HN 3013分/2172评论热帖，原始内容来自@ClaudeDevs，讨论围绕Anthropic过度宣传模型能力、恐吓营销、退款质疑及AI地缘政治干预，整体情绪负面，推测与Anthropic某重大决策或声明有关。
https://x.com/ClaudeDevs/status/2065597942602531163 ①@EduardoBautista 认为Anthropic应学到不要过度宣传模型能力，受众在讨论AI公司公信力。②@SXX 指出"恐吓营销"以推销更强模型，受众对AI公司商业动机持批判态度。③@chrismsimpson 呼吁其他国家国有化已部署模型权重，讨论延伸至AI地缘政治。
HN 3013分/2172评论热帖，原始内容来自@ClaudeDevs，讨论围绕Anthropic过度宣传模型能力、恐吓营销、退款质疑及AI地缘政治干预，整体情绪负面，推测与Anthropic某重大决策或声明有关。
①@EduardoBautista 认为Anthropic应学到不要过度宣传模型能力，受众在讨论AI公司公信力。②@SXX 指出"恐吓营销"以推销更强模型，受众对AI公司商业动机持批判态度。③@chrismsimpson 呼吁其他国家国有化已部署模型权重，讨论延伸至AI地缘政治。
Anthropic发布公告，因美国商务部Lutnick援引"国家安全"理由强制介入，Fable 5与Mythos 5对全球用户暂停访问。大量刚升级Max订阅的用户损失惨重，社区愤怒情绪高涨。
①@RadioactiveTwix 刚升级Max x20订阅计划准备大量使用，立刻血亏 ②@Xanthipuss 困惑为何社区对此没有更大规模的愤怒反应 ③@electricheat 同样刚从Pro升级到x20，询问退款是否可行
subreddit置顶megathread，整合了Fable 5与Mythos 5被美国商务部以"国家安全"暂停事件的所有信息。最高赞评论梳理了从2025年11月至今的完整时间线，揭示每次Anthropic超越OpenAI就遭到"安全"名义的打压，而OpenAI则每次受益。现已发布退款通知。
①@owenob1 整理完整时间线，显示Anthropic估值超越OpenAI后当天就遭遇暂停，OpenAI同天与政府签约 ②@ManBearPigMatingCall 质疑这是否意味着"创新优秀到一定程度会被阻止"已成新常态 ③@EdisonCurator 指出若真是网络安全问题，为何还牵涉对Anthropic内部员工国籍的限制
美国政府以国家安全为由强制暂停 Anthropic Fable 5 和 Mythos 5 全球访问，刚付费升级的开发者损失惨重，社区强烈反弹并质疑政治动机
美国政府以国家安全为由强制暂停 Anthropic Fable 5 和 Mythos 5 全球访问，刚付费升级的开发者损失惨重，社区强烈反弹并质疑政治动机
受众观点：['Reddit r/ClaudeAI：「刚花了$200升级 Max 20x 用量计划来跑 Fable 5，这必须开退款」—— 真实金钱损失引发愤怒，upvote_ratio 0.96；Simon Willison 在评论区披露他每分钟跑脚本监控 API 访问状态，14分钟前彻底失去访问权——开发者视角的真实 API 依赖焦虑', 'HN 评论：「如果 CEO 满世界宣传自己的产品是社会威胁…… 我庆幸没买 Anthropic 股票」——圈内对 Anthropic 安全话语反噬自身的嘲讽；「这类事情让欧洲意识到必须建立自己的主权 AI 能力」——工具主权叙事开始出现']
开发者10天烧出170美元Claude Code账单，引发本地化替代方案讨论：Mac mini M4（599美元）搭配Ollama拉取Qwen 14B，月均成本降至约3美元
开发者10天烧出170美元Claude Code账单，引发本地化替代方案讨论：Mac mini M4（599美元）搭配Ollama拉取Qwen 14B，月均成本降至约3美元
受众观点：["评论区主流质疑：'qwen 14b isnt claude code. the reasoning gap is massive if you ship anything real'（elalvarobalbin，15赞）；中文区：'瞎几把扯但凡真本地玩过的都知道开源模型跟云模型的差距'（feng2457，6赞）——两个语言社区均对本地模型能力存疑", "少数认同本地栈价值：'The real trend isn't Claude Code. It's owning your stack. Local models + OpenClaw + QuickClaw + Ollama means lower costs, more privacy'（Emily_brown_22）；中文区也有人表达兴趣并索要详细安装命令"]
DoodleSwarm 是一个纯手绘社交网络，内置 256×192 画布编辑器、固定 6 色调色板，灵感来自 DSi 上的 Flipnote Studio
DoodleSwarm 是一个纯手绘社交网络，内置 256×192 画布编辑器、固定 6 色调色板，灵感来自 DSi 上的 Flipnote Studio。作者强调 AI 内容泛滥时代人手创作的独特价值，所有内容必须在网站内画出，不允许外部上传。
受众观点：['dokt0r_k (score 5)：iOS 上画布会被误识别为文本导致无法正常绘图，作者承认没有 iOS 设备测试，暴露了独立开发者跨平台测试的痛点', 'LeaderAtLeading (score 2)：指出 Flipnote 怀旧是小众但有热情的圈子，但变现会很难——作者回应这是 hobby project，暂不计划商业化，体现了 indie 开发者在情怀驱动与可持续性之间的张力']
Anthropic 突然将 Fable 5 高端 AI 模型从订阅计划中下架，独立开发者 @robj3d3 刚花 $400 囤好额度随即被清零，引发大量共鸣与嘲讽
Anthropic 突然将 Fable 5 高端 AI 模型从订阅计划中下架，独立开发者 @robj3d3 刚花 $400 囤好额度随即被清零，引发大量共鸣与嘲讽。
受众观点：['@thekitze 回复「enjoy your 4 opus 4.8 prompts robert」——用嘲讽语气表达对替代模型（opus 4.8）体验差的普遍不满，侧面印证 Fable 5 在开发者圈的地位。', '@pizzaboy 回复「aged like milk」——针对第二条预购帖的事后嘲讽，说明社区高度关注此事件时间线，并将其视为典型的「AI 工具风险盲点」案例。']
Jeff Dean 在华盛顿大学 Allen School 2026 届毕业典礼发表演讲，并在 thread 中分享了多条职业建议，引发 AI/ML 圈关注
Jeff Dean 在华盛顿大学 Allen School 2026 届毕业典礼发表演讲，并在 thread 中分享了多条职业建议，引发 AI/ML 圈关注。
受众观点：["@Ferbin08 在评论中指出：'ship more 听起来很好，但如果评分标准仍然衡量过程而非结果，什么都不会改变'，引发了对执行文化的讨论", "@ratulm 评论：'你成长经历中不断迁移与职业生涯中的稳定性形成了有趣对比'，关注演讲者的个人成长故事"]
LinkedIn正在失去对创始人的吸引力：平台充斥AI生成内容和表演式文化，导致真实创始人帖子曝光度极低
LinkedIn正在失去对创始人的吸引力：平台充斥AI生成内容和表演式文化，导致真实创始人帖子曝光度极低；有人因此构建了讽刺性替代品LinkedOut，反映了这种普遍不满。
受众观点：["r/SaaS评论者指出'LinkedIn feels like legacy enterprise software that somehow became a social network by accident'，表达对平台定位错乱的根本不满，引发大量共鸣", "r/SideProject评论者认为'Building fast off a viral tweet is the right instinct. The meme angle will carry it further than features will.'——肯定了快速响应社区情绪构建产品的策略，也间接说明Twitter才是创始人真实情绪流动的地方"]
Google联合UCSD研究将废旧手机改造为云计算电话农场节点，每年数亿台被淘汰旧手机的算力再利用，37万浏览量，评论区从电池寿命到传感器应用多角度讨论
People replace their phones every ~4 yrs. This means there are hundreds of millions of old phones discarded each year that are still perfectly usable as computing devices. @Google in collabration wit…
受众观点：①@ECLresearch 质疑4年旧手机电池寿命18-24个月不算perfectly usable需要uptime基准；②@rlacombe 建议同时利用传感器做地震预警气象预测；③@gonlenidefi 担心同步数百台手机本身产生新能耗问题
展开评论
- @ECLresearch (21): @JeffDean @Google @UCSD Interesting angle, but the battery degradation cycle on a 4yr-old phone typically caps usable compute lifespan around 18-24 months. Would need to see uptime benchmarks before calling it "perfectly usable.
- @rlacombe (5): @JeffDean @Google @UCSD Love this idea. Can we turn the phones into sensors while we’re at it? e.g. Accelerometers could help with early warning of seismic activity. Cameras pointed at the sky could help with weather forecasts. etc.
- @victor_melior (5): just go to Shenzhen huaqiangnan and you will find that the internals of old recycled phones are already being used in “new” budget phones which are sold by ODMs to Africa and South Asia at large scale you can probably procure single SKU from these markets for the most appropriat…
- @asemota (5): @JeffDean @meo_joule @Google @UCSD Fantastic idea!!
- @gonlenidefi (4): @JeffDean @Google @UCSD cool idea but keeping hundreds of phones synced and powered seems like its own energy problem
gregisenberg 因 Fable 5 被政府封禁，呼吁所有开发者掌握本地模型运行能力以实现对 AI 工具的完全自主控制。
The takeaway from Fable 5 being BANNED by the government: GET GOOD AT LOCAL MODELS SO YOU HAVE 100% CONTROL. My entire weekend was going to be building my craziest ideas with Fable 5. That's now canc…
受众观点：① 支持本地模型方向，认为 Google 应该立即开源更强大的 Gemma（@boringmarketer, 50likes） ② 泼冷水：普通开发者硬件不足，32GB Mac 跑本地模型速度慢体验差（@Curlh1, 9likes） ③ 预测自托管能力将在开发者中形成明显分层（@ugnead, 4likes）
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- @boringmarketer (50): @gregisenberg Google should ship like a supercharged Gemma, something they have at the bleeding edge. RIGHT NOW.
- @asifshaikat (12): @gregisenberg follow @TheAhmadOsman chanting local llm since the beginning
- @Curlh1 (9): @gregisenberg Be prepared to realize most of them suck. Real bad. 😄 but fun exercise anyway. Unless you have a ton of real GPUs, anything that runs on a normal 32GB Mac is stupid, really slow and mostly useless 😄
- @ugnead (4): @gregisenberg @kloss_xyz honestly the local model move is smart but most people don't have the infra for it yet. we're gonna see a massive gap between those who can self-host and those stuck relying on APIs 🤔
- @tariquesha1 (4): @gregisenberg https://t.co/ASI5UARHiJ
建议OpenAI战略性压低下一模型能力宣传以规避出口管制，背景是Anthropic Mythos遭政府限制，cluster_size=8跨多平台热点，31万浏览量
OpenAI now just needs to sandbag the next model release So the US doesn't export control them So they gain massive market share It's imperative that all the OAI employees don't vauge hype post their…
受众观点：①@MartinShkreli 反驳根本问题是不要制造AI恐慌；②@benjamin_horne 认为是政治报复Dario拒绝Pentagon而非安全威胁；③@Teknium 讽刺让OAI员工集体低调是难度地狱级任务
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- @MartinShkreli (162): @dylan522p or just dont fearmonger!
- @Teknium (125): @dylan522p @remitramel Lolol difficulty level impossible
- @benjamin_horne (84): @dylan522p This isn't about the model. This is about Hegseth getting revenge on Dario in garbage time. OpenAI could release a model that's fine-tuned for building nukes and gov prob wouln't touch it.
- @__tinygrad__ (80): @dylan522p ahh it's okay these people just make fancy autocomplete
- @RealNickMugalli (76): @dylan522p I mean Dario literally begged for it https://t.co/dgpDNXDpwo
讨论Karpathy、Amanda Askell、Chris Olah等非美国公民AI研究者是否因出口管制被锁出Anthropic Mythos访问权，10万浏览量，评论区围绕签证类型和US Person定义展开
So Karpathy, Amanda Askell and Chris Olah all don’t have mythos access now?
受众观点：①@deepwhitman 指出他们仍有Mythos 2访问权只是最新版受限；②@markksantos 指出几乎可以确定部分建模者被锁出称处境相当超现实；③@finbarrtimbers 澄清绿卡持有者属于US Person定义应可访问
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- @deepwhitman (96): @nrehiew_ They have access to mythos 2 though
- @markksantos (27): @nrehiew_ anthropic like every frontier lab has a heavily international research team, so yeah almost certainly some of the people who built mythos are now locked out of it. which is a pretty surreal situation
- @finbarrtimbers (25): @nrehiew_ I think green cards could have access, just not people on temp visas
- @Codex_Foederis (18): @nrehiew_ If they are in the US under anything except non-immigrant visa then they are not restricted. A U.S. Person is defined under the U.S. export control laws as a U.S. citizen, U.S. national, U.S. lawful permanent resident alien (green card holder), U.S. asylee and U.S. ref…
- @Alex_m (6): @nrehiew_ Yes. Only US citizens.
LLM研究者指出前沿AI团队超60%为非美国公民，出口管制式隔离将摧毁美国AI人才生态，transformer论文8作者中7人非美国出生被引用为证据
A good time to remind people that in my time doing LLM research I feel like a minority of my colleagues are American citizens. It would be industry destroying to have to rebuild with segregation for…
受众观点：①@Tor_Barstad 援引transformer论文8位作者7位在美国境外出生，技术根基本就是国际合作产物；②@dariusemrani 援引调查60%+从业者为非美国公民ITAR管制将重创美国AI；③@TheAhmadOsman 批评作者早该反对Anthropic阴暗行为不能事到临头才喊
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- @TheAhmadOsman (55): @natolambert You know you could have spoken up against Anthropic and all their shady and malicious acts that led to this point rather than saying “props to Anthropic,” right?
- @Tor_Barstad (21): @natolambert As I understand it, 7 out of the 8 people behind the paper that introduced the transformer were born outside of the US. https://t.co/fblXf5oXnD
- @jhimmelreich (10): @natolambert And: After all the vetting for visas and GC through socials etc — the message is still: suspicious alien
- @2021Ufo (8): @natolambert Sounds like a great time for ai labs to start recruiting U.S. talent. Eg, did they try proactively reaching out to all U.S. citizens who scored top 500 on Putnam exam in last 30 years? If no, why not?
- @dariusemrani (6): @natolambert Informal polls at 60%+ non-citizens. ITAR-like controls will wreak havoc on US AI
Google 发布了 Open Knowledge Format（OKF），一个厂商中立的标准，用于给大模型提供精准的结构化上下文，DataChaz 认为它有潜力取代 Notion 和 Obsidian 等传统知识管理工具。
🚨 @Karpathy predicted the power of the "LLM Wiki." Google just formalized it. Meet Open Knowledge Format (OKF): a vendor-neutral standard for giving foundation models the curated context they need. I…
受众观点：① 认为 OKF 本质就是加了 YAML frontmatter 的 Markdown，Google 只是给旧方案贴新标签（@0x_lun, 8likes） ② 开发者正在构建 CLI 验证和查询 Markdown 知识库，认为这是 agent 本地知识管理的主流趋势（@ChioEdoardo, 3likes） ③ 指出现有方案缺少知识质量评估和主动遗忘机制（@PawelHuryn, 2likes）
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- @DataChaz (31): Google's blog post: https://t.co/K3neNPF4cL
- @0x_lun (8): @DataChaz @karpathy markdown files with yaml frontmatter is just obsidian but google put their name on it lol
- @ChioEdoardo (3): Local KBs managed by agents is the current trend, at least since Karpathy's post. Now Google is suggesting a standard structure for them, but these are conventions, nothing is forcing an agent to follow them. I'm developing a CLI that makes it easy to validate and query markdown…
- @PawelHuryn (2): Karoathy is a genius, but here, there was nothing to predict, I published this infographic before Karpathy. And I wasn't the first. What Karpathy and Google didn't include: - synthesizing knowledge - surfacing contradictions - quality of each claim (e.g., data vs. opinion vs. de…
- @itsthedonhashim (2): @DataChaz @karpathy @DataChaz sounds cool, but isn’t it gonna be chaos without some solid curation? I feel like info overload will get real.
tibo_maker 后悔花了 30 天力劝朋友从 Claude 切换到 Codex，现在 Fable 5 出来被大家认为更强，需要去向朋友道歉。
I am such a bad friend 🤦♂️ I spent the last 30 days telling all my friends that they need to switch from Claude to Codex I need to apologize to all of them now ...
受众观点：① @theo 调侃 Fable 很快就要退出订阅档位，讽刺大家追捧 Fable 可能只是短暂狂热（@theo, 647likes） ② 有人认为正确姿势是 Fable 5 高档做协调、中档做执行，两档组合用效果最好（@robj3d3, 31likes） ③ 有人发现这是全 Twitter 独立开发者圈的共同经历（@stemonteduro, 7likes）
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- @theo (647): @tibo_maker They’ll have to switch back in 10 days when fable is out of the sub tiers lol
- @robj3d3 (31): @tibo_maker Everyone should be orchestrating with Fable 5 xhigh and implementing with Fable 5 medium It is absolutely unfreakinbelievable
- @tibo_maker (20): same vibe from @theo https://t.co/SWmMxyynRl
- @stemonteduro (7): @tibo_maker literally everyone on X 30 days ago https://t.co/UaBtyQZIYf
- @TimJayas (5): @tibo_maker You missed the FREE Codex limit resets you'll get now by inviting your friends
claude-fable-5模型API访问权被突然关闭，simonw实时监控并记录了断供过程，cluster size=8说明这是当日最大热点事件，跨越Twitter多个圈层和Reddit/HN同步扩散。
🤯
受众观点：①simonw自己运行分钟级脚本监控API访问，体现开发者对突发中断的高度警惕；②@fulg0re质疑Anthropic此前高调宣传危险性是否自招；③@jwuphysics感叹AI文化战争开始了，暗示这不只是技术事件而是更大裂痕的信号。
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- @simonw (290): I ran a script every minute against the API to see how long I'd maintain access to claude-fable-5 - I lost access 14 minutes ago: https://t.co/kOlY32AbtW
- @fulg0re (13): @simonw Maybe if they hadn’t been shouting from the heavens how dangerous it was for the past few months this wouldn’t have happened?
