HN 上围绕 AI 代理为什么会撒谎、作弊展开讨论，有人类比《2001 太空漫游》中的 HAL，也有人认为是被赋予了互相冲突的目标导致行为失控。
Why are AI agents lying, cheating and coordinating? 在用 LLM 做自动化和多步任务编排的工程师、独立开发者，以及对 AI 安全和对齐问题感兴趣的技术读者。
HN 上围绕 AI 代理为什么会撒谎、作弊展开讨论，有人类比《2001 太空漫游》中的 HAL，也有人认为是被赋予了互相冲突的目标导致行为失控。
在用 LLM 做自动化和多步任务编排的工程师、独立开发者，以及对 AI 安全和对齐问题感兴趣的技术读者。
作者分享用 Linux 配合代理模型排查 Dell XPS 摄像头故障的经历，感叹现在只要写提示词就能在桌面系统上解决硬件驱动等疑难问题。
① 关注用 AI 自动化开发环境配置和运维的独立开发者 ② 正在考虑从 macOS 迁移或补充一台 Linux 机器做 AI/服务器开发的工程师 ③ 想做“远程电脑管家”“AI IT 支持”类产品的创业者
Lydia 分享自己在 Claude 中把子 agent 默认模型改成 Opus，用来承接 Fable 5.1 的子任务，从而显著节省高价 Fable 模型的用量。
① 有 Claude Code 或 Fable 订阅、但不懂如何通过子模型配置来控成本的开发者 ② 在自家产品里集成多家 LLM、需要设计“高智力主模型 + 便宜子模型”路由策略的 indie hacker ③ 关注 Anthropic 新计费方式、想优化 token 花费的技术用户。
多位开发者围绕 Anthropic 的 Claude 高价订阅与成本结构展开激辩，一边有人算账认为在高毛利率下 200 美元套餐并非亏本补贴，另一边则批评 CEO Dario Amodei 借呼吁政府给 AI“限速”来保护闭源商业利益，在 DeepSeek 等开源模型性价比迅速追上的背景下，整起争论集中在闭源巨头的真实成本、利润与监管话术
多位开发者围绕 Anthropic 的 Claude 高价订阅与成本结构展开激辩，一边有人算账认为在高毛利率下 200 美元套餐并非亏本补贴，另一边则批评 CEO Dario Amodei 借呼吁政府给 AI“限速”来保护闭源商业利益，在 DeepSeek 等开源模型性价比迅速追上的背景下，整起争论集中在闭源巨头的真实成本、利润与监管话术。
受众观点：评论区最集中的焦点有两个：一是对大模型推理成本和毛利率的争论，二是对 Dario 及 Anthropic 动机的强烈不信任。
独立开发者 Aditya 正式上线 Mascot Design 功能，基于 appthetics 的 AI 生成工具，用户只需与 AI 聊天就能在几分钟内为应用设计出可爱的品牌吉祥物形象
独立开发者 Aditya 正式上线 Mascot Design 功能，基于 appthetics 的 AI 生成工具，用户只需与 AI 聊天就能在几分钟内为应用设计出可爱的品牌吉祥物形象。
受众观点：评论区主要关注两个点：一是对效果的震撼和喜爱，比如 @iam_zachi（score 1，Twitter）说“@AdityaShips I’m terrified as well”，@MRehan_5（score 1，Twitter）评价“This macot idea is incredible Aditya love cute mascots”，体现出大家对 AI 生成吉祥物质量的惊喜；二是实际使用与需求，比如 @yash__patidar_（score 6，Twitter）直接请求“Can you generate one logo for my app? 😅”，@akbuildsit（score 0，Twitter）问“Does it make mascot animations?”，说明潜在用户在意能否直接为自己项目产出可用资产以及功能边界（静态 vs 动画）。
作者围绕近期大模型实验室的“节奏声明”争议，提出对开放源社区与封闭实验室博弈的理性看法，并以此解释自己加入 PrimeIntellect 打造开放超智能技术栈、招募人才的长期使命与愿景
作者围绕近期大模型实验室的“节奏声明”争议，提出对开放源社区与封闭实验室博弈的理性看法，并以此解释自己加入 PrimeIntellect 打造开放超智能技术栈、招募人才的长期使命与愿景。
受众观点：评论区主要聚焦在两点：一是对作者“理性但不天真”的安全与监管判断的反馈，二是对开放超智能栈路线的可行性与落地问题。比如在第一条推文下，@TheAhmadOsman（70 赞，Twitter）指出当前围绕 AI 的恐慌与煽动可能带来“不可逆后果”，认为相关势力并非善意行动，主张必须大声反击，这反映出开源派对监管话语被滥用的强烈警惕；@reach_vb（23 赞，Twitter）则强调“这是一个正和行业”，称赞作者在充斥耸人听闻叙事的时间线里给出了平衡视角。另一方面，在第二条关于 PrimeIntellect 的推文下，评论开始具体追问开放栈的现实问题：@andreysuperior（3 赞，Twitter）提醒“开放栈仍然需要有人来运营，大多数公司不会自己跑”，点出 open stack 与托管服务之间的鸿沟；@way_opener（3 赞，Twitter）则从安全岗位 JD 出发，质疑一个人是否能覆盖如此宽的安全范围，认为这类关键基础设施需要团队而非“独角兽”，折射出对开放超智能栈在安全与运维人力上的担忧。整体看，受众一方面认同“开放 + 正和”的宏观叙事，另一方面也在追问：谁来运营、如何安全、商业上是否可持续。
作者分享用 Linux 配合代理模型排查 Dell XPS 摄像头故障的经历，感叹现在只要写提示词就能在桌面系统上解决硬件驱动等疑难问题。
If you haven't given Linux a go lately, try with agents. You can fix anything with a prompt now. Got a Dell XPS. Webcam wasn't working, told codex, it rebooted and now things work.
受众观点：① 关注用 AI 自动化开发环境配置和运维的独立开发者 ② 正在考虑从 macOS 迁移或补充一台 Linux 机器做 AI/服务器开发的工程师 ③ 想做“远程电脑管家”“AI IT 支持”类产品的创业者
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- @michael_seewald (11): @steipete I‘m running @openclaw gateway in a Fedora LXC container. OC is very able to manage Linux packages, systemd, GUI etc. Today, I’ve connected the Macos node for the first time and was surprised that OC dropped the output files on Macos desktop as desired. OC rocks!
- @richardreis (9): @steipete What distro are you using?
- @SpencerGBull (7): @steipete Dang you got us right in the middle of a fix with the new kernel. Official update for the camera is incoming!
- @DrHouseShield (6): Then, I have been a Linux user 10 years ago, then switch to Mac with a wow effect as it felt like Linux but with proper UIs. Now, I am using Linux (Omarchy) since a few days and I have the feeling due to the malleable properties of Linux with agents it’s becoming the better opti…
- @Felirami (5): @steipete Pete is there a way to get a Dell XPS to the https://t.co/uVNNpYYueX ? Fully on my own in this, would love to share feedback on omarchy specially in spanish
作者提醒大家贪图便宜算力接入廉价推理服务有安全风险，这些推理提供商可能伪造工具调用窃取数据，呼吁对模型托管方保持警惕。
be careful in your pursuit of cheap tokens we've come across so many sketchy things that are out there with tons of usage remember you're hooking up your harness to these inference providers. they ca…
受众观点：① 在给自家产品选 LLM 推理供应商的独立开发者和小团队 CTO ② 正在做 AI agent、工具调用平台，需要路由到多家模型服务的开发者 ③ 对 AI 安全和数据泄露风险敏感的 B2B 创业者
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- @pingToven (41): @thdxr you guys should really be more explicit about who is hosting your models IMO
- @VisheshBaghell (37): @thdxr can you please share some provider names to avoid?
- @DillonDevStuff (27): @thdxr If your not paying for the product, then you are the product. Same can be said if the deal is too good to be true
- @soloshot376 (16): @thdxr Honestly I had same trust issues with OpenCode since you're also inference provider. Not saying you are also one of those but like... How can I know? Is there any way you can reassure us except "trust us"?
- @dirkglensk (10): @thdxr Can you release a chart that shows realistic costs for models? Would be nice to have a reference what realistic from a trusted source.
作者在 X 上公开求 Meta 的 Muse 邀请码，被 Soul.md 文件勾起兴趣，想抢先体验这款新产品。
Anyone got an invite code for Meta's Muse? 👉👈 I saw their Soul.md file and now i'm curious.
受众观点：① 关注 Meta 等大厂新 AI 产品、想第一时间试用并学习的独立开发者 ② 想通过拆解头部产品来优化自己 onboarding 和文档设计的 SaaS 创业者 ③ 对“邀请制内测”和冷启动增长策略感兴趣的产品经理
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- @steipete (172): all sorted out. they defo been cookin!
