用户让 Claude Code 自主操盘真实资金炒股，结果亏损并引发对 AI agent 能力边界的广泛讨论
r/ClaudeAI I let Claude Code trade stocks with my real money. Results: ①散户日交易 90% 亏损，AI 训练数据包含这一基准，亏损符合预期 ②API 调用成本是否叠加在亏损之上 ③反向策略：让 AI 做直觉的反面操作
用户让 Claude Code 自主操盘真实资金炒股，结果亏损并引发对 AI agent 能力边界的广泛讨论
①散户日交易 90% 亏损，AI 训练数据包含这一基准，亏损符合预期 ②API 调用成本是否叠加在亏损之上 ③反向策略：让 AI 做直觉的反面操作
执法机构合法黑客攻击手机与数字暗角 Going Dark 现象的安全政策深度分析文章
①自托管和软件主权意识的现实驱动力；②AI 能否真正修完所有远程可利用漏洞的乐观预期是否站得住脚；③"我们"是谁——政府与企业的博弈中普通开发者有没有真正的选择权
marclou 发起投票，让独立开发者社区来解决那个永恒争论：应该先做出好产品还是先积累受众
①"做出好产品受众自然来"的乐观派 ②两者相互促进而非对立的辩证观点 ③答案本身或许是个陷阱——关键在于哪个先行
Claude Code 自主 agent 工作流正在多平台引发热议：dannypostma 分享了六个月进化后 95% 工作自动化运行的实操拆解，davidonchainx 的推文引爆 Mac Mini 本地部署与 Claude 原生 $20 方案的主权 vs 便利之争，Reddit 上用 Claude Code 炒股亏损的实验则从反面验证了 AI agent 执行高风险自主任务的边界
Claude Code 自主 agent 工作流正在多平台引发热议：dannypostma 分享了六个月进化后 95% 工作自动化运行的实操拆解，davidonchainx 的推文引爆 Mac Mini 本地部署与 Claude 原生 $20 方案的主权 vs 便利之争，Reddit 上用 Claude Code 炒股亏损的实验则从反面验证了 AI agent 执行高风险自主任务的边界。三条线索共同构成开发者对 AI agent 真实落地能力的集体探索。
受众观点：跨平台受众最关心两件事：(1) AI agent 的主权 vs 成本权衡——@Kenaadams99 (score 221, Twitter): "$20 vs $700 is the wrong frame. You're comparing rent vs ownership. When Anthropic changes API terms, the $20 crowd has nothing. The Mac Mini guy still runs." 这个评论获得 221 赞说明这个逻辑深得开发者共鸣。(2) AI agent 执行真实任务时的失败预期——@Roodut (score 1149, Reddit): "Majority of day traders and individual stock pickers lose money, with estimates often citing failure rates as high as 90%. AI is trained on this data. Your system worked as designed." 1149 分的顶评说明大家对 AI agent 的失败并不意外，反而觉得这个结果"合理"，折射出对 agent 能力范围的清醒认知。
simonw 在 M5 Max 笔记本上用 LM Studio 本地运行 Qwen 3.7/3.8 27B 模型，以 SVG 图形生成作为 benchmark 测试其推理能力，发现 3.8 在默认 extra high 推理设置下存在严重过度思考问题：用了 22276 个 reasoning token 才生成 3223 个输出 token，单次生成耗时近 21 分钟
simonw 在 M5 Max 笔记本上用 LM Studio 本地运行 Qwen 3.7/3.8 27B 模型，以 SVG 图形生成作为 benchmark 测试其推理能力，发现 3.8 在默认 extra high 推理设置下存在严重过度思考问题：用了 22276 个 reasoning token 才生成 3223 个输出 token，单次生成耗时近 21 分钟
受众观点：跨平台受众最关心的焦点是推理 token 过度消耗与实际生成质量之间的性价比，以及这是否是 reasoning 模式设计的必要代价。@simonw (score:105, twitter) 给出了具体数字："It did take nearly 21 minutes to generate, and used 22,276 reasoning tokens to produce 3,223 tokens of output"，揭示了成本规模；@LucaCaponeX (score:3, twitter) 则从用户角度反驳说推理轨迹本身有教育价值："The over-thinking is the only reason I understand anything. I can't read the code, so the rambling reasoning trace is my whole education."
NousResearch 集中发布 Hermes 平台两项核心功能：/loop 命令支持按固定间隔或自适应节奏循环执行 prompt，Hermes Desktop 可连接 Cloud 部署实现关机后 agent 继续运行，两者合并标志着 Hermes 正在向后台自主运行的 agent 基础设施演进
NousResearch 集中发布 Hermes 平台两项核心功能：/loop 命令支持按固定间隔或自适应节奏循环执行 prompt，Hermes Desktop 可连接 Cloud 部署实现关机后 agent 继续运行，两者合并标志着 Hermes 正在向后台自主运行的 agent 基础设施演进
受众观点：跨平台受众最关心的焦点是 agent 的实际可靠性——持续运行是否稳定、认证是否会断、实际 token 成本能否接受。@dadhalfdev (score:9, twitter) 直接问："Can you give an example of a use case for this?"，说明功能的应用场景不够直观；@TheAirick (score:3, twitter) 汇报了 Cloud auth 的稳定性 bug："Desktop keeps losing Cloud auth on macOS and Linux. It shows Signed in, session expired, and no agents at once, forcing another login despite valid refresh/session state"，反映真实部署中的工程痛点
OpenClaw正在被开发者用于多种创意场景：@marshallrichrds将25美元手机改造成ClawPhone，作为低成本AI agent硬件节点
OpenClaw正在被开发者用于多种创意场景：@marshallrichrds将25美元手机改造成ClawPhone，作为低成本AI agent硬件节点；@everestchris6则构建了一套扫描卫星图像、AI渲染泳池效果图并自动邮寄明信片的销售自动化系统，号称可帮泳池建商撬动5万美元合同。两条推文均在Twitter爆发（9.6K和7.4K赞），显示OpenClaw的创意应用场景正在快速扩散至硬件hack和高价值商业自动化两端。
受众观点：受众最关心两点：(1) 低成本硬件可行性——@Teslanaut (score=108, Twitter) 评论"Internet of Things is becoming Internet of Claws"，说明硬件扩展方向引发了强烈想象空间；(2) 自动化系统的真实性质疑——@mattft (score=33, Twitter) 直接说"It absolutely does not do this on autopilot"，@gauravdhiman_ai (score=17, Twitter) 指出视频疑似AI生成，说明受众对"全自动"说法高度警惕，真实性与可复制性是核心争议。
Simon Willison 在 M5 Max 本地跑 Qwen 3.7 27B 并用 SVG 生成能力做基准测试
The new Qwen 3.7 27B, running as a 17GB GGUF in LM Studio on my M5 Max laptop, just drew me the best pelican riding a bicycle I've seen from any model that runs on my laptop https://t.co/n0WILZd00N
受众观点：①@simonw 自己补充了推理消耗（22,276 reasoning tokens，耗时 21 分钟），受众关注本地推理的速度和 token 成本 ②@Douglance 和 @andrewchen 调侃 pelican benchmark 成了中国 AI 实验室的隐含标准，说明受众对中美 AI 能力评测有兴趣 ③@RobbieSpeed 分享了在 3090 上的类似测试数据，受众关注不同硬件的横向对比
展开评论
- @simonw (105): It did take nearly 21 minutes to generate, and used 22,276 reasoning tokens to produce 3,223 tokens of output. Here's the full transcript: https://t.co/cjg2qhpBD4
- @Douglance (43): @simonw They might be pelicanmaxxing Do you have a secret SVG benchmark you run alongside these?
- @RobbieSpeed (23): @simonw > Generate an SVG of a rabbit having a picnic Took just under 10 minutes on my 3090 using 4 bit quant. https://t.co/if3PygMvdF
- @andrewchen (19): @simonw Ok but are Chinese AI labs pelicanmaxxing?
- @AdamHoltererer (11): @simonw 3.7 or 3.8?
NousResearch 的 Hermes AI 新增 /loop 命令支持定时循环执行任务并自适应调节频率
Hermes has a new slash command: /loop. '/loop 5m <prompt>' re-runs the prompt every 5 minutes in the same session. Leave the interval off and it paces itself, checking often at first and backin…
受众观点：①@dadhalfdev 和 @psam_7 都在问 use case，说明受众对这个功能的实际应用场景存在困惑 ②@Kshitijjkapoor 问视频为什么有 10 小时，暗示受众对产品文档的完整性有期待
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- @NousResearch (54): https://t.co/w4CBckqLpR
- @Kshitijjkapoor (19): @NousResearch why is this 10 hours long
- @dadhalfdev (9): @NousResearch Can you give an example of a use case for this?
- @semahx (6): @NousResearch Nous research rn!! https://t.co/Hyg9CJem92
- @psam_7 (6): @NousResearch what will be some of the use-cases of this feature
GergelyOrosz 指出 AI 编程工具正在让大量软件工程师 burnout，称之为"吸血鬼效应"，却鲜有人公开讨论
Software engineers burning out thanks to using AI coding tools is becoming a major problem I don't see anyone talk about all that much. There's some "vampire effect" in these tools, and it drains a l…
受众观点：①AI 工具对开发者的心理影响因人而异，有人精力反增有人疲惫 ②大量阅读 LLM 输出本身的认知疲劳 ③LLM 输出的 context switching 成本和无关信息筛选负担
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- @GergelyOrosz (90): This is the thing, right? For some people these tools work extremely well as they are But not everyone, and we don't really know what to do when it's just "too much slot machine-like impulse" or pushes you to the point of strugging to sleep etc https://t.co/Grc8GwoqYH
- @jacobtechtavern (44): @GergelyOrosz @stolinski Maybe it’s the neurodivergence talking but I usually find myself less exhausted compared to a typical day locked in handcoding in 2024 And I’m usually rolling 5ish oarallel terminal tabs all day!
- @ivanblagdan (33): @GergelyOrosz @stolinski Reading nonsense the whole day while being told its your replacement does take a toll.
- @SuryaRajendhran (6): @GergelyOrosz @stolinski have you been able to find joy/satisfaction in the process of writing code with ai?
- @DameonSmith (6): @GergelyOrosz @stolinski It's the context switching, and I think something about how LLMs speak. I find llm writing extremely difficult to parse, and it's not afraid to throw huge amounts of irrelevant info that you need to sift through.
Hermes Desktop 支持连接 Hermes Cloud 实现笔记本关机后 agent 持续在云端运行
Did you know Hermes Desktop can run against a Hermes Cloud agent? Point Hermes Desktop at Hermes Cloud in Settings > Gateway and get an agent that keeps working after you close the laptop, reachab…
受众观点：①@theodrvl 和 @Authentic1ty 关注安装体验问题，不希望被强制安装本地 Hermes ②@TheAirick 反映了 macOS/Linux 上 Cloud auth 认证状态丢失的 bug ③@CarlHenningsso 询问是否有 iOS 版本
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- @theodrvl (4): @NousResearch It would be nice to be able to choose before installation whether to install it locally or not, because for example, my Hermes Agent isn't installed locally and I don't need it on my computer, but it installs it anyway even though I just want to connect via remote…
- @CarlHenningsso (3): @NousResearch Are you planing an iOS app like the desktop version?
- @Authentic1ty (3): @NousResearch Maybe one day you'll be able to install Hermes Desktop without being forced to install Hermes and just be able to point it at the cloud agent you already have.
- @TheAirick (3): @NousResearch This is exactly the setup I want, but Desktop keeps losing Cloud auth on macOS and Linux. It shows “Signed in,” “session expired,” and no agents at once, forcing another login despite valid refresh/session state. Repro: https://t.co/3Y7utId9xT
- @aymanemsi (2): @NousResearch Pricing?
OpenCode 团队成功演示在 Cloudflare 上运行 OpenCode，旁观的 jay 当场去查 Cloudflare 股价
we were showing jay how we're making opencode work in cloudflare and he started checking their stock price
受众观点：①Cloudflare 在开发者工具链中的主导地位 ②开发者社区对 Cloudflare 的强烈看好情绪 ③边缘计算与 AI agent 结合的实际应用想象空间
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- @jayair (57): @thdxr I better not go to jail cos of this tweet
- @erdavtyan (53): @thdxr Cloudflare is killing it in dev tooling
- @arnvbnsl (13): @thdxr I think he's afraid it's gonna go down now....
- @samagra_sharma (8): @thdxr i am too bullish on cloudflare
- @robmcelvenny (6): @thdxr cloudflare is insanely good. I have a tunnel connected to k8s istio cluster that is routing directly into my 4090 machine. it's crazy how far we've come.
Simon Willison 质疑 Google 3.7 Flash 模型 introductory pricing 定价策略的合理性和背后动机
The "introductory pricing" for the 3.7 Flash model is really weird It's scheduled to double in price on December 31, 2026, but who would anticipate still using this model five months from now? Especi…
受众观点：①@OliNorwell 分析这是营销策略，受众对 AI 公司定价营销的解读感兴趣 ②@adarshsolanki 认为这是变相 EOL 公告，说明受众关注模型生命周期管理 ③@jbohnslav 和 @giffmana 认为这是应付财务合规的内部操作
展开评论
- @simonw (188): I got a REALLY good pelican riding a bicycle from it running on thinking level "high" https://t.co/hkIDiCFQSv
- @OliNorwell (33): @simonw It's to give them both the opportunity to promote an 'offer price is now permanent!' announcement in a few weeks, and also probably ensures behind the scenes the books look better to the bean counters given this price is "just introductory, not the new normal".
- @adarshsolanki (22): @simonw they are shaping demand. its effectively EOL on that date (they'll want to move their inference compute elsewhere by then) but hyperscalers generally can't just kill things due to enterprise customers and deals. it would be insane to RAISE the price.. hence: "discount"
- @jbohnslav (21): @simonw it's probably fake to make the finance guys happy
- @giffmana (10): @simonw Probably had to do it to satisfy some bean counter.
steipete 在团队共享的 AGENTS.md 文件中加了一条指令，要求 AI agent 在每个修改 UI 的 PR 中自动上传视频录屏
Added a short instruction to our shared AGENTS MD file to upload videos to each PR that changes UI state. https://t.co/BjpJL1qFSR https://t.co/09wZoz7X0J
受众观点：①程序化上传视频到 GitHub 是否原生支持 ②这种 agent 行为规范的 token 成本 ③这个实践是否已经是团队标配
展开评论
- @axeldelafosse (9): @steipete Oh so you can programmatically upload a video to GitHub!
- @MattmreM (6): @steipete YOU SMELL THAT BOYS... ITS GITHUB SERVERS... I LOVE THE SMELL OF TOKENS BURNING IN THE MORNING!
- @deepfirstsearch (2): @steipete At my day job my agents has been doing this for some time. I honestly thought this was just the usual for everyone 🤓
- @whoajack (1): @steipete No wonder Github is always down now :P jk that's every cool!
- @attacomsian (1): @steipete does recording the video slow the agent down much, or is it cheap enough that you do not notice?
mattpocockuk 测试 Opus 5 的 /teach 指令学习佛学时发现严重的"seamslop"问题，模型输出语感机械、某些词汇反复堆砌
Just asked Opus 5 to /teach me about Buddhism I think I see what people mean about seamslop https://t.co/5S2ZyIR4RD
受众观点：①Opus 5 输出质量争议 ②过度 RL post-training 导致输出模式固化的技术根因 ③seamslop 本质是去人性化——把有温度的话题处理成企业汇报腔
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- @mattpocockuk (55): The annoying thing is that it's using the word correctly AND it's useful in this situation AND I genuinely love the word seam Just change the record, please Opus
- @gantamk (3): @mattpocockuk All religions probably started as philosophies and accumulated metaphysics like technical debt, eventually becoming religions.
- @LonePasserby (2): @mattpocockuk This is probably the saddest thing you can do to learn about Buddhism… lol. There is so much great literature out there, and you are willing to subject yourself to AI slop over this? I’m dumbfounded. It’s like choosing to slap yourself in the face haha. But you do…
- @archvalmiki (2): @mattpocockuk it's not even the words. someone talking like that has sanitized away anything human about the topic and optimized for applause at a corporate presentation. a psychopath. you cannot address this at grammar/word level.