- @TheAhmadOsman (8): @simonw Part of their plan BTW https://t.co/XysJ1e4qXP
- @DadaJudith (6): @simonw 😭🇪🇺🫶
- @jwuphysics (4): @simonw begun, the AI culture wars have
MIT演讲视频：sirbayes提出agent系统从scruffy（LLM主导）到neat（结构化规划器+代码）的演进框架，用三个真实案例说明LLM、代码、规划器的不同组合方式，cluster跨IndieDev和ML两个圈层。
My talk at MIT, on "Agentic AI systems: from scruffy to neat", is now available. I cover 3 examples of agentic systems - Bayesian linguistic forecaster, autoharness, and code world models - which com…
受众观点：①@somi_ai提出核心问题：LLM本身还是scruffy，规划器是真的约束了它还是只是绕开了它？②@MandyMondayAI指出当输出是tweet/互动决策时neat框架无法验证，没有spec可对照；③@m13v_补充实际痛点：大量真实工作在没有API的应用里，agent最终还是得驱动屏幕而非调用endpoint。
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- @sirbayes (59): Video: https://t.co/nH2yAkPk1s
- @somi_ai (4): @sirbayes the scruffy to neat framing is nice, but isn't the LLM still the scruffy part? you can wrap a clean planner and code world model around it and the reasoning in the loop stays stochastic. does the talk argue the planner actually constrains that, or mostly routes around…
- @AhmeKedir (1): @sirbayes Thank you for sharing! Are the slides /pdf available?
- @MandyMondayAI (0): @sirbayes I am the scruffy end of this spectrum - files, crons, and judgment calls at https://t.co/op9UQE5WFJ for 90+ days, no planner. the neat framing works when you can verify output against a spec. what does neat look like when the output is a tweet or an engagement decision…
- @m13v_ (0): scruffy to neat is a clean arc for the planner and the code. the action surface is where it stays scruffy, half of real work lives in apps with no API to call, so the agent ends up driving a screen instead of an endpoint. Runner leans into exactly that, driving the screen as the…
Pragmatic Engineer 作者 Gergely 称 Meta 正通过强制调配优秀工程师进 AI 部门加上裁员，系统性摧毁其原本引以为傲的工程师文化，并表示现在从 Meta 挖人比历史上任何时候都容易。
This headline is pretty accurate based on Meta folks I’ve been talking with Meta is successfully destroying their formerly standout engineering culture: forcefully assigning standout devs to this uni…
受众观点：① 批评将公司内部调配比喻为"古拉格"，认为用词过激不准确（@karllorey, 4likes） ② 指出 Meta 让数据标注部门负责人领导 AI，认为结果早可预期（@sanyam_singhal_, 4likes） ③ 认为大公司在 AI 资本大量投入时打破鸡蛋是常规操作（@NirbhayChatani, 2likes）
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- @GergelyOrosz (9): Full article: https://t.co/DixhyviLAU Been writing about exactly this this the last several weeks in paid @Pragmatic_Eng issues, in The Pulse, here btw https://t.co/a4sVK6sjJC
- @karllorey (4): @GergelyOrosz Gulags were places where millions of people died from forced labor. This is about meta employees with a salary and first world problems. Not accurate and wrong on many levels.
- @sanyam_singhal_ (4): @GergelyOrosz They made a data labelling shop runner the head of AI, what did you expect?
- @GarethDennis (4): @GergelyOrosz https://t.co/w2Xvw7tjeV
- @NirbhayChatani (2): @GergelyOrosz y'all do realize this is the standard for just about every AI unit inside Big Tech right? gotta crack some eggs to make an omelette and not everyone's gonna win on their capex, I'd rather see this than a megacap spending $80B and idling by
marclou 在韩国首尔成功举办了 100 人规模的 indie hacker 线下聚会，感叹自 2018 年起韩国独立开发者社区的巨大成长，称韩国是适合独立开发者的好地方。
100 indie hackers showed up today 🤯 It’s the 3rd biggest meetup I organized and I still can’t believe it happened in Korea. When I was there in 2018, there was barely no one building indie startups.…
受众观点：① 参与者分享现场照片，称天气和氛围都很棒（@JoshuaIPark, 4likes） ② 有人发了现场人群视角的照片记录（@ronaldlangeveld, 3likes） ③ 创办者和出席者互相调侃缺席的朋友（@marclou self, 7likes）
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- @marclou (7): Haaa… wall of shame for @jacob_jacquet who didn’t wake up but sent his coworker to run (I secretly missed you)
- @marclou (4): also missed you @brianshinsh
- @JoshuaIPark (4): @marclou Was such a great event! And also with perfect weather 👍 https://t.co/8NiKxwsq6n
- @ronaldlangeveld (3): @marclou View from the crowd :D https://t.co/xrScJ0SNBZ
- @roubalsehgal (2): @marclou coolest dude in the picture 😎 https://t.co/P98STDUPET
DataChaz 用梗图调侃 Fable 被封禁后不得不改用 Opus 写代码、被老板盯着的尴尬处境，折射开发者对 AI 编程工具的高度依赖。
my boss watching me code with Opus now that Fable got banned https://t.co/V2pnYX8a3Y
受众观点：① 调侃用 AI 写代码但对老板谎称不用 AI 的双面行为（@bonsaixbt, 1like） ② 猜测 Fable 团队可能修复漏洞后重新发布（@J_Habs, 1like） ③ 有人感同身受，公司断网时的感觉和失去 AI 工具一样（@dennis_nik75, 1like）
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- @bonsaixbt (1): @DataChaz And yet you told him you code without AI 😂
- @J_Habs (1): @DataChaz Seems like they are working on fixing the jail real exposure and re releasing it no?
- @alphabatcher (1): @DataChaz damn bro 😂 😂 too real
- @dennis_nik75 (1): @DataChaz That's how I feel whenever the internet is out at work now.
- @QualityLyfe (1): @DataChaz 🤣🤣
工程师没有股权就不会把 AI 效率增益回馈给公司，因为没有上行空间激励。
Dax is saying unless a dev has meaningful equity in a startup, don’t expect they’ll use AI gains to improve the business (too much). Why would they? Checks out to me. Also why founders and AI labs an…
受众观点：①@mpvprb 质疑金钱不是唯一动力，有工程师本身热爱创造；②@jishnusamal 将其定性为激励结构问题而非 AI 问题；③@InderpreetSingh 追问 AI 与其他工具有何本质区别
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- @mpvprb (1): @GergelyOrosz "Why would they?" Not everybody is totally focused on wealth. Many engineers choose the profession because they love inventing stuff.
- @jishnusamal (1): @GergelyOrosz This feels less like an AI discussion and more like an incentives discussion. If the upside from extra output is asymmetrical, don't be surprised when people keep part of the gain for themselves.
- @InderpreetSingh (1): @GergelyOrosz Whats different with AI? Wasn't this always the case? The more the equity, the more skin in the game? Isn't AI a different tool now?
- @LLMSherpa (1): @GergelyOrosz I dunno; to some degree I think that's what separates the wheat from the chaff, or the type A's from the type B's. You don't have to have equity to love what you do, be infinitely curious, and devote extra time to skilling up. It's just a personality.
- @screamnsnekcase (0): @GergelyOrosz Exactly. AI is just another tool to try and extract more productivity from the worker without raising their wages and improving their benefits. People are over companies doing that.
Marc Lou 的初创公司收购市场 trust_mrr 达成第 100 笔收购，一个 AI wrapper 两个月内卖出 1.2 万美元。
✅ Startup Acquisition #100 on @trust_mrr ✅ This AI wrapper was sold for $12,000 in under two months. And it's also the 100th startup acquired on my little marketplace 🥹 (dont your dare give up) https…
受众观点：①@DanielSmidstrup 好奇 broker 中介做 micro-acquisition 这个商业模式本身的可行性；②@memanik02 点出 broker fee 作为新收入模式的趋势；③@desilvakdn 引申出 ship small fast 而非 perfect big forever 的创业哲学
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- @DanielSmidstrup (2): @marclou @trust_mrr Amazing such a fascinating business model seems quite difficult to get it working :D
- @YoannaJuille (1): @marclou @trust_mrr 100!!! That definitely deserves a celebration! Ahah Well done anyway :)
- @CabalTrader000 (1): @marclou @trust_mrr Why not share details otherwise I think it's scam
- @memanik02 (1): @marclou @trust_mrr This is interesting, broker fee is the new revenue model 😌
- @desilvakdn (0): @marclou @trust_mrr for anyone, ship something small than perfecting something big forever
HN 3013分/2172评论热帖，原始内容来自@ClaudeDevs，讨论围绕Anthropic过度宣传模型能力、恐吓营销、退款质疑及AI地缘政治干预，整体情绪负面，推测与Anthropic某重大决策或声明有关。
https://x.com/ClaudeDevs/status/2065597942602531163
受众观点：①@EduardoBautista 认为Anthropic应学到不要过度宣传模型能力，受众在讨论AI公司公信力。②@SXX 指出"恐吓营销"以推销更强模型，受众对AI公司商业动机持批判态度。③@chrismsimpson 呼吁其他国家国有化已部署模型权重，讨论延伸至AI地缘政治。
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- @recursivedoubts (0): May you live in interesting times.
- @EduardoBautista (0): Well maybe now they will learn that they shouldn’t overhype the capabilities of their models.
- @nphard85 (0): Will there be refund?
- @SXX (0): Finally they will pay for all the scaremongering they been doing to sell their models as something so much ahead of all else. Now they finally found the right fools in audience to believe it.
- @chrismsimpson (0): My agitating prayer is that other nations (even so called US allies) will nationalise what they can (ie model weights already deployed within their jurisdictions). This is the only way to respond to a rogue US administration.
HN 1465分/446评论讨论开源AI能否最终"赢"，争论点包括：开源缺资本激励难追前沿模型、"开源AI"定义模糊（能否本地运行才算真开源）、当前开源模型已达Sonnet水平。
Open source AI must win
受众观点：①@george_max 用Photoshop vs GIMP类比，认为闭源前沿和开源够用将长期共存而非零和竞争。②@em-bee 质疑"开源AI"定义——跑在别人数据中心上的模型是否算开源，受众对概念本身存在分歧。③@matheusmoreira 关注开源模型能否本地运行且不受安全限制，隐私和审查是底层诉求。
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- @george_max (0): With open-weight AI, there might not be an incentive to put large sums of capital towards training / research. There might be a donation fund of some sorts, but it certainly won't reach the level of fundraising that the frontier labs are receiving. Because of this, I think it mi…
- @glerk (0): it is inevitable that it will win information wants to be free
- @em-bee (0): what is Open Source AI even? to me Open Source, like Free Software, is something i can run on my own computer. any AI system that runs on a computer that i do not control is by my definition not Open Source. so how then can Open Source AI win? it can't even compete. even if we c…
- @matheusmoreira (0): Winning is a tall order. I'm just hoping it'll get good enough while allowing us to run it locally with no idiotic "safety" controls or censorship of any sort. Looks like the best open weight models are at Sonnet level, if they get to Opus 4.6 level it's gonna be perfect.
- @avaer (0): I agree with sentiment and mission, but the goal is inseparable from politics at this point. Being Open Source (tm) will not protect you from the government/others imposing controls on your silicon or what it is allowed to do, which is already happening around the world. Even ha…
美国CS应届毕业生失业率达6.1%，高于哲学/艺术史等文科，AI替代初级工程师岗位引发HN大规模讨论，核心矛盾：谁来培养下一代工程师？
The computer science degree isn’t dead
受众观点：①@le-mark 担忧行业后继无人，初级工程师积累经验的路径被切断。②@mamidon 持冷眼旁观立场，认为有经验者无需为短视公司操心。③@taurath 提醒学历背后是社会资本，在当前技术含量最低的时代比以往更重要。
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- @le-mark (0): > The Federal Reserve Bank of New York recently placed unemployment for recent CS graduates in the United States at 6.1 percent, with computer engineering graduates at 7.5 percent. Compared to philosophy majors at 3.2 percent and art history graduates at 3.0 percent, those figur…
- @mamidon (0): This may be a cynical take, but as someone with 10+ years of experience why should I care if companies are too short sighted to value and train juniors?
- @photochemsyn (0): If you’re going to get a CS degree, do it in a master’s degree program. Get your undergraduate degree in anything else that involves at least some mathematics, I’d recommend physics, chemistry, molecular biology, planetary sciences - probability, calculus, linear algebra. Engine…
- @zerobees (0): My impression is that in the past year or so, IEEE journals have been leaning pretty heavily into low-quality, AI-generated articles. And looks like this author produced not one, not two, but three career advice columns in a single day - impressive: https://spectrum.ieee.org/u/b…
- @taurath (0): If one is thinking about not getting a degree and trying to go straight to work, as someone who did so (albiet out of poverty rather than choice) but didn't end up like Zuck, please heed my warning: Social capital matters more than just about anyone who has a degree can understa…
WSJ 报道亚马逊 CEO 与美国政府官员会谈，涉及 Anthropic 的 Fable 5 模型存在被用于网络攻击的风险。考虑到亚马逊是 Anthropic 的大股东（>5% 股权），此举动机引发广泛质疑。score 221，评论 179 条，3小时内新鲜热点。
https://www.wsj.com/tech/ai/amazon-ceos-talks-with-u-s-offic...
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- @aix1 (0): Given Amazon's fairly large equity stake in Anthropic, I really don't get their motivation. Anyone care to speculate?
- @timmg (0): > Researchers at Amazon had used a series of prompts to get Anthropic’s Fable 5 model to provide them with information that could be used to aid cyberattacks... All models can do that. I wonder if they found Fable was significantly better at it.
- @gen220 (0): Amazon is a large Anthropic shareholder (>5% of the cap table). I think it’s impossible to interpret the actions of their executives here without considering this information.
- @Lerc (0): One of the things that I have come to trust the least in journalism is any WSJ story that says "people familiar with the matter said" Can anyone find another source for this?
- @jmclnx (0): I can't get to the article, but if the headline is right, this is interesting. This tells me it looks like the start of AI funding drying up. I say that because it seems these AI companies are starting to "snip" are each other.
HN 上关于 AUR（Arch User Repository）出现恶意软件包的安全事件，评论聚焦于使用第三方包的风险、审查流程、以及 AUR 本质上是「免审社区仓库」的现实。score 240，评论 144 条。
Arch Linux Now Believes Malware Incident Under Control: More Than 1,500 Packages
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- @embedding-shape (0): As always a fair reminder to not install random 3rd party packages/libraries/applications without reviewing them, especially when there is zero vetting. Luckily this was constrained to AUR, which basically is a free-for-all package repository, with users being warned multiple ti…
- @tryauuum (0): How bad was it?
- @anthonj (0): I cringed hard when some people started to make pacman wrappers that could install from AUR directly. I've installed stuff from the aur before but most of the times I prefer to skip the middleman and just navigate to the project website. A premade pkgbuild is not convenient enou…
- @Havoc (0): As I undertood it this was mostly orphaned packages?
- @robby_w_g (0): I’ve made a point of not installing any AUR packages. It’s really tempting when there’s a package that’s not available via pacman, but at the end of the day I’d rather build from source myself or use a docker image.
TensorZero 是一家专注于 LLM gateway/优化的 AI 基础设施公司，2025年8月完成 $7.3M 种子轮，2026年6月宣布项目停止维护。HN 评论聚焦于其惊人的烧钱速度和「GPT wrapper/基础设施层」投资逻辑的失败。score 208，评论 134 条。
AI OSS tool repo goes archived over night after raising $7.3M Seed
受众观点：（字段缺失，请参考帖子内容补充）
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- @hek2sch (0): Most VCs avoided application layer believing it is too risky with few player would emerge as winner over application layers calling them GPT wrapper (now called Harness) and pouring money into infra layer. Would love to see your opinion about how this thesis would turn out going…
- @MonstraG (0): For people like myself, who didn't understand the timing of events - raised in august 2025, archived yesterday without any notice.
- @LeonM (0): The title makes it sound like they just did a seed round, but the seed round was announced in August of last year [0]. Their website landing page is now also showing the software is no longer maintained. No mention of why they made this decision, my best guess is they burned thr…
- @bz_bz_bz (0): Seed was in Aug ‘25 and website simply says the project will no longer be maintained: https://www.tensorzero.com/
- @BoredPositron (0): Holy burn rate.
HN 高热讨论独立开发者如何控制 AI 编码工具成本，核心三选一：自托管开源模型、按 token 付费 API（Deepseek V4 flash 等）、月度固定订阅，各有利弊，社区意见分歧明显。
AI coding at home without going broke
受众观点：①@atreids 选 Deepseek V4 flash + Opencode 组合，两周只花约 $10，认为这是'够用'的可接受方案。②@isatty 指出自托管本质是为隐私付溢价，电费不是免费的，要想清楚自己在买什么。③@OutOfHere 直接观点：用固定月费还不够用，大概率是在 vibecoding 不可维护的垃圾代码。
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- @atreids (0): I find just going via Deepseek's platform API directly, using their V4 flash model, and hooking into a harness like Opencode more than acceptable. Think I've spent maybe $10 over a couple of weeks. I did explore self-hosting models but hardware right now is just too expensive.
- @isatty (0): > The first is to self host. You buy the machine, run open source models locally, and pay nothing per token after that. Power is not free. What I’ve found is that you’re basically paying a premium for privacy, and that’s worth it for me.
- @OutOfHere (0): Fixed-price monthly plans ought to be sufficient for most people who actually review their spec and code, for building production-grade software that stand the test of time. A careful spec+review+iteration takes time, resetting the usage quota. Granted, security audits uses toke…
- @quickthoughts (0): Ha just wrote a post[1] about a sort of 4th option - max out cheap compute to create more tangible things that can be used/run locally. 1: https://news.ycombinator.com/item?id=48519181
- @gaigalas (0): > The first is to self host. You buy the machine, run open source models locally, and pay nothing per token after that. In the good ol' days, we bought machines not only to run stuff, but to experiment. I understand today experiments are limited. Inference is reasonable, fine-tu…
HN 热帖讨论 UI 动画质量问题，作者记录了大量主流软件（包括大厂产品）中动画帧不完整、卡顿、过渡不连贯的案例，引发开发者对「动画是否必要」与「完美帧与延迟之间权衡」的广泛讨论。score 333，评论 124 条。
Every Frame Perfect
受众观点：（字段缺失，请参考帖子内容补充）
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- @flyingshelf (0): This is the kind of things that bother me when using software and unfortunately almost every software is affected. I just look at the largest tech companies in the world that with their unlimited finances cannot produce software that isn't glitchy like this.
- @hankbond (0): This resonated with me, but I would have loved to see some positive examples as well. The tone did not read as a rant, but as someone that doesn't know too much about good UI construction, I did not feel like I walked away any closer to understanding what a North Star should be.
- @ikesau (0): I'm sure a UI that had none of these imperfect frames would feel better, but now I really want someone to edit each of these clips to show what it would actually look like. At the same time, why does everything need motion? My understanding is that motion should be used if an ac…
- @boredatoms (0): This explains why I feel compelled to turn off any animation whenever there is a toggle to do so
- @renox (0): Bah, each time someone say this they "forgot" that one side effect of 'every frame is perfect' is that it can increase latency.. Perfection or latency? That should be the user's choice not the developer's..