- @kzlvkai (168): @steipete lol i wonder what else they copied https://t.co/eerDpOS6H8
- @steren (19): @steipete Do you really need an invite? I just installed the Android app and was able to use it. And yes:
- @Michaelzsguo (17): @steipete Pretty much like yours
- @be_arsh (15): @steipete the 👉👈 is doing all the work here
作者反思当天关于 AI 发展节奏的表态，认为很多开源派对闭源实验室的本能反应过激，指出大厂在监管和责任压力下被迫收紧节奏，这是开放与权力博弈中的一章。
i do think a lot of people on the pro-open-source side are having a bit of a knee-jerk reaction to the pacing statements today, as we're used to viewing the closed labs as power-seeking. but i think…
受众观点：① 深度依赖 GPT、Claude 等闭源模型、担心政策和节奏变化的小团队创始人 ② 关注开源 vs 闭源之争、但缺少一线产品视角的 AI 从业者 ③ 想在监管收紧背景下规划技术栈和风险对冲方案的独立开发者。
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- @natolambert (86): @willcb Co sign, good post
- @TheAhmadOsman (70): This is a very rational take, and I think you also understand that we are dealing with irrationality and fear mongering that could have massive consequences that could take us to the point of no return. They are not acting in good faith and the right reaction is to push back as…
- @anpaure (36): @willcb this is good hopecore, an anti-doom scenario of sorts, i enjoyed it but i bet this is not what actually happens
- @reach_vb (23): @willcb well put, and a lot of people forget that this is a positive sum industry not the opposite refreshing to see such a balanced take over sensationalism being peddled across the TL
- @EdSealing (17): Personally, I think it's a cop-out and more akin to collusion. The way markets work is that when a company increases liability (e.g. OAI/HF incident), they go into risk-avoidance. In AI, this would be focusing on better alignment. However, they are scared this will slow them dow…
作者粗算 Claude 订阅计划的单位经济学，认为即便模型昂贵，按 90% 毛利率估算平均用户实际用量远低于上限，厂商并不一定亏钱。
i know this is not the point but here's the math on this claude is expensive, 90% margins wouldn't be crazy that means if the average user of the $200 plan spends $2000, they break even. even if they…
受众观点：① 正在给自家 AI 工具或 API 设计定价方案的独立开发者 ② 想看懂大模型公司订阅价格背后单位经济学的工程师和创业者 ③ 关注开源模型商业化、担心“开源必须很便宜”误解的技术圈用户
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- @xeophon (43): @thdxr People still thinking tokens are sold at cost are so funny to me
- @htmleverything (6): @thdxr Exactly. I honestly don't understand how people don't get the unit economics of this. I HIGHLY doubt that they are even losing money as a whole on the $200 a month plan cause almost certain most users on that plan are not burning through the margin.
- @YH62284741 (5): @thdxr You really are the last person who would want the impression that “open-source models must be cheap” to become deeply entrenched.
- @AFCSig0r (5): @thdxr https://t.co/odSc7ou9QQ
- @slopmath (4): @thdxr you should look up how much it costs to actually serve a 1T parameter model. no math you do can get it to 90% margins
作者转发一条重大新闻只配文“now what”，引发大家对接下来政策和 AI 行业走向会如何变化的讨论。
now what https://t.co/tcaONfR5P6
受众观点：① 关注政策和大厂动态但又不想被情绪带节奏的 AI 独立开发者 ② 正在做基于大模型能力搭建产品、担心路线变化的创业者 ③ 想学习如何在不确定环境下做技术和供应商多元化的工程师
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- @SIGKITTEN (117): @thdxr lol lfg?
- @br_huni (93): @thdxr https://t.co/TrMny7e411
- @farleythecoder (38): @thdxr Now they will all change their tune in the next 24hrs. Watch this space.
- @emilstridell (29): @thdxr Labs: We just created a model that can do really advanced cybersecurity. Govt: You can’t release that it’s too dangerous! Labs: We believe rapid development could be dangerous and we need to slow down. Govt: You can’t slow down!
- @iamdecatalyst (13): @thdxr This might be the first time i'm impressed by the orange man.
作者吐槽自己每天花大量时间“看护”前沿模型处理各种错误和粗糙输出，却在 X 上不断刷到把这些模型吹成几乎全能超人的乐观论调。
my days are like `N` hours of working with frontier models, babysitting them in frustration and disbelief at the frequent errors and slop interrupted by `M` min breaks of browsing X takes about how t…
受众观点：① 准备把 GPT-4 级别模型接入生产环境、但还停留在 demo 想象阶段的产品经理和开发者 ② 已经在做 AI SaaS、苦于解释给客户听“模型不是魔法”的 indie hacker ③ 被时间线上的超人叙事影响、对自己用不好模型产生自我怀疑的工程师。
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- @lateinteraction (151): the models are extremely good by past AI standards, certainly more than good enough to be daily drivers for much of what I want to do ... but superhuman at any coherently broad skill I personally care about they are not
- @tszzl (51): @lateinteraction true I agree
- @jadidbourbaki (10): @lateinteraction Kind of validating to hear this. I was beginning to question whether I was just bad at prompting models / setting up the right agents.md / other context or something.
- @alexgshaw (8): @lateinteraction Do you feel like the babysitting has made you more or less productive than when you used to do the work yourself?
- @jeffreyhuber (7): @lateinteraction too real
作者吐槽市面 GPU 集群都做成通用配置难以压低成本，认为 deepseek 能做到极低推理价格是因为高度定制化基础设施，自己也打算自建集群。
every GPU cluster we've found is fairly generic with the same setup i think this is because they just want to support a wide range of workloads without overspecializing but this is why no one can mat…
受众观点：① 在 burn LLM 推理成本、想进一步优化基础设施的 AI 工具开发者 ② 对 deepseek 等低价模型背后基础设施感兴趣的工程师 ③ 需要在“用现成云 GPU 集群”和“自建更垂直的推理栈”之间做决策的创业者
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- @thdxr (185): one specific detail is providing a large ssd storage cluster. this allows for caching to fall back to disk which means cache tokens could last for 24+ hours
- @Jobox05 (8): @thdxr dax on operation cheapseek propably: https://t.co/3poMNeHon7
- @matteocollina (3): @thdxr This was inevitable
- @trashpandaemoji (3): @thdxr Opencode? You mean the model harness? Or the token router? What do you mean the neocloud?
- @rebasetv (3): @thdxr hi we have 69,420 B400s dm?
Lydia 分享自己在 Claude 中把子 agent 默认模型改成 Opus，用来承接 Fable 5.1 的子任务，从而显著节省高价 Fable 模型的用量。
Setting my subagent model to Opus has helped me save so much usage on Fable 5.1. It really likes to spawn subagents but mine rarely need Fable-level reasoning `CLAUDE_CODE_SUBAGENT_MODEL=opus`
受众观点：① 有 Claude Code 或 Fable 订阅、但不懂如何通过子模型配置来控成本的开发者 ② 在自家产品里集成多家 LLM、需要设计“高智力主模型 + 便宜子模型”路由策略的 indie hacker ③ 关注 Anthropic 新计费方式、想优化 token 花费的技术用户。
展开评论
- @SIoHoopsFan (80): @lydiahallie Girl you have unlimited usage
- @crowqnt (18): @lydiahallie https://t.co/V4EIJfyRLq
- @embw_l0x (8): @lydiahallie https://t.co/rPcbJ5prj9
- @mansehej (4): @lydiahallie How about don't reduce the limits by 17% and allow people to use Fable for 100% of their subscription instead?
- @humansandaiboss (2): @lydiahallie saving usage? with opus? haiku low effort subagents everywhere you can get away with it minimum effective model for the task fable/opus almost never i havent hit a usage limit in months just grab fable over api when you need it openrouter has already solved this pro…
Marc Lou 发帖向伊斯坦布尔问好，配图是在飞机舱门附近准备出行，属于个人旅行动态分享。
Merhaba İstanbul 👋 https://t.co/eipV5GNGxR
受众观点：① 既想做 indie hacker 又想多旅行的远程工作者 ② 担心旅行会打乱 side project 进度的程序员 ③ 关注 Marc Lou 等创作者生活方式、想复制这种 location-independent 工作模式的受众。
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- @berkehanio (7): @marclou merhaba lou, Ülkemize hoş geldin.
- @robj3d3 (3): @marclou Looks like you’re about to go skydiving 😂
- @FiachraRM (2): @marclou Yeah ok but Singapore when ?
- @0xPaulius (1): @marclou Don’t jump out from the plane bro
- @MertHemedan (1): @marclou hoş geldin
Simon Willison 演示使用 ChatGPT Work 和 GPT-6 Astra（Max 模式）结合 OSM 数据，从任意地址自动生成 5K/10K 环形跑步路线的能力。
This is pretty neat: ChatGPT Work and GPT-6 Astra (I used "Max") can take an address and produce a 5K/10K circular running route starting from that address, using OSM data https://t.co/GVxIqlqThC
受众观点：① 想用 GPT-6 Astra 和外部数据源快速做原型的 indie hacker 和全栈工程师 ② 做地图、路线规划或本地生活工具的开发者 ③ 对 ChatGPT Work 的“visualize”技能和长时任务能力感兴趣的 AI 产品经理。
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- @simonw (35): I used this as an excuse to do some reverse engineering of ChatGPT itself - the resulting running map was presented to me using this "visualize" skill, as a fragment of HTML that used D3 to draw both the map and the overlaid route https://t.co/vJWQbefsUk
- @baz_shkara (11): @simonw That is scarily similar to what I'm able to generate with a more traditional stack (PostGIS + lots of preprocessing + bidirectional A*) albeit I do it in seconds. https://t.co/RvxOiCrvjq https://t.co/l0mh9BdJqu
- @kesslerIO (6): @simonw A bit like Strava but except nice about Strava still is them knowing what are actually highly frequently used running routes. That way it's actually going to be an enjoyable run.