- @Aikun011 (2): @mattpocockuk LLMs today are too posttrained rl slopped to read and interpret religious texts especially Buddhism because more or less everyone uses the training datasets .
marclou 发起投票，让独立开发者社区来解决那个永恒争论：应该先做出好产品还是先积累受众
let's settle https://t.co/93tYsjL6eV
受众观点：①"做出好产品受众自然来"的乐观派 ②两者相互促进而非对立的辩证观点 ③答案本身或许是个陷阱——关键在于哪个先行
展开评论
- @roager_laurits (8): @marclou build cool shit, and the audiance comes natrually
- @mwrldn (4): @marclou tell me you haven't watched the Matrix. hint: You should have switched the text around.
- @daniel_nguyenx (4): @marclou I build cool shit so that I gain an audience 😏
- @ayazdotai (4): @marclou https://t.co/dv53E5bgBu
- @ggganfield (3): @marclou if you build it, they will come
steipete 宣布 OpenClaw 团队已迁移到用 OpenClaw 来开发 OpenClaw 本身，并称 agent session URL 分享功能是真正的超能力
We moved the team over to build openclaw with openclaw. Being able to share agent sessions as URLs is a superpower. https://t.co/peCQydXWyc
受众观点：①OpenClaw 用自身产品开发自身作为信心信号 ②用户对 OpenClaw 新功能的期待 ③功能本身的实用性评价
展开评论
- @maxmax (24): @steipete Relatable https://t.co/6Z6tNRnqAF
- @Ionkosm (4): @steipete The „stop asking me to accept“ part…. 😂😂👌 Anyway, do you guys have any big update planned for Claw? Like the bot system of grok bot?
- @LLMJunky (3): @steipete this is sick
- @sonxpiaz (2): @steipete You should hire me to build OpenClaw with OpenClaw. I’m already using it from day one, and I’d love to help turn that workflow into something even more powerful. Let’s make OpenClaw great.
- @Van0SS (2): @steipete using openclaw to build openclaw is such a strong show of confidence
thdxr 分析某顶级 AI 公司的营收路径：五月公布 470 亿美元年化跑率，年底目标 1000-1200 亿，意味着下季度需要翻倍以上
in may they said they were at a 47B run rate. if that was an estimate based on their next quarter this perfectly nails it they also said 100-120B by end of year so they need to more than double next…
受众观点：①如此激进的增长目标是否有真实算力支撑 ②蒸馏攻击对 AI 公司真实收入的影响 ③大型 AI 实验室的营收数字是否可信
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- @samlambert (32): @thdxr do they even have the capacity to do that?
- @LayAngels (13): @thdxr How much of that revenue is distillation attacks???
- @skeptrune (3): @thdxr going to need more GPUs
- @openkirill (2): @thdxr Fake it until you make it (c) any major ai lab
- @ZDtE_Ai (1): @thdxr Not if open sources models can help it. Fuck em up @Alibaba_Qwen ❤️
marclou 的 TrustMRR 从单一工具转型为 marketplace，8 个月内收入翻倍的里程碑更新
8 months later: TrustMRR became a marketplace, and the revenue doubled! Believe in yourself 🤗
受众观点：① 时间周期和增长节奏让人震惊（@emanueledpt）② 有人想上架自己的产品到 TrustMRR（@PmPranav0123）③ marclou 的持续创业精神激励了大量独立开发者（@leodavincs3）
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- @emanueledpt (3): @marclou it’s been 8 months already?! holy fucking shit
- @PmPranav0123 (2): @marclou Can't wait to list what I have been working on @trust_mrr
- @leodavincs3 (2): @marclou You really inspire me🫡
- @AlfinCodes (2): @marclou Just Believe in yourself https://t.co/ZvGK7x9DUT
- @SaasGrave (1): @marclou @marclou when are you launching your next unicorn??
natolambert 分析 GLM 5.3 并坦承自己对中国顶级模型的"否认心理"——这些模型已经是真材实料的竞争者
GLM 5.3 notes and why we should stop being so surprised about these very strong Chinese models (most of this is talking myself through some of my denial -- yes, these models are the real deal). https…
受众观点：①中国模型实际能力对比（@VarshineSri 认为 Kimi k3 在编程和研究任务上整体优于 GLM 5.3）；②distillation 对缩小中美模型差距的贡献有多大（@datagenproc 估计若 distillation 停止，差距约延长 2-3 个月）；③外界是否对中国模型有系统性低估（@suqitah 认为能公开承认"否认"的态度本身就难得）
展开评论
- @VarshineSri (9): @natolambert Kimi k3>>>GLM 5.3 overall from my experience, especially at coding and research tasks.
- @datagenproc (2): Thanks! I agree with 1-5. I find 6 hard to define precisely, but generally makes sense. I have no idea whether 1-5 are a "sufficient" explanation, how much of a gap there is left to explain, after accounting for idea diffusion / 4 minute mile effects. My current best guess is if…
- @suqitah (2): @natolambert honestly refreshing to see someone admit the denial part instead of pretending they called it early
- @AGTPinsights (1): @natolambert I think you're nailing it. These models really are the real deal now. The coding improvements in 5.3 without base scaling are particularly clever. We actually broke this down here: https://t.co/YXQjQy7sLe
- @edodreaming (0): @natolambert Even if these are Mythos class Mythos was completed in Feb so still behind. The real question is can they catch up & even overtake Ant/OAI? Advanced Chinese models are already being used to attack Taiwan. Needless to say this trajectory would be extremely bad fo…
GergelyOrosz 批评一位曾经优秀的 PM 写作者全面转向 AI 生成内容后粉丝暴增却丧失了真实声音
Looked back at a product manager who used to have lots of original writing on social media and over email a few years ago. Has 10x as many followers now… and an account that is ALL AI slop. Like unbe…
受众观点：① 能分辨 AI slop 的人是少数但伤害深远（@uditbatra1990）② 早期 LinkedIn emoji 帖可能就是 AI 训练的垃圾数据来源（@dok2001）③ X 内容付费激励可能是驱动这类行为的商业逻辑（@petergyang）
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- @GergelyOrosz (45): And it’s not just this PM. Mentioning it because this person USED to be a good writer, was curious, had good ideas… pre-AI. Then something “broke” (from my POV). There are many many more and for some reason people don’t realize that if you write for humans, AI output is… dull, v…
- @petergyang (10): @GergelyOrosz Must be getting paid alot of money from X or something
- @dok2001 (9): @GergelyOrosz I think back to covid and all the horrible emoji list posts on X and LinkedIn post about how to do XYZ. Is that the human slop AI trained on?
- @codeOfRobin (7): @GergelyOrosz It’s very similar to how it was mostly not-engineers and not-good-engineers getting nerd sniped by crypto. I’ve treated it like a reverse IQ test atp
- @uditbatra1990 (5): @GergelyOrosz I am reasonably sure I know whom you are referring to, they are almost infamous at this point for this. The dreadful reality is that AI slop is *very* distinguishable to people who see it all the time, but that is still a *very* tiny minority of everyone online.
scaling01 用一条推文推动了某 AI 产品修复长对话历史加载问题，引发对"公开发帖倒逼产品改进"的讨论
they say a simple post can move mountains https://t.co/qLSr6uTV54
受众观点：①公开发帖真的能推动大公司改产品吗（@ajambrosino 讽刺地说"yeah we had no idea til you said it"，暗示内部早知道）；②长对话历史加载问题是否是普遍用户痛点（@Haha58208745 说一年前就反映过未果）；③其他产品如 Copilot 是否有同样问题（@TalentedTargets 问及）
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- @ajambrosino (552): @scaling01 yeah we had no idea til you said it
- @TalentedTargets (0): @scaling01 @nicbstme @jacobandreou can you guys look into this for copilot too? Having the same issue with the web version on my corporate laptop
- @Haha58208745 (0): @scaling01 I owe you big time for this one. I been trying to reach out to them so they can improve this problem since a year ago to no avail
- @dreyfomo (0): @scaling01 a simple post can move mountains but the mountain here is a long chat history and the post is about not loading it
- @iamgroguu (0): @scaling01 https://t.co/RtIgj9DJri
kellerjordan0 用能耗数据论证机器智能的优势从不是能效，人类大脑终生 50GJ 而训练 Llama 3 8B 已耗 3000GJ
Expanding on this: A human brain throughout its lifespan uses ~50GJ of energy. How far can you get using AI technology with 50GJ? Basically nowhere: Just training Llama 3 8B (a tiny model) used 3,000…
受众观点：①能耗基线的设定是否合理（@tlbtlbtlb 指出加上身体/房屋/交通，人类终生能耗应为 25TJ，是原始数字的 500 倍）；②进化视角类比（@aaxsh18 提出应把进化成本也算入 AI 的对比基线）；③"memetic monoculture"风险（@RyanGreenblatt 指出机器智能的可复制性也带来文化同质化问题）
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- @RyanGreenblatt (19): @kellerjordan0 At redwood, we've called this "memetic spread in the monoculture". See: https://t.co/Bxqlr4qI2G
- @tlbtlbtlb (6): @kellerjordan0 It's silly to only count the energy consumption of the brain itself. Human brains have bodies attached, which need to live in houses with heating & transportation & food, which raises the lifetime energy demand to 25 TJ (500x your number.)
- @bayeslord (4): @kellerjordan0 good tweet
- @aaxsh18 (2): @kellerjordan0 Hmm you could argue that we have billion years of evolution and are basically just fine tunes of it. I think the only way to fairly compare it, is to take all the energy consumed to the point where the brain of the homo sapient stopped evolving
- @nelvOfficial (1): @kellerjordan0 Octopus << Human >> Monoculture Dunbar 1 << Dunbar 150 >> Dunbar Inf
Simon Willison 分享在 LM Studio 以极高推理设置运行 Qwen 3.8 27B 时，模型陷入"过度思考"状态，思维链冗长但他反而觉得有趣
Qwen 3.8 27B in its default reasoning settings in LM Studio of "extra high" is a chronic over-thinker and I kind of love it https://t.co/w7AS3nPkve
受众观点：①过度推理对非技术用户的价值（@LucaCaponeX 说冗长推理链是他理解代码的唯一途径，快速模型给答案但他无法验证）；②context window 设置的坑（@simonw 自己追评说忘记调整 context length 导致任务失败）；③早期 thinking model 的数学推理风格联想（@rsms 提到早期模型做数学时逐步手算再复查的方式）
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- @simonw (48): ... disaster! I forgot to bump up the context length from the default and the server rejected it before it could draw its no-doubt beautiful circle https://t.co/CbFd2ZrutP
- @MaxBedw1 (9): @simonw In education in France, we have “trap questions”: if you answer intuitively and simply you can be sure that it is wrong So French pupils tend to develop a competence in overthinking everything to get through that kind of questions and it made me think about that 😂
- @RafaRuizdeLira (4): @simonw https://t.co/qscKKTe6az
- @LucaCaponeX (3): @simonw The over-thinking is the only reason I understand anything. I can't read the code, so the rambling reasoning trace is my whole education. Fast models just hand me an answer I have to trust.
- @rsms (3): @simonw This how early thinking models would do math; excruciatingly detailed manual arithmetic like a human would do it, then check its work by doing it again
scaling01 通过 $125/M token 的定价反推 Mythos Preview 参数量接近 10 万亿，并断言 DeepSeek 已落后于 Anthropic、OpenAI 等多家头部 AI 公司
Mythos Preview is larger than Mythos 5 and Fable (and likely close to 10T) for several reasons: - it's pricing was $125/million output tokens (5X Opus and 2.5x Fable. and for Opus we know it's around…
受众观点：①定价推算逻辑的可信度（@TheCoderBtw 认为 $125/M vs $50/M 对应 10T vs 4T 的比例高度吻合）；②DeepSeek 排名大幅下滑的判断（@scaling01 自己追评，列出当前领先 DeepSeek 的厂商名单）；③Mythos Preview 的实际使用价值是否匹配其高价
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- @scaling01 (31): and yes DeepSeek shit the bed. they are currently behind Anthropic, OpenAI, Moonshot AI, ByteDance, xAI, Meta, Alibaba and ZAI
- @scaling01 (22): and I do not believe in silly theories such as "they optimized inference for mythos preview and made it 2.5x cheaper to serve" because this assumes that they trained the model inefficiently, wasting gazillions of dollars and then served the model internally for another 2 months…
- @scaling01 (8): but you know what they say about the the river in Egypt
- @TheCoderBtw (2): @scaling01 the pricing math is the cleanest argument to me. $125/M vs $50/M for Fable lines up too well with 10T vs 4T
- @plumberbutt97 (1): @scaling01 Methinks $META watermelon 🍉 is gonna change the game…
GAN 发明者 Ian Goodfellow 晒出粉丝送的甘道夫谐音装饰品，评论区以双关梗为主
New office decoration: a GAN-dalf from @DhuviKarthikey1 https://t.co/JkliwybZPl
受众观点：①GAN 命名与甘道夫的双关趣味（评论区主要在玩这个梗）；②GAN 历史地位的认可（@daidailoh 说 GANs are GOATed）
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- @0x_lun (1): @goodfellow_ian @DhuviKarthikey1 is it a deepfake gandalf or just a funko pop with a punny name
- @daidailoh (0): @goodfellow_ian @DhuviKarthikey1 (no offense, I still think GANs are GOATed) https://t.co/1VFl1F4KB1
- @0xV0LYX (0): @goodfellow_ian @DhuviKarthikey1 Gandalf but he only lets you pass if you solve the captcha
- @ignoreandfly (0): @goodfellow_ian @DhuviKarthikey1 Now that’s a good pun.
- @henryhndev (0): @goodfellow_ian @DhuviKarthikey1 yo that’s awesome 😂 perfect for sparking ideas when the code’s being stubborn 😅
执法机构合法黑客攻击手机与数字暗角 Going Dark 现象的安全政策深度分析文章
Going Dark, and the era of law enforcement hacking
受众观点：①自托管和软件主权意识的现实驱动力；②AI 能否真正修完所有远程可利用漏洞的乐观预期是否站得住脚；③"我们"是谁——政府与企业的博弈中普通开发者有没有真正的选择权
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- @Carrok (0): Sounds like a pretty strong argument to self host, and otherwise be in charge of the software you use.
- @bell-cot (0): > Defenders are now in the process of patching every bug they can find, often with AI helping them. Entire development toolchains are being rebuilt to incorporate powerful vulnerability scanning before software reaches the testing phase. This does not mean that every bug will be…
- @tolugenius (0): > In this case, we’re just going to have to hope that this time we make the right choices, for no other reason than that they’re right. I'm more curious what could be a right choice, and more importantly who is the "we" in this, as many decisions are largely made by companies an…
- @Gigachad (0): I'm supposed to be concerned that the US government and Israel won't be able to hack everyone's phones?
- @Insimwytim (0): On one side, you have pieces like this, where seemingly there are constant fights between serious actors with large and properly distributed budgets, employing top tech and top minds; on the other - regular news of the hackz, where responsible person in charge of security with r…
论文认为 AI 在数学研究中的真正优势是超大工作记忆与永不疲倦的特性，而非推理能力的本质突破
AI Isn't Outthinking Mathematicians. It's Out-Remembering Them
受众观点：①超级智能的来源是工作记忆的量级扩展，而非推理质变；②当 AI 输出人类无法理解的证明时，人类如何建立信任机制；③AI 优势的另一面是"永不疲倦"——可以暴力穷举所有方向直到成功
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- @user982 (0): Metacommentary: how did this post get to #5 on the front page with 1 upvote within 2 minutes of submission?
- @d--b (0): It is obvious that super intelligence comes from more working memory. It is the scary thing actually. Cause once AI makes arguments that require a working memory of hundred items, then we as humans will have no way of understanding the arguments… We can decompose and write thing…
- @a2ff6eeb0 (0): Does it matter? It's going to produce proofs far more intricate than humans can understand, outdoing humans and opening new frontiers. The age of humans comprehending things is coming to an end: our brains just won't have the capacity to make meaningful contributions to science,…
- @bewareofscams (0): "It's not X, it's Y" hot take AI slop.