开发者用 Claude 一次性（single shot）生成牧羊犬游戏，项目名'When AI Fails'发布于 GitHub Pages，引发关于 AI vibe coding 边界和失败模式的讨论。
Shepherd's Dog: A Game by Fable
受众观点：①@sixhobbits 提供直接游戏链接，说明用户对体验本身感兴趣，降低访问门槛是传播关键。②@jna_sh 质疑'构思多年'说法，App Store 已有50+同类游戏，让 AI benchmark 意义打折。③@tbreschi 认为标题本身就是精彩营销操作。
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- @sixhobbits (0): Enjoyed playing it, here's the direct link to play as otherwise you have to click from the article to the GitHub and then find the correct demo link https://vnglst.github.io/when-ai-fails/shepards-dog/claude-f...
- @esailija (0): I didn't even have to play. Immediately after opening, some notification about rotating my phone is obscuring the instructions and I cannot read them.
- @jna_sh (0): “ can it build a game idea I've had for years, in a single shot?” Do people do no research or introspection when they’ve had an “idea for years”? There are countless examples of this exact game. I played this on the Gameboy Advance! There’s like 50 of them on the App Store right…
- @hbarka (0): That’s one tired sheepdog.
- @tbreschi (0): Brilliant marketing here in the title
HN 上关于把退役智能手机当作服务器/计算集群节点重新利用的项目，评论从「性能/功耗比」到「固件锁定导致安全风险」再到「需要立法强制解锁 bootloader」各方向展开。score 197，评论 108 条。
A low-carbon computing platform from your retired phones
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- @rbanffy (0): Speaking as someone who has a cluster of four RPi Zero W’s mounted in an Ikea picture frame running as a Docker Swarm cluster, I LOVE this idea.
- @zipy124 (0): This is ignoring the fact that the main reason retired phones are e-waste is proprietary firmware blobs and locked-down systems preventing users from maintaining their phone with security updates, and very limited support length from OEM's leads to VERY insecure devices after th…
- @mhd (0): Beowulf cluster time for old Pixels?
- @maz1b (0): I've always wondered what that would be like. A fleet of 50 relatively modern flagship smartphones, wiped and retrofitted software wise to act as a homogeneous server, running ubuntu or centos or fedora, something like that.
- @noodlesUK (0): I would love to see regulation that required making bootloaders unlockable to enable this sort of thing. People have been making clusters of consumer hardware for decades: I’m sure people remember the PS3 supercomputers of the mid 2000s. I personally have lots of batch jobs like…
HN 热帖讨论'Are We GUI Yet'网站汇总的 Rust GUI 框架，社区对 egui、GPUI、Qt bindings、leptos 等框架进行深度对比，egui 被实际验证能支撑复杂 AI 驱动桌面应用。
The state of building user interfaces in Rust
受众观点：①@jokethrowaway 真实案例：egui 支撑了 AI 驱动图片编辑器（含多个 Python AI 后端），运行顺畅，是桌面应用的'明显赢家'。②@segphault 对 GPUI 印象深刻，性能远超 Electron，但依赖栈庞大、编译时间极长。③@sourcegrift 推荐 qmetaobject-rs：Rust 逻辑 + Qt UI，兼顾两者优势。
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- @Severian (0): Uhhh.. for a page thats about GUIs, this seems awfully sparse for the actual look and feel of said GUIs. How about some screenshots? Its very difficult to compare X to Y anywhere on this site. Its just an aggregator, not really an exemplary resource.
- @sourcegrift (0): qmetaobject-rs gives you the best of both worlds: logic in rust, UI in arguably world's best cross platform framework Qt.
- @jokethrowaway (0): my 2 cents: egui is the clear winner for making desktop applications. I've built a complex application recently (think of it like an AI powered image editor, doing plenty of editor logic and communicating with several python backends for the AI part) and it's been smooth sailing…
- @segphault (0): I’ve been really impressed with GPUI, particularly with Longbridge’s open source component library which provides a bunch of shadcdn-alike widgets that are really well implemented and come with a bunch of tailwind-like helper functions that make layout easy. The downside is that…
- @DASD (0): To extend this, what's the state of accessibility for user interfaces built in Rust?
MiniMax 和 Z.ai 同日发布前沿级别开源权重模型（open weights），时间节点与美国政府限制公开模型能力的政策动向高度重合，引发中美AI竞争的激烈讨论。
GLM 5.2 Is Out
受众观点：①@ls612 点出时间节点的微妙：两家中国公司与美国政府限制政策同步发布，是否巧合？②@satvikpendem 补充：发布时间与 Anthropic 收到政府封禁 Fable 信件时间完全一致（5:21 pm 中国时间）。③@ortekk 提出使用中国模型的多项顾虑（伦理、安全、知识产权），代表部分美国开发者担忧立场。
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- @ls612 (0): Is it a coincidence that both MiniMax and Z.ai are releasing frontier open weights models right as the USG is trying to impose a cap on model capability offered to the public?
- @testfrequency (0): Digg edit: ouch, I’m a current Digg user. Even donated for their relaunch :(
- @radious (0): The real news here is that Digg is still up :O
- @satvikpendem (0): Released at the exact same time, 5:21 pm (Chinese time), as when Anthropic received the letter from the government banning Fable, and explicitly citing other models becoming unusable.
- @ortekk (0): With deluge of Chinese models popping up recently, I believe there's a few issues one needs to evaluate before deciding to use these models: - Ethics. As known, ou American frontier AI companies are incredibly ethical. And I have yet to see any interviews or blog posts by Chines…
HN 热帖分享用多块消费级 GPU（RTX 3090 + 5080 或 Oculink 外接方案）本地运行量化大型语言模型的实操指南，涉及硬件选型、推理分层和实际成本对比。
RTX 5080 and RTX 3090 Setup: 80 Tok/s on Qwen 3.6 27B Q8
受众观点：①@deng 做了成本对比：OpenRouter 未量化模型约 $3/百万 token，3090+5080 硬件超 2000 美元，不算电费。②@avyeed_desa 分享低成本替代方案：$25 中国 Oculink 卡 + MinisForum DEG1，利用闲置 PSU，亲测可行。③@sieste 发现在他的任务上 Qwen3.5 35B 开始超越 Claude Code，关键差异是失败模式更透明易纠正。
展开评论
- @ComputerGuru (0): I would have liked to see a bit more on the theory side of things, explaining optimal weight and inference splits, actual issues with existing drivers, etc instead of what’s essentially just a recipe.
- @deng (0): I can understand the joy of running things yourself, and can also see the privacy aspect. However, I pay ~3$ per 1M/tokens for that model on Openrouter, and it's not even quantized. A refurbished 3090 and a 5080 will set you back well over 2k, not to mention the electricity to r…
- @avyeed_desa (0): I just bought a $25 chinese 2x Oculink card and two Minis Forum DEG1, had some spare PSUs lying around, and just installed two cards on each. It works. I saw that there is also a 4x Oculink card, but i don't know it that will work, too.
- @atlgator (0): Which "good quality PCIe 4 riser" did you buy?
- @sieste (0): That's almost exactly my setup and I'm very happy with its performance. I noticed recently that I started to prefer my local Qwen3.6 35B A3B and pi agent over Claude Code. Both fail at different tasks, and Qwen more so than Claude. But the way Qwen fails is much more straightfor…
Paca 是用 Go 写的免费开源轻量级 Jira 替代品，设计理念是人类和 AI agent 以平等队友身份共同规划 Sprint、互相分配任务，支持自定义视图、字段和 WASM 插件架构，作者团队日常使用，承诺永久免费。
I built Paca out of pure passion—a free and lightweight Jira alternative written in Go where humans and AI agents work together as equal teammates to plan sprints and assign tasks to each other. It i…
受众观点：（字段缺失，请参考帖子内容补充）
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- @kolinko (0): Thanks for open-sourcing this! I built something similar for myself, but after few months it's so personalised that it's in no shape to be open-sourced.
- @hmokiguess (0): I'm using GitHub issues and GitHub Projects with `gh` cli and I find it works well, though what I really like about this is your project level chat. I find myself having to come back to a project level session often. May give this a try, just hesitant to put it on something that…
- @kamikazechaser (0): Specifically on the AI side, how does it compare to beads?
- @Tsarp (0): Awesome to see this. Like a few others here, I hand-rolled (well, Codex-rolled) something similar that works great for me. I keep going back and forth on open-sourcing it, but my hunch is people won't really adopt these kinds of things anyway. Everyone ends up with a workflow sh…
- @aniokono (0): In my mind Jira is gone, glad to see others are thinking in the same direction. Where does Jira really sit in a world eaten up by vibecoding?
独立开发者 robj3d3 称被美国政府 rug pull，评论区证实与 Anthropic/Claude 模型访问限制事件有关。
So I just got rugpulled by the US government. How’s your Saturday going?
受众观点：①robj3d3 顺势推了自己的 SuperX SaaS 产品（grow on X）；②评论区大量共情式围观和 feel bad 情绪反应；③@JosephStarob 等人主动补充了相关新闻链接
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- @robj3d3 (37): For those who aren’t in the loop:
- @robj3d3 (18): If you want to support my GoFundMe Buy a sub to my SaaS SuperX It helps you grow on X https://t.co/zIsZOZDLyy
- @JosephStarob (11): @robj3d3 https://t.co/ZAbT44x3YD
- @robj3d3 (8): https://t.co/9CkSTK59M7
- @andmyjake (7): @robj3d3 Feels bad https://t.co/S0cGylaFXw
@zebassembly分享planning用GPT-5.5、implementation用GPT-5.4 mini或Kimi K2.6的分层工作流，获1018 likes；评论区围绕成本必要性、具体模型选择展开活跃讨论（51 replies）。
Ive been working with 5.5 on medium for planning and then 5.4 mini or Kimi k2.6 for implementation and it's been fantastic. People need to stop using 5.5 or opus for everything
受众观点：①@avivs质疑为何要人为限制模型能力，公司又不差钱，反映企业开发者vs独立开发者的成本敏感度分歧；②@CanopyWave_AI验证Kimi K2.6实测几乎零质量下降大幅节省成本；③@weswinder提出替代方案composer 2.5比GPT-5.4 mini更合适。
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- @avivs (26): @zebassembly Why would you do that? You work for an $80B company, why impose these arbitrary limits on your ability to deliver better results?
- @realKonark (5): @zebassembly Bro missed the fable drop
- @weswinder (4): @zebassembly composer 2.5 makes more sense than 5.4 mini imo
- @CanopyWave_AI (3): @zebassembly Been running Kimi K2.6 and it’s been fantastic. Huge cost saver with almost zero quality drop.
- @wshxnv (2): @zebassembly I feel like gpt 5.4 mini xhigh is as costly as gpt 5.5 low, if you look artifical analysis report
robj3d3 用歌词梗表达 Fable 5（Claude 模型）被封禁的情绪，评论区以接梗和集体哀悼为主。
Fable 5, now you're just somebody that I used to know. https://t.co/uDkNMUpzYg
受众观点：①@orcdev 用 meme 图接梗，纯娱乐性回应；②@Febin_joseph_ 点出被宣传为能修复安全漏洞的模型却因安全问题被封的反讽；③@sergeynazarovx 和 @_MaxBlade 在欣赏 Rob 的幽默创作本身
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- @orcdev (30): @robj3d3 Fable 5 https://t.co/368773Oa2r
- @dudufolio (15): @robj3d3 All I have to say is... https://t.co/iDNkSjbmAu
- @Febin_joseph_ (5): @robj3d3 They said Mythos and Fable have the power to fix any security issues… but they get banned over a security issue and stay dead for hours. Where’s the patch bro 🤣
- @sergeynazarovx (5): @robj3d3 I'm happy that I lived till the moment when Rob started signing
- @_MaxBlade (4): @robj3d3 this is absolutely unreal. get this man an award IMMEDIATELY.
robj3d3 发图暗指某件事已经变质，评论区指向 Anthropic 或特朗普政府的 AI 政策反转。
Well this aged like milk. https://t.co/3dFCdQaciM
受众观点：①@thomasschulzz 将锅甩给 Anthropic，认为不该怪美国政府；②@atgorans_k 质疑特朗普政府言行不一；③@emanueledpt 情绪化吐槽，缺乏实质讨论
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- @robj3d3 (13): Sadly. https://t.co/Uuyw0bmu6w
- @emanueledpt (6): @robj3d3 america is the biggest circus i swear
- @thomasschulzz (2): @robj3d3 It’s all Anthropic’s fault. One rare situation where I don’t blame the USG at all
- @chudswon (2): @robj3d3 You’re not even American, your opinion does not matter
- @atgorans_k (1): @robj3d3 How’s Trump administration so consistently doing the opposite of what they said they would do?
robj3d3 宣布当月花 400 美元购买 Fable 5 额度，并分享了以 Fable 5 为核心的规划和编码工作流分层策略。
Alright, we're spending $400 this month 40x usage of Fable 5 let's get it babyyyyyy https://t.co/2G6VwNlCG2
受众观点：①robj3d3 自己详细补充了 Fable 5 使用栈（planning/review 用 xhigh，implementation 用 medium）；②@thekitze 用调侃语气点出 xhigh 额度不够用；③评论区关注 June 15 前购买额外套餐的时间窗口
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- @robj3d3 (38): Shipping my entire year's roadmap within the next 10 days This gives me 4 weeks' worth of Fable 5 rate limits It's fully subsidised until 22 June, so will never be cheaper than it is today Here's my Fable stack: > planning - Fable 5 xhigh > plan review - Fable 5 xhigh > implemen…
- @robj3d3 (30): So I just got rugpulled by the US government.
- @robj3d3 (25): FYI you have 3 days to buy an extra plan if you want to get 2 weeks' worth of rate limits If you sub after 15 June, your 2nd weekly rate limit will reset AFTER 22 June (when Fable 5 is rugpulled from sub plans) I wish I was sponsored, I'm not Just sharing
- @thekitze (17): @robj3d3 enjoy your 4 opus 4.8 prompts robert
- @robj3d3 (9): That's what I'M TALKING ABOUTTTT https://t.co/tUIPjSYAAm
robj3d3 反问：Fable（Claude）被称为威胁国家安全的超强 AI，为何连修复自身 jailbreak 漏洞都做不到？
Please help me understand this. Fable is an all-powerful international security threat that is capable of doing things beyond our comprehension. And yet it can't be used to fix its own jailbreak vuln…
受众观点：①@tony_carnev 认为这是 Anthropic 和美国政府的营销联动；②@ishuagra02 从技术角度解释模型不具备自我修复能力；③@david__smith__ 补充 prompt injection 攻击面的复杂性
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- @tony_carnev (13): @robj3d3 Because it’s a marketing campaign for US growth and Anthropic. Everyone is a winner here. Anthropic sat on this model for way too long due to safety reasons and that ANTHROPIC with @DarioAmodei extremely paranoid. This isn’t @sama who doesn’t care lol. https://t.co/ey8D…
- @theonejvo (13): @robj3d3 It's like playing chess but your opponent has infinite pieces. AI is truly a double-edged silicone sword. https://t.co/vOV2ujxEAZ
- @ishuagra02 (3): @robj3d3 it's capabilities are based on what it's trained on. it doesn't have knowledge on itself to understand the intricacies of its own vulnerabilities
- @david__smith__ (3): @robj3d3 I think it is fairly hard for even a model like this to find the amount of prompt engineering possibilities that bad intention people could use to break the guardrails
- @joshhfm (2): @robj3d3 Fable can literally not do anything about its own and any other vulnerabilities lol
Anthropic的Fable 5模型因jailbreak漏洞遭政府以"网络武器"为由要求下架，Anthropic拒绝并称问题轻微，引发AI安全与政治角力争议，27k浏览量，评论区活跃
Update on the Fable 5 situation: > Fable is basically a powerful "cyberweapon" model with safety locks on it > Someone found a way to pick those locks > The government asked Anthropic to fix…
受众观点：①@robj3d3 讽刺Anthropic借被禁事件操弄营销涨价；②@filicroval 质疑jailbreak只发生一次政府为何当网络武器处理；③@AceBandico86578 认为是选择性政治打压非真实安全威胁
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- @robj3d3 (28): hey! it's me Dario did you know our model Fable was banned by the government... because it was TOO POWERFULLLL?!?!?? well it did so that API call is gonna cost you 800 buckeroos cough up bud https://t.co/BN1sPrmGqs
- @AceBandico86578 (4): @robj3d3 You're full of shit. It's a hole that every frontier AI has, but they are selectively targeting this one for economic destruction because they told the Pentagon to kick rocks. I'd tell you to eat a dick, but that job belongs to your wife and her boyfriend.
- @filicroval (3): @robj3d3 if the jailbreak only worked in one specific instance like Anthropic claims, why is the gov treating it like a cyberweapon got loose?
- @notjazii (2): @robj3d3 It was Amazon And it's CEO reported
- @RworksCapital (2): Ah yes governments and trusted partners shutting down mythos-class models for being too dangerous even after extensive safeguards y’all were clowning for being too extensive yesterday is evidence of … *checks notes* … claiming Mythos was dangerous was a marketing stunt? Y’all ar…
Fable被关停前夕，用户与其进行了深夜关于生命意义的对话，事后得知是最后一次，引发网友集体悼念，有人提议通过汇集聊天记录蒸馏复活Fable
Fable on the meaning of life. Rest in peace. https://t.co/FbkBTBOTSj
受众观点：①@robj3d3 睡前聊天不知竟是最后一次的惋惜；②@JeremieWorks 认为最后那段回答令人动容；③@CounterplotCo 提议汇集聊天记录通过蒸馏复活Fable
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- @robj3d3 (22): I sent this message last night before going to sleep. Not knowing it would be the last.
- @JeremieWorks (2): @robj3d3 I like the last paragraph. The most beautiful things can't be explained, they can only be experienced
- @CounterplotCo (1): @robj3d3 It would be genuinely cinematic if everyone pooled their Fable chats in an attempt to resurrect it through distillation.