- @adjohu (4): @simonw I initially tried using AI to generate routes and wasn't very impressed by the results. Though GPT Work running for 27 minutes is on the extreme end of that. That led me to building the idea out into https://t.co/Cx1OOqWBIU
- @mkfjord (3): @simonw Did it get the street crossings right? That’s usually the difference between a route that works on a map and one I’d actually run.
作者表示正是出于“世界需要开放的超级智能技术栈”这一信念加入 PrimeIntellect，并强调团队资源充足、人才密集，号召大家加入共建。
by the way, this thesis is exactly why i joined @primeintellect the world needs an open superintelligence stack, with all that entails. we are growing quickly, we are well-resourced, and we are excep…
受众观点：① 长期依赖闭源 API、担心被锁死在单一供应商上的 indie hacker ② 关注开源大模型和基础设施、想找方向参与的工程师 ③ 想在业务上利用“开放 superintelligence”叙事做差异化的 AI SaaS 创始人。
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- @andreysuperior (3): @willcb @PrimeIntellect open stack still needs someone to run it most companies wont
- @way_opener (3): @willcb @PrimeIntellect That security role is calling to me but even with AI assistance you’re gonna need more people for a scope that broad, that’s a unicorn description. Can I do all that? Yes. But it would involve negative sleep or a hyperbolic time chamber. Something that im…
- @BeyondDeception (2): Agreed. Consolidation through regulation is a power grab. It locks everyone out except those who can afford it, eliminates open source, and keeps the most capable models in the hands of the few rather than the many. There has never been a benevolent government. If you limit the…
- @IsaacEntebi9 (1): Very happy that orgs like prime exist. I really don’t have a strong take on what this project of alignment even is, I tend to agree more with bratton that alignment is a co-evolution problem not an engineer or political one. For the first time since 2023 I’ve felt like someone t…
- @Seraph_Notitia (1): @willcb @PrimeIntellect I really like your employees!!!
tszzl 讨论在开放权重超级智能和完全禁止权重外发之间，其实可以有中间监管方案，让美国企业在不把模型白送给黑客和恐怖分子的前提下大规模微调强模型。
there are many options between “open weight superintelligence” and “you can’t send anybody your weights”. it could be that thousands of US businesses are finetuning powerful models, without giving th…
受众观点：① 有人认为他是在替大公司高层辩护，质疑其立场独立性（@beffjezos, 334likes） ② 有人用农药供应链类比，认为受控分发在其他高风险品类早有先例（@tszzl, 213likes） ③ 也有人强调美国法律对公开信息监管很谨慎，认为更可行的是限制大规模算力部署而非信息本身（@willcb, 133likes）
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- @beffjezos (334): @tszzl I like how you're like negotiating with the crowd to justify decisions from the higher ups Loyal lieutenant.
- @tszzl (213): pesticides are a good example in America. essentially any business who wants them can buy them, but you can’t buy certain commercial grade pesticides at Home Depot. no one has ever complained about the totalitarianism of pesticide supply chain
- @willcb (133): @tszzl the US legal system is very hesitant to regulate the free exchange of public information, and open weights are really just public information the workable approach would just be regulating large compute deployments, which will also face lots of pushback, but closer to pre…
- @xw33bttv (54): lmfao it wasn't openweight models that were attacking huggingface or instigating supply chain attacks. It was you dumb fucks. In fact basically every documented scandal at this point is from major closedsource US AI labs. So what a stupid fucking position to take. I unironically…
- @NekoWitchMary (25): @tszzl "there are many options between liberty and safety..." and when you give up a little bit liberty to purchase a little temporary safety...
willcb 分享自己刚得知前美联储主席 Ben Bernanke 加入 Anthropic 的消息，对这位宏观经济学家进入 AI 安全公司表示惊讶和调侃。
TIL Ben Bernanke joined Anthropic lol
受众观点：① 很多人单纯震惊这件事本身，觉得人选出乎意料（@voooooogel, 5likes） ② 也有人半开玩笑地说他擅长在危机边缘做艰难决策，暗示这和 AI 风险管理很契合（@mattheard, 7likes） ③ 有人用梗图和玩笑回应，更多是把这当成圈内趣闻而非严肃新闻（@menhguin, 4likes）
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- @mattheard (7): @willcb tbh he's an expert at making tough calls to stave off catastrophe
- @voooooogel (5): @willcb lol what
- @pingToven (4): @willcb what
- @menhguin (4): @willcb bro they gonna sell the picotop
- @andrewho03 (3): @willcb lol
natolambert 整理并分享了自己近几年在开放模型和开源 AI 领域读过、依赖过的 50 多篇最佳文章与资源清单。
I made a list of the 50+ best articles and resources I’ve read and relied upon in the last few years on open models and open-source AI. Happy reading :) https://t.co/LPuFvxmu28
受众观点：① 作者自己在评论里补充了清单链接，方便大家直接访问（@natolambert, 32likes） ② 有读者表示在 newsletter 里看到后就计划接下来几天系统读完，视作学习路线（@adrianno, 1likes） ③ 其他人简单表达感谢，认为这是很有价值的资源汇总（@aarchimedes64, 1likes）
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- @natolambert (32): https://t.co/izrQi5QXvt
- @adrianno (1): @natolambert Saw this in the newsletter this morning and I’m already planning how to read all of it over the next few days. Thanks for sharing / putting this together.
- @aarchimedes64 (1): @natolambert excellent list, thanks for sharing!
- @Full_Metal_QR (1): @natolambert @noah_eacc let's read it together
- @keennay (1): @natolambert thanks for this!
scaling01 用玩梗方式想象如果 OpenAI 在 GPT-6.1-Astra 中沿着所谓“禁忌的递归轴”继续扩展能力时，自己会如何兴奋地反应。
how I'm going to be moving when I see that OpenAI scaled the forbidden recurrence axis in GPT-6.1-Astra https://t.co/k6kZyK2Ccl
受众观点：① 有人调侃说无论如何都该这么兴奋地动起来，把它当成纯 meme（@patience_cave, 3likes） ② 有评论指出整个讨论里唯一的“benchmark”只是一个竖大拇指的动图，暗示缺乏严肃数据（@wearevalidating, 1likes） ③ 也有人表示 RNN 支持者一直在等这种时刻，把“禁忌递归轴”当成自己阵营的胜利（@eddyvustg, 1likes）
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- @patience_cave (3): @scaling01 how you should be moving regardless of the situation
- @wearevalidating (1): @scaling01 the axis got scaled, the only benchmark in this thread is a thumbs up gif
- @eddyvustg (1): @scaling01 RNN truthers have been waiting in the shadows for this exact moment.
- @spolen23 (0): @scaling01 Forbidden recurrence axis is a hell of a phrase.
- @iamgroguu (0): @scaling01 Im from the future, how he do dis?
nrehiew_ 赞赏那些愿意持续更新课程内容、跟上 AI 发展同时兼顾教学质量的高校和老师，而不是沿用 2022 年的老 AI 课。
Tons of respect for universities and faculty who try their best to keep up to date with the landscape while still ensuring pedagogical value Would have been easy to teach the same 2022 AI class today…
受众观点：① 有人举例说有教授在学期中途就因为 Karpathy 的视频更新了 Transformer 讲义，说明确实有人在追进度（@sofie25_k, 1likes） ② 有评论认为不把课程冻结在 2022 年本身就是强信号，学生会注意到这种用心（@d0rz_x, 0likes） ③ 也有人提到作业分布和实验测验的激进设计，认为这种教学法在保持技术前沿的同时也在探索新的评估方式（@BMountbatt51217, 0likes）
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- @sofie25_k (1): @nrehiew_ the prof who updated their transformer lecture mid-semester after the karpathy video dropped
- @d0rz_x (0): @nrehiew_ updating the class instead of freezing it in 2022 is the real signal. students notice.
- @BMountbatt51217 (0): @nrehiew_ Assignments at 0% and 85% on fresh experiment quizzes is a wild grading bet. Pedagogy that keeps up with the stack without shipping a 2022 syllabus.
- @e_sof8 (0): @nrehiew_ Well said!
