and there was nothing structural stopping it from running any actio…
- @Kastra (0): Maker [@nancy\_philip](https://www.producthunt.com/@nancy%5Fphilip) Exactly, we have seen our users want to customize the rules that adjust to their agentic coding style. We allow them to do so; at scale, this helps build trust, and trust allows them to delegate more work to the…
- @Kastra (0): Maker [@nancy\_philip](https://www.producthunt.com/@nancy%5Fphilip) Exactly, only a deterministic, neutral layer can enforce this. Upvote (1) Report Share 8h ago [](/@sulemna%5Fola) [Ola Suliman](/@sulemna%5Fola) Cross-framework support is huge. Claude Code, Cursor, Codex, one p…
- @Kastra (0): Maker [@sulemna\_ola](https://www.producthunt.com/@sulemna%5Fola) Our neutral enforcement engine across models and agentic systems enables us to enforce the same rules throughout the stack. We want to enhance how you use the tools you love, not replace them. Upvote (2) Report Sh…
为 AI agent 提供按需云端沙箱环境，解决 AI 工作流需要真实计算资源时面临的供给瓶颈和等待问题
box
受众观点：①与 AWS/GCP 等现有云服务相比差异化在哪里，适合什么规模 ②沙箱的冷启动时间和响应延迟实际表现 ③计费模型是否对独立开发者友好
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- @Overview (0): * [Reviews](/products/box-4/reviews) * [Alternatives](/products/box-4/alternatives) * [Built with](/products/box-4/built-with) * [Team](/products/box-4/makers) * [Awards](/products/box-4/awards) * More Free Options Launch tags:[Developer Tools](/topics/developer-tools)•[Artifici…
- @box (0): Maker 📌 Hello Product Hunt, 2 years ago, I worked at the European Space Agency, scaling their black holes & binary stars research efforts. At that time, GPT 4o already helped us find many optimizations that made the code more scalable. But to test them, our agents needed a clust…
- @box (0): Maker [@marek\_nalikowski](https://www.producthunt.com/@marek%5Fnalikowski) thank you Marek! Upvote Report Share 13h ago [](/@pbteja1998) [Bhanu Teja Pachipulusu](/@pbteja1998)
- @Feather (0): [@anic\_dev](https://www.producthunt.com/@anic%5Fdev) Congrats on the launch. You guys built a great product. Happy user here!! Upvote (1) Report Share 11h ago [](/@anic%5Fdev)
- @box (0): Maker