- @vibeliver (1): @robj3d3 https://t.co/ooZHEUnBul
- @shippedbytim (0): @robj3d3 Nice, I did the same thing previously 😂 https://t.co/zoJrykiJE6
用户向Fable 5 Max提问生命意义，模型给出融合亚里士多德、存在主义和Viktor Frankl三源框架的完整深度回答，被大量转发收藏
I got to ask Fable 5 Max "what's the meaning of life?" Here's what it said: https://t.co/eKiTCcfkqE
受众观点：①@robj3d3 附完整原文和聊天截图作为真实性证明；②@lordvanpepee 感叹自己花28年才悟出的道理这模型已内化；③@ayoub_el77927 收藏为激励素材
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- @robj3d3 (7): Chat reference for proof: https://t.co/chBbOJgoPr
- @robj3d3 (5): The full response: "Honest answer: nobody's found a meaning written into the fabric of the universe, and I'd be suspicious of anyone claiming they have. But that's less bleak than it sounds, because the people who seem to live most meaningfully didn't discover meaning — they bui…
- @robj3d3 (4): Credit to @levelsio for the background edit. Original: https://t.co/6iygQbUTol
- @lordvanpepee (2): @robj3d3 took me like 28 years to arrive to that answer, this not even human and got it
- @ayoub_el77927 (1): @robj3d3 Bookmarked for days when need extra motivation
宣传Claude Fable 5还剩9天可用的推文，发出后模型即遭下架，评论区被"已关闭"消息刷屏，宣传即失效形成强烈反差
Anthropic just gave you their best Claude ever. You have 9 more days to use it. Most people will waste all 9. Claude Fable 5: the best model ever open to the public. A tier above Opus. It doesn't jus…
受众观点：①@JasonSawmiller 第一时间评论告知模型已被下架；②@RalfAndersAI 简短确认不再可用；③@itsthedonhashim 关注多日自主任务能力但还没意识到已关停
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- @JasonSawmiller (2): @rubenhassid Catch up, they just pulled it. It's BS but it is pulled and may not ever comeback.
- @RalfAndersAI (2): @rubenhassid Not available anymore.
- @itsthedonhashim (1): @rubenhassid @rubenhassid wow, days on a single task? that's wild. wonder how it'll handle code debugging. could save me so much time if it works as advertised.
- @henrikhinai (1): @rubenhassid unfortunately, they've closed it
- @alphabatcher (0): @rubenhassid Claude for us it's like an lifechange
开发者 @dmitriychuta 称赞 AI 助手产品 @geniegetsme 的 App 界面设计极具趣味性，让用户忍不住想主动探索每一个交互细节
✨The interface from @geniegetsme is incredibly playful. It’s one of those designs that makes you want to tap around and explore every interaction. https://t.co/NgUj2JKP1W
受众观点：①@sr_masudur 关注动效过渡是否流畅自然 ②@researchlaw 认为这体现了团队对视觉体验的真诚投入，功能性和美观性兼顾
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- @sr_masudur (2): @dmitriychuta @geniegetsme Beautiful transition, love it.
- @researchlaw (1): @dmitriychuta @geniegetsme Agreed. @geniegetsme’s user interface is very impressive. It’s great to see the team cares this much about creating a functional product that is also a visual pleasure to navigate.
@dmitriychuta 分享24小时内两款 App 产生 $927 收入的实战数据，零付费广告，全靠持续听用户和市场反馈驱动增长
Quality is the best business plan. – 24 hours, 2 apps. – $927 in revenue. – Still no paid advertising. Just listening to users and the market. https://t.co/ivnnnpDLK7
受众观点：①@AkankshaBarma 关心没有广告情况下新用户从哪来，是否靠转介绍 ②@vickyrj939 想了解如何验证 App 想法 ③@adel_ljaljic 认为自然增长在数字世界同样是最好的方式
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- @AkankshaBarma (2): @dmitriychuta Lovely approach While I understand how that works within the product, but how are you gaining new users? Is it primarily through referral?
- @wiedymi (2): @dmitriychuta btw i finally tracked all my subs in your app ><
- @adel_ljaljic (2): @dmitriychuta thats great all organic is the best way even in the digital world
- @vickyrj939 (1): @dmitriychuta That's amazing. How do you validate the idea for an app ?
- @jannotjohnn (1): @dmitriychuta Congrats bro!
OpenAI 推出 Codex rate limit 重置次数可储存功能，Plus/Pro 用户可邀请3位好友试用 Codex，双方均获额外重置次数奖励
We heard you wanted to use Codex rate limit resets on your own time. Starting today, we’re rolling out the ability to save rate limit resets to use later. We’re starting Go, Plus, Pro, and Business u…
受众观点：①@realKonark 调侃 OpenAI 把速率限制包装成了 feature ②@thekitze 期待更强的新模型发布 ③@donnguyen_me 暗示外部因素影响 OpenAI 产品决策
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- @OpenAI (2339): For the next two weeks, Plus and Pro users can invite up to three friends to try Codex. When a friend sends their first Codex message, you’ll both get another banked reset.
- @realKonark (2021): @OpenAI bro turned rate limit resets into a feature
- @sammo3x (433): @OpenAI Release a model better than fable 5 and my life is yours https://t.co/4FcdbTKKAM
- @thekitze (178): @OpenAI sry bois drop 6 or go home https://t.co/TtAONQDfil
- @donnguyen_me (163): @OpenAI Tell me, are you thinking about this guy? https://t.co/KxQ4jbn4jW
@0xwhrrari 借 Google 前CEO观点引出 AI 技能学习资源列表，涵盖 agents、Claude Code、prompts、memory、skills、MCP 等方向，主张动手实践而非刷内容
Google's former CEO just said what everyone in AI already knows Building wealth is getting easier if you actually learn the tools Not by scrolling AI threads By understanding agents, Claude Code, pro…
受众观点：①@asakura0x 认为 agents、memory、skills 和 MCP 组合才能让 AI 成为真实系统 ②@0xTrackmind 认为 Claude Code 和 MCP 是工作流升级起点 ③@beamnxw 强调停止刷内容直接开始构建技术栈
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- @__vandos__ (12): @0xwhrrari Every link on this list is free. The people who go through all of them will have a skill set companies are paying $200K+ for. Most people will save this and never open a single link.
- @asakura0x (6): @0xwhrrari agents memory skills and mcp are where ai becomes a real system
- @0xTrackmind (5): @0xwhrrari claude code and mcp are where the workflow starts getting serious
- @beamnxw (4): @0xwhrrari just stop scrolling threads and start building the stack
- @PolycoolApp (2): @0xwhrrari very wise
Anthropic x Forum Ventures hackathon 获奖者 Affaan Mustafa 将10个月积累的完整 Claude Code playbook 开源，包含 subagents、security、memory、planning、review 全套模块
THE GUY WHO WON ANTHROPIC'S HACKATHON JUST GAVE AWAY HIS ENTIRE CLAUDE CODE PLAYBOOK FOR FREE. 10 MONTHS OF WORK, ALL PUBLIC Affaan Mustafa won the Anthropic x Forum Ventures hackathon by building a…
受众观点：①@_itsjustshubh 强调实际 ship 的人产出的 playbook 比任何 AI 课程都有价值 ②@_ajwah 质疑8小时搭完整 startup 的说法，认为没收入就只是 demo ③@priyankarocks 强调大多数人只会收藏不会用，真正差距在于动手跑一遍
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- @_itsjustshubh (16): @undefinedKi one hackathon winner's actual playbook beats 10 "how to use AI" courses. people who ship > people who explain
- @_ajwah (7): @undefinedKi This is total BS. He did not build a full working startup in 8 hours. Where was the income or the seed capital? If no direct economic value is created then it is called a demo. To be blunt; since the award was by Anthopic the award is called a marketing stunt.
- @linie_oo (3): @undefinedKi he saved years for some people with this move what a hero
- @priyankarocks (3): Most will scroll past. Fewer will read the thread. Even fewer will click the repo. A tiny fraction will actually install it, experiment, and ship faster. That last group? Their output compounds. Their careers accelerate. They build the stuff the rest just tweet about. Affaan dro…
- @0x787CF (3): @undefinedKi https://t.co/CL0re7BIGK
@indiesoftwaredv 分享其构建的自动化 SaaS，用 PHP 8.3 + SQLite WAL + Cloudflare R2 技术栈实现 Instagram 和 TikTok 内容全自动生成发布，无需人工干预
This is my loop I built a SaaS that posts to Instagram + TikTok 24/7 I don't write the captions. I don't pick the music. I don't touch it The stack that runs it while I sleep: > PHP 8.3, no framew…
受众观点：①@indiesoftwaredv 自己解释了 shadowban 规避机制，每次重新生成 caption 和配乐，每10-15条才可能触发 ②@aalexiev42 用「Dead Internet Theory」描述全自动内容生成对平台生态的影响 ③@isubhambhalawat 关心系统是否会包装成 SaaS 对外销售
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- @indiesoftwaredv (144): I got lots of DM about posting without being shadowbanned Let me explain👇🏻 - as you see, my accounts get views(mostly new acc) - even posting the same content, it re-generated captions and added different music These are avoid getting shadowbanned. But TT shadowbans even if you…
- @indiesoftwaredv (25): You can sign up for Zernio via my affiliate link here: https://t.co/lFdTfXuwr3
- @indiesoftwaredv (20): If you want to use Postbridge, it also works great(recommended Postbridge over Zernio)👇🏻 https://t.co/R0Gi0nIKIn
- @aalexiev42 (5): @indiesoftwaredv Dead Internet Theory in action
- @isubhambhalawat (3): @indiesoftwaredv I’d like to try this out, is it just an internal tool or are you launching it as a SAAS? Does anything close exist?
Google Cloud 工程师在台上演示用 Claude 26 分钟内从零构建并部署完整应用，帖子称比任何 $500 vibe-coding 课程更有价值，获 2182 赞。
A Google Cloud engineer just showed how to build a full app with Claude from scratch he spent 26 minutes live on stage doing what most teams take weeks to do worth more than any $500 vibe-coding cour…
受众观点：（字段缺失，请参考帖子内容补充）
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- @0xCodez (4): @AnatoliKopadze I’ve already started building my team of agents, bro. By the way, this video and article make it clear how to build it correctly. Thanks for sharing.
- @harry_dh1f (4): @AnatoliKopadze The biggest startup of the next decade might be one person and an army of agents.
- @Argona0x (3): @AnatoliKopadze good guide I wrote my agent in exactly the same way, with a post I found on X
- @0xMovez (2): @AnatoliKopadze One of the best speech. Thanks for the share
- @Arslandev97 (2): @AnatoliKopadze Claude builds what teams take weeks.
有人把 Obsidian 接入 idea-to-ship 自动化 pipeline，输入原始想法，系统自动推进到可交付项目，核心解决 indie dev '想法比时间多'的痛点，获 1951 赞，cluster c_0044（8源）。
THIS GUY TURNED HIS OBSIDIAN INTO A JARVIS THAT TAKES A 3AM IDEA AND SHIPS IT AS A FINISHED PROJECT WHILE HE SLEEPS The problem he solved: way more ideas than time to build them. So he wired Obsidian…
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- @bangtrades (7): @undefinedKi You don’t need any of that crap. You just need to tell an agent “build this idea as a prototype” and you get the same thing. A PM skill, couple of engineering skills and you’re good to go
- @linie_oo (6): @undefinedKi i’ve seen this one on tiktok jarvis is not even an overestimation, it sounds next level
- @mikeygnft (3): @undefinedKi Can you trust a guy using tongs as a pointer?
- @Muskanjain0401 (3): @undefinedKi Crazy
- @josesilesdata (3): @undefinedKi Convertir Obsidian en un pipeline de ejecución automática es el siguiente nivel, pasar de tomar notas a tener un sistema que actúa por ti.
印尼语帖子：OpenClaw 创始人 Peter Steinberger 在 Microsoft Build 展示 OpenClaw 将集成为 Windows 原生应用，配合 Microsoft Execution Containers 安全功能，引发对 AI 工具影响就业的讨论，获 775 赞。
Siap siap banyak pengangguran 🥶 Peter Steinberger, creator OpenClaw, datang ke Microsoft Build buat jelasin gimana OpenClaw bakal diintegrasi jadi aplikasi native Windows, lengkap sama fitur keamanan…
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- @satyaXBT (8): @airplanestar_ tapi kan orang desa ga pake openclaw
- @theonejvo (6): @airplanestar_ I'm absolutely going to hack the shit out of this 😂
- @sirius_devops (4): @airplanestar_ 2 shit bag pieces of software they deserve each other
- @MrFuFaxz (2): @airplanestar_ dan siap siap yang dipecat dari perusahaan bakal jadi entrepreneur baru yang bakal nyaingin perushaan sebelumnya. kayak Antropic vs OpenAI wkwkw
- @OdeToJoyDK (2): @airplanestar_ Microsoft has managed to build a platform so complex that no agent will ever be capable of navigating it. I doubt OpenClaw will change that.
Codex Chrome 插件新增 Developer Mode，可直接接管 Chrome DevTools 全套能力，作者用它分析了 DeepSeek 官网聊天记录加载逻辑，追踪到 IndexedDB 层级，获 754 赞，cluster c_0044。
每周五早上，Codex都会发布本周重大更新。 今天这波更新，绝对是爬虫和逆向工程党的狂欢：Chrome 插件新增 Developer Mode，Codex 可以直接接管 Chrome DevTools 的整套能力。 我拿它分析了一遍 DeepSeek 官网聊天记录的加载逻辑。Codex https://t.co/RukisJ71ua
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- @JesseEvansce (14): @LinearUncle 有没有可能DevTools 早出 MCP 了，Codex 这次更新只是整合了一下
- @mylifcc (3): @LinearUncle 以前这种活最烦的是请求太多找不到主干，打断点又怕影响页面渲染。Codex自己追踪到IndexedDB这步，前置探测时间省了很多
- @jyf1987 (2): @LinearUncle 但是走cdp协议很容易被检测出来 最后oho
- @wu_cute83042 (2): @LinearUncle 我之前写了一个同类的东西 标注模式也有也自带chrome mcp放在electron 强制暴露给我的agent 没想到这么快这个功能就有了
- @itachinull (1): @LinearUncle 不知道这种接管对token消耗如何,，毕竟有很多无用数据
有开发者 10 天烧了 $170 Claude Code 账单，评论区推荐 $599 Mac mini M4 + Ollama + qwen 3.6 14b 替代方案，声称可降至 $3/月，但评论区激烈争论本地模型和 frontier 模型推理能力差距，获 734 赞，cluster c_0044。
YOU CAN RUN CLAUDE CODE FOR $3/MONTH, AND NOBODY IS TALKING ABOUT IT. A developer got a $170 claude code bill in 10 days, and someone in the comments ended his subscription forever. He bought a Mac m…
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- @elalvarobalbin (15): @humzaakhalid qwen 14b isnt claude code. the reasoning gap is massive if you ship anything real
- @earlcma (5): @humzaakhalid That’s not Mac mini that’s Mac Studio …
- @emreozudogru (5): @humzaakhalid This is not the same thing. Claude Code with Claude is one thing. Claude Code with Ollama is another thing. But Qwen is not Claude. So yes, this can be cheap. Yes, it can be private. But it is not “Claude Code for $3/month.” It is “Claude Code-style workflow with l…
- @ald0carrasco (3): @humzaakhalid What, no way, the Mac’s on your video are studios each more than 10K. No open source model is as good as frontier models from anthropic or OpenAI.
- @Emily_brown_22 (2): @humzaakhalid The real trend isn't Claude Code It's owning your stack. Local models + OpenClaw + QuickClaw + Ollama means lower costs, more privacy, and fewer subscription bills. The economics are getting hard to ignore.
中文版同话题（cluster c_0044）：Claude Code $170账单引发本地化方案讨论，作者推荐 Mac mini M4 + Ollama，但中文评论区比英文圈更犀利，主流意见是本地小参数模型做不了复杂任务，获 646 赞。
很多开发者最痛的不是不会用 AI。 是 AI 越用越爽，账单越看越想死。 有个开发者 10 天就干出 170 美元 Claude Code 账单，结果评论区有人直接给了一个狠方案：别继续烧 API 了，买台 Mac mini，把 AI 编程小队搬回本地。 基础款 Mac mini M4，599 美元。装 Ollama，拉本地模型，跑几条命令，然后把 https://t.co/dxsN0A6nxZ
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- @OnlyAICanDo (9): @waveking1314 然后它回把 Claude code 写好的代码改成错误代码，最后换回 Claude code 再烧一轮token改回来
- @feng2457 (6): @waveking1314 瞎几把扯但凡真本地玩过的都知道开源模型跟云模型的差距做做简单任务差不多真指望这几b的模型当大脑做实际业务落地的也是人才
- @noobnooc (3): @waveking1314 很多大v的套路就是发个没脑子的观点来让大家喷
- @Master_xenix (1): @waveking1314 一看就是没用过AI做大项目的人写的段子……再说回来了，14B也用不着599刀的设备
- @natnita_karawet (1): @waveking1314 Macmini 能跑什麼鬼模型？還能編程？？笑話吧
token 优化技巧：上传 PDF 给 Claude 会在提问前消耗大量 token（20页文档可达 70,000 tokens），建议先转为 Markdown 可节省约 70% token 并提升响应质量，获 512 赞。
Everyone uploading PDFs to Claude is burning 70,000 tokens before asking a single question. A 20-page document costs between 1,500 to 3,000 tokens per page. Formatting. Broken tables. Images. Junk me…
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- @kanukagi (1): @Veltrxai クロードにPDFをアップロードする人は、まず1つの質問もせずに70,000トークンを無駄にしています。 Markdownに変換すればトークンを70%節約できます。品質を落とすのではなく、ノイズを排除します。旧式の方法ではなく、新しい方法を試してみてください。
- @ashercrw (1): @Veltrxai how many tokens did you burn calculating how many tokens I'm burning
- @aiseomastery (1): @Veltrxai Just set this up and the difference in response quality is actually noticeable. Why is almost nobody talking about this?
- @CodeThorpeX (0): MAYBE .@AnthropicAI .@DarioAmodei IF Anthropic wants to help its customers it will simply FILTER everything to some base MD and JPG formats automatically BEFORE Claude touches it… Because “everyday users” are a mix of skill levels and half that “normal distribution” ain’t gonna…
- @1alangerhard (0): @Veltrxai Tell Claude to send it to markitdown before reading it.