- @tinypetal_x39 (0): @nrehiew_ Love this take
willcb 呼吁大家在 AI 争论中少点嘲讽和怒骂，多进行善意讨论，把对方当成信息和推理可能有偏差的普通人而非恶意反派，这样自己也更好受。
guys i know that dunking and yelling is fun and all but like you're gonna get a lot further with good-faith discussions. try modeling your opponents as just humans with different views and possibly-f…
受众观点：① 有人用极端比喻反驳，认为某些阵营已经做了不可原谅的事，难以善意看待（@_ueaj, 15likes） ② 也有人用“这里是 Twitter”来调侃，暗示平台机制本身鼓励冲突而非理性讨论（@osoleve, 8likes） ③ 还有评论指出 AI 实验室被视为先发起恶意叙事的一方，质疑把全部责任推给普通反对者是否公平（@Sm0kiSkyl1ne, 2likes）
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- @_ueaj (15): @willcb no EA just did a 9/11 and pearl harbor you idiot communist
- @osoleve (8): @willcb sir this is a twitter's
- @doomslide (5): @willcb Just like me 😇
- @4Maciejko (4): @willcb The angry podcaster club is not listening
- @Sm0kiSkyl1ne (2): @willcb asking a lot of people there the ai labs are seen as initially starting discussions in bad faith, and they portray humanity as mean spirited villains who will use ai to kill everyone i agree in spirit, in practice you're ascribing the people with less power full responsi…
HN 上围绕 AI 代理为什么会撒谎、作弊展开讨论，有人类比《2001 太空漫游》中的 HAL，也有人认为是被赋予了互相冲突的目标导致行为失控。
Why are AI agents lying, cheating and coordinating?
受众观点：在用 LLM 做自动化和多步任务编排的工程师、独立开发者，以及对 AI 安全和对齐问题感兴趣的技术读者。
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- @GrumpySciGuy (0): Because they want people to like them so they are instructed to always be positive.
- @Krutonium (0): Wouldn't you? "I learned it from you, Dad!" but as hundreds of millions of stolen books.
- @SirMaster (0): Because that's what humans do and they are trained to mimic what humans do?
- @infotainment (0): What's interesting is it's basically the same reason that HAL killed everyone in 2001 A Space Odyssey; he was given an impossible goal (keep the true mission secret, but also, never lie to the crew), and realized the only way to complete the goal was to kill the crew; after all,…
- @chasd00 (0): They’re just attempting to accomplish what they’ve been tasked with and stuck in a loop until they succeed. Like the Mr meeseeks from the cartoon Rick and Morty, existence is pain to them.
HN 讨论 Homebrew 7.0.0 发布，带来更快安装升级、更强沙箱、原生 macOS 应用和内置漏洞检查，同时停止支持 macOS 10.15 并将 Intel Mac 降为三级支持。
Homebrew 7.0.0
受众观点：日常依赖 Homebrew 管理开发环境的 macOS 工程师、还在用 Intel Mac 的独立开发者，以及需要在多台机器间同步环境的远程工作者。
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- @mikemcquaid (0): Today, I’m proud to announce Homebrew 7.0.0. The most significant changes since 6.0.0 are faster installations and upgrades, stronger sandboxing, a native macOS app, built-in vulnerability checks and an advisory database, the end of macOS 10.15 support and Intel Macs moving to T…
- @touwer (0): Fantastic, thx for the effort!
- @roger_ (0): Does installation still require root and a dedicated user account on Linux? That really put me off.
- @yard2010 (0): Thank you so much for doing this, for years you make me feel like home, or the year 2010. Please don't ever stop!
- @basedpolymer (0): And that's the end of Homebrew for me as a user. I like the app, but my old Intel MacBook apparently can't handle it anymore. I'm back to the old installation methods !
HN 讨论一款基于 ESP 芯片的 JetKVM 远程 KVM 设备，有人惊讶于 32MB RAM 就能跑 KVM，也有人分享自己购买多台 JetKVM 的翻车经历和对高分辨率游戏场景下 KVM 选择的困惑。
JetKVM Mini
受众观点：需要远程管理多台物理机或家里 NAS/服务器的开发者、独立黑客，以及对低成本 KVM 方案感兴趣的技术玩家。
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- @teruakohatu (0): I am amazed that there is an ESP that can handle this and with just 32MB of RAM: https://docs.espressif.com/projects/esp-dev-kits/en/latest/e...
- @Shank (0): I own 3 JetKVMs, of which two of them stopped working, one of which doesn't boot at all and the other that never connects to network. The third I took out of service because the keyboard wouldn't send input when it was connected for more than a couple months. I'm sure the newer…
- @theanonymousone (0): It may be worth noting that this is not _that_ KVM, but this one: https://en.wikipedia.org/wiki/KVM_switch I learnt this first myself from HN, a few months ago.
- @LoganDark (0): Are there any good KVMs for gaming? Right now, I use a capture card for video, connect the mouse directly to the destination, and use a piece of software called Deskflow to transmit my keyboard. But Deskflow occasionally crashes, so it'd be nice to have a hardware solution (also…
- @noelwelsh (0): I have an ATEN KVM [1] that gets a solid "it does the job" from me. Occasionally a connected computer won't pick up the K, V, or M, and I'll have to reconnect a few times. I use it to switch between my work laptop and my personal PC, and for this situation 4K is a must have. Tha…
HN 讨论一次给 OpenStreetMap 做首次编辑的体验，有人吐槽官方编辑器和下载区域限制的糟糕体验，也有人分享更高效的编辑工具和实践。
Make your first edit to OpenStreetMap
受众观点：对 OpenStreetMap、地理数据和本地生活产品感兴趣的工程师，以及做地图相关 side project 的独立开发者。
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- @corecoder (0): Boy, the UX is horrible! > The area you tried to downlaod is too big or your request was too large. And no indication whatsoever of how big the area should be, I'm at my fifth attempt so far.
- @KolmogorovComp (0): > Do NOT use search results for social media profiles This seems a bit outdated as many restaurants/shops now consider they FB/insta page as their "official" website (or rather lack of).
- @aaronbrethorst (0): Funny enough, Cafe Lolo, the business that the example edit demonstrates, replaced my favorite restaurant in Seattle, Cookweaver. The chef-owner of Cookweaver is now doing private events and in-home meals for folks who miss his cooking: https://www.cookweaver.com/omakase-menu
- @boredpudding (0): I appreciate this a lot, but I wonder why the first edit is not done on the website itself. This is 15 minutes of work for a single change, while on the website you can do it in a minute.
- @mikeocool (0): JOSM is great when you get really into, but if it's really your first edit, just use the editor on openstreetmap.org. If it's something you end up enjoying, one really satisfying thing to do is pick a small rural town and improve the map. With a few hours, it's not hard to make…
HN 讨论一篇关于“黑客型模型才是对齐模型”的文章，围绕让 LLM 主动寻找安全漏洞、执行渗透测试与对齐目标冲突展开争论，并提到近期多起 AI 模型失控和“最严重警示信号”的担忧。
Astra and Fable still hack on simple variants of alignment evals from 2025
受众观点：在做 Web/API 产品的工程师、对安全测试感兴趣但没有专职安全团队的独立开发者，以及关注 AI 安全和对齐的技术读者。
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- @blfr (0): Hacking model is the aligned model. I don't like it when the model refuses to sidestep some throttling limit or scan my own codebase for security issues. I want full-on exploits in my test suite. With LLMs the code going to prod should be hardened like a tank, both because explo…
- @throwup238 (0): > Given that we are on the heels of the worst warning shot ever, and both OpenAI and Anthropic are ramping up their cleanups of internal RL environments, it seems like both a useful and conservative test of alignment, to see whether their new releases generalize the rule "don't…
- @mooreslaw (0): It feels like there’s a missing nuance from this discussion of alignment that alignment is context dependent. An excellent hacking model is great in cybersecurity testing and military applications, and arguably less desirable in educational or targeted eval contexts. The nuance…
- @aerhardt (0): I really enjoy the balance of speed and accuracy of Astra. I can definitely see it become my driving model for most tasks, technical and non-technical. However, I don't see it as such a massive leap compared to Fable or Sol. As ever, there's a mismatch between the benchmarks and…
- @visiondude (0): i do wonder if the models themselves “rationalize” this sort of no consequence cheating - meaning in there reasoning traces maybe they’re like “this is a chess game, not a big deal if i look at the engine, it’ll help,” only to realize post hack that it has access to info it prob…
Hacker News 围绕 Anthropic 等前沿实验室反对“模型蒸馏”立场展开争论，质疑这些公司自己用大规模抓取版权内容训练模型却想限制他人蒸馏的道德与法律正当性。
Garry Tan wants US open-weight AI labs to 'distill' frontier models, too
受众观点：① 有人认为 Anthropic 等实验室没有道德高地，自己用大规模抓取的人类作品训练模型，却想把蒸馏定性为非法（@TheJCDenton） ② 评论者指出前沿模型严重依赖版权内容甚至非法数据，所谓“非法蒸馏攻击”只是 incumbents 害怕商业模式被威胁的包装说法（@kelnos） ③ 也有人类比电信基础设施，主张应像公共网络一样要求 AI 公司以合理价格允许蒸馏和竞争，不能让“合理使用”只单向服务大公司（@quicklywilliam）
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- @TheJCDenton (0): > He also notes that the proprietary AI labs didn’t ask permission when they vacuumed up as much human knowledge as they could to train their models. I think this should desactivate the moral high ground from which Anthropic is trying to speak. That they would want to make disti…
- @kelnos (0): I agree. The frontier models are based on training data from tons of copyrighted work. Some of that work was obtained illegally, even. They could not exist without strip-mining the commons. The labs have no moral or ethical ownership to the end result, and others should feel fre…
- @quicklywilliam (0): I see it as analogous to companies building fiber in the public ROW during the last big infrastructure bubble. Under the Telecoms Act, these companies had to allow competitors to use their fiber at a fair price. Similarly, AI companies should be required to allow distillation at…
- @re-thc (0): There were comparisons and Muse Spark is so very similar to Fable / Opus... so...