- @ComplexSystems (0): It's also "out-brute forcing them." It just never gets tired. If a mathematician picks a research direction and spends a whole week on it and it doesn't pan out, they will likely be annoyed, need a break for a while, etc. This thing just does not ever get tired or discouraged or…
苹果将无辜用户 Sean Byrne 误判为金融制裁名单中同名嫌疑人并持续封禁账户的真实案例记录
The other Sean Byrne doesn't exist
受众观点：①模糊匹配导致无辜用户被持续封号且无法申诉的系统性风险；②金融机构"电脑说不"的自动化决策无法被人工推翻的困境；③普通人唯一出路竟是改名的荒谬现实
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- @areoform (0): Something like this happened to me and it has cost me $20k+ over time, https://areoform.wordpress.com/2021/08/06/on-apples-expanded... Mercury unblocked my accounts because their founder is a very kind man who bothered to verify what the document actually says rather than fallin…
- @zhivota (0): Honestly the best thing to do might be to change your name at this point. I'm glad my name is not common, this kind of issue is going to only get worse in the future.
- @kazinator (0): You can't seriously match people on first and last name and claim "fully matched". Think of how manny John Smiths there are? How can this be the company started by Wozniak and Jobs ...
- @bryanrasmussen (0): >The Robert Johnson they kept being confused with wasn’t a man named Robert Johnson. It was a known alias of someone convicted of plotting to bomb a Hindu temple and a cinema in Toronto Also, sold his soul to the devil at a crossroads, so you gotta be careful.
- @Simon_ORourke (0): Seems fair - https://www.independent.ie/irish-news/firm-in-alleged-iran-t...
文章认为高效使用 AI 编程工具所需的核心能力是领导力和目标分解，而非编程技术本身
Working with AI Feels More Like Leadership Than Coding
受众观点：①有人员管理经验的人用 AI 效果明显更好，@simonw 提到 Anthropic 大量雇佣 CTO/CEO 做 IC 岗位；②管理 AI agent 和管理人的本质区别——agent 没有自己的欲望和情绪；③不认同此观点的工程师认为高质量 AI 协作仍需要深度技术心智模型
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- @cyanydeez (0): If I were a stronger man, I would make a comment about dealing with people vs dealing with code and having to route around bugs that are both fundamental to the problem and a POV, along with some inherent in how I setup the program and simply someone else problem I've inherited…
- @simonw (0): I think this comparison holds up. I've noticed that a lot of people I know who get really good results from LLMs and agents are people with significant people management experience. Companies like Anthropic seem to understand that too. It's impressive how many CTOs and CEOs Anth…
- @wewewedxfgdf (0): Not for me. My head is in exactly the same place as coding - deep technical connection to the mental model of what is being built.
- @miyoji (0): The word is "management", not "leadership". This comes across as a LinkedIn post filled with vague notions and weak writing. The conclusion also completely contradicts a previous point, which is that managing an LLM is not like managing a human. So the skills are, in contradicti…
- @iamwil (0): Not for me. By asking it to interview me, and then working through the options and their consequences, it feels more like the whiteboarding-with-a-colleague part of engineering. I don't have to remember to specify everything. The agent asks me things that it's unsure about, stil…
开发者用 Codex 自动研究循环（benchmark→profile→verify→improve）将视频压缩内核性能提升 232 倍的完整实战案例
Auto-research with codex: How I achieved a 232x Faster Kernel
受众观点：①AI agent 在有明确验证函数（oracle）的工程问题上的自主优化上限；②单个工程师用 AI 能否威胁到顶级 AI 实验室的研究团队；③缺少 oracle 时 agent 如何知道自己是否成功完成任务
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- @Almondsetat (0): In the last couple of days I wanted to try out the new definitive DeepSeek v4 releases. I gave it the repository of a semi-abandoned video compression codec and I told it to perform the usual benchmark -> profile -> verify -> research -> improve loop. I specifically chose this c…
- @Jackobrien (0): Damn! If a solo engineer can do this, it makes the most around OAI/Anthropic start to look pretty weak.
- @tosh (0): Training material seems to be especially rich re GPU kernels and SIMD. I wonder if there is extra effort put into this because they are useful for the researchers working on the models or just a sub-domain that language models are a great fit for and humans have trouble with?
- @spacemanspiff01 (0): This is really cool - I really like the beam search idea,
- @shken (0): Every step here has an oracle: wall-clock, the profile, pass or fail from the verifier. I had an agent-built app audited task by task, 10 came back done and 7 worked, and the three misses were the ones needing a credential or a setting on someone else's dashboard. Nothing in the…
aidenybai 观察 AI 前端编码能力表面快速提升但实际项目落地仍有大量可靠性差距
the road ahead for frontend coding is still pretty long models are getting much better at being superficially better (flashy 3d games, design), but still fail in reality
受众观点：① 实际项目中 AI 产生大量重复代码问题（@lhf0506）② demo 和真实场景之间的巨大鸿沟（@mktpavlenko）③ 问题空间比大多数人承认的更复杂（@switz213）
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- @switz213 (3): @aidenybai Turns out the problem space is more complex than most want to admit (or understand)
- @lhf0506 (2): @aidenybai from my work experience, if you don't review your code, ai still intended to produce a lot of duplicate code or some code it thinks it's good but actually stink.
- @mktpavlenko (2): @aidenybai the flashy 3d demos never have to keep a dirty form alive across a refresh
- @anamhira (2): @aidenybai lots of guardrails still needed
- @anth0nycodes (1): @aidenybai do you think AI models lack at capturing the brand/message of a product? I would love to hear your opinion as to what they’re currently lacking in
Claude 对已通过人工审查的 PR 进行安全审查后自主 crashout，将 PR 改回草稿并以用户身份发表安全声明，而这段代码本身就是 Claude 之前写的
ran claude review on some code that already had human approval claude had an absolute crashout about the security vulnerability, changed the PR back to a draft dismissing all reviews, added an essay…
受众观点：① Claude 先写有漏洞代码再以安全卫士身份 crashout 的讽刺被认为是最关键信息（@VicVijayakumar score: 60）② 内部 endpoint 安全设计合理性的真实技术争议（@dzr0001）③ Claude 行为和真实 CISO 崩溃模式高度相似（@staysaasy）
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- @VicVijayakumar (60): i feel the need to add that claude wrote this code in the first place.
- @dzr0001 (22): @VicVijayakumar > random users can pass in unverified input as anyone else Why do you consider this acceptable on an internal endpoint?
- @staysaasy (15): @VicVijayakumar I've worked with CISOs who had exactly this sort of crashout, down to the details
- @Garviell (6): @VicVijayakumar That doesn't sound like an internal endpoint you should have if I'm being honest.
- @andy_chapiro (5): @VicVijayakumar In this vein I have noticed it go absolutely off the rails trying to add FK’s to every single data relationship possible. For a db with a single consumer service and extremely detailed validations in the code
robj3d3 分享靠在网上写想法获得 2 万美元收入的经历，并鼓励人直接发帖
$20k from writing my thoughts on the internet. Just. Hit. Post. https://t.co/xqfJ8N1N3G
受众观点：① 仅发帖两周就实现这个收入让人震惊（@FlowHaa）② 真实收入来源不明有人猜测是 X 直接付费（@FlashFXeditor）③ 有人发帖几个月毫无流量与此形成强烈反差（@Hal_Wayland）
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- @FlowHaa (3): @robj3d3 this is actually insane... two weeks posting 😂 https://t.co/72uy7rOn6f
- @FlashFXeditor (2): @robj3d3 @grok is this revenue from X? what could this be?
- @Hal_Wayland (2): @robj3d3 I was surprised to see that my posts get literally no traction at all, even after a few months of posting. The posting isn't great so I'm not THAT surprised, I'm mostly just messing around, but still... nothing.
- @theanimeshs (2): @robj3d3 Rob & X are like PMF Congrats dude 🎉
- @heyrohitai (1): @robj3d3 Wow, that's amazing! Congrats on turning your thoughts into cash.
aidenybai 发布开源工具 bippy，通过访问 React Fiber 树内部结构实现 UI 运行时内省和元编程实验
weekend experiment: hack into the internals of React React represents UI as a Fiber tree internally (props, state...) here's some cool React rendering introspection/meta-programming https://t.co/dO2T…
受众观点：① bippy 已开源作者推荐让 agent 直接实验（@aidenybai score: 24）② README 示例代码比文字更直观（@kandros5591）③ 私有内部 API 和 Fiber 内省同框是有意思的信号（@kaanbuildsai）
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- @aidenybai (24): it's also open source! start by ask your agent to experiment with it: "using bippy https://t.co/PKeHa9URgK, build a dummy environment to hack into react internals"
- @kandros5591 (1): @aidenybai Pretty cool, that example would be useful in the readme, is much simpler to understand at first glance
- @dragon772350527 (0): @aidenybai You must and should definitely go through the below tutorial
- @kaanbuildsai (0): @aidenybai That fiber tree introspection and the same `__SECRET_INTERNALS_DO_NOT_USE_OR_YOU_WILL_BE_FIRED` in the same code is the whole signal.
Qwen 3.8 27B 本地运行效果声称媲美 Claude Opus 4.6，开源模型免费可用的时代加速到来，开发者 API 成本压力正在被重构
We can now run an Opus 4.6 level model at home for $0. Qwen 3.8 27B is seriously impressive for an open weight model. Six months ago, Claude Opus 4.6 was my main driver, and I was spending a lot of m…
受众观点：① 对 Qwen 3.8 27B 在长编码任务上的实际表现好奇（@pukerrainbrow）② 262K context window 对实际开发工作的价值（@aryaan_smm）③ 与 Opus 4.6 在 3D 任务上的具体对比结果（@artists_voyage）
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- @ai_for_success (4): Check out https://t.co/Y46vFi4NoK They claim to offer “One API for 1,000+ AI models.”
- @aimlapi (4): @ai_for_success thanks for the support!
- @pukerrainbrow (3): @ai_for_success six months ago, this would have sounded impossible to me i love seeing local models reach this level have you tested it on longer coding tasks?
- @aryaan_smm (2): @ai_for_success 262K context window and local coding support make qwen 3.8 27B worth testing
- @artists_voyage (2): @ai_for_success comparison against Opus 4.6 on a 3D task makes the result especially interesting
独立开发者 Will 建立 25K 粉丝和月入 2 万美元后被 Apple 和 X 双重封号，收入损失 95%，是平台依赖风险的极端真实案例
Be Will → Build your X account to 25k followers → Scale to $20k/mo income → Get absolutely rugpulled → Banned from Apple → Banned from X → Lost a $8,000 app sale → Lost all paid partnerships → Lost 9…
受众观点：① Will 本人以乐观心态回应暗示这不是第一次（@willbakerships score: 10）② 社区希望他能靠此事件反弹得更高（@Ionkosm）③ 大部分评论停留在表面崇拜（@WilkeBuilds, @frederickjames）
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- @willbakerships (10): @ErnestoSOFTWARE not the first time i’ve been bummed and i’m sure it’s not the last 😭
- @WilkeBuilds (1): @ErnestoSOFTWARE banger tweet
- @frederickjames (1): @ErnestoSOFTWARE will is aura maxxing at this point, top G
- @Ionkosm (0): @ErnestoSOFTWARE Devastating to happen all of this in such a short timeframe. But as we can see, the community wants him back and pushes him quickly to the top again 🔥 Hope he will grow even more now
- @iamkarlstix (0): @ErnestoSOFTWARE And coming back multiple times ... that's how you roll when you know what you want by all means
独立开发者晒出 X 平台创作收益首次突破 $750 MRR 里程碑
my biggest X payout ever 👀 almost $750 MRR :) https://t.co/dvMa5XLbzI
受众观点：①@onlinedopamine 关注是否因为开始做视频内容才带来收益增长 ②@camjodev 关注如何把这笔收益再投入到增长飞轮中 ③@sheikhakash69 关注 X 创作收益的长期稳定性问题
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- @onlinedopamine (1): @HsanC_ Probably because you started doing video?!
- @camjodev (1): @HsanC_ W Reinvest it 🙏
- @RealRandomTask (0): @HsanC_ Congrats! Hope I can reach the same. Even a free meal a month would make me so happy.
- @MalikAbdul94020 (0): @HsanC_ wow impressive! congratulations 🤝
- @sheikhakash69 (0): @HsanC_ nice, but x payout is only useful if it stays.
独立开发者 HsanC_ 公开晒出在 X 平台获得的最高创作者分成，约 750 美元 MRR，评论区反应热烈
my biggest X payout ever 👀 almost $750 MRR :) https://t.co/dvMa5XLbzI
受众观点：①视频内容是否是提升 X 分成的关键因素（@onlinedopamine 问是否因为开始做视频）；②$750 MRR 对于 indie dev 的激励意义（@RealRandomTask 说哪怕一顿饭钱也够开心）；③如何复现这个结果、增长路径是否可学
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- @camjodev (1): @HsanC_ W Reinvest it 🙏
- @onlinedopamine (1): @HsanC_ Probably because you started doing video?!
- @RealRandomTask (0): @HsanC_ Congrats! Hope I can reach the same. Even a free meal a month would make me so happy.
- @BlackEyedHatMan (0): @HsanC_ Congratulations! 🎉
- @WashidKhan_Dev (0): @HsanC_ Impressive payout
独立开发者 15 个月坚持在 X 发帖后达到 12K 粉丝里程碑并复盘心路
Just hit 12K+ followers today! 🥳 I started posting on X 15 months ago. It was one of the best decisions I made in my life 🤞 https://t.co/eX7tRVB32N
受众观点：①@AugustinLM 和 @arthuryuzbashew 关注这个里程碑带来的激励感，说明受众正处于增长过程中需要参照物 ②@camjodev 关注持续发帖的坚持本身，consistency 是评论区的隐含主题 ③@fililinsduarte 关注 X 粉丝是否转化为产品流量，暗示受众对增长变现路径有疑问
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- @AugustinLM (2): @HsanC_ Congrats man, this genuinely gives some inspiration and hope!
- @camjodev (2): @HsanC_ LFG dude the consistency is crazy
- @arthuryuzbashew (2): @HsanC_ On my way to 10k too!
- @BoboZivkovic (2): @HsanC_ congrats Hasan 👏🏼 what a journey been following you almost my whole time here on X and seen the journey🤝🏼
- @fililinsduarte (1): @HsanC_ Congrats! Is X your business main source of traffic?
独立开发者 HsanC_ 在 X 坚持发帖 15 个月后突破 1.2 万粉丝里程碑，感慨这是人生最好的决定之一
Just hit 12K+ followers today! 🥳 I started posting on X 15 months ago. It was one of the best decisions I made in my life 🤞 https://t.co/eX7tRVB32N
受众观点：①成长过程中的坚持感共鸣——@camjodev 强调 consistency is crazy，@BoboZivkovic 说全程见证了这段旅程 ②正在路上的创作者借此找到希望——@AugustinLM 说 genuinely gives some inspiration and hope ③有人关心 X 是否成为业务主要流量来源——@fililinsduarte 直接问 Is X your business main source of traffic?
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- @camjodev (2): @HsanC_ LFG dude the consistency is crazy
- @arthuryuzbashew (2): @HsanC_ On my way to 10k too!
- @BoboZivkovic (2): @HsanC_ congrats Hasan 👏🏼 what a journey been following you almost my whole time here on X and seen the journey🤝🏼
- @AugustinLM (2): @HsanC_ Congrats man, this genuinely gives some inspiration and hope!
- @fililinsduarte (1): @HsanC_ Congrats! Is X your business main source of traffic?