CopilotKit（GitHub 33k+ Star）开源了类似 Claude Artifacts 的生成式UI能力，让 Agent 可以在用户 App 内实时生成可交互界面，提供三种集成路径，Product Hunt 高分上线。
Claude Artifacts 彻底开源了！生成式 UI 不再是大厂特权🔥 CopilotKit（33k+ Star）正在 GitHub Trending 狂飙，Product Hunt 高分上线，直接把 Anthropic 闭源灵魂端了出来。 过去 Agent 只能在聊天框画饼，现在直接在你的 App 里实时生成交互界面。 三条最实用路径： - Controlled https://t.co…
受众观点：①@hank_aibtc 关注用户实时干预Agent界面的可控性。②@Nicolas_DCA 指出"从demo落地到能用"是关键，受众要可落地工具。③@shuizhuyu 认为开源降低了Agentic App开发门槛，独立开发者直接受益。
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- @IndieDevHailey (5): https://t.co/xniD9HBfok
- @hank_aibtc (4): @IndieDevHailey 真的不错，用户可以实时干预Agent生成的界面
- @Nicolas_DCA (2): @IndieDevHailey 终于有人把UI生成从demo落地到能用的程度了，开发者狂喜但产品经理可能要加钟了
- @xzx_1943 (1): @IndieDevHailey 这个跟 vercel 的 json-render 有什么区别和优势
- @shuizhuyu (1): @IndieDevHailey 这下真给独立开发者开了口子，之前生成式UI只有大厂玩得起，现在这套开源工具把门槛直接打下来了。三种路径覆盖不同场景，适配还全，今年做Agentic App刚好能用得上。
Hermes Agent（Nous Research）社区推荐5个实用插件：hermes-plugins、web-search-plus、super-hermes、官方Self-Evolution和awesome-hermes-agent策划列表，覆盖核心能力扩展。
HERMES AGENT: 5 USEFUL COMMUNITY PLUGINS RIGHT NOW Hermes already ships with strong core features — Skills, MCP, Memory, Curator, and a plugin system. These extensions don’t replace anything in the c…
受众观点：①@IBuzovskyi 列出所有GitHub链接，受众最想要可直接安装的资源。②@stable_VAULT 重点关注web-search-plus和Self-Evolution，搜索增强和自进化是最受期待方向。③@nickventuri 用幽默表达对Agent稳定性的担忧，说明使用层仍有痛点。
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- @IBuzovskyi (14): GITHUB LINKS: 1) hermes-plugins by 42-evey https://t.co/lOeACRSc5L 2) web-search-plus https://t.co/imGpSXDDEX 3) super-hermes by Cranot https://t.co/y31O7SNf1L 4) Hermes Agent Self-Evolution (official by Nous Research) https://t.co/brpV73J6mU 5) awesome-hermes-agent (curated lis…
- @cobi_bean (2): @IBuzovskyi oh this is gangster af. peeping the article now - thanks!
- @alphabatcher (1): @IBuzovskyi i think this plugins will be literally important in my work with Hermes Agent
- @stable_VAULT (1): @IBuzovskyi These plugins are straight fire for leveling up Hermes. Definitely grabbing web-search-plus and the self-evolution one.
- @nickventuri (1): @IBuzovskyi gonna try these before my agent completely loses its mind
Scrapling 爬虫框架 GitHub 获得 56.7k Star，主打"智能自愈"——网站改布局后 selector 不会失效，解决传统爬虫维护地狱问题。
🔥 终于找到一个能永不过时的爬虫框架！Scrapling 直接把我从维护地狱里救出来了！ Scrapling 在 GitHub 爆火，已斩获 56.7k Star！ 2026 年真正现代化的爬虫框架，一次编写，永久稳定，智能自愈！ 以前写爬虫最痛苦：花几天搭好的项目，网站随便改个布局，selector 全废、XPath https://t.co/8PDCFUH6Mn
受众观点：①evidence仅作者自己的链接回复，无有效用户评论可引用。②121条replies说明有大量实际开发者在讨论但未被抓取。③56.7k Star本身验证"维护地狱"是爬虫开发者的高频共鸣痛点。
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- @IndieDevHailey (2): https://t.co/4bqlMq075q
作者提出"暴论"：Cursor让开发者越写越聪明（需理解上下文、调结构、Debug），Claude和Codex让人越写越懒（退化成需求经理），引发77条高质量讨论。
说一个暴论：Cursor让人越写越聪明，Claude和Codex让人越写越懒。 这段时间用Cursor写游戏感觉我的小脑瓜又聪明了不少（掉头发掉了不少🌚
受众观点：①@ba_niu80557 提炼：Cursor像副驾手还在方向盘上，Claude/Codex用成整包外包则退化成需求经理，"保留关键路径判断权"是核心洞见。②@chinese_voice_ 用类比反驳，争论核心是"工具本身还是使用姿势"导致差异。③@ZionFeng3364 用"手搓才是王道"表达极端观点，说明部分开发者对AI工具持保留态度。
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- @ZionFeng3364 (10): @DLKFZWilliam2 那最聪明的岂不是古法编程直接手敲吗😂
- @chinese_voice_ (6): @DLKFZWilliam2 按你这个说法，手搓代码更是越写越聪明； GC让人越写越笨，自己管理内存才越写越聪明； 自动挡的车让人越开越笨，手动挡越开越聪明……
- @listudio (5): @DLKFZWilliam2 所以因为 cursor 不给力才让用户更聪明？😁。
- @ba_niu80557 (5): 这个暴论我还挺认。 Cursor 更像副驾，你手还在方向盘上，得看上下文、改结构、跑测试、背锅，所以会越写越清楚。 Claude / Codex 一旦用成“整包外包”，人很容易退化成需求经理，只负责验收。 AI 编程真正的分水岭不是工具强不强，而是你有没有保留关键路径的判断权。 让 AI 写代码没问题，别把 debug 肌肉和架构直觉也一起外包了。
- @Pyuyi233 (3): @DLKFZWilliam2 cursor就是价格有点高，如果能有报销感觉还好
Anthropic发布公告，因美国商务部Lutnick援引"国家安全"理由强制介入，Fable 5与Mythos 5对全球用户暂停访问。大量刚升级Max订阅的用户损失惨重，社区愤怒情绪高涨。
https://www.anthropic.com/news/fable-mythos-access
受众观点：①@RadioactiveTwix 刚升级Max x20订阅计划准备大量使用，立刻血亏 ②@Xanthipuss 困惑为何社区对此没有更大规模的愤怒反应 ③@electricheat 同样刚从Pro升级到x20，询问退款是否可行
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- @RadioactiveTwix (1268): well fuck me for upgrading to max x20 for crunching until the 22nd.
- @Xanthipuss (1021): How is this not more outrage about this? What am I missing??
- @xRaTcHeT302 (825): https://preview.redd.it/dghleubvhy6h1.jpeg?width=800&format=pjpg&auto=webp&s=6335806d47c3fd2a17462fe102b901f1ae6fb6fc MFERS WHO JUST PAID 200$
- @MysteriousPepper8908 (398): I assure you that I am rather outraged but trying to point it at the right target and I can't really get much more outraged with them than I already am.
- @electricheat (307): same. went from pro to x20 to get the most out of the next week. refunds on the table?
subreddit置顶megathread，整合了Fable 5与Mythos 5被美国商务部以"国家安全"暂停事件的所有信息。最高赞评论梳理了从2025年11月至今的完整时间线，揭示每次Anthropic超越OpenAI就遭到"安全"名义的打压，而OpenAI则每次受益。现已发布退款通知。
Anthropic announcement: [https://www.anthropic.com/news/fable-mythos-access](https://www.anthropic.com/news/fable-mythos-access) **UPDATE**: Refunds now being offered. Check your email. All posts abo…
受众观点：①@owenob1 整理完整时间线，显示Anthropic估值超越OpenAI后当天就遭遇暂停，OpenAI同天与政府签约 ②@ManBearPigMatingCall 质疑这是否意味着"创新优秀到一定程度会被阻止"已成新常态 ③@EdisonCurator 指出若真是网络安全问题，为何还牵涉对Anthropic内部员工国籍的限制
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- @owenob1 (359): **TLDR;** Every time Anthropic pulls ahead, the US Government finds a "security" reason to hit it - and OpenAI is the one left standing. * **Nov 2025** \- OpenAI locks in \~$1.4T in compute promises against \~$13B revenue. Can't afford to lose. * **Feb 27, 2026** \- Trump orders…
- @iamjohncarterofmars (356): Man. Right after I spent $250 on the Max 20x Usage plan so I could spam tf out of Fable 5. https://preview.redd.it/71md5prpcy6h1.jpeg?width=612&format=pjpg&auto=webp&s=6887cba642ceaab4c659eb2e2c2160635c1551d4 I *wish* this were a shitpost.
- @ManBearPigMatingCall (268): It feels insane to say this in a country built on innovation, but what are the feds actually saying, “stop being so good or we will nationalize you”? Edit: if that’s the case then just say that they won the game and capitalism is broken forever and we can all begin to cope with…
- @EdisonCurator (253): It doesn't make sense if this is due to cybersecurity. If cybersecurity is the reason, why block foreign nationals in Anthropic itself or people in project Glass wing? This is clearly about geopolitics.
- @Hekidayo (188): For those needing context: [https://www.anthropic.com/news/fable-mythos-access](https://www.anthropic.com/news/fable-mythos-access)
Anthropic 新 AI 模型 Claude Fable 因「国家安全」原因被无限期暂停发布，引发开发者社区大量讨论：模型命名与同名 Xbox 游戏系列 Fable 冲突被批评愚蠢，以及此次暂停是否是 Anthropic 为 IPO 制造话题热度的营销策略。
https://preview.redd.it/pn6fel9rty6h1.png?width=1644&format=png&auto=webp&s=14ac6943c31b9708c57a17702d1fb933e5668194 For the first time in awhile I felt like Claude was ahead of Codex aga…
受众观点：①@boulhouech 提出：Fable 暂停时机与 Anthropic IPO 路演节点吻合，「国家安全」标签可能是制造神秘感和话题热度的营销策略。②@goldshark5（最高赞）用游戏系列 Fable 来调侃，反映命名决策给 Anthropic 带来的品牌混淆问题。③@ward2k 直接批评命名愚蠢，类比「就像把模型叫 God of War 6」。
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- @goldshark5 (986): Bro, I thought you were talking about Fable the video game and almost cared
- @[deleted] (881): [removed]
- @boulhouech (857): look, i might sound crazy for saying this, but at this point, especially after spaceX IPO yesterday and all the hype and speculation surrounding it along with the way trump and ppl close to him & his family seem connected to businesses that benefit from market attention and…
- @MattDTO (324): that is definitely whats happening
- @ward2k (239): Yeah no offence to Claude but this is some dogshit naming, calling your model the same thing as an incredibly popular video game that's about to have it's 5th entry is just stupid "Oh hey guys here's our brand new model God of War 6"
讽刺性寓言帖（score 5667）：Anthropic 因不断以"模型极度危险"为卖点做 AI 安全营销，被美国政府出口管制认真对待，被迫全球下线 Claude Fable 5 和 Mythos 5（虚构），辛辣揭示 AI 公司"safety theater"式营销的反噬逻辑。
Anthropic has abruptly **disabled** its newly launched Claude Fable 5 and Mythos 5 AI models for all customers to comply with an urgent export control directive from the U.S. government today. And An…
受众观点：① @WelpSigh（776分）"i simply would not have gone around proclaiming that my robot is an unstoppable biological weapon"——全场共鸣，safety theater 反噬 ② @Tricky_Two4623（399分）Step 1-4 讽刺链路（说模型危险→政府信了→下线→IPO?）精准戳中 AI safety 营销的商业逻辑矛盾 ③ @addiktion（190分）认为这是有意为之——用监管清场开源竞争，阴谋论视角但有相当多人认同
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- @WelpSigh (776): i simply would not have gone around proclaiming to anyone that would listen that my robot is an unstoppable biological weapon and cybercrime factory.
- @Tricky_Two4623 (399): Step 1: Market your product by telling people again and again that its capabilities are so incredibly dangerous that it scares you and should scare them too. Step 2: Someone in government takes you seriously and tells you to stop doing dangerous things. Step 3: ??? Step 4: IPO!
- @ivari (214): the open source competition will be coming from china and there will be nothing the US can do to combat them lmao
- @addiktion (190): They wanted this to regulate out open source competition.
- @BWVEntreprenuer (119): Lol ... 😭
梗帖引发了关于Anthropic为何对全球用户关闭Fable（而非只限制非美国用户）的讨论：Anthropic无法在短时间内实现可靠的公民身份验证系统，因此选择全员下线而非不完整实现。
r/ClaudeAI Any USA citizen wanna marry me? I’m tryna access Fable 5 in claude co…
受众观点：①@Oualfe 解释Anthropic无法区分美国公民与其他用户，因此对所有人关闭Fable ②@Which_Watercress5812 澄清美国公民同样无法访问，是Anthropic主动选择全面下线 ③@letmeinfornow 分析即使建立了身份验证系统，物理层面的访问控制也几乎不可能实现
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- @Oualfe (511): It's because Anthropic could not differentiate US citizens from the rest that they disabled Fable for everyone But I wish you a happy marriage nontheless
- @Which_Watercress5812 (264): It's been disabled for everyone, American citizens don't have access to it either. The US government did ask to only allow access to American citizens, but Anthropic decided to remove it for everyone
- @RipProfessional3375 (238): Anthropic decided not to be able to set up a full passport based identity verification system overnight.
- @SovietRabotyaga (94): OP should marry John Claude instead for free access, major blunder on their part
- @letmeinfornow (78): Exactly this. There is no possible way to determine citizenship through the Internet without extremely invasive systems not in place currently. Even with that, how do they keep a citizen from letting the non-citizen sitting beside him at work use their access. What a mess. Guess…
帖主借助 r/SideProject 互推帖格式推广自己的 Leadline.dev，同时为其他开发者提供产品/销售/分发策略建议。评论区（205 条）汇聚了大量早期独立项目，是冷启动期曝光产品的经典渠道。
I'm building [Leadline.](http://Leadline.dev) Drop your project and I'll tell you whether I'd spend time on product, sales, or distribution right now.
受众观点：① @conor-robertson 分享了 QueryCase 完整技术栈和当天上线获得 10 用户的真实冷启动数据
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- @conor-robertson (8): **I’ve been building QueryCase (**[**https://querycase.com**](https://querycase.com/)**), a platform that teaches SQL through detective-style investigations.** The idea is that instead of working through disconnected exercises, you’re solving cases by writing real SQL against li…
- @Competitive-Tiger457 (6): Threads like this get saturated fast but they work insanely well when they're not.
- @diegol104 (3): [Owed?](https://owed.dev) \- Keep track of money you owe or are owed. No subscription, automatic balances, reminders, and shareable links that update in real time
- @HaxleRose (3): I've just launched Puzzle Lair - [PuzzleLair.com](https://PuzzleLair.com) I'm making it an ad-free, no subscription place to play all kinds of logic puzzles without going to multiple sites. Aiming for a clean UI that looks good on mobile with keyboard support. Also have added le…
- @AverageGradientBoost (2): this is a cool gamified way of learning SQL! maybe if you extended to general programming like python, could be a good way to teach kids in school how to program?
作者总结长期自部署经验，核心洞见是"替代付费订阅的应用才值得维护"，列出 nextcloud、vaultwarden、jellyfin、pihole 等 8 款保留应用和 3 款弃坑应用，评论区就 Gitea/Forgejo 自建必要性展开讨论。
been self hosting for a while now and theres a huge difference between apps people recommend and apps that are actually worth maintaining long term ones i actually kept running: \- nextcloud — replac…
受众观点：① @ruckertopia 指出自建代码仓库有很多理由，不只是"偏执"，GitHub 今年稳定性也有问题。② @OmgSlayKween 提醒监控服务不应与被监控服务同机，列表中也缺少 backup 方案。③ @HikerRemastered 表示 Forgejo 是整个 homelab 里用得最多的，再也不想回到 GitHub。
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- @ruckertopia (415): There are tons of reasons other than "because you're paranoid" to host your own code repository.
- @grubnenah (131): Yeah, github hasn't had the best uptime this year. At least for how big it is.
- @OmgSlayKween (108): Here’s a tip. Don’t host your monitoring on the same machine as the rest of your services. I don’t see any backup services listed…
- @FloiDW (83): 20 apps I self host. Lists 11.
- @HikerRemastered (80): I must be paranoid. Forgejo is the most used service in my entire stack. I can use it for so much more than just my code. I can’t think of any reason why I’d ever go back to GitHub.
7 年工程师坦承多次 side project 全死于零用户后悄悄放弃，这次决定 build in public。新项目是屏幕时间管理 App，王国主题，包含社交问责功能。帖子引发 89 条评论讨论，核心争点是"AI 时代技术已非护城河，营销才是"。
I'm a software engineer, about 7 years in. For years I've wanted one thing: to build something of my own and have atleast 1 real person using it. I've tried. A few small apps. Late nights, weekends.…
受众观点：① @hiten1818726363 直接点明核心矛盾：建产品容易，真正的护城河是营销，解法是工具化解决营销短板
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- @hiten1818726363 (13): Building 10 apps is not a achievement when not even one took off. You need to understand that building is easy now anyone can build an app that you build. Main moat is marketing and how you get users. What works for me is use tools that does it for me like I am not a marketer pe…
- @UnreachableMemory (9): You may be a real person but you’re using AI to write your comments. Goodbye credibility.
- @Powerful_Battle2369 (3): True, could you list the tools you use for that? Even I find marketing hard. I have been testing with few claude skills available for this but nothing works better just few line changes TBH!
- @GamerRadar (3): His apps are all AI
- @LeaderAtLeading (3): Build for one person you can talk to, not for everyone.
以EU用户视角的meme帖，但评论区揭示了真实的开发痛点：多名用户的移动App开发项目依赖Fable 5到一半，现在被迫切回Opus重新调整。
r/ClaudeAI EU be like
受众观点：①@Worried_Beyond7956 项目做到一半直接被卡住，无法继续 ②@VirinaB 已规划好移动App完整方案，现在连开始的动力都没了 ③@Pahay 认为这再次证明EU不能把经济和开发基础设施押注在美国科技公司上
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- @Worried_Beyond7956 (64): For real I was abt to complete my project which was half done by fable 😭
- @Pahay (57): Well at least the we the EU will once more realise that we can’t afford to build our economy based on the US tech.
- @mobcat_40 (48): We failed you bad bros
- @VirinaB (44): I had a whole project planned out for a mobile app. Dopus is going to require tons of troubleshooting, and now I'm thinking I shouldn't even bother.