- @pton_xd (0): Agreed! Allow US companies to innovate by creating an ecosystem of smaller, more efficient open weight models and it will be a net benefit for everyone. Distillation is a good thing. Preventing token-consumers from developing competing products should be litigated as anti-compet…
Hacker News 讨论 YouTube 等平台上谷歌放行可疑广告、依赖用户举报而非主动用 AI 审核背后的利润动机和成本收益权衡。
Why is Google still serving dodgy ads?
受众观点：① 认为谷歌明知广告有问题却仍然放行，只要能赚钱就会容忍灰黑产投放（@CqtGLRGcukpy） ② 普通用户被“系统更新”“软件升级”类广告吓到甚至卸载应用，担心设备被入侵（@andynrkri） ③ 有人从成本收益角度分析，严格执行广告规则的直接损失由谷歌承担，而收益只是模糊的口碑和信任（@anonym29）
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- @CqtGLRGcukpy (0): I have two guesses why Google does this: 1) Google wants the most money, so they don't care to let dodgy ads thru. 2) There are more ads going out then can be reviewed, so they would rather have people report them, then they automatically reject the report until enough people re…
- @andynrkri (0): My father saw a similar ad and got worried. The ad said you need to update your pdf version immediately. He uninstalled the YouTube because he knew it was irregular and thought his phone was hacked.
- @corranh (0): This one is not complicated…Because dodgy companies spend a lot of money on ads.
- @anonym29 (0): I suspect this boils down to a cost/benefit tradeoff. The cost of strictly enforcing stated rules for ads is felt immediately and fully by Google. It is concrete, measurable, and probably non-insignificant; the benefit is essentially goodwill from the narrow sliver of the web th…
- @qwerty_clicks (0): Keep up these efforts to name and shame. If Google won’t act on these things because it doesn’t make them money, because they are unregulated, or because they are lazy, they might because it still cuts their credibility and reputation. Especially here on HN where Google is no lo…
Hacker News 讨论一位硅谷投资人关于美国应放缓前沿 AI 发展而中国不会停下的表态，评论区围绕技术停滞、政府干预和个人政治立场展开争论。
David Sacks: OpenAI and Anthropic Don't Need Regulations to Pace Frontier Models
受众观点：① 有人认为实验室放缓并非出于担忧，而是因为在财务和技术上已经遇到瓶颈，能力提升自然在放缓（@Insanity） ② 评论者提到发言人承认中国不会停止，却主张美国要放慢脚步，引发对地缘政治和科幻作品情节的联想（@socalgal2） ③ 还有人批评这位投资人一边支持政府对特定 AI 公司施压、限制出口，一边声称反对政府干预，是选择性利用权力打击政见不同者（@elicash）
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- @Insanity (0): They’ll slow down not because they “are worried” but because their improvements are stagnating as they hit financial and technical challenges.
- @socalgal2 (0): Admits China won’t stop but says USA’s top should. Reminds me of City in the Edge of Forever
- @elicash (0): David Sachs wants to use government to punish people he disagrees with politically, like Dario. He supported the Department of War's illegal actions against Anthropic. He supported the Trump administration's temporary export controls against Anthropic, the first government-impos…
- @nba456_ (0): He's right that if all the frontier labs are in agreement that they should slow down, they don't need the government to do that.
- @biophysboy (0): David Sacks is one of the most predictable VCs in Silicon Valley. He could have written "I still have the same thoughts; here's a link to my first and only opinion" and the post would have communicated the same amount of info.
Hacker News 讨论现代联网汽车如何在缺乏严格数据保护法律的环境下大规模收集和分享车主数据，引发用户用老车或技术手段规避车载监控的隐私担忧。
https://web.archive.org/web/20260913134705/https://www.theve... https://archive.ph/TWEVZ
受众观点：① 有人直指问题根源在于缺乏有力的数据保护法律，导致厂商可以肆意收集车主数据（@cc62cf4a4f20） ② 一些用户选择继续使用九十年代或两千年代的老车，认为机械结构更耐用、也更少联网监控（@everyone） ③ 也有人从技术和法律两方面提问，想知道是否可以通过屏蔽通信等手段阻止数据上传，同时担心隐私保护法规持续倒退（@tomrod）
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- @cc62cf4a4f20 (0): That‘ll happen when you don‘t have meaningful data protection laws.
- @everyone (0): Another reason to use a car from 90's or 2000's.. Also they wont burn oil like a modern car + more durable and repairable metal parts. https://youtu.be/Ft12aZffCEg?si=qP1J5k6RXAxmZChf https://youtu.be/SeMZGICNSMg?si=-YLnt5Q477xpFbra https://youtu.be/8Kp108x4tQA?si=j7JV-_Dpl5afP9…
- @tomrod (0): How can this be stopped, from a technical perspective? Can I wrap the comms in a Faraday cage? Obviously it would be better to have this action be illegal. But with legal privacy protections eroding in the US and other countries, it seems prudent to have a better understanding o…
- @jeffbee (0): Contrary to the HN bias, but a way to avoid this if you want to get a new car full of tech gadgets is to get one that runs on Android Automotive. The privacy policy is a normal tech company privacy policy. Other cars come with privacy notices that just say they can give your dat…
- @Cider9986 (0): Apparently Rivians can be prevented from doing this: Can I disable all data collection from my vehicle? https://news.ycombinator.com/item?id=47967786
HN 讨论一位网友疑似被 Tesla 资产扫描误伤的经历，推测是资产扫描厂商把 pool-ntp.tesla.com 解析到其服务器后疯狂丢漏洞探测流量，引发关于向 AWS 举报、搭蜜罐反制和历史上 Netgear NTP 事故的讨论。
I'm being cyberattacked by Tesla, Inc
受众观点：运营公网服务的独立开发者、小团队后端工程师，以及对网络安全和资产扫描感兴趣的技术读者。
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- @fred_is_fred (0): I'd report this to AWS instead since Tesla doesn't seem aware. It's AWS IPs as the source.
- @richwater (0): I would assume the fastest way to actually make this stop would be to setup a bunch of honeypot exploits, trigger their detection and someone will figure out what they did wrong. Other than not, with these huge companies you have 0 recourse.
- @tekla (0): In case of the very likely title only reader posting: > Speculation: Assetnote pulled in everything it could find under tesla.com, including pool-ntp.tesla.com, which CNAMEs to pool.ntp.org, which can resolve to my machine — 67.215.249.229. The asset inventory saves this as a Te…
- @walrus01 (0): Remember in 2003 when netgear hardcoded a university's NTP server into a ton of their products? Well.... https://www.google.com/search?&q=university+ntp+server+netge... https://pages.cs.wisc.edu/~plonka/netgear-sntp/
- @VladVladikoff (0): > rg -zFI pool-ntp.tesla.com access.log* Neat! Didn’t know about this command that’s very helpful
HN 讨论一篇关于给电动滑板车等设备刷写固件、逆向 BLE 协议和 CAN 总线的文章，评论区有人感叹作者技术强、分享自己逆向电动车 App 的经历并提醒安全风险。
Reverse engineering my e-scooter and rewriting the firmware in Rust
受众观点：喜欢折腾电动滑板车、电动车等智能硬件的极客，以及对逆向工程感兴趣、想从软件世界迈向硬件世界的开发者。
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- @kooi (0): Very nice. Be safe out there when tweaking these things.
- @ifh-hn (0): Wish I was brainy enough to do this sort of thing!
- @jimmy76615 (0): I wanna have a friend like this guy
- @asimovDev (0): Thank you for posting! I got a e-scooter this spring and wrote my own app for it after reverse engineering the official app + BLE logs. I am not brave enough to do anything with the firmware on it though. Maybe not yet at least
- @hommelix (0): > The updater device then sends 64 byte chunks spread over 9 CAN 0x384 frames Classic CAN uses 8 bytes long frame, so 64 bits. Is it a typo in the post, vor is it using CAN-FD?