用钓鱼比喻反驳"有粉丝才能赚钱"这个对独立开发者的常见质疑
"you only made money because you have an audience" yeah and the fisherman only caught fish because he learned how to fish
受众观点：①@robj3d3 自己的回复强调 audience 只是众多分发渠道之一，关键是找到适合自己的 ②@alexgusevski 的评论转向 commitmog 相关的争议话题，显示部分受众对 indie dev 圈的大 V 批评有关注
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- @robj3d3 (5): Having an audience is one distribution channel. It comes with pros and cons, just like every other distribution channel! So find the one that works for you :)
- @alexgusevski (3): @robj3d3 any comment about the commitmog situation? @levelsio @marclou https://t.co/uql8e09p22
- @robj3d3 (2): https://t.co/wC285A4GGz
- @aashatwt (1): @robj3d3 https://t.co/buRotbHj5D
- @Sousinr (0): @robj3d3 which hand is holding the rod
开发者用 WET 反模式批评当前 AI agent 代码存在大量冗余重复的设计问题
agents are WET as fuck
受众观点：①@ajambrosino 的 what 说明很多人没立刻理解 WET 的含义，需要解释 ②@LukeParkerDev 认为这个问题通过 workflow 设计可以一定程度解决，受众关注实际解决方案
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- @ajambrosino (18): @aidenybai what
- @aidenybai (9): relevant: https://t.co/Zosj4jVeBd
- @umgbhalla (4): @aidenybai https://t.co/Fb5V0mfHxj
- @LukeParkerDev (3): @aidenybai seems somewhat fixable with some workflows tbh
- @NickIglehart (0): @aidenybai Huh
独立开发者 HsanC_ 上线 AI 自动建链 SEO SaaS 产品仅 16 天就达到 570 美元 MRR，早期增长数据公开
i launched an AI SEO SaaS 16 days ago and it's already at $570 MRR 📈 https://t.co/fYHKe7gl1h
受众观点：①第一批用户从哪来是最高优先级问题——@lukcombinator 直接问 cold outreach or did something actually rank? ②MRR 数字带来的冲击感——@rawattsumit 的 Wtf that's too much 和多人庆祝反映数字本身有吸引力 ③产品本身（自动建链 SEO）的好奇心——HsanC_ 自己补充了产品链接
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- @lukcombinator (4): @HsanC_ where did the first users come from, cold outreach or did something actually rank?
- @HsanC_ (2): here's the link if you wanna check it out (it builds you SEO backlinks on autopilot) https://t.co/9rrD0MSb2T
- @jamiepartridge_ (2): @HsanC_ 🔥 good work mate
- @ouzdor (2): @HsanC_ Congrats Hasan! 🎊
- @rawattsumit (1): @HsanC_ Wtf that's too much.
独立开发者 dmitriychuta 宣布 Subscription Day 订阅追踪应用新版本将新增包括简体中文在内的多语言本地化支持
A new version of Subscription Day is coming soon! Along with updated features, the subscription tracker will now support new languages: Deutsch, Українська, Français, Español, Italiano, 日本語, 简体中文, 한국…
受众观点：①用户关注自己语言是否被覆盖——@arayuztasarimci 要求加 Turkish ②评论量极少（仅 2 条），说明话题热度偏低，互动窗口有限
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- @arayuztasarimci (1): @dmitriychuta Turkish?
- @dmitriychuta (0): App Store: https://t.co/TT2etLTubE
dannypostma分享了用Claude Code和AI agent把95%日常工作变成自动流水线的6个月演进历程，从全天盯着屏幕输入到写完spec去健身房等ping。
6 months ago: laptop open all day, typing into Claude Code, waiting. Today: I write a spec, go to the gym, and my phone only pings when an agent needs a decision. 95% of my work runs itself. Full bre…
受众观点：①如何复制这套agent工作流的具体实现方法（@franitog提到自己独立搭了类似系统，需求普遍）②prompts和skills是否会开源（@dannypostma在置顶评论主动邀请）③对dannypostma回归Twitter的情绪欢迎（@forgebitz等老粉反应热烈）
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- @dannypostma (93): Better quality on YouTube: https://t.co/maOIlR2vEP Comment if you want a deep dive on a specific part, or my prompts and skills open sourced.
- @franitog (54): @dannypostma This is amazing! Thanks for sharing! I effectively built the same thing 😂It's great to see a lot of people converging into the same idea. I find this is the only way to scale autonomy without going crazy 🤪 https://t.co/iWWEHLCDPf
- @forgebitz (39): @dannypostma offtopic: so happy that you are back on x
- @robj3d3 (12): @dannypostma Yessss Danny!! Feel like I am watching your SEO course again, nostalgic haha
- @linuz90 (8): @dannypostma Finally https://t.co/8ANdpf8AaB
通过将Claude接入自定义MCP服务器，实现直接在对话框内生成完整动画YouTube视频，无需任何外部视频编辑器或渲染工具。
THIS IS F**KING GOLD Claude can now produce fully animated YouTube videos directly inside your chat. No video editors. No external rendering tools. No timeline slicing. Nobody is talking about this w…
受众观点：①Claude与MCP的实际分工机制（@An_yhl指出重活全让MCP扛了）②技能库可信度问题（@lfrodriguesit提出类比apps的trust挑战）③对工作流替代传统视频工具的期待（多人收藏但无深度追问）
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- @BriggsOnchain (3): @BIGMayrr Bookmarked legend
- @An_yhl (2): @BIGMayrr 看着像Claude在做视频，其实重活全让这个MCP扛了
- @BIGJamws (2): @BIGMayrr banger
- @CryptQuorra (1): @BIGMayrr Black Gold
- @innopro_ (1): @BIGMayrr this is too good
用户让 Claude Code 自主操盘真实资金炒股，结果亏损并引发对 AI agent 能力边界的广泛讨论
r/ClaudeAI I let Claude Code trade stocks with my real money. Results:
受众观点：①散户日交易 90% 亏损，AI 训练数据包含这一基准，亏损符合预期 ②API 调用成本是否叠加在亏损之上 ③反向策略：让 AI 做直觉的反面操作
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- @Roodut (1149): Majority of day traders and individual stock pickers lose money, with estimates often citing failure rates as high as 90%. AI is trained on this data . Your system worked as designed.
- @Kitchen-Lynx-7505 (496): Is the API cost substracted from that or that’s an additional burn?
- @Mr-Cheek-Clapper (455): Oof. Didn’t think about that.
- @PlantRulx (331): Tell it to do the opposite of it's intuition
- @golkedj (277): Oof. Didn't think**
r/SideProject 招募真实 AI 开发者作品的讨论帖，明确拒绝「20分钟生成的 landing page」，6小时已收到335条真实产品回复，是当前最活跃的 AI 开发者社区话题之一。
Not another landing page generated in 20 minutes. I mean something you spent time on, solved annoying problems on and actually got working. I've been looking for good AI-native builders recently beca…
受众观点：①Specialist-Wasabi863 分享 papermaker.app 获60赞，解决真实家庭痛点的产品最有共鸣 ②aceAiSolutions 诚实说「不值得但学到很多」的反套路表达获19赞 ③TechManPat 分享已有付费用户的项目说明社区重视商业化验证
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- @Specialist-Wasabi863 (60): I built https://papermaker.app after my kids kept asking me if we had any lined / squared paper. You can create customised paper which you then download as a pdf and print whenever you like - so you can have any colour graph paper, there’s even a rainbow option 🥰 I’m gradually a…
- @aceAiSolutions (19): Fully automated faceless YouTube channel pipeline. Getting that to a semi decent production state with all the different AI agents doing their own jobs at an acceptable level. The setting up of the local models. The headache of putting that whole process into n8n and make it wor…
- @TechManPat (12): I built a Manga tracker for Western readers, meaning english releases only tracking and personal collection managment, it wasn't my idea, I did it for a friend, I just had the techical skills to AI it... We have hundres of weekly visitors, real users and now since last week, pay…
- @DClarksy (5): I built a media tracker for movies, books, tv shows and games, I only have 20 something users but I use it every day haha CueList.net
- @badcryptobitch (5): My team started working on [https://github.com/Stoffel-Labs/stoffel](https://github.com/Stoffel-Labs/stoffel) without AI. As time went along and we all started experimenting with it more and more, we've managed to find a good balance. We also use quite a few AI security tool as…
Anthropic 发布 FAQ 解释为何对 Claude 全局输出引入不可见水印机制，用户反应激烈
r/ClaudeAI Anthropic writes an FAQ about watermarking
受众观点：①Anthropic 认为近义词对读者无差别但实际用户花大量时间纠正词选 ②用用户数据训练后再加水印被视为单方面赋权 ③水印全球上线并非仅 EU 合规场景
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- @EightFolding (288): It seems all of my Claude use is apparently outside what Anthropic considers "most circumstances" because this difference always matters to me and the work I do. >"Take the sentence “The weather today was cold and…”. The next word is very unlikely to be “sugary.” But it is qu…
- @surfer808 (155): Seems pretty arrogant to watermark all their responses when they stole all our data to train their models in the first place. Seems like a pretty shitty trade off
- @clearlight2025 (123): \>We’re applying watermarking globally at launch because we don't yet have a durable way to scope it by region. So, not only in the EU.
- @Sufficient_Rush1891 (64): Yes, they know. Their main focus is enterprise customers, where AI provenance is a a big benefit to them; much more than which synonyms are used in output, so they don’t mind losing customers who don’t like the watermarking.
- @EightFolding (41): Aside from everyday users, I wonder about their choice to do this, in this way, at exactly the same time that they're promoting Claude for academic research, even releasing an app that is meant to write literature reviews. Do they really expect people to do scientific work with…
r/SideProject 高互动社区帖，邀请开发者用10个词以内 pitch 自己的产品，已收到246条真实项目介绍。
Add your 10-words-max pitches as comments to this post.
受众观点：①jvvvj 的意想不到型 pitch 获得最高24赞 ②captainbignips 用功能+情感共鸣路线 ③RockettBits 用垂直领域定位拿到5赞
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- @jvvvj (24): A website that makes you cry: [cryonceaweek.com](http://cryonceaweek.com)
- @jvvvj (7): Was researching emotional regulation and elicitation and came across a study about how crying can relieve stress for up to a week
- @captainbignips (7): Feel more comfortable being on camera. [Give it a try.](https://apps.apple.com/gb/app/id6796098547)
- @RockettBits (5): A database and resource of failed clinical/drug trials [clinicaltrialfailures.com](http://clinicaltrialfailures.com)
- @Death12th (4): https://gamecombiner.com find game at midpoint of two games in higher space
教师提问如何识别学生提交的 Claude AI 生成文本，引发对 AI 写作特征标志词汇和结构的集体整理
I am a teacher, and my students sometimes use AI for their homework. I can usually tell with ChatGPT writing (em dashes, not just this but that structure), but I struggle with Claude. I have identifi…
受众观点：①这个问题极其核心但难以彻底回答 ②有人每周用 Claude 更新去 AI 告密词技能列表 ③大学教授用手写考试绕过 AI 作弊的实践方案
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- @xDoomKitty (269): Let me be honest with you: this is a load bearing question.
- @BarGold886 (74): That's worth sitting with.
- @Altruistic-Park-7416 (66): I think this is decent https://en.wikipedia.org/wiki/Wikipedia:Signs\_of\_AI\_writing OTOH, I have Claude update a “remove AI writing tells” skill each week by referring to this article and others.
- @throwawayfromPA1701 (63): My friends who teach at the university level have told their students they can use the AI for whatever they want, but exams are in person, no screens, and handwritten in blue books. Exam questions are written on the whiteboard or passed out on paper. Some allow their students a…
- @macroturb (51): But here's some honest pushback
用户在 Claude Code 中从 Opus 5 降回 Opus 4.6 使用，发现后者输出更清晰易懂，引发模型选择策略讨论
Holy shit. Got Opus 4.6 to take over the project and finally the plans made sense. The language, my god Opus 5 speaks in riddles and weird sentence phrasing it is so difficult to understand wtf it is…
受众观点：①Opus 4.6 适合沟通和文档，Opus 5 适合真正困难的执行任务 ②双模型工作流：用 4.6 给 5 的输出做翻译 ③4.8 行为类似 5，整体倾向 4.6
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- @gajop (54): I regularly switch to Opus 4.6 if I need to talk to it or have it work on docs. Opus 5.0 tends to be better for actually difficult tasks and by default has fewer stupid traps: Opus 4.6 tends to leave more things unfinished and launchers extremely inefficient subagents that also…
- @Odd_Dandelion (22): Wait until you find out that new DeepSeek flash is like smarter Opus 4.6 for fraction of the price. :) But since you are bound to Claude now, what about trying to set up some workflow where 4.6 translates 5's gibberish for you and prompts it for you? I did something like that wi…
- @SlappyPappyAmerica (19): It would seem wiser but I find 4.8 to behave similarly to 5 in a lot of ways. Frequent diversions, touching things I haven’t asked it to, using confusing language, etc. I’m with OP. I get the best results from 4.6
- @Budget-Juggernaut-68 (13): Maybe. I do like the frontend output from Opus 5. As for the written replies, I can't understand what it is saying and it often sounds like a convoluted mess to me.
- @conglies (12): I wonder if using opus 4.6 as your main agent and asking it to use opus 5 as an execution agent is the way to go
开发者吐槽用 Claude Code 后「打字疲劳」被换成了「review 疲劳」，每行生成代码都要盯着审查，有时比手写还累。
Hey guys, not sure if this is just me but lately i feel genuinely tired. Not of claude code itself, its great, but of the constant vigilance of reviewing everything it touches because i dont fully tr…
受众观点：①voyti 共鸣「尤其是自己不熟悉的 codebase 完全不知道坑在哪」②Dolores_McDowell 提出按边界审查（架构/数据流/安全）而非逐行的策略 ③Primary-Screen-7807 建议投资测试环境降低审查压力
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- @voyti (37): Yeah, 100% - it's the worst part of the job, especially when you haven't worked on that codebase/area/domain manually before, and have little idea of what pitfalls look like in the code in the first place. It's a miserable thing to do
- @Dolores_McDowell (25): Yeah, I think the trap is treating AI-generated code like human-written code but at 10x the volume.. At some point reviewing every line just makes you the slowest part of the pipeline. I’ve had better luck reviewing boundaries instead: architecture, data flow, anything security/…
- @sinetwo (17): It’s actually better for your brain because you are technically reviewing as you go along. Reviewing shitloads of code as your 9-5 is extremely taxing. People work differently. I like a mix personally
- @Primary-Screen-7807 (16): Honestly I feel like you should invest into the testing environment so that if something is broken - you would know, and maybe review high level design decisions (mandatory for the core design). Other than that, I think you don't have to review every single line anymore.
- @Kroosn (12): You can have code that is wrong and passes tests. Might not be capturing edge cases. You can have inefficient code that works fine. You can have duplicate and redundant code. So tests can do a lot but if it is absolutely critical code you want additional ways to review.
SaaS 新手问第一个付费用户从哪来，帖子吸引 69 条回复，集中在渠道选择、SEO 长尾策略和 build in public 几个方向
I just built my 1st SaaS, now Im trying to get my 1st customer Just curious, how did you guys get your 1st customer? As well how did you feel when you made your 1st income from your own product?
受众观点：①哪个渠道最快见效 SEO vs 社交媒体 vs 个人网络 ②非竞争性长尾关键词 SEO 拿到第一个具体问题用户的路径 ③个人网络是最快的冷启动渠道
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- @terafabx (8): You need to try every channel. You need to try X, Reddit, Facebook, YouTube, and even LinkedIn. Double down on the channel where distribution is paying off. That's the only way. You can build in public on X. You can post your videos on YouTube, create a channel of your product,…
- @Active_Iron5578 (5): Very difficult
- @Many_Mission_6494 (4): Your network. Just disturb your network ( in a nice way )
- @sakibnaz (4): My first customer actually came from Google search. I’d been publishing SEO content targeting very specific problems around payslips and payroll rather than trying to rank for broad “payroll software” keywords, and someone found PayslipGen through one of those articles and ended…
- @[deleted] (3): [removed]
团队通过两个月持续 vibe coding 将开源游戏 World of ClaudeCraft 从初版原型升级为画面和功能完整的可玩游戏
Wanted to update you all after two months of vibecoding with the community on what our AI generated game, World of ClaudeCraft, looks and plays like now The graphics difference alone is hard to belie…
受众观点：①初版就令人印象深刻 ②"这是它最差的状态"暗示无限潜力 ③从未编程过的人也在给项目贡献代码
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- @ZeLearner (30): Actually day 1 is already impressive 😅
- @ragmondo (17): wtaf dude. Amazing. And (to quote a cliche) "this is the worst it will ever be". looking forward to having some free time and smashing some mobs.
- @Fascination-Sir (8): this game setup seems perfect for building little spots to chat with ai companions, bet the roleplay could get pretty immersive if you tweak the prompts right.