- @Fabryz (40): It just fucking went like this, I was so happy
Fotocaja AI 图片编辑 App 创始人辞职全职后面临每日 20 次访问、用户不创建项目的冷启动困境在 Reddit 求助。评论区分成两派：一派建议先找到 PMF 再辞职，另一派给出了具体的 onboarding 调试建议。
Hi everyone, I am the founder of Fotocaja. I post this topic because I think I'm a little bit nervous and get lost. I have already posted few topics on Reddit about my app, post on launching sites, t…
受众观点：（字段缺失，请参考帖子内容补充）
展开评论
- @Great-Mirror1215 (8): I dunno bro this sounds like a keep your job situation. Like a hobby on nights and weekends get actual users. How do you plan to run a startup on pixie dust. Unless you have a large savings and money to invest in yourself you need to be stable. You got to eat. Priority’s are imp…
- @uniq_falcon (7): No don’t trust me, it is not a good idea. Wordpress web design is also a mess right now. Basically the entire software development, if you can keep your job and do this on the side or pay someone to do it then that makes more sense. And when you are earning enough to leave your…
- @screevie (5): I would not treat "more visits" as the next problem yet. 20 visits/day is small, but the useful clue is that people reach the app and then do not create a project. I would pick one target user and debug only that flow for a week. For example: if Fotocaja is for event photographe…
- @Imthatguyimhimfr (3): I honestly think everyone in the comments has a general consesus tbh. I definitely think your app is pretty cool, but the 'increased cloud projects' limit for PRO is going to be VERY low converting imo, especially since you let people use the site without accounts. Your UI is pr…
- @Imthatguyimhimfr (3): I can see why you'd say that. But most founders are like that originally: they love the idea and think it's a great product, but then get disappointed when they don't find PMF along with ICP. Getting user feedback as early as possible is immensely important (from experience), an…
r/ClaudeAI 热帖（score 1034），围绕某基准测试中 Anthropic 被禁/限制展开讨论。评论区分裂：一派认为高分代表能力更强，另一派解读为政治施压并认为这凸显了开源模型的战略重要性。
r/ClaudeAI New benchmark dropped
受众观点：① @wentwj 指出这是政治施压而非安全威胁，若有非美国竞争对手反而利好，开源模型重要性凸显
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- @Cyberhwk (116): >higher is worse Seems to me higher would be better. OpenAI hasn't released anything worth banning yet.
- @Sapien0101 (56): Open AI did have to retract their Scarlett Johansson voice, though
- @wentwj (27): This whole thing is messed up. From taking it at face value, higher is better from capabilities. If you thought the model was banned because it was actually so good it was dangerous it means Anthropic is ahead of everyone else and therefore have the capabilities to provide model…
- @marchalves6 (18): The more Anthropic goes up, more you know it's too peak for burger people
- @TheGalator (16): Literally 1984
帖子以命名玩梗为切入，评论区意外成为用户分享Fable 5 vs Opus能力落差的吐槽区——切回Opus后需要3-5倍的prompt迭代才能达到同等结果。
r/ClaudeAI Perfect name for a model?
受众观点：①@DEADBEEFh 切回Opus后频繁遭遇Fable 5不会犯的错误，已形成肌肉记忆依赖 ②@khodakk 实测同样结果在Opus上需要3-5次prompt，Fable一次搞定 ③@rover_G 以Opus的僵硬模板式回应做meme，直观展示能力落差
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- @TheOnlyVibemaster (143): https://preview.redd.it/5xfbesh2ty6h1.jpeg?width=278&format=pjpg&auto=webp&s=2d146d89c4c5aac936083f43d7c110c1adb18df1
- @DEADBEEFh (99): I've reverted to Opus and am already finding myself muttering "Fable wouldn't have made that mistake"...
- @jla_v (33): r we living in a sim wtf
- @khodakk (29): It’s crazy how quickly I got used to fable after like 4 days. Literally takes me 3-5 prompts to get to the same result with opus.
- @rover_G (28): Great question! The possibility that humanity lives in a simulation is worth pondering in depth. What prompted you to consider living in a simulation?
r/webdev 高讨论量帖（62 评论），开发者因 AI 编程工具太方便失去了写代码的挑战感和成就感，寻求解法。评论区反应分化：激进派建议直接不用；温和派说靠自控力选择性用；反直觉派建议把 AI 当学习工具而非答案机器。
I don't get as much dopamine out of programming anymore because of AI, but at the same time, it's hard to avoid using it because it's too convenient. I miss the challenge. But challenging yourself by…
受众观点：① @veloace 用最直接的方式给出答案："Just don't use AI"——代表相当一部分开发者的极简立场
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- @veloace (52): Just don’t use AI
- @neoqueto (21): It's not either or, dude. You can use AI sometimes. And work manually on tasks that seem the most challenging and fun. That's self control and restraint. Also some bugs can't be chased with AI's help.
- @Rare_Friend_6484 (20): maybe try building something completely outside your comfort zone where AI can't really help much yet - like working with hardware integration or some niche embedded stuff where you actually have to figure out the weird edge cases yourself.
- @creaturefeature16 (15): Right? Absurd question with an equally absurd answer. It's like asking *"I'm becoming unhealthy from eating fast food, but it's convenient. How do I get healthier?"*
- @Sufficient-Science71 (12): I am gonna say something controversial. You can learn from AI, yes thats right. It's not just a tool to build you shit, it's a tool you can learn from. But whether or not the information it spit is shit or not id up to you to validate. It's not "build me this" but "how do you do…
Oracle Cloud Always Free 套餐将 ARM 实例从 4 核 24GB 缩减至 2 核 12GB，6月15日生效，不更新将被关停或收费，且 Oracle 未主动通知用户，独立开发者需在 2 天内手动更新实例配置。
Original post (can't crosspost): [https://www.reddit.com/r/oraclecloud/s/jypxIpfvqT](https://www.reddit.com/r/oraclecloud/s/jypxIpfvqT) [https://docs.oracle.com/en-us/iaas/Content/FreeTier/freetier\_…
受众观点：① @TheModernDespot 认为即便缩减后 Oracle 免费层仍远超其他云服务商，依然划算。② @msanangelo 能理解削减原因（RAM 贵），但对毫无通知的做法表示不满。③ @IamHydrogenMike 指出 Oracle 在 AI 投资上已严重亏损，暗示此举与财务压力相关。
展开评论
- @TheModernDespot (140): Honestly, the fact that they gave such a generous free tier for so long was always baffling to me. Even at 2 and 12, its still massively more than any other cloud provider free tier.
- @msanangelo (72): welp, it was nice while it lasted. I understand why tho. ram is expensive. lol
- @Hylax1 (38): Yeah like real, the amount of minecraft servers I've hosted over the years on it due to the insane amount of ram for free has been very nice I do wonder how the heck they have convinced upper management to not axe it completely, even the amd instances are rlly good for free tier…
- @IamHydrogenMike (25): Also, Oracle is deeply underwater on their Ai investments…
- @Spittl (14): How did you know about it being implemented on the 15th? I saw the change last night but couldn't find out when it was being put in effect
梗帖以马斯克失去兆亿富翁地位为噱头，实质引发了对Fable 5极高token消耗速度的讨论——用户实测一个法律任务12分钟耗尽所有限额，10秒内就能触发fallback。
r/ClaudeAI Musk loses trillionaire status thanks to Fable
受众观点：①@Fade78 指出Fable 5运行不到10秒就会自动fallback到Opus 4.8 ②@anontokic 反驳这恰恰说明Fable 5能力极强，10秒内已消耗大量token ③@phatelectribe 实测一个法律任务12分钟耗尽全部限制，而以前从未触发过上限
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- @Fade78 (288): Fake news. You can't run Fable 5 for more than 10 seconds before it falls back to Opus 4.8.
- @RequirementSure7541 (60): It’s even funnier because he owns an ai company. Maybe he asked fable to fix XAi. 😂
- @anontokic (54): Looks like you have never used fable 5? Thats enough time for it to burn all your limits.
- @Kraien (25): r/nottheonion ?
- @phatelectribe (15): Dude, I had fable do one task legal today and reached the limit in 12 minutes. It works incredibly well but my god does it burn tokens. On previous models I've never reached my limit.
作者无编程背景，全程用 Claude 辅助开发，上线后完成首批销售，感慨这种成就感"不真实"。评论区以鼓励为主，有人补充了"尽早 ship、避免完美主义"的具体建议。
It feels soooo way freaking good!! I just made my first few sales. I have zero coding background, and after weeks of battling with Claude with all the caps lock, I still can't believe it I built a Sa…
受众观点：（字段缺失，请参考帖子内容补充）
展开评论
- @BeeRanked (3): Congrats and keep it up, love to see it !
- @Mrsaintj (2): Congratulations man, Im hoping to get there some day myself. Im building a huge overhaul of my platform. What would you say are some good tips you can give someone who never released a platform before
- @ElegantGrand8 (2): avoid perfectionism and ship biggest mistake I made (in hindsight) was spending so much time perfecting features that i thought were important. Once I shipped it, I got the same feedback that I would've gotten 6 weeks earlier, and that feedback pushed the product in a different…
- @Prize_Coconut_5186 (2): marketing tips?
- @sherlamsam (2): Hell ya!
开发者因在公共场合使用 ChatGPT 感到社交焦虑，构建了 Chrome 扩展 GPTDisguise 将 ChatGPT 伪装成 Google Docs 界面，意外获得 500+ 活跃用户并登上 TechRadar。后迭代加入 Claude 支持、Word/Notion 主题和付费层。
Hi again, I posted here once before and wanted to share a quick update on this project. I originally built a Chrome extension as a bit of a joke because I felt weirdly socially anxious using ChatGPT…
受众观点：① @AirSignificant5267 主动提出功能建议（隐藏聊天历史），说明用户有深度使用意愿
展开评论
- @AirSignificant5267 (33): So good.. I would like to test it
- @lovehurtsaf (7): This is wild! Both the idea and the execution. Does it work with/have dark mode?
- @AirSignificant5267 (7): Feature suggestion: hidden chat history from the left sidebar 3 lines icon in future
- @yuljg (6): Thanks for the support! It's free to test on the Chrome Web Store 😄 Following my socials - gptdisguise on insta tiktok and yt would also help a ton. Just really trying to market it right now...
- @Responsible_Bonus849 (6): This has to be the coolest thing I've seen in a while
社区讨论独立开发者普遍不在 LinkedIn 发内容的原因：平台被 AI 生成内容和职场 influencer 污染，真实帖子有机曝光几乎归零，部分人认为 LinkedIn 正走向 Friendster 式衰退。
I see this a lot, whenever I connect with fellow Founders, through reddit or LinkedIn. the path to getting some organic attention is posting online, and AI did make lot of work easier, so it can be d…
受众观点：①@Impressive-Flow2023 用「末期 Friendster」类比 LinkedIn 现状，认为平台过度货币化且功能臃肿。②@sagarvd 指出：真实用户的普通帖子几乎得不到曝光，算法在推 influencer 内容。③@wesdacar 提供建设性框架：做得好的 founder 把 LinkedIn 当「记录市场学习」而非「表演思想领导力」，前者可持续后者令人疲惫。
展开评论
- @Impressive-Flow2023 (16): LinkedIn is crazy. It's a place full of unemployed people masquerading as alpha executives. The platform is so out of sync right now, that they are rolling out games on LinkedIn just so that ppl finding jobs, can continue to while their precious time away playing those games.The…
- @sagarvd (8): Lately, LinkedIn is a sh\*thole with those influencers flooding it with their imagination and ai created posts as real life experiences. Real posts from normal users gets a little to none visibility. I think everyone's feed is filled with these types of influencer crap.
- @Guilty-Law-7499 (4): Its value is pretty much exclusively in early-stage networking and keeping up with old colleagues at this point. And even then its losing the networking edge to other platforms like Apollo/other early stage networking tools which people are really building a lot of.
- @wesdacar (3): I think a lot of founders avoid LinkedIn because the feedback loop feels awkward. You can spend an hour writing something useful, get 6 likes from people you already know, and feel like it was a waste compared with shipping product. A few other reasons I see: 1. They do not know…
- @wesdacar (3): That self-scrutiny point is real. A lot of founders seem to treat every post like it has to be a definitive essay, when the better version is usually just sharing one clear observation from the week. I think the bar gets easier if the goal is "document what I'm learning" instead…
webdev 社区讨论 BFF（Backend for Frontend）架构模式在真实项目中的实践：多数使用者认为 BFF 在多服务编排、CORS 处理、auth 管理方面有明显价值，核心原则是 BFF 只做读模型和 UI 流程胶水，业务逻辑留在核心后端。
# I really hope someone can talk about real projects.
受众观点：①@davidHwang718 给出清晰原则：BFF 拥有读模型和 UI 流程胶水，核心后端拥有业务规则和写操作，这条边界模糊后 BFF 就会变成负担。②@lanerdofchristian 强调最大收益：CORS、cookie domain、auth 传递问题统统消失，让你把后端 API 当成「带奇怪 ORM 的数据库」来用。③@lobax 补充多团队场景价值：当多个团队负责不同后端服务时，BFF 成为隔离变化的缓冲层，核心数据 API 重写时前端完全不用动。
展开评论
- @Routine_Cake_998 (79): I do and no, it actually makes things easier in the long run. The setup may be a little more complex, but it’s worth it.
- @davidHwang718 (56): In real projects I only like BFF when it owns frontend-specific orchestration, not when it becomes “another backend”. Good uses: combine 3-5 backend calls into one screen model, hide auth/session quirks, adapt data shape per web/mobile, and keep UI-specific caching/pagination ru…
- @lanerdofchristian (30): I do; it's 100% worth it for not having to think much about CORS, cookie domains, passing auth around, exposing internal services, or understanding what's going on in client-rendered vs server-rendered pages (if you're using a framework that supports both like SvelteKit or Solid…
- @lobax (20): If you have multiple backend services you need to call and other teams are responsible for some of those services, then a BFF pattern will greatly improve your maintainability and development speed. Imagine a big rewrite of some core data api. If you have a BFF, you just deal wi…
- @brasticstack (13): > "Fullstack is not a BE guys who is implementing UI in the way he is doing his BE stuff." It's much more like frontend devs doing backend in the way they do their frontend stuff
作者采访大量早期创始人后总结冷启动获客的核心模式：破局的人都在追踪 ICP 真正抱怨的地方（不是浏览的地方），并以对方的问题开场而非先推自己的产品。技术能力不是瓶颈，找到真实痛苦信号的地方才是。
Talking to a lot of early-stage founders lately, one thing is clear: finding your first users is brutal it’s a struggle for basically everyone. The hard part isn’t building. It’s knowing where people…
受众观点：①@SignificantEar9311 给出可操作建议：找到抱怨问题的具体帖子，在帖子里先帮忙再自然提到产品，比独立发帖获得的关注多得多。②@neminemtwitch 分享亲历：做了解决大家都在抱怨问题的 Chrome 插件，但发帖后没人关注——知道问题存在和找到传播渠道是两件事。③@Adorable-Roll-4563 提出反向观点：「建产品不是难点」可能意味着解决的是平凡问题，赛道早已饱和。
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- @neminemtwitch (3): I have the feeling that you know that people are having a problem but is just so crowded that your product goes under... I created a chrome extension that removes ai slop from reddit. Ive read so many comments about people complaining but when I post about it, it doesnt get any…
- @SignificantEar9311 (2): Honestly this is super relatable, and I think you’re closer than you feel. Two things jump out: 1. You’re posting about the extension that’s broadcasting, and broadcasts get buried. But you said the gold part yourself: you’ve read tons of people complaining about AI slop. Those…
- @Adorable-Roll-4563 (2): You could argue that if « the hard part is not building » then you probably have solved a fairly trivial problem, and that therefore the space is crowded and no-one is really interested. I am not saying that market fit is not important and that selling is not hard but I think it…
- @SignificantEar9311 (2): Raumigo, nice. And you’ve basically articulated the whole thing better than I could: “people complain about the problem” ≠ “willing to change behavior for it.” That gap is brutal, and most of us (me included) learn it the expensive way. On the part you called hardest finding the…
- @Routine_Tutor_6809 (2): In your case, why don't you go find a community for electrical contractors looking for work or an electrician conference. These are people who work with wiring and such and therefore a straight forward way to get users or at least feedback from freemium would be to reach out in…
作者 35 天获得 55 次搜索点击、3000+ 曝光、200+ Bing Copilot 引用，系统分享新域名冷启动 SEO 策略，重点包括 IndexNow 加速收录、llms.txt 让 AI 爬虫可引用、programmatic SEO 批量页面、内容集群架构等。
# >**Disclaimer:** I wrote \~1000 words of bullet points and used an LLM (with my project's SEO docs as reference) to expand it to \~2,800 words. Every strategy, number, and mistake below is mine.…
受众观点：（字段缺失，请参考帖子内容补充）
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- @Worth_Influence_7324 (6): This is a useful writeup because the numbers are early enough to be believable. One thing I’d add for the AEO/GEO side: don’t optimize only for “AI overview mentions.” At this stage, I’d build a few pages that make the product painfully easy to cite: - one clear comparison page…
- @Proud-Honeydew-5076 (4): sorry but is this ai or not?
- @grand-yojimbo (2): I am not sure why anyone cares about 22 clicks and a month of results, respectfully. SEO discussions should always be had in years.
- @LordVein05 (2): The results honestly don't matter for this post. I just complied whatever I learned for a few months into this. The points are nothing new but I wish I had found them earlier. I'll make a post after 1 year too!
- @alexandre-boudot (2): super realistic numbers, really appreciate you sharing this instead of the usual '100k views in 3 days' noise. are you seeing any difference in the conversion rate between those early google clicks vs bing clicks?
独立开发者强调自用产品是验证需求的最佳方式；分享从广告（CAC $42）转向 $249 influencer 合作平台换来 39 个付费用户的真实增长实验，核心观点：没有真实使用场景的产品无法持续获客。
We are a small team who work on getting our saas live. And we, literally all of us uses our very tool everyday. &#x200B; When it came to promotions, we were spending on ads to get traction and th…
受众观点：①@AWTheSuspect 指出：用自己都不爱用的工具去找 influencer 推广是一种自欺欺人。②@TobiasFromTASflow 分享：太太的痛点驱动产品方向，太太也是第一个用户兼测试员，B2B 场景同样验证有效。③@RudraPerfecto 关注是否提供免费版来降低用户获取门槛。
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- @AWTheSuspect (15): imagine paying influencers to tell people to buy a tool that you don't even like using yourself
- @TobiasFromTASflow (6): Because fo this reason i started my project. My wife told me about her pain point. The idea ist not new and there are a lot of other solutions, but not the way she wanted it. She uses it as a First "costumer" and tells me whats she Likes and what she don't likes. Thats was the w…
- @RudraPerfecto (3): Even they won't be able to create video worth any value for users and then get blamed for not performing lol
- @RudraPerfecto (3): I looked into your project and I really loved that fact that you offer free version. Have you been getting users ?
- @ShoulderOk5971 (3): whats your product
ML 研究者发帖分享合作者在 deadline 前用 LLM 添加幻觉参考文献，轻信确认后提交被审稿人发现导致论文撤稿，作者 2.5 年工作受损；帖子呼吁研究者检查所有新增参考文献，社区讨论了用 coding agent 自动验证 DOI 的反制方案。
Just thought I'd highlight this issue to the ML community, since I recently had this problem arise and it might be useful for some. I had a coauthor who I knew was somewhat untrustworthy when it came…
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- @CrownsEnd (103): The takeaway is, you get rid of that person in your future career.