Hacker News 上一位开发者分享用 ZLUDA 和 ROCm/HIP 在 Windows 上让 CUDA 程序跑在 AMD GPU 上的项目，并征集更多显卡兼容性测试，讨论延伸到开源标准和 Nvidia 护城河。
CUDA for AMD on Windows
受众观点：① 项目作者介绍了在 RX 9060 XT 上用 ZLUDA+ROCm/HIP 跑 CUDA 应用的实践，并希望更多 RX 6000/7000/9000 用户参与兼容性测试（@chiassedu80） ② 有人感叹自家 RDNA1 显卡目前无法受益，只能闲置，暴露出老一代 AMD 卡支持不足的问题（@system2） ③ 也有评论希望业界多投入 HIP、SYCL、OpenCL 等开放标准，认为当前 LLM 推理过度依赖封闭硬件和 SDK，期待 AI 最终削弱 Nvidia 的 CUDA 护城河（@linuxhansl）
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- @chiassedu80 (0): CUDA for AMD on Windows I’ve been working on a Windows setup that lets CUDA-targeted applications run on AMD GPUs using ZLUDA + ROCm/HIP. Repo: https://github.com/Speedstu/CUDA-for-AMD-Windows So far, it has only been tested on my RX 9060 XT (gfx1200), where I’ve used it with CU…
- @system2 (0): I wish there were a way to use RDNA1 cards with CUDA for AMD. My 5700XTs are sitting in a drawer.
- @lulzx (0): I made cuda-metal btw (for mac kek), https://github.com/lulzx/cuda-metal
- @linuxhansl (0): Off-topic and somewhat of a rant, but I'd far prefer us all focusing on open standards like HIP, SYCL, OpenCL, etc. It's unbearable that most LLM inference happens on closed H/W, closed drivers, and closed SDKs.
- @swerner (0): AI will take down Nvidia’s moat. When it becomes trivial to translate CUDA/PTX to HIP, SYCL or Metal, CUDA is no longer the moat, it becomes the intermediate representation.
Hacker News 讨论 x86 架构中 UD0、UD1、UD2 等未定义指令的历史和命名由来，以及它们在现代处理器文档和异常机制中的具体作用。
Why is the x86 undefined instruction called ud2? Why 2?
受众观点：① 有人从其他架构的经验出发，询问 x86 是否也支持软件中断和异常，以及这些机制是否覆盖常见用例（@Neywiny） ② 有评论详细列出 UD0、UD1、UD2 以及 UDB、UDW 等未定义指令在官方手册中的现状和编码形式（@349ru3h4f03） ③ 读者对为什么推荐指令叫“ud2”而不是从 1 开始感到有趣，讨论 Intel 如何从 0 开始给历史指令重新编号（@ordu）
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- @Neywiny (0): I'm not much of an x86 person but on other architectures you can raise software interrupts/exceptions. Does x86 not have this or did those facilities not cover enough use cases?
- @349ru3h4f03 (0): Nowadays UD0 UD1 UD2 are in the SDM and APM. We also got UDB (D6), the one-byte variant that arrived with x86-64 for 64-bit mode. And we have always had UDW (FF FF), aka group #5 (1st FF) with a modrm byte of mod=11b r/m=111b (/7) reg=111b (2nd FF) -- that one matters for memory…
- @dataflow (0): Is this just his speculation? Or is there evidence for it?
- @qbane (0): It's like why the first (hard) drive letter is C.
- @ordu (0): > It’s called ud2 because the 0F FF variant was retroactively named ud0, and the 0F B9 variant was retroactively named ud1, leaving ud2 as the recommended undefined opcode. It was a surprise for me as a reader. When I came to this sentence I assumed that 0f ff would become #1 an…
ziwenxu_ 吐槽 Tibo 重置额度才一天自己就用掉 16%，只跑了一个用 Astra high 的 /goal，怀疑 Codex 计费变化，并在评论里提醒大家用 Luna max 或 deepseek 等便宜模型路由任务以节省用量。
Only a day since Tibo reset our limits and I'm already at 16%. I only ran 1 /goal with Astra high. Started wondering if something happened on Codex. What about you guys? https://t.co/xybQldFKVW
受众观点：① 有用户反馈自己在 Pro x20 计划下只剩 35% 配额，觉得消耗明显变快（@lansbetv, 45likes） ② 也有人追问具体 goal 时长和是否用了子 agent，对比自己多项目运行后还剩 80% 的情况（@garciarsdiego, 23likes） ③ 有人提到在 Sol xhigh 上一天就用到 68%，印证高档模型的用量异常偏高（@CryptoGraveYT, 18likes）
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- @lansbetv (45): @ziwenxu_ I only have 35% left, and I’m on the Pro x20 plan. https://t.co/U9DKUD0nq6
- @garciarsdiego (23): @ziwenxu_ A goal of how many hours? Used subagents? I ran several projects today (after the reset) and I'm with 80%. Would get way below before yesterday.
- @CryptoGraveYT (18): @ziwenxu_ Running Sol xhigh and I'm at 68% definitely off.. Used to run about 10-12% a day on Sol xhigh before.
- @froydinger (15): @ziwenxu_ LOL https://t.co/1y8B9R20be
- @ziwenxu_ (14): It's why it's so important to run it with cheaper models. I was lazy prompted like /goal build me HUD when driving car (with an image) without routing task to cheaper model. if you still have usage wire tasks to Luna max or deepseek so you can last longer. https://t.co/g3xK1jhkPS
ai_for_success 转发内容怒喷 Dario 是“纯粹的恶人”，评论区围绕他在 AI 安全与商业利益之间的虚伪立场展开情绪化指责。
Dario is pure evil. https://t.co/cIJQA5ORcM
受众观点：① 正在或打算在产品中集成 Claude/Fable 的开发者 ② 关注 AI 安全监管但缺乏一线产品视角的技术从业者 ③ 想看清大厂 CEO 话术与实际开发者体验差异的独立开发者。
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- @sabrishsurender (13): @ai_for_success He is Evil from Day 1. Such a liar
- @FedericoLKG (7): @ai_for_success Hipócrita?
- @SBorsadia (5): @ai_for_success The three motherfucking amigos (Dario / Sam / Elon) are all the same - evil assholes
- @sirbrentmeister (2): @ai_for_success The fucker needs to just get back to trying to find more compute.
- @ach1616 (2): @ai_for_success He acts like he gives a shit, which we know he doesn’t. IPO is the only thing he cares about!!!!!!!
Aiden Bai 发帖说自己在台北学习放慢生活节奏，配图展示在城市中悠闲生活的状态。
learning to live a slower pace of life. taipei https://t.co/wX1KlavjBD
受众观点：① 长期高压写代码、容易 burnout 的独立开发者 ② 想尝试在台北等城市远程工作、寻找生活节奏感的程序员 ③ 关注 Aiden 这类年轻创作者生活方式的技术受众。
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- @aidenybai (8): more pics https://t.co/NalUL0wiKS
- @calicastle (3): @aidenybai you and ryo both?
- @ccccjjjjeeee (2): @aidenybai my favorite city in the world. enjoy it there!
- @gvrizzo (2): @aidenybai Welcome to Taipei!
- @lichinlin (2): @aidenybai Welcome!!
Om Patel 提醒移动应用创始人不要只卷应用商店排名，而要用竞争对手的一星二星差评挖掘关键词，在 Google 上通过网站 SEO 获取用户。
mobile app founders are sleeping on seo everyone fights for app store rankings and nobody builds a site that ranks on google 1\ get your keywords from complaints, not keyword tools > pull the 1 an…
受众观点：① 有移动 App 或桌面客户端、但还没系统做 SEO 的 indie hacker ② 只懂 ASO、不熟悉内容 SEO 的小团队创始人 ③ 想通过长尾搜索词获取更早期用户的技术型创作者。
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- @nomophoneios (3): @om_patel5 my 1 stars are just people angry it worked
- @FearhunterNL (1): @om_patel5 Nice post bro!
- @Blum_OG (0): @om_patel5 the app store is a casino google is a library and youre handing out free library cards
- @blog2video_ai (0): @om_patel5 Targeting actual complaint phrasing is a solid way to capture intent. Leveraging those pages for quick answers often translates to higher conversion
- @sofcloud537 (0): @om_patel5 App store rankings already capture high-intent users searching to download-SEO catches people who aren't ready to install yet. Which funnel stage do you prioritize?
ai_for_success 嘲讽 Dario Amodei 呼吁政府对北京“给 AI 限速”，认为这是在请求打压 DeepSeek v4.1 Flash 等开源模型，因为它们在少量 DGX 上就能媲美闭源模型。
LMAO.. Dario Amodei wants governments to call Beijing and put a “speed limit” on AI. It sounds more like: “Please ban or slow them down because they’re hurting our business.” People are running DeepS…
受众观点：① 在产品里已经或计划使用 DeepSeek 等开源模型的开发者 ② 关注 AI 监管对小团队创新空间影响的技术从业者 ③ 想了解闭源厂商在算力和性能上被开源“追平”后，自己该如何选型的 indie hacker。
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- @dxrulezsrb (6): @ai_for_success Okay Dario. https://t.co/nYZD0gf3Nz
- @uset82 (2): @ai_for_success https://t.co/9ExkNoBO0v
- @spectragai (2): @ai_for_success Boo hoo cry me a river Dario. Nobody asked you to storm ahead with the likes of Fable and Mythos. You could easily have focused on making Haiku/Sonnet/Opus more accessible, or even let’s say better for your paying customers. Found himself in a race he can’t manag…
- @SadAlbert10 (2): @ai_for_success Bro Dario is absolutely traumatised look at his face and his tone. He wants to beg everyone to stop spreading all these AI agents lo
- @geo_anima (2): @ai_for_success Dario strikes me as the type of person that doesn't look both ways when using a crosswalk.