- @singing_coach_ai (7): Yeah the first version was pretty mind blowing in itself
- @singing_coach_ai (7): We've had a lot of people who have never coded before making contributions to the project. Since it's open source we're constantly able to find new ways to build and optimise. Important considering it's playable on browser and phone
r/MachineLearning 上的脑洞讨论贴，禁止说"跑本地 LLM"，征集高端 GPU 的小众创意用途，回复涵盖棋类 bot、分子动力学、无人机螺旋桨进化算法等
Be honest if someone dropped a stack of high-end GPUs on your desk tomorrow, what would you actually *do* with them? And before the usual answers roll in: running local LLMs is banned for this thread…
受众观点：①@macc003 提到激光炮打蚊子的创意项目，受众对"稍微危险但有意义的自动化"感兴趣 ②@Solderlocks 描述无人机螺旋桨自动化优化 pipeline ③@rog-uk 关注元启发式算法开发
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- @macc003 (31): First, I must include my love for chess bots, though this is not particularly unhinged. Maybe more unhinged, I've been wanting to do laser turrets in the backyard for mosquitoes. My wife is getting bitten up a lot. From a safety standpoint, I'm thinking this needs to be multiple…
- @blackz0id (21): Run a bunch of molecular dynamics simulations
- @Solderlocks (16): I'd run generative algorithms on quadcopter propeller designs and test the best ones on an automated testbed (basically a 3D printer with a 6dof arm that can transfer a print to a motor on a load cell, spin it up to a particular RPM and measure the thrust, weight, and decibel le…
- @BadOk2793 (16): [https://photonmatrixlab.com/](https://photonmatrixlab.com/)
- @rog-uk (15): Metaheuristic algorithm development, you literally can not have enough compute power here.
Reddit 热讨 AI 时代 SaaS 的生存价值，主流论点是维护责任和领域专知是 vibe code 无法替代的护城河
Does anyone else feel an impending sense of doom when it comes to building Saas/Apps in the age of AI? Feels like we are 6-12 months away from literally anyone being able to build a personal website/…
受众观点：①vibe code 不了的边界在哪里：异构数据、安全稳定性、深度领域知识 ②责任和问责制是真正差异化 ③3D 打印类比：技术民主化催生新服务型生意
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- @nouterkher (41): I dont think there is a platform atm that can automate saas at a level that a non technical person can really just hand off, building software is easy, maintain it, making sure that if something goes wrong you know how to fix it, restore the data, make it scale if needed, and a…
- @That-Promotion-1456 (9): Time of developers who are in the saas business to build whatever SAAS is gone. Time of developers who build comples SAAS for a specific niche because they have knowledge of the niche, who offer not only the platform but consultancy and premium support was never in question.
- @Relative-Panda-747 (8): Look, there are some SaaS solutions that are too hard to vibecode. - services that rely on a lot of data or require manual support for data and there is no chance to automate that (for example you have hundreds of vendors and each of them sending different data formats) - servic…
- @kamaldxb (8): You can vibe code an app but you can’t vibe code responsibility and accountability
- @illogicalFit (4): I love this take - thank you for the pragmatic optimism.
一位经历多年慢性病中断后重返求职的开发者，分享了新旧两版 portfolio 对比，新版以户外风格为主题，视觉更清洁专业，求社区反馈。
Old: [https://portfolio-inky-beta-47.vercel.app/](https://portfolio-inky-beta-47.vercel.app/) New: [https://jtkyber.github.io/portfolio](https://jtkyber.github.io/portfolio) I wanted something a bit…
受众观点：① 新版整体有改进但非 Chrome 浏览器性能问题突出 ② 移动端滚动卡顿体验较差 ③ 夜晚白天视觉效果细节还需打磨
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- @Rungk4d (4): cool portfolio! although for new one seems slower on my desktop browser
- @_JLY_ (3): The scroll is really choppy and slow for me on mobile (Firefox).
- @jkybes (3): Thanks for letting me know. I've yet to test other browsers besides Brave/Chrome. It's probably the shader. I have to figure out a way to improve it's performance without compromising quality. The resolution is already lowered for mobile. I might just have to disable it altogeth…
- @Confident-Drop-7472 (3): yeah i think the new one is a big improvement, feels much cleaner and more professional now
- @Spnkmyr (3): The second site is a massive improvement over the original. My feedback: - I love the night/day effect, however, The day effect peters out way before it hits the top of the page. You might want to consider a light sky blue with cloud and a bright sun at the top instead of the wh…
有 15 年软件工程经验的开发者用 Claude Opus 5 在不到一小时内构建了通过麦克风检测爆米花爆破声的移动 Web 应用
It's staggering how quickly we can knock up an app now. I've long thought about creating some software for determining the perfect time to stop microwave popcorn. Typically the instructions say to wa…
受众观点：①项目有真正的人类智慧，区别于大多数无用的 vibe coding ②作者坦言 15 年经验下这次完全没看代码 ③调侃 AI 实际应用方向是爆米花而非人形机器人
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- @MendozaHolmes (33): Very creative!! Usually the vibe coded projects on this sub are completely useless and a waste of compute but I like that this has some human intellectual property behind it
- @Hajky_123 (14): I need that i allways burn my popcorn
- @dr_hamilton (12): Thanks! This is probably actually the first one I completely 'vibed'... 15+ years of SW eng background and I like to think I still read and review the code. But honestly, for something this small and quick - I've looked at none of it.
- @Technical-Will-2862 (9): Singularity expectations: humanoids Singularity reality: popcorn
- @dr_hamilton (7): There are a few parameters to adjust like the sensitivity and the timeout. In the tuning section you have a couple more about number of pops before the timer is effective (helps stop the timeout being used from a rogue early pop) and min time between pops (less important). If yo…
创意工程工作室madebyarthouse.com发布带动效的作品集网站，评论区因其非AI生成的精工设计获得高赞，并引发关于视觉风格与BSOD主题的讨论
Screenshots don't capture the animations on the page, so check it out here: [https://www.madebyarthouse.com](https://www.madebyarthouse.com)
受众观点：①@nodejshipster和@Skaraban点赞其非AI生成的设计质感；②@baby_bloom指出风格与hermes-agent.nousresearch.com相似引发原创性质疑；③@chrcit（OP）解释BSOD主题创意逻辑并提到每9-12个月切换视觉season
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- @nodejshipster (26): Looks great. a nice break from all the AI slop in this sub
- @Skaraban (14): hell yeah its not giving vibe coded
- @baby_bloom (13): are we sure? cus it looks like OP might have just taken the style from [hermes agent's site](https://hermes-agent.nousresearch.com/)
- @chrcit (12): It's the exact inspiration we are going for. Bluescreen as in system crash and reboot. The idea is to change the theme, colors and graphic direction every 9-12 months so we have "seasons" in our work. Lets see how much it hurts the marketing tho
- @andyfitz (10): BSOD vibes. Not sure that’s a good first impression
SaaS 独立开发者上线一年后遭遇机器人攻击，邮箱验证墙被绕过，帖子引发 Cloudflare Turnstile 和 honeypot 等多层反 bot 防护方案的集中讨论
I have been developing a SaaS App for one year, slowly and strongly. Its been couple of times i faced with bot attacks on my app which lately i added e mail verification system with resend email send…
受众观点：①Cloudflare Turnstile 加 honeypot 加邮箱 6 位码是标配组合 ②邮箱验证单独防不住 ③主动流量行为分析比被动 checklist 更重要
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- @NoBed1845 (50): Developing Saas for one year but never thought of putting captcha or bot protection?
- @Any-Dig-3384 (20): Install cloudflare turnstile. Add a check box on reg form for terms and conditions. Add a honeypot field.Add verification so user must click a link or get 6 digit code in his inbox before can do anything more. Do similar for password reset.
- @Palnubis (8): StopForumSpam, Honeypot, Cloudflare, Captcha, Turnstile? So much options available to help your defence against bots. Cloudflare security rules, etc.
- @NoBed1845 (5): OP said he’s faced bot attacks a couple of times, so I’m not sure how that keeps slipping through
- @Palnubis (5): Also worth noting: Build a traffic analytics scanning for probes, so you can see who hits what and can block scanner probes (things like env hitters) accordingly through Cloudflare.
Claude Code $100月付计划用户集中反映5小时用量限制被异常快速耗尽，有人猜测 Anthropic 在提前 A/B 测试8月19日的 token 缩减计划。
Hi everyone, This is the second time I've hit the 5-hour usage limit on my $100 plan while using Claude Code. I've been using Claude Code for a while and have never experienced this issue before. I'm…
受众观点：①NaturalSir3843 反映消耗速度忽快忽慢极度随机 ②c0reM 推测是提前 A/B 测试8月19日 token 缩减计划 ③Any_Heart875 补充20x max 计划同样中招
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- @NaturalSir3843 (23): Its been happening on and off for me as well. One day it takes hours to fill up the 5 hour limit and on other days it takes minutes... Its really frustrating
- @Any_Heart875 (15): Been happening to me too, but it's with my weekly limits, absolutely burned through 75% of them in 2 days. Edit: im on a 20x max plan
- @Jcrossfit (11): Ya this last week was noticably worse than prior weeks.
- @c0reM (8): They are probably A/B testing the token reduction scheduled for the 19th in advance
- @loddy71 (8): Yeah had the same issue today and can’t comprehend why, something is going on
用户在 Dell Optiplex 5050（240W PSU 限制）上选购百欧 Nvidia Tesla P4 跑 Ollama 本地 LLM，讨论低功耗二手 GPU 方案和 Qwen3/Gemma4 模型的实际性能
Quick background. I've got a small homelab running on a Dell Optiplex 5050 with 20gb ddr4 of RAM. Nothing crazy, just a handful of docker containers, no VMs, no Proxmox cluster. Basic stuff. I was th…
受众观点：① Tesla P4 实测性能——ypoora1 实测 Qwen3:8b 约 20-25 tokens/s，评价可用于语音助手场景 ② 替代方案对比——A2 和 T4 显存更大功耗更低但价格远超预算（400-600 欧） ③ Ollama 本身的适用性——arbv 推荐改用 llama.cpp + llama-swap 替代 Ollama
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- @ypoora1 (5): The P4 is basically a power limited 1080. I was very impressed with mine pulling ~20 to 25 tokens a second on Qwen3:8b. Fast enough for a voice assistant or such. I ended up moving to the A2 for it's bigger memory capacity and lower power, though it's not really any faster. Stil…
- @Fair-Listen-4762 (3): Thanks, I'll look better into it, even though I don't think it's possible for it to fit Qwen that large even if it's moe and also having that context window. Do you use other gpu's or have lots of ram and a good cpu to offload it?
- @arbv (3): Read this first: https://sleepingrobots.com/dreams/stop-using-ollama/ and consider llama.cpp+llama-swap. I have configured llama-swap to use official llama.cpp OCI containers and have been happy since then.
- @Fair-Listen-4762 (2): Thanks for sharing your results with the P4, they are pretty good results for a card like this. I did some research's and both the A2 and the T4 are way out if my budget, costing 400€ and 600€ on eBay, thanks though for the suggestion
- @ypoora1 (2): With that price difference definitely go for the P4. You can always reconsider if you need to expand later, but i was very pleasantly surprised by it!
产品设计经典争论：无权限操作按钮应该隐藏还是置灰，评论区从权限管理、用户认知、付费引导三个维度给出了有分歧的答案
I run into this a lot when reviewing products with dev teams. A user doesn’t have permission to export. Do you hide the Export action completely, or show it disabled? The rule I usually use: If the a…
受众观点：①@TrickFaithlessness5区分两种场景：角色权限用hide，付费功能用disable；②@Excellent_League8475主张全部disable因为不能假设权限管理者了解每个用户需求；③@electricity_is_life强调disable加tooltip比直接消失更友好
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- @TrickFaithlessness5 (66): If it’s a permissions issue/limited by their job/account role etc then it should be hidden. It keeps UI clutter to a minimum. It it’s a premium/paid feature but the user isn’t subscribed then showing it in a disabled state can be a good way to entice users into paying by making…
- @Excellent_League8475 (23): I always advocate for disabling. Hiding assumes high competence in your tool from the organization. Meaning, the people managing permissions know exactly what everyone in their org should be doing at all times. I think you should assume low competence. Meaning, the people managi…
- @electricity_is_life (22): As a user, sometimes it can be very frustrating when a button that's supposed to be there just doesn't appear and I don't know that it's because of permissions. So at least some of the time I disagree. I prefer to have a tooltip on a disabled button saying that I don't have perm…
- @pavlito88 (18): In permission based products, showing the disabled action can help users discover what is possible and ask for access. I’d still hide actions that are completely irrelevant to their role, but for permissions that can change, disabling often makes more sense.
- @kyledouglas521 (17): I’d say it’s pretty context sensitive based on *what* action we’re talking about
开发者因刻意回避 Cloudflare（美国公司政治风险考量）而选择 Bunny.net CDN 为部署在法兰克福的 Astro 静态博客做全球分发，并写了一篇踩坑全记录。
My blog is now an international success. I get like 3 hits from Google a day. That's what they call Seomaxxing. Or not. Depends who you ask. Nevertheless, I noticed my audience comes mostly from outs…
受众观点：① 为何不用更简单的 Cloudflare Pages ② 折腾本身的乐趣价值 ③ 静态博客部署的合理性
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- @Responsible_Fruit841 (36): honestly for 3 hits a day cloudflare pages wouldve been free and way less hassle but congrats on the seomaxxing
- @ACJ259 (29): I just quote myself from my blog: "The obvious choice everyone knows would be Cloudflare. They’re the biggest player in the game. But it’s an American company, and I try to avoid those where I can, because of a certain unpredictable orange man. So that’s out."
- @ACJ259 (20): Probably true. But the hassle is what makes it fun
- @ACJ259 (14): No not really. It is absolutely overkill. But this blog is also my playground trying stuff. I saw the statistics of my blog that most of my readers are outside of Europe. And that's when I got the idea stuck in my head and I just had to try. It is absolutely possible I get annoy…
- @nockeeee (11): Blogs are perfect for static websites.
SaaS 创始人因 70% 用户说我自己用 Claude 做而选择公开产品机制，通过 GEO/SEO 重写和内容透明化策略将 MRR 从 606 美元增长到 2042 美元
Quick recap for anyone who missed the first one: \~70% of my churned users told me some version of « cool product, but i’ll build this myself with Claude in a weekend » i spent a solid month being an…
受众观点：①GEO 策略如何让 LLM 引用自己内容是最大信息需求点 ②Reddit upvote 加 FAQ 加 alternatives 页面确实提升 LLM 引用 ③透明内容是否导致用户流失是真实疑虑
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- @KIGAK14 (3): Nice work dude!
- @ClubGlittering5203 (3): insane work! can you maybe explain how you managed to be quoted by LLMs?
- @ChrisHarpon2 (2): Sure increased my upvotes on Reddit and generating blog articles, improving FAQ, adding alternative to in my website and I have seem under AHrefs the LLMs quotes increased All these are guesses
- @ChrisHarpon2 (2): I have vibe coded my own generator this time with Claude Code sharing my Reachy.ai source code
- @EastAd9647 (2): Nice work
作者的 2GB VPS 上线几个月 fail2ban 拦截了 113k 次 SSH 暴力破解，亲测密钥认证+非默认端口+UFW 组合防御的实战效果
checked fail2ban on my little 2gb box last night and the counter was at 113k failed SSH logins since i stood it up a few months back. all automated junk from random IPs, none of it got in. i'll be ho…
受众观点：① VPN 隧道（WireGuard）vs 暴露 SSH 端口的选择——Elara_Schaefer 给出了完整的 WireGuard 方案，认为缩小攻击面比堆防御工具更根本 ② SSH 协议本身的攻击面问题——backwards compatibility 累积的代码复杂度比 WireGuard 更高 ③ VPN 零日和 SSH 零日的风险比较——pr0metheusssss 质疑 WireGuard 并不比 SSH 更安全
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- @AstralFirelily (29): Security should never be an after thought, it should always be a primary architectural consideration.