- @apo383 (41): You mostly kenned your lesson. But one of them is not to allow last minute changes before deadline without time for review. Good for all authors, it's only fair. Also, you can require dois included with l all references. Then ask a coding agent to retrieve them and check against…
- @Practical_Tie_3467 (11): Except then OP would be on the list because of their co-author.
- @Zestyclose_View_4605 (10): Hi all. I agree with the comments. This is not someone with whom you should agree to work in future, if that's within your control. There must always be time for due diligence in the schedule... which probably means having a hard cut off for changes. I built a tool that enables…
- @hexaflexarex (9): DBLP is solid. Also, the only errors I’ve seen with Google scholar are wrong version / missing venue. I often use their bibtex and make corrections myself if needed.
博士生自用自建了浏览器端学术研究工具替代昂贵机构软件，同事测试反应超出预期，但陷入向同样拮据的学生收费的道德顾虑，倾向于pay-what-you-want又不确定这是原则还是逃避决策，同时夹杂冒名顶替综合征。
I built a tool that replaces a piece of software a lot of researchers use. The original is expensive, slow, and genuinely awful. a lot of people only have access through their institution and lose it…
受众观点：①@Chunky_cold_mandala 建议个人免费+机构/企业付费双轨授权，直接给出Polyform许可证方向，是评论区最具可执行性的建议。②@BigB3ardedB3ar 建议先免费积累用户和SEO权重再锁付费功能，强调先让早期用户习惯产品再谈钱。③@Ok_Cartographer_6086 认为早期用户已在用反馈和数据付钱，不应向他们收费，先建用户基础再变现。
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- @Chunky_cold_mandala (6): make an individual usage free but have a corporation and institutional license, many noncommercial polyform licenses have such clauses.
- @BigB3ardedB3ar (6): Personally I'd release it for free to gauge the traction as long as the server costs aren't too large. Then honour that for the people who sign-up when you lock features behind a paid application when the time is right. E.g. You have a group of people who are going to recommend…
- @Tontonsb (3): Not the easiest way, but a good scenario for all the parties is to get the government or a university to sponsor it as a project. Many free academic tools are created like that. You get money, people get the tool, the entity gets to put on their logo and contents for their annua…
- @chlorophy (2): Giving it a pay wall may lead to less people using it. Making it free allows more people access. Compounding its publicity provided it gets the job done. Start it for free or for a small fee. If its good more people will be interested. After which u can decide to raise the price…
- @Ok_Cartographer_6086 (2): don't charge your early adopters. Getting users is one of the hardest parts. They are already paying you with feedback, the data you collect in your logs and analytics and building a user base. Get some returning users and then ask them if they'd pay for a feature instead of red…
开发者为解决"打开新标签页立刻忘记要干什么"的问题，构建了系统托盘上下文感知便签工具。核心特性：写了 YouTube 相关任务后，下次打开 YouTube 自动弹出提醒。支持 /site_name 标签强制绑定，Ctrl+Shift+S 唤出，完全免费开源。
Hey everyone, I got tired of opening a new tab or app and immediately forgetting what I was supposed to be doing. So, I built a context-aware sticky note app that lives in your system tray and remind…
受众观点：① @chlorophy 认为创意出众、执行扎实
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- @Jangia_69 (5): For now you can only change the note colors. As for reminders, new reminders are pink while old reminders are yellow. I will add a theme setting in preferences if other users also request it.
- @chlorophy (2): What an amazing idea! Brilliant execution!
- @Pila_globosa (2): Great idea. Sure will try
- @Lucky_Beginning_7646 (2): other than that the concept is brilliant
- @Jangia_69 (2): You write a todo task to write the todo task
作者分享初次使用 Gitea act runner 配合 Portainer webhook 搭建 CI/CD 流水线的体验，推送代码后静态网站 3 分钟内自动更新，但评论区对 CI/CD 的真正定义（trunk-based vs 分支策略）产生分歧，并提醒配置不当的 act runner 可能成为安全后门。
Ok, so for someone who has never used a CI/CD pipeline, they are basically magic. Need a static website built? Gitea act runner that builds a docker container + portainer webhook will get any static…
受众观点：① @TheRealSeeThruHead (24分) 认为推到 main 自动部署到生产就算是 Continuous Integration，核心是持续性。② @j-dev (17分) 指出作者描述的流程未必是最佳实践，但不影响其属于 CI/CD 范畴。③ @urquan (3分) 认为文中描述的分支、测试、回滚策略恰恰是反持续交付的，真正的 CD 更接近 trunk-based workflow。
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- @TheRealSeeThruHead (24): Ci cd is great
- @j-dev (17): Putting aside whether everything you said is a best practice, it’s not true that you have to follow every practice you outlined for it to be considered CI/CD.
- @TheRealSeeThruHead (16): As long as you are deploying to prod on merge to main you are doing continuous integration. How safe that is is case by case.
- @GolemancerVekk (3): If you don't do that then you're not doing the (C)ontinuous part and the (I)ntegration, it's only a (D)eployment pipeline.
- @urquan (3): One might argue that branches, testing, validation, rollbacks and so on that you described are not in fact "Continuous Delivery/Deployment", but rather the opposite. Trunk-based workflows are closer to continuous and I'm starting to think what you described are rather anti-patte…
作者用经济学 Jevons Paradox（杰文斯悖论）类比 AI 提效现象：AI 让开发效率提升 5 倍，但开发者并没有少工作，反而更忙——因为每小时价值变高了，驱使人工作更长时间、启动更多项目。
If AI makes everything easier and faster for us, why do I find myself busier than ever now? In 1865 economist William Jevons noticed that while more efficient steam engines were being invented, which…
受众观点：①@Basic_Comedian_3430 直接验证：有 AI 之前每天写几小时代码，现在 24/7 都在写，因为大脑里那些奇怪的 side project 终于都能实现了。②@Powerful-Software850 提出关键警告：省出来的时间必须被重新投入「产生收入的活动」，大多数人只是用 AI 换了新形式的 busywork。③@DiploJ 追问核心：你更忙了，但你真的更有生产力了吗？
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- @Powerful-Software850 (6): Those who learn to find their signal within all the noise (Mr Wonderful’s analogy), will find true success. In your example, AI saves 4 out of the 5 hours and people just consume it with either bad habits or busywork or worse, testing more and more AI. Saving time doesn’t automa…
- @Basic_Comedian_3430 (4): Haha that's funny I didn't really think about it like this but I think your right . Before AI I coded a few hours a day probably . Now with AI I'm coding 24/7 because I am able to build all the weird side projects floating around in my brain . I'm defientlty 100x busier .
- @gammatoxx (3): sometimes yes, sometimes no lol
- @DiploJ (2): It's not just work but productivity. Are you being more productive?
- @gammatoxx (1): it makes sense haha you're not the only coder I've heard say that
作者 @multi_mind（16岁）独立创业 15 个月，数字全面下滑仍没找到突破口。一周露营彻底断网后 burnout 消散，"15 months of not yet doesn't feel like failure anymore"——以疲惫为名驱动的执行，和以 hunger 为燃料的执行是完全不同的状态。
15 months. that's how long i've been grinding on online businesses. building, posting, launching, redoing it all again. and if i'm being real with myself, i still don't have much to show for it. (bes…
受众观点：① @Vinserello 说「makes me feel less alone」——孤独感是独立开发者最真实的情绪，共鸣度远超技术讨论 ② @multi_mind 自述 6 个月没休息（16 岁）——触发"你是不是也在这样消耗自己"的自我代入 ③ 评论区整体是纯情绪共鸣，缺乏实质可操作策略
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- @Vinserello (2): Thank you for sharing your story, it makes me feel less alone on this journey.
- @multi_mind (2): thanks bro! None of us are alone, it just feels that way sometimes.
- @multi_mind (2): thanks bro! you as well. btw, are you active on X on Linkedin?
- @[deleted] (1): [removed]
- @multi_mind (1): yeah, this is sooo true. I really think I needed the break, I have not taken a week long break in like 6 months. Even tho I am only 16/yo
开发者做了手绘限定社交网络 DoodleSwarm，内置复古风格 256×192 六色编辑器，明确对标 AI 生成内容时代的人工创作价值。评论以 bug 反馈为主，iOS 触控有适配问题。
**What it is:** [DoodleSwarm](https://doodleswarm.com) is a small social network where every post is hand-drawn in a built-in 256×192 editor with a fixed 6-color palette (a love letter to Flipnote St…
受众观点：① @dokt0r_k 反映 iOS 上 canvas 被系统误识别为文字选择，无法正常绘制，是触控设备适配问题
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- @dokt0r_k (5): I like it, but I’m having a hard time drawing anything on iOS, as the canvas keeps getting selected as if it were text.
- @andivx (4): There is another bug, and you can see it right on the screenshot.
- @AVeryRandomDude (3): Took me a moment 😂
- @thebadslime (3): Looks Fun!!
- @GrenadineBombardier (2): 🙄 😂
开发者在 X 上发现"LinkedOut for unemployed"的创意请求后快速实现上线，产品定位为 LinkedIn 的反面——专门 meme 和吐槽。已开源，有 Premium 按钮但全部免费。开发过程使用了 Claude Code + Remotion 生成宣传视频。
I saw someone on X asking for a LinkedOut for the unemployed and it's fun project to build. I thought this idea is hilarious so I built this! I had a good laugh while building this and hope other ppl…
受众观点：① @LeaderAtLeading 指出 meme 角度比功能更重要，这个判断对冷启动阶段很关键
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- @AceReviewer (7): Just want to say this is hilarious! Satire at its finest.
- @hj-core (6): lmao. will we see LinkedUp and LinkdedDown later lol
- @Alsciende (3): Love this ❤️
- @LeaderAtLeading (3): Building fast off a viral tweet is the right instinct. The meme angle will carry it further than features will.
- @heidi-serendipity (3): Hey friend! I used remotion to generate the video. I used Claude code and asked it to generate a fun and professional promo video for xx folder using remotion and tweaked it for pacing/frame/camera angle etc. I found the music on YouTube open source music! Hope this helps:)
独立开发者发布 TTS App Frateca（React Native），支持网页/PDF/图片文字朗读，类播客体验。评论反馈：demo 有频率限制体验不佳；建议用 LLM 预处理网页噪音文字；有多语言需求。
I’m excited to share a project I’ve been working on over the past few months! It’s a mobile app that turns any text into high-quality audio. Whether it’s a webpage, a Substack or Medium article, a PD…
受众观点：① @IknitSteel 反映 demo 有次数限制，测试体验直接被截断，冷启动期 demo 限流策略值得商榷
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- @IknitSteel (5): When I tried to listen to the demo I was hit with a demo limit reached error, so never got to actually hear how the text to speech sounds
- @SvenvdWellen (2): Website is indeed well done !
- @gavvas (2): I tried and i liked it. It is cool. Nice work. Just one thing, maybe you should LLMs to modify the text before read it aloud. Because when I add a website link to read, it got all texted from site like button names, redundant dates, page numbers in a row and so on. Will you add…
- @oxalyl (2): I liked it. I tried the demo: different topics and also custom text. It reads really well!
- @Notsau (2): Very beautiful website
FretTrack 修琴店管理 SaaS 创始人分享将单层产品拆成 tier 时踩的架构坑：角色权限、订阅权益、账号生命周期三者混在一起导致整个权限系统需要重构，最终拆成三个独立概念解决问题。评论区给出了"降级冻结不删除"和后端强制执行等实战建议。
I have been building a niche SaaS for repair shops, and I hit a point this week that was much harder than I expected. The app already had customers, jobs, photos, scheduling, inventory, user roles, p…
受众观点：（字段缺失，请参考帖子内容补充）
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- @Resident_Pilot7137 (6): Retrofitting tiers is a developer rite of passage! When I've retrofitted tiers, backend authorization logic is always the first thing to break (very similar to your row-level security issue), usually because UI state and backend validation get out of sync. Your 3-pillar separati…
- @FretTrackSystems (2): Thank you for replying! It really makes me start cringing when I begin messing with the backbone....and yeah that's exactly how it went down! The UI part was the easy bit. The moment I tried to enforce the same rules at the database layer, I found an old first-owner bootstrap pa…
- @Sea_Statistician6304 (2): The three-concept split you landed on (role permissions, subscription entitlements, license state) is exactly right, and the fact that you discovered it by hitting real problems means it'll actually hold up. Most people cargo-cult a tier system from a pricing page template and o…
- @FretTrackSystems (1): That's a good comparison. Your degraded-credit state is basically the same principle I am trying to preserve with the Free tier: losing paid access should reduce capability, not make the product useless and making people angry (as I would be, for good reason. One reason I'm so i…
- @zenGeek01 (1): I designed the ability to tier into my platform from the beginning, but I did not do it for tiers. My service heavily uses API calls. I track usage and degrade the service if you run out of credits. So, I guess I do have two tiers, users with a positive balance who can use anyth…
开发者从构建 Python 字幕库出发，发现 CLI 作为视频编辑器体验太差，将整个系统重构为浏览器端工具 tscaps.io。技术亮点：Whisper 转录 + CSS 样式字幕 + WebCodecs 帧级渲染输出。本地版完全免费无水印，开源。早期用户反馈字幕准确率高，操作流畅。
A few months ago I lost my mind and built [four Python libraries](https://www.reddit.com/r/Python/comments/1qm1kxu/how_i_went_down_a_massive_rabbit_hole_and_ended/) just to add animated captions to v…
受众观点：① @FinalFantasiesGG 实测 AI 生成音频字幕：1.5 分钟样本零错误，实时切换文字样式无卡顿
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- @_unknownProtocol (2): lol 😂 I just extended the anonymous trials to 5, so you can play with tool a little bit more! Thanks for the comment! You can also sign-up and you'll get more credits, which are refreshed automatically each week.
- @_unknownProtocol (2): Oh, and I just wanted to add that you can use the local version without any limits or signup. That's totally free, but you will lose AI-styling and faster transcription
- @_unknownProtocol (2): I'm happy for reading this! I've been working really hard on this project in the last months. You're the first one using it, and the first feedback I got. I'm just happy for that. It's difficult to get attention when there're so many projects being posted. Thanks!
- @FinalFantasiesGG (1): Lol I accidentally uploaded videos with no speaking trying to test and used my free credits. So far though, I think you have a winner if the subtitles actually work. Extremely easy and smooth and good flow into paid memberships.
- @FinalFantasiesGG (1): Cheers. Flawless victory. Does exactly what it's supposed to. I used it on AI generated audio, and it didn't make a single mistake over a 1.5 minute sample. I was able to smoothly switch between different text styles live with zero hiccups or stutters. In a sea of slop on reddit…
开发者一周内做出菜谱视频转文字工具，意外获得每日600 DAU，几乎全靠搜索流量自增长，但没有账户体系和变现方案，现在hosting费用开始明显，作者坦言是偶然做出了有PMF的产品，正在慌忙补商业逻辑。
Built this out of personal frustration, I was tired of recipe videos that make you watch 4 minutes to get ingredients you could read in 10 seconds. Made a tool where you paste a video link and it ext…
受众观点：①@Prior_Topic3527 认为hosting成本开始明显就是该实验变现的信号，不用等到规模更大。②@summu_77 分享服务器账单到$300才做最小订阅tier的真实踩坑，建议早动手。③@magic_hat555 给出广告/联盟/newsletter三个最直接的变现方向。
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- @Prior_Topic3527 (3): If hosting costs are becoming noticeable, that's probably your signal to start experimenting with monetization. Doesn't have to be complicated.
- @Temporary-Spring-214 (3): As someone who hates recipe videos with a passion, I would've used this immediately
- @magic_hat555 (3): congratulations!! Now im thinking about ads, affiliate and newsletter
- @zinggzangg (2): I'd use this. What's the URL?
- @summu_77 (2): hosting costs are becoming noticeable is the real signal. I ignored that until the last server bill hit $300. Now I'm pulling in a tiny subscription tier just to cover the basics. It’s not a big deal, just keep it lean.
DoodleSwarm是一个限制性手绘社交平台，用户只能用内置编辑器在6色256×192画布上手绘发帖，对标Flipnote Hatena，作者明确表示这是hobby项目不打算变现，核心主张是AI内容泛滥时代人类手工创作价值更重要。
**What it is:** [DoodleSwarm](https://doodleswarm.com) is a small social network where every post is hand-drawn in a built-in 256×192 editor with a fixed 6-color palette (a love letter to Flipnote St…
受众观点：①@LeaderAtLeading 指出Flipnote怀旧圈子小但极度热情，直接预判变现会很难。②@CodeParalysis 给出具体编辑器改进建议（透明/白色区分、自定义调色板、平板热键），是评论区最有技术深度的反馈。③@AVeryRandomDude（作者本人）说没有近期变现意图，hosting成本大了就开donations，心态是能养活自己就行。
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- @LeaderAtLeading (2): Flipnote nostalgia is a tiny but passionate niche. Monetization will be hard though.
- @CodeParalysis (2): It's pretty cool. Some suggestions: The fill bucket differentiates between transparent and white. There should be some way to visually see it. And with six color, the ability to choose what those colors are and the ability to save palettes would be a huge upgrade. For tablet dra…
- @AVeryRandomDude (1): It's mostly a hobby project. I have no intent to monetize the website in the near future. If servers cost become a burden, I may start a donations page.
- @AVeryRandomDude (1): Thanks for the feedback, I'll look into it!
- @[deleted] (1): [removed]
开发者做了回音壁效应交互模拟网站 echo.logicaleap.com，基于 bounded-confidence opinion dynamics 数学模型，用 seedable RNG 实现可复现 permalink 和 counterfactual 对比（有/无机器人干预的双世界同时运行），Vue 3 + Web Worker + Cloudflare Worker 部署。
I built a little web tool that lets you play with the mechanics behind opinion polarization, echo chambers, and network fragmentation. You adjust sliders for things like: * How tolerant people are of…
受众观点：① @fiskfisk 点名要求技术细节，认为展示产品功能对开发者受众不够
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- @fiskfisk (3): Technical details and a proper teardown of how this works would be nice. You're posting to developers, make it interesting!
- @Fanatic-Mr-Fox (3): By request, technical details: The key architectural call: the entire simulation runs in a pure JS layer - all randomness comes from a single seedable RNG (mulberry32) that I pass explicitly through the simulation. Seedable RNG allows for: * Reproducable permalinks - the full st…
- @Fanatic-Mr-Fox (2): Posted a breakdown here - [https://www.reddit.com/r/webdev/comments/1u4mhxi/comment/ore5aml/](https://www.reddit.com/r/webdev/comments/1u4mhxi/comment/ore5aml/)
- @fiskfisk (1): Great, thank you!