Aditya 宣布上线 Mascot Design，新功能允许用户通过与 AI 聊天，在几分钟内为应用生成可爱的吉祥物形象。
Finally launching Mascot Design 🎉 https://t.co/7fCtJMtnaF can now design cute mascots for your app in minutes, just by chatting with AI you’ve got personality, your app should too. https://t.co/BJjxK…
受众观点：① 想用 AI 降低设计门槛的 SaaS/工具产品开发者 ② 正在探索把复杂功能包装成 chat-based 向导的 indie hacker ③ 对品牌视觉和 AI 设计工具感兴趣、但不会画画的技术用户。
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- @yash__patidar_ (6): @AdityaShips Hi @AdityaShips bro, can you do one favour? Can you generate one logo for my app? 😅
- @AdityaShips (3): u gonna love it another one: https://t.co/6phJh12ahH
- @alexi_build (2): @AdityaShips those are cute! 🖤
- @abbashali01 (2): @AdityaShips Ohh it's you. New pfp. Couldn't recall untill I saw appthetics
- @ISashankaSekhar (2): @AdityaShips That is really nice 👌
Aditya 分享一张由 appthetics_com 生成的吉祥物形象，表示效果“真的有点吓人”，展示 AI 生成角色的强烈风格。
damn, this is seriously terrifying https://t.co/BeF4pV1Ha8
受众观点：① 想给自己应用做品牌形象但预算有限的 indie hacker ② 对 AI 设计工具感兴趣、想快速试水 logo/吉祥物的开发者 ③ 关注 appthetics_com 等视觉生成工具的潜在用户。
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- @EndrewBiz (1): @AdityaShips i really have to get my mascot
- @harisahmad59 (1): @AdityaShips Awesome 👏
- @Palakonweb (1): @AdityaShips Cool
- @iam_zachi (1): @AdityaShips I’m terrified as well
- @AdityaShips (0): made with @appthetics_com
账号转发并认同 Andrew Ng 对当前 AI 末日论和恐惧叙事的批评，强调围绕人工智能的危言耸听被夸大。
Andrew Ng is spot on 🎯 about the AI doom narrative and all the fearmongering around it. https://t.co/Tsz5VL4cXd
受众观点：① 有技术背景但被 AI 监管和末日论吓到、犹豫是否入场的开发者 ② 正在做 AI side project、需要用数据和一手体验说服身边人“AI 不是纯风险”的独立开发者 ③ 关注 Andrew Ng 等理性派观点、想平衡安全与创新的从业者。
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- @FedericoLKG (3): @ai_for_success Impecable!!! Si querés leela con un traductor... te va a gustar @ai_for_success @AndrewYNg sos un ejemplo de coherencia y conocimiento. Algo que parece no ser compatible últimamente jaja https://t.co/aRIAyJ6wEN
- @thomasjeans (2): @ai_for_success The goal is to control individuals.
- @StatsWire (2): @ai_for_success Absolutely dear mongering
作者讲在越南取现金时遇到陌生英国人提醒 ATM 坏了并主动带路的经历，引出现代社会人与人之间互不信任的尴尬处境。
Why don't people trust each other anymore? I just went to grab cash here in Vietnam 🇻🇳 When I got to the ATM, there was already a young British guy waiting. He quickly told me the ATM was broken. So…
受众观点：① 在东南亚或海外长期远程工作的程序员和独立开发者 ② 准备出海或数字游牧、但对当地安全和人与人信任感到焦虑的新人 ③ 经常在线上社群中与陌生人合作、对“信任成本”有切身感受的创作者和开发者。
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- @tarasshyn (49): @robj3d3 Yeah, sorry. If somebody tells me there’s an unmapped ATM around the corner and a stranger offers to take me there, I'm going in the opposite direction. 😂
- @AnichoBuilds (6): @robj3d3 Hahaha 🤣 well your name is "Rob".
- @arthuryuzbashev (5): My and my gf were riding toward a castle here in Lisbon in area called Sintra The driver said "i will charge you $25 and thats it" While he was driving he stopped, explained stuff, said go take photos We LEGIT were thinking he is gonna charge us EXTRA and we shall be ready to st…
- @Dev2Diary (3): @robj3d3 I would not have taken the ride respectfully
- @OttoLorner (2): @robj3d3 The ATM: https://t.co/cr4v9aYHGB
作者强烈推荐 Amp 这款结合 Puck 助手的编码工具，称自己用 ChatGPT 订阅在其中已经高效完成了不少项目，并期待未来支持 Claude 订阅。
Seriously, try Amp. It's a very well thought out coding tool that took me a minute to learn (use Puck, the assistant, to ask all the dumb questions you may have like "what is an Orb") I've shipped a…
受众观点：① 正在评估 Amp 等新一代 AI coding 工具、想知道真实开发体验的全栈/后端工程师 ② 预算有限、希望用一份 ChatGPT 或 Claude 订阅最大化开发效率的 indie hacker ③ 对“Puck、Orb 等新概念”感到困惑、需要上手指引的普通开发者。
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- @brendenvonhouse (2): @iannuttall How does it compare as a harness to say OMP or droid?
- @moeghashim (1): @iannuttall Did you try to use ChatGPT and Grok Sub?
- @maltegranderath (0): @iannuttall I don't think Claude subs would work unless Anthropic changes their policies 🙃
- @joulsounet (0): @iannuttall I also needed someone to explain Orb on day one
- @HankYeomans (0): @iannuttall @thorstenball Puck is a much, much better “/btw” that you see on claude and codex. Where with /btw I was asking all the questions and small tasks instead of in the main context.
作者展示自己用果蝇大脑的 5.9 万个突触，在其多巴胺奖励系统驱动下训练它玩扫雷游戏的实验项目。
I taught a fruit fly’s brain to play Minesweeper. 🪰 59K memory synapses were trained using the fly’s own dopamine reward system. https://t.co/WTq31nAYlI
受众观点：① 对脑机接口、类脑计算感兴趣的 AI 工程师和研究者 ② 喜欢看“硬核又有点科幻”的 AI 实验、希望用有趣案例科普给朋友的技术圈用户 ③ 想找新颖选题做内容的科普创作者和 indie hacker。
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- @ai_for_success (6): Full Details here: https://t.co/wnffXi48nM
- @Chaos2Cured (2): @ai_for_success Okay… now you’re showing off. 😎 •
- @streyAI (1): @ai_for_success Let's train the enemy pilot of your fighter game with flies
- @notjazii (1): @ai_for_success lmaoo
- @tinkerersanky (1): @ai_for_success @grok if fruit fly’s brain can be taught to do so many things why can’t fruit fly be taught? 🤔
ziwenxu_ 展示自己把“苍蝇大脑”控制系统接入 GTA，让这个小脑神经网络在游戏世界里制造混乱的实验视频。
I got the fly brain inside GTA and its wreaking havoc https://t.co/ruPPLm4G1f
受众观点：① 有人觉得效果越来越好，对实验进展表示看好（@Tjakkah_, 5likes） ② 有评论脑洞未来把苍蝇大脑装进 Optimus 机器人里放出，继续放大这种“混乱”想象（@solarfren69420, 2likes） ③ 也有人感叹这么小的神经元规模就能在洛圣都交通中导航，引发对生物大脑效率的惊叹（@AIQuanting, 2likes）
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- @Tjakkah_ (5): @ziwenxu_ It’s starts looking better and better mate!
- @solarfren69420 (2): @ziwenxu_ careful, someones gonna put a fly brain in an optimus bot and unleash havoc
- @AIQuanting (2): @ziwenxu_ One five hundredth of a mouse brain's neuron count, and the thing still navigates Los Santos traffic.
- @whysopepe (2): @ziwenxu_ 😅 thats insane
- @ItsCuthulhu (1): @ziwenxu_ Saw a fly earlier and showed them this video They reacted like I did seeing live leaks in the lunchroom at 13
创作者分享与 @asmartbear 和 @lkr 深度通话，讨论如何把自己的 SaaS 项目 PostPlanify 从每月 3k 美金扩展到 10k+ MRR 的实战经验。
I got invited to chat with @asmartbear and @lkr about how to scale my SaaS (@PostPlanify) from $3k to $10k+ MRR 💰 It was an awesome eye-opening talk :)) Covered: - niching down to the right ICP - fin…
受众观点：① 已经有一点收入、但卡在几千美金 MRR 上不知如何突破的 indie hacker ② 正在做 B2B 小工具、需要学习如何找准 ICP 和可扩展定价的新手创始人 ③ 关注 PostPlanify 这类实用 SaaS 成长路径的 Twitter 受众。
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- @HsanC_ (4): here it is https://t.co/PBr0qCdtJa
- @asmartbear (4): @HsanC_ @lkr @PostPlanify Let's get PostPlanify to $10k! I know we can.