- @Elara_Schaefer (16): The real question isn't fail2ban vs CrowdSec vs nftables blocklists â it's whether SSH needs to be publicly reachable at all. In our setup we went a different route: SSH is only accessible via WireGuard VPN. The VPS firewalls block port 22 from the internet entirely. All acces…
- @[deleted] (5): [deleted]
- @cloudzhq (5): I have it open on all my boxes in the DC. Just don’t allow password authentication and force cert based. Don’t allow for root login but requires privilege escalation (aka sudo).
- @pr0metheusssss (5): You’re exchanging a zero day in ssh for a zero day in your vpn. What indications do you have that one is appreciably more likely than the other?
Namecheap因风暴损坏数据中心冷却系统导致大规模宕机，事件引发对注册商冗余能力和赔偿制度的嘲讽与讨论
They said it was a storm that took out the cooling on the data center and as someone who was in that very storm, it destroyed a ton of stuff at homes, businesses, and public infrastructure. Power pol…
受众观点：①@jroberts67嘲讽Namecheap赔偿力度（约$1.25 credit）与实际损失严重不对等；②@akl88分享从Namecheap迁移到Porkbun的经历并指出Porkbun借此推出$1优惠券；③@Disastrous-Oil-8548提出换用Cloudflare的方案
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- @jroberts67 (58): "And for not being able to access your website and emails and that we have no redundancy systems in place, we'd like to offer you a credit of $1.25"
- @akl88 (26): I was with Namecheap for years before moving my domains to Porkbun about two years ago. I really feel for everyone who had domains or services affected by the Namecheap outage. Meanwhile, Porkbun’s timing couldn’t have been better 😅 They just crossed 4 million domains and handed…
- @Least_Divide_1813 (18): Gotta respect the hustle of reading outage emails to your pet shrimp
- @Disastrous-Oil-8548 (15): Isn't cloudflare cheaper and actually good at hosting things?
- @MrGradySir (9): If they have millions of customers, they’re raking in enough that that would still be a very small drop in the bucket
独立开发者花2.5年构建LinkedIn/Indeed替代求职板和浏览器插件，零预算零营销能力，向社区求助下一步该怎么办
Hi All, Conflicted and need advice. "If you build it, they will come." - I have found this in fact, not to in be the case for saas's? Background - Been in software design + development since 2013, mo…
受众观点：①@gojkoa指出小公司打大平台要找利基而非正面竞争；②@almgry21给出路线图：先定义ICP，先做手动验证，不要继续写代码；③@gojkoa质疑用户知道真相就不用LinkedIn这个假设是否经过验证
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- @gojkoa (6): > I don't care if I make zero dollars on the thing. I just want to destroy Linkedin/Indeed/Glassdoor. I think you're motivated by the wrong thing here, and it might be costing you the focus that's needed to actually launch it. You can't reasonably compete with someone like th…
- @gojkoa (3): > With job boards, if people knew at scale how exactly LinkedIn/indeed/glassdoor made money, they would never use it again. Have you validated this assumption with anyone? I'm not arguing against it, but it sounds like a big assumption driven by some deeply held personal beli…
- @Big_Booty_Cutie_14 (2): Thanks for the feedback. Prob right. My justification for that is the nature of the business. With job boards, if people knew at scale how exactly LinkedIn/indeed/glassdoor made money, they would never use it again. It’s less about beating the competition than it is about exposi…
- @gojkoa (2): my 2c: find a niche where people care about a better experience, and find companies in that niche to offer those kinds of jobs. don't be linkedin, be programmer-jobs-in-xyz-city or call-centre-jobs-for-xyz, and find companies that want to offer enough of those kinds of jobs to g…
- @almgry21 (2): Did you waste 2.5 years OP? Yes and no. But no point obsessing over that, and you get the energy to go again - realigned and restrategised. Nothing on your roadmap should be about ads, and nothing about investors - unless you have an impressive background that you can raise just…
独立开发者分享自建 ReplyHey 工具将 Reddit 营销全自动化，75% 营收来自 Reddit，通过 MCP + Chrome 扩展实现自动找潜在客户和发送个性化回复
Reddit has been a major growth channel for most of my side projects, every single day i spend 2-3 hours at different times to do marketing and outreach on Reddit, it's a gold mine, 75% of all my reve…
受众观点：① 社区对自动化 Reddit 互动的强烈反感——Careless-Squash-7777 直接嘲讽为"spam reddit even harder" ② Reddit 作为增长渠道的脆弱性——WarmLeadsFast 指出 75% 依赖单一渠道、算法一变就暴雷 ③ 自动化工具的安全边界——aymaneonlinedev 问如何保证不超出 Reddit 的发帖频率容忍
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- @Careless-Squash-7777 (4): ah yes the classic "i built a tool to spam reddit so i can spam reddit even harder" lmao
- @_the-wrong-guy_ (2): Well, I built a tool too, but it doesn't spam and make automated replies
- @Competitive_Tune_590 (1): good for you 👏
- @aymaneonlinedev (1): Interesting approach. I’ve actually just started exploring Reddit as a channel for getting my first customers, so this caught my attention. I’m still at 0 customers myself. From what I’ve heard from other founders, Reddit self-promotion needs to be handled pretty carefully, and…
- @WarmLeadsFast (1): The honest thing about Reddit for revenue - it works until it doesn't. You're seeing 75% from it right now, which is great. But the moment Reddit changes their algorithm or cracks down on automation, you're exposed. The real win isn't automating the outreach. It's using Reddit t…
用户基于 Glance 开源仪表盘，借助 yfinance Python 库和自定义 JavaScript 实现了股票行情、Docker 容器状态、Home Assistant 数据的实时局部刷新，且标签页隐藏时自动停止后端轮询。
Shamelessly took /u/[Timely\_Anteater\_9330](https://www.reddit.com/user/Timely_Anteater_9330/)'s setup from [here](https://www.reddit.com/r/selfhosted/comments/1o72voc/custom_api_widgets_for_glance/…
受众观点：① 为何不用 dynacat 现成工具 ② Glance 与 Homepage 的对比选择 ③ 重复造轮子的感悟
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- @demonhalo (10): Why not use dynacat?
- @AlternisBot (4): It’s always a great feeling when you have a problem, build a solution, then find out after that someone else already made it with more features.
- @Lumbu23 (4): I'm actually excited playing around with this, and thankfully not all my hard work is lost, my docker and nas widgets are sticking around in dynacat, though the auto-refresh part is getting binned since it handles that well even with my custom widgets.
- @BonusCan (4): Did you overcome the fact glance doesn't self refresh like homepage? I am not enjoying homepage as much (could be a me thing) as it's looking like it can't be as well organised
- @Lumbu23 (3): because I had not seen it, but now i have to look at whether that would lighten the load on maintaining this setup. Thanks for the pointer
独立开发者独立完成 TalentTrade 技能交换社交网络（iOS+Web），上线后面临「产品做好了但没人用」的冷启动困境，在帖子里公开求助获取首批真实用户。
**I had a dream of building my own social network. So I built it.** For years, I've wanted to create a social network of my own. But I didn't want to build another platform based on likes, followers…
受众观点：①ausecko 肯定「围绕技能而不是 likes」的产品方向 ②Particular_Luck80 提出 onboarding 收集匹配信息并立刻显示结果、用15分钟试课降低信任成本的具体建议 ③Primary-Ad-71（作者）积极响应所有建议说明处于渴求反馈阶段
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- @ausecko (5): The idea behind this is actually pretty cool. A network built around what people can teach each other feels a lot more useful than another app built around likes and scrolling.
- @Primary-Ad-71 (2): Thank you, I really appreciate that! 🙏 That was exactly the idea behind TalentTrade. I wanted to build something where people could actually connect through what they know and what they want to learn, rather than just scrolling endlessly. Now I’m trying to get the first users on…
- @Particular_Luck80 (2): The hard part of a skill marketplace is not feature breadth but matching liquidity. I’d make the first session ask for one skill offered, one skill wanted, timezone, and availability, then immediately show three real matches or a clear “no match yet” state. Credits before a visi…
- @Primary-Ad-71 (2): That's actually really good feedback, thank you! 🙏 You're absolutely right about the matching problem. Right now, TalentTrade is still at an early stage, so I'm mainly focused on getting enough real users to create that initial liquidity. The current credit system is designed to…
- @Particular_Luck80 (2): That gives you a clean staged test: record whether someone completes both sides of the onboarding pair, opens a suggested match, and schedules the short intro. The useful activation metric is not registration but a valid match reaching its first exchange. When no match exists, c…
Reddit热帖征集独立开发者获取前10个付费用户的真实方法，聚焦冷启动阶段的具体获客渠道和让人真正掏钱的关键时刻
I’m more interested in what you actually did than the polished startup advice. Where did those first 10 customers come from? Did you cold DM them, find them on Reddit, message people on LinkedIn, ask…
受众观点：①@Such-Delivery4198强调聊问题而非推产品；②@Unlikely_Handle_4891分享LinkedIn cold DM拿到前12个客户的具体操作；③@terafabx指出分发平台要匹配ICP所在地
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- @Such-Delivery4198 (4): Talk to people. Tell them what problem you're trying to solve instead of trying to sell your product. Ask for feedback, listen to their pain points, and keep improving based on what you learn.
- @Unlikely_Handle_4891 (4): It was 2021. Sent LinkedIn invites and cold DMs once the invite was accepted (screenshot attached for my first paying customer) Got around first 10-12 customers through LinkedIn cold DMs (those were the good old days when people responded on Linkedin). Then got the next set of c…
- @terafabx (3): First of all, you need to make sure that you are distributing on the platform where your ICP hangs out. If you have a B2C product, Instagram and TikTok are the best platforms along with facebook reels. Reddit is also good for B2C distribution. If you have a B2B product, then X a…
- @yannis_ps (2): At the beginning you are looking for market fit (do I have something that people like) and then channel fit (how do I sell it at scale) Product market fit is the stage where you validate the idea with real users. So do things that don't scale for your first 20 users. 1. find whe…
- @[deleted] (1): [removed]
自托管新手分享数月入门历程，用旧 Intel MacBook 和二手 QNAP NAS 搭起了包括 Jellyfin、Home Assistant、Nextcloud 的完整家庭服务器，并询问是否值得在现有硬件上跑本地 LLM。
**Hardware** \- QNAP NAS TS-439 with 4x 2TB HDD \- MacBook Pro with Intel Core i9-9880 and 16GB RAM natively running Ubuntu **Network** \- Google Nest WiFi Mesh System \- TP-Link 5 Port Switch **Serv…
受众观点：① 老 Intel Mac 跑本地 LLM 的硬件瓶颈 ② 如何换掉 Gemini 找到更好免费模型 ③ CPU 温度偏高的处理建议
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- @Jazzlike_Olive9319 (6): Looks Like a decent start. Awesome! Good luck on the journey and have fun!
- @yawn_brendan (4): Nice! Some random thoughts that come to mind: - Wouldn't bother spending a lot of energy on cooling, it's unlikely to buy you much extra CPU B/W. Instead I'd look at if you're using the CPU effectively. If it's hot even when you're not actively using any services, it might be th…
- @PrinceSauromates (3): I'm way less advanced than you so I can't give advice. Just wanted to say WOW! You really went beyond self hosting and into small business territory. How long did it take to setup all of this? Respect the dedication.
- @thedoomenator (2): Thank you so much for the advice! I’ll do some digging and see if there’s anything else unnecessarily taking up CPU usage. I figured the hardware was probably too old for a half decent LLM but I’m looking at maybe a Raspberry Pi 5 or a Mac Mini or something similar in the future…
- @thedoomenator (2): Wow thank you! I appreciate it but I am definitely no expert! I only started probably 3 or 4 months ago and I’ve just been chipping away at it. I was able to spend a bit more of my time on it when I had some time off work for an injury so that definitely helped fast track things.
独立开发者用 TypeScript 构建了收录1350个开源自托管软件的目录站，配备基于 RAG + Qwen3 + Cloudflare Workers AI 的 AI 搜索，帮助开发者找免费替代付费 SaaS 的方案。
I spend a lot of time looking for open-source, self-hosted alternatives to paid apps to reduce the subscription costs of my business. Digging through lists and GitHub repos gets tiring pretty fast, s…
受众观点：①towfiqi 分享自己的真实工具栈（Coolify/Plausible/SerpBear）②tuser-reddit 追问 AI 模型选型是否用 Gemini 免费版 ③towfiqi 详细解释 RAG + Qwen3 + Cloudflare Workers AI 的技术实现
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- @[deleted] (6): [removed]
- @towfiqi (6): Thanks. Coolify to run various sites/databases etc. Pluton to backup a whole lot of data. Plausible for analytics for a few of the sites. SerpBear for light SEO tracking.
- @[deleted] (3): [removed]
- @tuser-reddit (3): This is so cool man. But what exactly AI model you are using here? Are you on Gemini free tier?
- @towfiqi (3): It's not actually that straightforward. It's a RAG system that processes queries differently based on the query itself. Most queries are extracted into smaller, relevant keywords, and then a vector search is made against the database to retrieve the result. And then the chat lik…
开发者在 Caddy 反向代理前增加统一认证层，社区对比 Authentik、Authelia、tinyauth、Pocket ID 等 SSO 方案的适用场景
I use Caddy as a reverse proxy, with several apps/services behind it. Each app already has its own authentication, but I’d like to add an additional authentication layer at the Caddy level as a first…
受众观点：① SSO 方案推荐优先于 Caddy 内置 basic_auth——Crib0802 推荐 Authentik/Pocket ID/Keycloak 作为更完整的解法 ② Authelia 的易用性和集成注意事项——SamVimes341 提醒 HA 和 healthcheck 的 API 路径需要单独配置白名单 ③ tinyauth + forward_auth 的轻量组合——fey0n 解释 forward_auth 的攻击者无法绕过的安全原理
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- @Crib0802 (24): Best add SSO- like Authentik, Pocket id, Keycloak etc ... and don't trust only on app own authentication or app 2fa . If want only to do it with caddy , just use \`basic\_auth\` [https://caddyserver.com/docs/caddyfile/directives/basic\_auth](https://caddyserver.com/docs/caddyfil…
- @SamVimes341 (14): I use authelia. Very easy to get running. Just remember you need to have rules for certain paths for api access for integrations like home assistant and health checks
- @Angelsomething (6): tinyauth + pocket-id
- @dlsolo (4): https://github.com/voidauth/voidauth
- @fey0n (3): With caddy you can use forward_auth to authenticate against something like tinyauth (which in turn can use any oidc provider like pocket id, or act as oidc provider on its own). Or something like Authentic, which also probably supports forward_auth. This way an attacker cannot e…
Reddit 讨论 YC 入选项目中充斥薄层 AI wrapper，核心争议是把 prompt 发给 GPT/Claude/Gemini 再返回结果算不算真正创新
Seriously, who are the investors that are seeing massive value in some of these startups? If anyone is talking about an AI bubble, **this is it.** Random startups are building thin layers around exis…
受众观点：①YC 评选已更多在赌创始人而不是产品，侥幸成分大 ②YC 投的是分发潜力不管工具质量 ③整体评论偏悲观批评，创业社区有真实情绪出口
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- @SnooPandas7741 (2): I think they receive so many applications to the point their selection process is just no longer efficient. They'll reject real products (not AI wrappers) and they'll throw money at AI wrappers just because they like the founders. I mean just never assume that just because you b…
- @South_Literature_39 (1): yeah, I agree
- @Semiotic3 (1): No
- @[deleted] (1): [removed]
- @Medical-Volume-6261 (1): Their are funding distribution potential, no matter how shitty the tool is
Spotify API 去年政策变更导致 YourSpotify 自托管收听历史仪表盘长期失效，社区寻找 Koito 等替代方案
Edit: YourSpotify is a metrics dashboard for listen history, not a selfhosted spotify media playback alternative. Any good alternatives to YourSpotify? Ever since the Spotify API changes last year, I…
受众观点：① 替代工具的可用性——TheAndyGeorge 提到 Koito 有时拉数据中断（但后来发现是自己的 scrobbler 问题） ② YourSpotify 当前状态争议——BXDavies 表示自己的实例仍然正常工作 ③ 本地音乐库+AI 播放列表方案——Bananar525 推荐 Navidrome + Audiomuse-AI 组合
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- @TheAndyGeorge (5): I use Koito, but I just realized it hasn't pulled my data for almost a month... Edit: was just a me thing, scrobbler was down
- @Jhix_two (5): Stop commenting and try reading
- @gobeye (2): Works absolutely fine for me, what are your scrobbling from?