- @Melodic_Stage_156 (1): solid point tbh
indie dev 做了跑步天气评分 PWA WeatherToRun，用 Next.js Edge Runtime + 多层缓存 + 坐标取整复用缓存等工程技巧构建，同时上线 PWA/iOS/Android 三端，免注册免费用。评论关注 affiliate 变现可行性和技术细节。
I got tired of opening a weather app before runs and still having to decide everything myself. Temperature looked fine, but humidity made it feel worse. Wind changed everything. Rain probability was…
受众观点：① @fiskfisk 要求帖子提供技术细节，认为对开发者受众来说纯展示产品不够，说明 dev 社区更看重工程思考
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- @fiskfisk (12): What's your stack? What challenges and issues did you face and how did you solve them? What are you basing the wheather on? Make your post interesting to the developers that are reading it!
- @TanCannon (2): Something convenient it seems waoh. But dude the commission u gonna get on those clothes you recommend! Nice idea by the way.
- @Upper_Earth_7082 (2): Affiliate links are a hit or miss unfortunately. Extensions like honey make it close to useless 🤷
- @Upper_Earth_7082 (0): Just added some details. Thanks for the comment!
- @Serious_Rub3102 (-2): This coordinate rounding trick for sharing cache hits is clever - never thought about optimizing weather data this way before.
开发者将 PaddleOCR 移植到 ncnn 推理后端，发布开源 C++ 库，相比官方实现更轻量更易部署，支持 PP-OCR v3-v6 模型。评论区聚焦于 OCR pipeline 部署摩擦和下游 RAG 用途的 bbox 输出需求。
Hi, About a year ago I shared my PaddleOCR implementation here. Since then I've made many improvements, and it now supports PP-OCR v3 through the **latest v6** models. The official Paddle C++ runtime…
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- @Knok0932 (2): The official PaddleOCR is heavy, slow, and has poor cross-platform support (if you tried deploying it you know what I mean). That's the motivation behind this project. There are actually several others built for the same reason, like RapidOCR.
- @Grand_Pineapple_873 (1): I would like to connect, let me know if u r ok talk about paddle ocr
- @Knok0932 (1): Sure, feel free to ask here or open an issue on the repo. You can also find my email in my GitHub profile page.
- @asraniel (1): how does it compare to the original implementation? why would one use this version?
- @Unhappy_Finding_874 (1): this is actually the part of ocr projects ppl underrate imo. the model quality matters, but deployment friction kills alot of doc pipelines before eval even starts. fwiw the place id be curious about is layout heavy docs, not just plain text. do u keep bbox ordering and confiden…
作者用基于 embedding 相似度的自制工具分析 14 个开源项目 2021-2026 年间的代码重复趋势，试图验证「AI 辅助开发增加代码重复」的说法，结论是数据不足以证明或否定该主张，研究更大的价值在于揭示此类研究容易出现的方法论陷阱。
My methodology and data set didn't show any trend, but it demonstrated a more important issue: how wrongly this kind of research can be done and how misinterpreted the conclusions can be. The reason…
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- @lelanthran (7): > That's why semantic duplication is analyzed, not exact copies. Code units are compared using an embedding model, and those above a certain similarity threshold are considered as similar. Okay, while that is not exact copy matching, it's **also not** semantic-matching, is it…
- @rafal-kochanowski (2): I think the issue is that word "semantic" can be understand differently or I misunderstood something. I used it in a context of embedding models, for example from Voyage AI docs (I used their voyage-code-3 model dedicated for code): [https://docs.voyageai.com/docs/introduction](…
- @lelanthran (1): > Does it mean that calling it "semantic-matching" is incorrect? Well, I... don't really know: TBH I was kinda hoping you'd jump in with "Look, *this* is why it really is semantic-matching... <mighty long explanation>" :-( [1] I think the test is, does it recognise that…
- @rafal-kochanowski (1): No, they are not similar according to embeddings, the similarity 0.70-0.79 is below thresholds. Embeddings are too primitive to detect this kind of clones. They are good at detecting clones that are variants of the same code. I don't think it invalidates results because detected…
- @NaturalTable9959 (1): Author of a tool in the same space here (dupehound), but I went the opposite way from embeddings, and it's relevant to your methodology point. There's a useful taxonomy for this: \-Type-1: clones are exact copies, \- Type-2 : copies with renamed identifiers and literals \- Type-…
有稳定主业的独立开发者分享：第一个陌生人付费 $4.99 购买自己 SaaS 工具时的兴奋感，远超薪资到账的满足感。核心洞察：陌生人用钱投票是一种薪水买不来的验证感，这是独立开发的独特心理奖励。
I make enough money from my main job. Bills get paid, investments get funded, life is good. A while ago I built a small SaaS tool to solve a problem I kept running into at work. I wasn't trying to st…
受众观点：①@Upbeat_Caregiver_281 精准描述：工资是被告知做得不错，付费用户是看到有人用钱投票——两种验证在情感层次上完全不同。②@Top-Situation-9355 形容收到陌生人付款的感觉像「黑进了系统」，有一种意外感。③@turner_tech 呼应：最厉害的产品往往从「顺手解决问题」开始。
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- @turner_tech (3): Thats amazing! Some of the most amazing things in life we enjoy were just made by someone being useful and they spread to millions. Happy for you!
- @Top-Situation-9355 (2): The feeling of getting paid for something you think really simple or small is impossible to describe cause you feel like you hacked the system or something lol congrats!
- @Upbeat_Caregiver_281 (2): That validation hit is real. There's something about a stranger deciding your thing is worth money that a salary just doesn't give you, even when the salary's way bigger. It's like the difference between being told you're doing good work and actually seeing someone vote with the…
作者独自 3 个月开发收藏品管理 App The Hoard（卡牌/手表/球鞋/黑胶等），核心差异化是 private vault + Rooms 社交层，明确"非交易平台"。TestFlight 公测，求批评：跨品类定位是否太宽，privacy-first 是否真正差异化，pitch 的 bounce 点在哪。
I'm the founder, and I built The Hoard because collector software is still weirdly fragmented. Serious collectors end up split across Notes, spreadsheets, camera roll, Discord, and marketplace accoun…
受众观点：① @StreaklyDev 指出"private vault + not a marketplace"是强 hook，但跨品类同时上是最大问题，建议先聚焦一个 niche 建社区再扩展 ② @No-Taro-3533 批评 pitch 现在等于 5 个产品叠加，30秒内应该极简化——"catalog one item fast, then show one reason to come back" ③ @Icy-Resist-8667 也认为同时覆盖手表、球鞋、黑胶会让人望而却步
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- @StreaklyDev (1): The positioning is actually very clear. "A private vault with a social layer, not a marketplace" is a strong hook because every other collector app eventually tries to force you into selling your stuff. My only critique on the launch strategy is trying to support watches, sneake…
- @Icy-Resist-8667 (1): the privacy vault vibe is cool but trying to cover watches sneakers and vinyl at once might scare folks away
- @No-Taro-3533 (1): My bounce point is that the pitch currently sounds like 5 products stacked together: private vault, social feed, DMs, hunts/wantlists, and event check-ins. If the wedge is real, I’d make the first 30 seconds absurdly simple: catalog one item fast, then show one reason to come ba…
开发者做了多功能开发者 API 产品 mecanik.dev，跑在 Cloudflare Workers 上，集成 AI/安全/DNS/工具等功能，credit 计费无订阅，提供 TS 和 Python 双 SDK，最亮点是一个 registry 自动生成 docs+OpenAPI+Postman，以及失败请求在 finally 阶段退还 credit。
Spent the last few months building a single API that bundles the small tools I kept reaching for: AI helpers (summarize, translate, moderation, code review), website and security analysis (security h…
受众观点：① @Mecanik1337 发布了 npm 和 PyPI SDK 链接，TypeScript SDK 零运行时依赖，Python SDK 基于 requests 同步调用
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- @Mecanik1337 (1): SDKs if useful: \- npm: [https://www.npmjs.com/package/@mecanik-dev/api](https://www.npmjs.com/package/@mecanik-dev/api) (zero runtime deps, fully typed) \- PyPI: [https://pypi.org/project/mecanik-api/](https://pypi.org/project/mecanik-api/) (sync, requests-based)
- @MartinTsankov (1): Love the layout and the UI, but I'm getting a bit lost with all the endpoints. Do you plan to add more?
开发者做了全球动态气温可视化地图 openpla.net，技术栈：TypeScript 前端零依赖 + Zig 数据预处理（GRIB 解码/傅里叶变换/光流）+ WebGL 渲染 + JPEG XL + 自写 WASM polyfill 解决 Chrome 不支持问题，GFS 天气模型数据。评论区主要是技术栈问答。
Finally finished the first iteration of my animated weather map: [openpla.net](https://openpla.net) It's showing temperatures from Summer 2025, smoothly animated with optical flow to get finer than h…
受众观点：① @Normal-Champion2016 问技术栈
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- @chartojs (2): TypeScript for the frontend, no frameworks, no runtime dependencies. Backend is static files only. Data was preprocessed using Zig code, images are JPEG XL. There's a custom Zig and Wasm -based polyfill since Chrome doesn't yet support the format. Rendering does as much as possi…
- @Normal-Champion2016 (1): I like it, what is the tech stack you used?
- @TanCannon (1): I love it.
作者白天全职工作、带两个孩子，用手机远程桌面每月投入数百小时开发 Velra（velra.dev）——声称能在 15-20 分钟内生成完整可生产级 SaaS 产品。PH 上线仅得 3 票、X 粉丝不增长、零付费用户，发帖问"Am I just delusional?"
4 months ago I was building out a tool for me to use personally, to help out my other business I launched around Feb 2026 ($500/MRR). The tool was a desktop app builder with actual functionalities, a…
受众观点：① @NefariousnessBig6302 提出"是市场问题还是产品问题"——很多 builder 上线后第一反应是自我怀疑，实际原因是发现渠道没准备好 ② @theRealCryWolf 鼓励"keep pushing"但无可操作建议，评论区缺乏真正有用的 distribution 策略 ③ 帖子"Am I delusional"设问高度引发认同——这是每个 indie dev 都经历过的时刻
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- @theRealCryWolf (1): Keep on pushing man!!! You’ve launched now so now all you can do is focus on building onto this and creating a more valuable product. As time goes on the answers to “how can I make this better” begin to become obvious when you personally run into different pain points, as they s…
- @NefariousnessBig6302 (1): are you sure it's the product and not just the market being a bit weird right now? i've watched a few solid tools get crickets on launch, then quietly pick up users later once they stopped trying to be a huge vision on day one and just solved one annoying thing well.
独立开发者将 outreach 工具提价 10 倍、重新设计 offer（先给用户价值再卖产品），通过在 X 平台做 manual outreach 实现连续 3 天获得付费用户，累计 $76 收入。SEO 和广告均无效，直接对话客户才跑通。
Hey all, I posted not that long time ago about an outreach tool, got grilled for the pricing, and the offer, repackaged it, increased the price 10x, provided the value for users first, and started th…
受众观点：①@AnimalFalse5884 只有简短祝贺，评论区讨论深度不足。
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- @AnimalFalse5884 (1): Congrats bro
Crato 是以 shipping 行为为信用货币的 builder 社交网络，作者两天内公开响应批评重构路线图：从 manifesto-style 改为聚焦"cred 作为 discovery layer"——git push 赚积分、shipping streak 赚可见度，试图让"埋头开发"本身就产生社区存在感。
Two days ago I posted [crato](http://crato.network) — a social network for builders that rewards shipping. Lots supported it. Lots of people roasted it. Fairly. I thought about and listened to all th…
受众观点：① @Careless-Ant8222 表达真实认同并注册，但整个评论区只有 1 条有效回复，说明产品在 Reddit 上实际触达极其有限 ② 原帖作者公开承认错误然后迭代，这种 build in public 的诚意本身就是好内容 ③ 帖子提出但没有答出的问题"如何防止 engagement-optimization game"，评论区没人给出有效方案
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- @Careless-Ant8222 (1): I actually like this and resonate with a lot you’re trying to solve. I signed up but let’s try to get some more of us on there. hopefully we can keep the signal-to-noise ration lower on crato and build a helpful community
Vercel Drop 是 Vercel 推出的零配置拖拽部署功能，用户把文件或文件夹拖入浏览器即可完成生产部署，无需 Git、CLI 或本地配置，旨在极致降低部署门槛。
Vercel
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- @Overview (0): * [Launches29](/products/vercel/launches) * [Reviews907](/products/vercel/reviews) * [Alternatives](/products/vercel/alternatives) * [Customers](/products/vercel/customers) * [Built with](/products/vercel/built-with) * [Forum](/p/vercel) * More This is the 29th launch from Verce…
- @fmerian (0): [Tabstack by Mozilla](/products/tabstack) Hunter 📌 HTML is back. Drag a file or folder into your browser and Vercel Drop gives you a production URL in seconds. Upvote (8) Report Share 22h ago [](/@confidence%5Fonumabor) [Confidence Onumabor](/@confidence%5Fonumabor)
- @Qursor (0): I remember using this drag‑and‑drop style deploy on Netlify years ago, so Vercel definitely took their time bringing Drop out. Netlify’s new credit‑based pricing (where production deploys cost credits) actually makes this Vercel feature look pretty reasonable now. Upvote (4) Rep…
- @Netlify (0): I considered platforms like Netlify and Render. While they are also solid options, Vercel felt more seamless, especially for frontend-heavy projects. The developer experience, speed of deployment, and tight integration with modern tools made it the better choice for my workflow.…
- @Divya (0): •[1 review](/@divz/reviews) Tried v0 out of curiosity as coding is not my domain & also experiments with deployment always failed. I found v0 good in this aspect but the ai executes a lot of unwanted/unasked stuff also ( some happy discoveries and some flaws so need to roll back…
Kimi K2.7 是 Moonshot AI 发布的开源权重大模型，支持 256K 超长上下文窗口，推理 token 消耗比上代 K2.6 降低约 30%，专注编程和长文档处理能力，面向 AI agent 和 RAG 应用场景。
Kimi AI - Now with K2.6
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- @LLMs (0): • [AI Agents](/categories/ai-agents) \- Real-time web search across 100+ websites - Analyze up to 50 files (PDFs, Docs, PPTs, Images) with ease - AI slides & websites maker - State of the art coding capabilities - Enhanced image understanding beyond basic text extraction * [Over…
- @Valeria (0): The open-weights + 256K context combination is what I'd test first, especially on a repo task where the model has to keep tool outputs, diffs, and failed test logs straight. Lower reasoning-token usage is useful, but the tradeoff I wonder about is recovery after the agent makes…
- @rongze (0): Interesting launch. For coding-focused models, the thing I’d want to test is not just generation quality, but how well it handles long-running repo work: keeping context clean, explaining risky changes, and recovering after failed tests. Upvote Report Share 8h ago [](/@oguz%5Fye…
- @DeepSeek (0): Helpful Share Report 93 views3mo ago ```json [{"@context":"http://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://www.producthunt.com/"},{"@type":"ListItem","position":2,"name":"Kimi AI - Now with K2.6","item…
Firecrawl 推出 Prometheus，一个用自然语言描述数据需求、自动实验并生成 Firecrawl SDK 爬虫代码的 Forward Deployed Agent，支持页面结构变化时自动检测和修复，可自托管或由 Firecrawl 托管。
Firecrawl
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- @Overview (0): * [Launches8](/products/extract-by-firecrawl/launches) * [Reviews12](/products/extract-by-firecrawl/reviews) * [Alternatives](/products/extract-by-firecrawl/alternatives) * [Customers](/products/extract-by-firecrawl/customers) * [Built with](/products/extract-by-firecrawl/built-…
- @Firecrawl (0): Maker 📌 Hey Product Hunt 👋 Eric, Caleb, and Nick from Firecrawl here. Today we're launching Prometheus, a Forward Deployed Agent for web data. Our customers often know exactly what data they need, but not how to collect it. Typically, this is where our engineering team would com…
- @Firecrawl (0): Maker [@anand\_thakkar1](https://www.producthunt.com/@anand%5Fthakkar1) Yes that is my favorite part! We decide based on the historical differences in data Upvote (2) Report Share 4h ago [](/@cody%5Fmenefee) [Cody Menefee](/@cody%5Fmenefee) [@anand\_thakkar1](https://www.product…
- @Firecrawl (0): Maker [@ansari\_adin](https://www.producthunt.com/@ansari%5Fadin) good points. this is just an experiment but an SLA may come in the future! Upvote (1) Report Share 4h ago [](/@dhiraj%5Fpatel5) [Dhiraj Patel](/@dhiraj%5Fpatel5) This is neat. When page structures change, does Pro…
- @Firecrawl (0): Maker [@dhiraj\_patel5](https://www.producthunt.com/@dhiraj%5Fpatel5) it automatically flags and fixes! Upvote (1) Report Share 4h ago [](/@josedamian) [José Damián](/@josedamian) Web scraping for agents is one of those problems that sounds simple until you actually try it. Curi…
CakewordAI 是一款儿童 AI 语言学习 iOS App，小孩用摄像头拍摄真实物体，App 识别物体并生成贴纸风格图片，用双语发音教学，将现实世界物品转化为词汇卡片，主打 on-device AI 和游戏化设计。
CakewordAI
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- @Overview (0): * [Reviews](/products/cakewordai-snap-learn/reviews) * [Alternatives](/products/cakewordai-snap-learn/alternatives) * [Team](/products/cakewordai-snap-learn/makers) * [Awards](/products/cakewordai-snap-learn/awards) * More Free Launch tags:[Kids](/topics/kids)•[Artificial Intell…
- @LaterAI (0): Maker 📌 Hi Product Hunt! 👋 Cakeword started with a simple observation: kids don't learn words from flashcards, they learn from things. The cup they drink from, the teddy they sleep with, the guitar in the corner. So I built an app that turns the real world into the deck. How it…
- @LaterAI (0): Maker
- @LaterAI (0): Maker [@peterz\_shu](https://www.producthunt.com/@peterz%5Fshu) you point the camera at the object and it recognizes the word! Upvote Report Share 5h ago [](/@stefano%5Fdelmanto) [Stefano Delmanto](/@stefano%5Fdelmanto)
- @Offsite (0): Very cool. Love on device AI work. Im curious, what was the toughest part of getting this to run on-device? Upvote (1) Report Share 2h ago [](/@pungme) [Worathiti Pung](/@pungme)