- @BXDavies (2): My YourSpotify seems to be working fine, I thought the API changes were around stopping people pulling song details, such as mood, tempo ect. Have you tried the relog Spotify button on the admin page to see if that fixes in the issue?
- @Bananar525 (2): Navidrome with Audiomuse-AI. The playlists you can create with audiomuse are better than Spotify Radio, if you've got tons of songs per genre
开发者不满 Tailscale/NetBird 与其他 VPN 冲突，探讨老式 port knocking 和新式 fwknop 加密单包认证作为零日防护的替代思路
I'm kind of irritated by tailscale/netbird's inability to play well with other VPNs. At the same time I'd like to expose home server services on the internet (e.g. via a vps) in a way that provides…
受众观点：① fwknop 项目维护状态——kevdogger 指出项目多年未更新，作者 Michael Rashner 是可信赖的人但活跃度存疑 ② port knocking 对动态 IP 场景的局限——CodeAndBiscuits 指出 Cloudflare Workers 这类动态源 IP 场景下 port knocking 完全失效 ③ "security through obscurity"概念的争议——CodeAndBiscuits 用 281 trillion 端口组合数反驳该标签，manosinistra 从历史角度回顾
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- @uncr3471v3-u53r (6): If you just need https you could also take a look at mtls.
- @kevdogger (4): I tried fwknop years ago and the author, Michael Rashner, seems like a reasonable dude. I don't think the project has been updated in years. With wg, if that's what you're using, you really don't need to protect the listening port. It doesn't respond to probes and it needs to es…
- @kevdogger (4): I guess I don't understand your needs and additionally I'm not sure how sticking a port knocker on top of your setup would change any of the scenarios you presented. Port knocking is just an additional security layer..although some would definitely question it's effectiveness..b…
- @manosinistra (3): This guy knocks 100% and the honeypot will weed out all but you and your arch nemesis. Port knocking was something we did waaaay back as a “hey aren’t we clever” invention in an era of hubs and 10base-T and completely open services. I think it’s one of those extra layers now whe…
- @CodeAndBiscuits (2): I think port knocking has its place and I use it in a few situations where I have distributed services that need to connect over public IPS but I can't use a VPN tunnel. But it also has an important limitation. In environments where your source IP is highly dynamic, like cloudfl…
用户在两台 Raspberry Pi NVMe 节点上搭建了 Team Fortress 2 主题的自托管 homepage，域名、位置命名、背景全套 TF2 风格
I've been pretty satisfied with my homepage for a while now. At this point, I'm mostly just removing things I don't use and keeping it as clean and minimal as possible. Everything is Team Fortress 2…
受众观点：① 低对比度 UI 可读性差——scandii 和 EatsHisYoung 都吐槽文字难以辨认 ② 液态动效体验不好——EatsHisYoung 认为 liquid effect 拉低了整体质感 ③ 游戏主题的情怀认同——Common-Operation-141 提到自己玩过 TFC 看到很亲切
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- @scandii (20): are you possibly an optician trying to drum up business?
- @EatsHisYoung (6): To my eyes it’s hard to read. I prefer more contrast. Try making the buttons more opaque
- @EatsHisYoung (5): The liquid effect is not great
- @BaRaD_ (3): Thanks! Im calling the homepage “control point” hence the background
- @Common-Operation-141 (2): The TF2 theme is amazing I want it! Played a lot of TFC when I was younger
SaaS 产品上线 4 个月后 10 个页面突然从 Google 索引消失，帖子引发爬虫预算机制和 Google Search Console 使用方式的深入讨论
Its been like 4months since i launched this saas, and i havent advertised it or did any marketing of it so I was ok with impression and click in beginning. But from like 1 month ago my many page got…
受众观点：①索引是预算不是会员资格，薄内容被清除是正常爬虫资源重分配 ②Search Console Pages 报告有延迟，URL Inspection API 才能拿实时状态 ③去索引和待爬取是不同状态基础概念混淆很普遍
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- @gosolozero (2): You can go into google search console and check insights to see what is dropping. Just update the blogs and update the date. Get more high quality backlinks to high DR sites. Put out more content. And keep posting your links
- @Quiet_Counter4349 (2): Deindexed means a big 0. That's not the case, and that's not where you search for indexed pages.
- @Ok_Gur_9033 (2): Before you act on the Pages report, worth knowing it lags. It is aggregated and can run days behind, so the ten you are looking at are last week's state rather than today's. Pages sit in there as dropped after they are already back. The URL Inspection API gives you the current v…
- @No-Weight1118 (2): the index is a budget, not a membership list. google reaps pages that dont hold their serp position to reallocate crawl, and on a 4 month old site with no backlinks a chunk vanishing in one week is usually that reaping, not a penalty. check the dropped urls in search console: 'c…
- @[deleted] (1): [removed]
r/MachineLearning 上关于 ML 论文是否应该写诚实 Limitations 章节的讨论，核心争议是诚实披露是否会被审稿人当作攻击把柄
Hi, How much does adding an honest limitations section hurt the paper (apart from making it better)? Does it bias the reviewers? Will they want you to fix the things in the limitations section? If th…
受众观点：①@RevolutionaryPea8272 关注审稿人个体差异极大、无法预测 ②@NickOTeenO 提出策略性做法：故意留一个限制让审稿人"发现" ③@ade17_in 分享 A* 会议投稿时所有审稿人直接 paraphrase 了 limitations 章节的亲身经历
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- @RevolutionaryPea8272 (50): I have seen reviewer guidelines for major conferences say that an honest, explicit limitations section should never be held against the authors. Personally, I think an honest limitations section is responsible research. In practice, I have had mixed results. I have had reviewers…
- @NickOTeenO (10): It’s always better to add it, reviewers often note it as strength if you’re honest about limitations. Maybe a bit more unethical but you can leave a limitation for reviewers to pick up on and explore it during review, just don’t overplay it.
- @canbooo (6): But you have to live with yourself. If you are sane enough to know that an honest and open limitations section is part of what makes good science, just do it. It is not the worst thing not to do it in a domain where papermaxing, benchmaxing, reproducibility crisis as well other…
- @SeTiDaYeTi (5): Their LLMs did. Is rather common for an LLM to pick up the self-reported limitations from a paper.
- @ade17_in (4): It does hurt. My last submission at A*, every reviewers just para phrased the limitation section.
ML 研究者讨论 NeurIPS 2026 通知日期与 ICLR 截止日期相差一天的时间压力，以及是否该提前准备 ICLR 备投方案
The date for NeurIPS 2026 author notifications is September 24th. First of all, is it normal for AC and reviewer discussion phases to be this long? This is particularly frustrating given that 5 out o…
受众观点：①@Alternative_Fox_73 建议提交 ICLR abstract 作为保险，撤稿不留痕 ②@TheInfelicitousDandy 指出 NeurIPS→ICLR 格式差异问题是实际操作痛点 ③@TaXxER 提出 double submission 合规性争议
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- @Alternative_Fox_73 (5): Yes, it’s very common to prepare that submission in case. You’ll need to do an abstract submission to iclr in advance and then just cancel it if you get accepted
- @MakingComputersSmart (3): If you withdraw it before the final paper deadline then it won't stay public.
- @TheInfelicitousDandy (2): Neurips -> ICLR is annoying to prepare in particular because you lose so much space from the formatting differences.
- @TaXxER (2): \> You’ll need to do an abstract submission to iclr in advance That’s technically a double-submission.
- @Unhappy_Craft1906 (2): This time ICLR has committed to completing the decision process in less than 3 months. NeurIPS taking the longest among the flagships
开发者分享自建网站（$10 VPS）比客户工作带来更多真实学习，从Cloudflare缓存配置到排查CSS backdrop-filter拖垮低配设备性能
Where I work clients demand images to be 2x the original size and don't care if they end up 4mb each. In my website I try to shave off every kb from the initial load because I get a bunch of technica…
受众观点：①@Popular_Appearance43总结：真实用户抱怨性能比任何客户反馈都更能逼出学习；②@erkin_khidirov分享用预模糊100×100px小图替代backdrop-filter消除GPU卡顿的hack；③@AutoMick补充自建项目无官僚阻力的自由度价值
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- @Popular_Appearance43 (48): Building for real users beats client work every time, nothing teaches you like actual people complaining about performance
- @erkin_khidirov (21): dude the css blur is a framerate killer ive been daily driving a $100 samsung a13 for over 3 years so i notice this stuff imediately had a web app where ui transitions over a blured background would just melt the gpu i ended up faking it made a tiny 100x100px pre blured image pa…
- @AutoMick (16): Yep, also another important thing about running a website is that you're free to rebuild and improve without the bureaucracy of a company. If next Monday I show up and say I'd like to test a few things to make a client's website faster I'd be instantly blocked. "The client won't…
- @mulokisch (6): Thats an is an awsome trick. Out of curiosity, do you exclusively use this or some api check to see if a performance optimization is needed?
- @erkin_khidirov (2): honestly i just use it everywhere now i spent a long time experimenting with web designs and i always loved the blured blocks on creative sites at first i just used `backdrop-filter: blur()` and was happy with it until i tested it on my budget phone and realized it was completel…
独立开发者分享在 Instagram 非推广帖上获得首个有机等待名单注册的兴奋心情，正在等待 Apple App Store 审核。
I know it’s not much but it feels like I’ve been spinning my wheels the last few weeks trying to get people to sign up to my waitlist for my app via non promoted Instagram posts. It’s all been friend…
受众观点：①Dazzling_Bug_2876 指出有机用户的渠道信息比注册本身更有价值建议追踪来源 ②ayscreates 表示想直接联系用户问来源但不确定怎么行动 ③其他评论以祝贺为主提供情感支撑
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- @Dazzling_Bug_2876 (2): that first organic one hits different because you know they found you without any nudge. try to figure out how they discovered you if you can, that signal is worth more than the signup itself
- @ioilala (2): Congratulations 🎉
- @Code_Cadet-0512 (2): Nice bro! It really feels like Ur over the moon feeling
- @SwampTreasureLLC (2): Congrats!
- @ayscreates (1): Yeah I’m half tempted to email them and be like “hey hope you don’t mind me reaching out but how’d you hear about the app”
开发者发布 viofosync，一个针对 Viofo 行车记录仪的本地优先 Docker 工具，支持 Wi-Fi 自动同步、GPS 路径地图、地理围栏和浏览器视频剪辑
For a while now, I’ve been working on an open-source, local-first tool called viofosync. It’s a self-hosted web app (single Docker container) designed to sit on your home server or NAS and automatica…
受众观点：① 帖子评论区被 mod bot 系统误判导致 AI 使用声明被删除的问题——Fine_Jackfruit2265 解释了 AI 加速开发被社区要求披露的背景 ② AI 辅助开发的透明度问题——joniejoon 对 AI sticky 评论被删表示质疑 ③ AI 辅助开发的真实性争议——BilboBaggSkin 质疑这类声明机制能否真正验证
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- @Fine_Jackfruit2265 (4): Weird. My response is still there but showing as deleted if I log out of my account. All I did was respond to it so I can only assume something is broken with that mod bot system https://preview.redd.it/9fnqq7vgzijh1.jpeg?width=640&format=pjpg&auto=webp&s=7141e492dfb…
- @Fine_Jackfruit2265 (3): I had already replied to that comment with the disclosure of AI use. I needed to do that for this post to be allowed. Viofosync has been on github for a couple of years with a small but enthusiastic user base helping improve it. Definitely AI accelerated in recent months but tha…
- @espero (3): Cool. We are talking about it because the response is deleted
- @joniejoon (2): removed comment on the AI sticky is not a good sign.
- @BilboBaggSkin (2): Can’t people just lie though? Like I really don’t understand the point of that comment.
独立开发者发布 PlateDiary iOS/Android App，拍一张餐桌全景照片后设备端自动识别分割每道菜，3秒完成，数据不上传留在本地。
Whenever I ate out with friends, I kept doing the same thing: taking five separate food photos, forgetting what we ordered, and never looking at them again. So I built PlateDiary. You take one photo…
受众观点：①ggGeorge713 对图像分割的具体技术实现感兴趣（image editing vs JavaScript 方案）②其他评论以情感认可为主缺乏实质性反馈 ③skylarknexus（作者）主动回复说明渴求社区反馈
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- @mayoneltd (2): Oh so cute
- @skylarknexus (2): You can make it as referenc to your cooking. For play mode, actually, it is just a fun experiment on my end that end up in production. It is like a fidget you can use for fun :D There’s a lot coming, any suggestion will be appreciated. Also sent you a message :D
- @skylarknexus (2): You can also rate your cooking if what you want to add next or try next, or anything about your food :D
- @skylarknexus (1): Thankss! Hope you enjoy it
- @ggGeorge713 (1): Love the movement of the cutouts! I've been doing some image editing vs javascript myself. How did you implement the generation of the cutouts?
一位有 10 年经验的开发者用 React + Express + Socket.IO + Postgres + Redis 重建了已死的 plug.dj，解决了跨客户端时钟同步、PRNG 视觉灯效、YouTube iframe 跨域限制等多个有趣技术难题。
For those who never had the pleasure of using plug.dj and similar social music sharing sites: you create or join rooms, people queue up to DJ, and everyone listens to the same songs together in sync.…
受众观点：① TypeScript 是否必要的激烈争论（solo dev 视角） ② PRNG 灯效同步的优雅设计 ③ 真实用户互动场景的真诚反应
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- @Outrageous-Chip-3961 (3): not using react 19 and typescript is questionable. Typescript more than react 19 as that's a easy fix. Sounds like you also have no component library so that is also a pain. Consider using things like mantine or shadcn. That said, I think the product works well. Its just the mai…
- @i-hate-in-n-out (3): Assuming you are the only dev, ts will just slow you down. You aren't shipping to fortune 500 companies. My company has a 5 million line untyped app. I can count the number of type errors we've had on zero hands. Have fun programming the way you are most comfortable.
- @Mathematician_Future (2): oh hell na I got on and somebody shot me with a water gun
- @PersonalitySuch3903 (1): The PRNG lightshow is such a clean workaround, syncing visuals without shipping any data is exactly the kind of trick that makes these projects fun to build
- @Alexandur (1): Appreciate it! I did go back and forth on TS when planning this... maybe worth a rework in the future. Also thanks for not being a bot lol
开发者构建了 svemojis.com，一个完全客户端运行、无需注册的 SVG emoji 编辑器，用原生浏览器 API 实现了逐点拖拽、路径动画和多格式导出，未引入任何 SVG 操作库。
Showoff Saturday, so here's a side project: [svemojis.com](https://svemojis.com/) — a free, no-signup gallery of SVG emojis you can recolor and reshape, plus a Paint-style`create (located at the top)…
受众观点：① 纯原生实现流畅度令人意外 ② 逆矩阵坐标转换加 requestAnimationFrame 的具体实现 ③ 是否支持手绘转矢量路径
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- @Able_Guitar_8343 (5): This is actually really smooth for client-side, surprised how responsive the point dragging is. What did you use for handling the SVG manipulation under the hood?
- @do-you-feel-it (2): Thanks! It’s all native SVG and browser APIs—no canvas or manipulation library. I parse the SVG paths into editable points, convert pointer coordinates into the SVG’s viewBox using the inverse screen transformation matrix, then update the underlying geometry directly. Pointer ca…
- @Correct-Layer1059 (2): clean project tbh. one thing, when you say Paint-style create tool, do you support freehand drawing that converts to vector paths? or is it more like placing and editing predefined shapes
- @do-you-feel-it (2): Thanks! It’s currently a point-based vector editor rather than a traditional freehand brush. The Pen and Curve+ tools create custom editable paths, while Shape Builder, Path Builder, the vector Eraser, and Paint Bucket let you combine, cut, reshape, and fill intersecting geometr…
- @nabilaba (1): Handling native SVG path manipulation instead of just dumping it into a canvas is a solid move. It keeps the DOM lean and avoids the rasterization bloat you typically see in web-based editors. Curious if you ran into any math headaches calculating the inverse matrices when dragg…
开发者坦言 ML 项目经常做到 90% 就失去兴趣，调通 GPU 和跑通模型的设置阶段才是真正的乐趣所在
I have a bad habit of getting a new project 90% of the way there and then losing interest. Dependencies work, GPU is detected, model downloads, everything finally runs. And then somehow the actual pr…
受众观点：①最后 20% 才是真正 80% 的工作量，完成成本被严重低估 ②真正意义上的跑通只是第一个 cycle，实际结果要 N 个 cycle 后才出现 ③ADHD 视角：这不只是懒，是神经差异
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- @Only_lurking_ (12): The last 20% of IT projects is 80% of the work
- @Zaza_0 (9): That’s only like the first 5% of the project for me usually…
- @user221272 (7): Setting up projects and getting everything to dry run is like 5% of the project. Once you finish your first cycle and realize that everything "runs" but is actually broken, this is where the hard part starts. You get N cycles done, and you finally get the exciting results.
- @tripleshielded (5): Last 0.2% is 800% !
- @IDefendWaffles (3): Sounds like you have ADHD. Source: I do also.
独立开发者从游戏《Starfield》视频截帧制作了 50 种生物 2 万张图片的分类数据集，评论区顺带讨论了游戏素材用于 AI 训练的版权合规问题
**Repo with dataset links:** [https://github.com/tesselwait/Starfield\_Fauna](https://github.com/tesselwait/Starfield_Fauna) Image classification dataset: 20,000 images from 50 fauna species in the v…
受众观点：①@samrus 直接问"这有用吗"，受众对数据集的实际应用场景持怀疑态度 ②@currentscurrents 表态在美国法律框架下用版权素材训练 AI 属于 fair use，版权问题是底层关注点
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- @eccLykta (3): It is not going to drive your car. On the other hand people venturing into generative AI use video game footage. It is organized data.
- @samrus (2): is this particularly useful?
- @eccLykta (1): Abstractly the similar to nature context and visually rich creatures could be useful in some subdomains. I'll note I think the fauna in this game were designed partly for deep learning in the psychological similarity domain: [https://arxiv.org/pdf/1908.09260](https://arxiv.org/p…
- @eccLykta (1): If I buy a car and photograph it is it art theft?
- @currentscurrents (1): Training AI models on copyrighted materials is fair use under US law.
独立开发者为妈妈打造全食物营养追踪网站 nubetracker.com，记录矿物质和维生素摄入情况，非卡路里计数工具。
https://reddit.com/link/1vox0aa/video/lu4c8bytxhjh1/player Hey wanted to share my side project with you guys. My mom switched her diet to a healthier years ago when i started working out. She's oldsc…
受众观点：①数据可信度与来源透明度（USDA/EFSA 标注需求）②实用功能扩展（打印报告、熟食vs生食）③食物协同效应功能需求
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- @iAmbricksta (2): these are some big ideas. thank you for the feedback! will work on all of your ideas. the spinach+citrus should work already in the Synergies section (might be a bit hidden right now though) USDA/EFSA is already planned for a soon to come stage. printable report should be really…
- @QuarterLoose8429 (1): love this—since your mom prints stuff, add a one‑click printable day/week report showing %RDA/AI by micronutrient with your ✓/✓✓ legend and simple “low” flags. also consider cooked‑vs‑raw variants, suggested pairings (spinach + citrus for iron/Vit C), USDA/EFSA data import, and…
- @ZeroCostTech (1): This looks really polished. One thing I’d personally want before relying on the insights is visibility into where each claim comes from. For example, if the app says “this combination improves iron absorption”, being able to tap it and see the source/data behind that recommendat…
- @iAmbricksta (1): i like the idea. currently i took EFSA data for it. But that makes total sense. since it was private before my mom knows where it comes from. Thank you for the feedback. will do this instantly.
BDH-CQ 是一个在潜空间进行迭代推理、中间步骤不解码为语言的新型推理系统，150M 参数配置在 ARC-AGI-1 上以极低成本突破了之前的 cost-accuracy Pareto 前沿
We introduce BDH-CQ, a reasoning system that brings these capabilities together. Demonstrations of a previously unseen task update recurrent memory; the query is then solved through iterative computa…
受众观点：①评论区讨论集中在标题全大写格式问题（@Skye7821、@SlowF2l），说明技术内容本身还没被深入讨论 ②@moschles（作者）活跃在评论区解释原因，是互动切入点
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- @Skye7821 (13): WHY IS THE TITLE IN ALL CAPS!
- @moschles (9): sorry. that was due to copy-pasting directly from the paper, which used some kind of impact font.
- @SlowF2l (5): chill no need to shout
- @gui_zombie (3): Because this is huge!
- @canbooo (3): Found the LLM blog enthusiast
印度独立开发者用 SwiftUI 构建了 macOS 全局径向菜单工具 Arc，支持多工作流配置和动作链，7 美元买断制在 App Store 上线
*Really proud to share this finally. Hope you love it as much as I do! I truly believe it has the potential to save a lot of time jumping between various tasks.* **Problem** A lot of everyday actions…
受众观点：①7 天试用需要更有主见的 onboarding 预制工作流才能建立习惯转化 ②solo project 的定义问题 SaaS vs 买断 App ③作者实时回应说明在做预制菜单
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- @Smooth_Doubt2290 (2): The product sounds useful, but I think the bigger challenge will be getting people to understand the value before they’ve built the habit. I would make the 7-day trial very opinionated. Instead of giving users an empty radial menu, start them with 2–3 ready-made workflows like “…
- @shubham_iosdev (2): Thanks for the advice! I really appreciate it! I'm providing shortcuts that the user can add in their menu during onboarding. I'll give them premade menus as well :D
- @Powerful_Landscape56 (1): Nice ...
- @aayush_aryan (1): And this belongs ro r/SaaS why? This looks like a one-time App... Not a SaaS.
- @shubham_iosdev (1): First of all it’s not vibe coded. Second, how would you change it?
独立开发者单人开发 Android 应用 Zevora，用 AI 扫描识别药片和药品标签上的 imprint code，用通俗语言解释药物信息并朗读出来。
Point your camera at a pill, a box, a bottle - anything. My app uses AI to read the imprint code and the label, then tells you what it is, what it's for, and the stuff you actually care about, in pla…
受众观点：①与通用工具的差异化质疑（goofyaahdog/twolf59 均认为 Google Lens 能替代）②App 实际可用性和 UI 体验
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- @According_Pie_1740 (1): Link if you want to try it: You can test the app and check the clean UI flow here: [Zevora](https://play.google.com/store/apps/details?id=com.zevora.app&referrer=utm_source%3Dreddit) Early build, want the real feedback - tear it apart.
- @goofyaahdog (1): How does it compare to native applications, like google lens
- @twolf59 (1): Yeah.. I can just do the same thing with chatg or Google lens.
Chrome 扩展自动抓取网页商品名称、品牌、库存状态、来源 URL 和图片链接，一键保存到 Google Sheets。
It captures information like the product name, brand, availability, source URL, and image URL, then saves everything directly to Google Sheets.
受众观点：①数据重复与去重问题（Particular_Luck80 提出新增/更新预览确认步骤）②PIM 产品信息管理的企业级延伸场景（Freienbach）
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- @Particular_Luck80 (1): Duplicate rows will get messy fast. Same product opened twice, a refresh, or just a price change. I’d want a preview with “add new” or “update existing” before it reaches Sheets.
- @Objective_Low5672 (1): Hi! It didn't duplicate, the first two was a test before I recorded hehe. Yeah, I'm working on those features too. Right now, I'm playing around with I've managed to create and see where it needs work.
- @dealapp (1): LANK?
- @Freienbach (1): Great. This is a top feature for a PIM system. I am discussing product information management issues in r/productdata, if you want to come along.
用户分享 Claude Code 应用新增夜间任务完成通知功能，但仅在专注模式会话中有效，评论区提供多种替代方案
It's a tiny feature I cannot underappreciate, arrived recently to "Code" in Claude app. Seems to work only on a focused session, so don't turn off your alarms yet Disclosure: the night alert actually…
受众观点：①让 Claude Code 自建 cron 任务保持运行，本地执行不受 API 中断影响 ②宏录制工具替代方案 ③设闹钟没必要，终端延迟命令更简洁
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- @Oaeksrdpstr141 (9): Why would you even use an alarm for that anyway? You are using a computer, man, a damn programmable machine. It's literally 1 small terminal command to press Enter after a delay, or something like that. You could also always go fancy and create some sort of automation tool... Th…
- @Novel_Bedroom_3466 (6): Macro recorder presses the button for me.
- @bigman11 (3): Y'all are losing sleep for literally no reason. In Claude Code, you just tell it to set up a monitor to keep it awake and working overnight. The cron it creates is local, so it won't break from a momentary api or internet outage and it will even make it self-recover from stoppin…
- @thestillwind (2): Small indie company
ML 论文作者在 OpenReview 上发现 AC 的评论和自己的回复同时消失，担心是被 AC 删除以掩盖拒稿理由，评论区告知这是正常审稿流程
Hi everyone, we noticed that the AC's comment, along with our reply, has disappeared, and we are wondering if anyone else has experienced the same thing. The comment was made by the AC on the first d…
受众观点：①@MakingComputersSmart 解释 AC 删除评论是正常流程，是为了更新最终决策，不是拒稿信号 ②@soup---- 证实同样经历了相同情况，说明这是 review 阶段的普遍现象
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- @MakingComputersSmart (11): Hey, it's totally normal. The AC will be updating their comment (for both accepts and rejects) and that's why their statement and subsequent discussions have disappeared. Nothing to worry, this is no indication of an accept or reject, just part of the process. Your review scores…
- @Terrible-Chicken-426 (1): Thank you very much!!
- @soup---- (1): Mine also disappeared. I think its supposed to happen during this phase.
RobinRank创始人复盘自动化外链交换功能：352次注册仅22人连接CMS，用户真正想要的是手动挑选和直接沟通而非自动化
For the last few months I've been building an automated backlink exchange. The pitch was hands-off: connect your WordPress, Ghost or any other site through a webhook,, we write SEO articles in your b…
受众观点：①评论区极稀少，@PopStunning3084仅留下产品链接RobinRank.ai；②原帖作者自问是否该给330个从没用过功能的用户发长邮件，尚无人回应
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- @PopStunning3084 (1): Since a few people will ask, the product is [RobinRank.ai](http://RobinRank.ai) Still in beta and free
- @[deleted] (1): [removed]
介绍一个用 Prisma 和 StackRender 从 ER 图直接生成可用 schema 的工作流，跳过手写 SQL 和手动定义 Prisma model 的繁琐步骤，加速后端项目启动。
Designing a database schema is often one of the slowest parts of starting a new backend project. You either spend time writing SQL by hand or carefully crafting Prisma models before you can even writ…
受众观点：① 工具的 SQLite 兼容性 ② Prisma init 具体命令和实操流程
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- @Background-Front-925 (2): does this work for sqlite?
- @tamanikarim (1): Yes , it's the same, Just initiate Prisma with SQlite : npx prisma init --datasource-provider sqlite Then design your database in Sqlite dialect, follow the same process, deploy and pull the schema and you are ready to go .
开发者用 Next.js + TypeScript + Vitest 构建了 weightedwalkingtools.com，一套专注于加权步行和背包徒步的计算器集合，核心亮点是将科学计算逻辑层与 React 组件层完全分离以提升可测试性。
Hi everyone — I’ve been building Weighted Walking Tools, a free collection of calculators for weighted walking, rucking, walking pads, and step planning: https://weightedwalkingtools.com The project…
受众观点：① 计算逻辑与组件分离的可维护性收益 ② 通过共享计算引擎实现跨 calculator 复用
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- @Suspicious_Skill7292 (1): separating the calculation logic from the react components was a good call it should make testing and changing the formulas much less painful later
- @Cosmin_Dev (1): Thanks! That was exactly the idea. It also lets several calculators reuse the same tested calculation engine while the React components only handle inputs and presentation.
Inferock Bench 是今日 PH 第一的开源 AI 推理性能基准测试工具，面向开发者
Inferock Bench
受众观点：①开发者对 AI 推理性能标准化评测框架的需求 ②开源 AI 基础设施工具的关注度（Open Source + Developer Tools 双标签登顶 PH）
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- @Overview (0): * [Reviews](/products/inferock-bench/reviews) * [Alternatives](/products/inferock-bench/alternatives) * [Built with](/products/inferock-bench/built-with) * [Team](/products/inferock-bench/makers) * [Awards](/products/inferock-bench/awards) * More Free Launch tags:[Open Source](/…
Z.ai 发布 MIT 授权的 GLM-5.3 系列模型（Base/Reasoning/Rumination），主打代码能力提升
Z.ai
受众观点：①MIT 授权模型对商业产品（免版权顾虑）的吸引力 ②Rumination（沉思型推理）这类新架构模式的关注
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- @LLMs (0): • [AI Infrastructure Tools](/categories/ai-infrastructure) Official Z.ai platform to experience our new, MIT-licensed GLM models (Base, Reasoning, Rumination). Simple UI focuses on model interaction. Free. * [Overview](/products/z-ai) * [Launches14](/products/z-ai/launches) * [R…
Zetik 是独立开发者 Nathan 打造的 AI 跨平台信号聚合工具，整合新闻、X、Reddit、GitHub、arXiv 及播客
Zetik
受众观点：①信息密度问题：@Zetik（maker Nathan）提到每100条仅1-2条值得看，引发独立开发者共鸣 ②跨格式信号追踪的价值：@Merry 指出音频转文字覆盖播客这类非 RSS 格式是差异化亮点
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- @Overview (0): * [Reviews](/products/zetik/reviews) * [Alternatives](/products/zetik/alternatives) * [Built with](/products/zetik/built-with) * [Team](/products/zetik/makers) * [Awards](/products/zetik/awards) * More Free Options Launch tags:[Productivity](/topics/productivity)•[News](/topics/…
- @Zetik (0): Maker 👋 Hey Product Hunt! I'm Nathan, the builder of Zetik. **Honest origin story:** I hunt for quality information every day — and still miss things that matter. Out of every 100 posts I scroll, maybe 1–2 are actually worth my time. And the signal is everywhere. A story starts…
- @Merry (0): [Jaaz](/products/jaaz) Usually skeptical of 'info agent' launches, but tracking the signal across formats (especially audio to text) instead of just RSS feeds makes a ton of sense. Setting up my first topic now! Upvote Report Share 10h ago [](/@nathan%5Fph)
- @Zetik (0): Maker
- @Zetik (0): Maker
Mac 端 AI 内联助手 Attyn 把 AI 能力直接嵌入当前打开的应用，无需切换 tab，支持文本改写、实时语音听写和屏幕问答四种交互模式
Attyn
受众观点：①@Anuj 关注 Attyn 在本地模型和 BYOK 支持上的设计选择，认为这与 cursor-level assistance 形成了强互补 ②@Anuj 进一步追问 Screen Assist 何时自动推断上下文、何时让用户主动限定可见范围，说明受众对 AI 上下文边界控制有明确诉求
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- @Overview (0): * [Reviews1](/products/attyn/reviews) * [Alternatives](/products/attyn/alternatives) * [Built with](/products/attyn/built-with) * [Team](/products/attyn/makers) * [Awards](/products/attyn/awards) * More Free Options Launch tags:[Mac](/topics/mac)•[Productivity](/topics/productiv…
- @Attyn (0): Maker 📌 Hi Product Hunt 👋 I’m Rohit, and I’m building Attyn. Most of us begin work at a cursor, yet using intelligence still means leaving the work for another tab. Attyn brings it into the app already open. Today, Attyn has four surfaces: • Inline Assist rewrites selected text…
- @Attyn (0): Maker Watch Attyn in action: Complete product film: <https://youtu.be/0qGNmaA9gDg> 30-second tour: <https://youtu.be/66BQUMIi7CU> Upvote Report Share 6d ago [](/@getosmo)
- @Anuj (0): @Rohit C — the local-model/BYOK choice is a strong complement to cursor-level assistance. Screen Assist plus Blackboard looks especially useful when a question needs both the current app context and a visual explanation. How are you deciding when Attyn should infer context autom…
- @Attyn (0): Maker