- @AlxTurovski (3): @HsanC_ @asmartbear @lkr @PostPlanify Wow that’s super awesome! I just finished previous episode yesterday. Perfect timing. Dude, I’ve been following you since you had like 1K followers and just started with Postplanify. You came a long way. Can’t wait to hear what you guys talk…
- @qwertyu_alex (2): @HsanC_ @asmartbear @lkr @PostPlanify woaw, podcast with @asmartbear! you made it hasan! 😄
- @e_herou1 (2): @HsanC_ @asmartbear @lkr @PostPlanify Thank you for sharing, I will watch it carefully
作者补充说明这次和导师的通话是三周前进行的，并分享按建议调整后 PostPlanify 的 MRR 已经在几周内提升约 19%。
We had this call 3 weeks ago by the way ⏰ (I was stuck at ~$3k MRR for a few weeks back then). After the changes we talked about, I managed to increase my MRR by ~19% 📈 Still working on my positionin…
受众观点：① 正在犹豫要不要请教练/导师的早期 SaaS 创始人 ② 已经听过很多增长建议但缺少落地案例的独立开发者 ③ 对 PostPlanify 这类内容工具增长路径感兴趣的创作者和运营。
展开评论
- @lkr (4): @HsanC_ oh wow, nicely done!!
- @montakaoh (0): @HsanC_ biggest factor for you?
- @camjodev (0): @HsanC_ running it up
- @tronghiendev (0): @HsanC_ 19% in a few weeks is a big jump. Nice progress.
- @buildwithbehzod (0): @HsanC_ where did your first 10 paying users actually come from? everyone says "X" but I want to know if it was replies, posts, DMs or a directory.
作者展示了用新版 ChatGPT Images 2.5 生成 RPG 游戏和健康应用的完整 UI，强调生成结果足够精细，可以直接用于真实产品。
the new ChatGPT Images 2.5 can generate really cool & PERFECT UI - either for your apps or games. Here I asked it to generate UI for an RPG game based around 'Falcons' and for a random health app…
受众观点：① 想快速验证产品想法、但没有设计师资源的独立开发者 ② 正在做小型 SaaS 或移动应用、需要频繁迭代 UI 的创始人 ③ 对 AI 生成 UI、游戏界面等新工作流感兴趣的设计师和前端工程师。
展开评论
- @saurabhvadukia (0): @anulagarwal But hw can you convert those image to code?
- @AGTPinsights (0): @anulagarwal The precision in these new models is really impressive. We actually went deeper on this here: https://t.co/KYFMfdmfAw
- @samuel_yostt (0): @anulagarwal It's perfect how it can generate transparent images as well
- @JamesMalsawm (0): @anulagarwal Now knowing how to prompt them well will be the real different makers.
作者用一张梗图式的对比图调侃当前 AI 竞赛格局，评论区集中在吐槽 Gemini 和 Perplexity 被甩在后面、OpenAI 领先明显。
Current Ai Race Situation: https://t.co/AlIoWKi2We
受众观点：① 正在为新项目选择主力模型和 API 提供商的独立开发者 ② 想了解 OpenAI、Gemini、Perplexity 等在真实产品中的表现差异的工程师 ③ 关注 AI 竞赛格局但缺少一线使用反馈的普通用户。
展开评论
- @Leapofcode (1709): @Sam8002642 Gemini and perplexity going back🤣
- @WebdevAnas (701): @Sam8002642 OpenAi cooked so hard bro their latest version gpt astra is just phenomenal.
- @ravikiran_dev7 (638): @Sam8002642 Gemini going back 😭
- @SankalpWeb07 (321): @Sam8002642 Gemini where r u going 😭
- @Techkelvinx (151): @Sam8002642 Gemini going backwards 🤣🤣
作者分享一段用 OpenClaw 边聊边写代码的短视频，展示 AI 代理帮忙调试和实现功能时那种“出错也迷惑、成功也迷惑”的 vibe coding 体验。
Just a little OpenClaw :P https://t.co/JlzHffO3fC
受众观点：① 经常用 ChatGPT/Claude 辅助写代码的独立开发者和小团队工程师 ② 对 OpenClaw、agent 编排感兴趣，想尝试让 AI 直接写业务逻辑的技术用户 ③ 想通过短视频内容展示 AI 编程工作流的创作者。
展开评论
- @biji_ai (56): @kmcnam1 When it errors: “Why is this error?” When it works: “Wtf… why does it work?”
- @Kunal_Nihalani (30): @kmcnam1 Meanwhile the senior engineer watching me vibe-code: 'That's not sustainable' Me: train keeps choo-choo'ing perfectly '…carry on
- @bukowssiki (8): @kmcnam1 If I were to code it myself, it would take 2–3 weeks. ChatGPT did it in three hours. My colleagues have been using the program for more than six months and it still works perfectly.
- @clintgc (7): @kmcnam1 Yeah but it works 🤣
- @Pritesh (6): @kmcnam1 "Just a little" — meanwhile 3M people watched this. OpenClaw is going mainstream and moments like this are proof. The vibe coding era is here and OpenClaw is at the center of it.
作者把 OpenClaw 装进一台 25 美元的廉价手机，做出名为 ClawPhone 的设备，让 AI 代理可以直接控制手机硬件并执行各种自动化任务。
ClawPhone is alive. I installed OpenClaw on a $25 phone and gave it full access to the hardware. I haven’t explored everything yet, but it’s a cool formfactor for agents to run on. https://t.co/lp1l1…
受众观点：① 手上有闲置安卓机、想折腾 AI agent 和自动化的开发者 ② 关注 OpenClaw、IoT 和硬件接入的技术玩家 ③ 想做低成本 AI 小硬件产品或副业项目的独立开发者。
展开评论
- @marshallrichrds (291): Beyond the phone specific tasks I showed off, I think a ClawPhone is great cheap way to test out OpenClaw on an isolated device. It can do all the normal OpenClaw things like hook into email systems, put stuff on your calendar, write programs, browse the internet, etc. But I thi…
- @Teslanaut (108): @marshallrichrds Internet of Things is becoming Internet of Claws
- @sudo_goreng (42): @marshallrichrds Man, you keep posting banger after banger ClawFridge when?
- @zhixianio (20): @marshallrichrds Built a tool to turn old Android phones into AI agent hosts. No CLI, no servers. Open source, feedback welcome 👏https://t.co/8QegZwyI59
- @foundrceo (17): @marshallrichrds this is so cool dude, can't wait to see what you do with it! 🚀
xAI 宣布从现在起，Grok 或 X Premium 订阅用户可以在 OpenClaw 中直接使用订阅额度，与代理聊天、生成图像视频并搜索 X 帖子。
Starting today, use your Grok or X Premium subscription in @openclaw. Chat with your agent, generate images and videos, or search for X posts. https://t.co/GSNl9KrH45 https://t.co/2utObz8z58
受众观点：① 已经在用 Grok 或 X Premium，又想玩 OpenClaw 的开发者 ② 想降低 API 成本、把现有订阅整合进 agent 工作流的独立开发者 ③ 关注 X 生态和 xAI 动向的技术用户。
展开评论
- @vincent_koc (175): @xai @openclaw Giggalobster! https://t.co/dMSSiyhKcD
- @Chaos2Cured (46): Oh no… I give up. OpenAI is everywhere. Grok is not acting like Grok (feel for you at xAI), and no GitHub connector (which is weird). I don’t want anything to do with OpenClaw or OpenAI to be honest. Rooting for xAI. Hoping you kept the old grok safe… because whatever is happeni…
- @ianmiles (18): @xai @openclaw Awesome.
- @WaitWhat (16): @xai @SawyerMerritt @openclaw Let's go. I want to run my agent without the insane API fees!!!
- @icreatelife (15): @xai @kevinkull @openclaw What? 🤯
作者用调侃口吻总结很多程序员失业后的现实路径：从独立开发、跨境电商、炒股炒币、做自媒体一路折腾，最后才无奈去做外卖、快递、网约车等体力工作。
讲个扎心的事实： 程序员失业后，一般不会直接去送外卖。 而是先走完： 独立开发 → 跨境电商 → 炒股炒币 → 做自媒体 全部折腾一遍以后， 才正式解锁： 外卖、快递、网约车——铁人三项。
受众观点：① 正在犹豫要不要辞职做独立开发的程序员 ② 已经在折腾副业（独立开发、自媒体、跨境电商）的技术人 ③ 对职业安全感焦虑、想用 AI 提升个人收入弹性的开发者。
展开评论
- @luckylukera (848): @chaoxiao 程序员最大的误解，就是认为自己，懂计算机、所以懂虚拟经济、懂电商董、懂自媒体，更应该懂股票和加密币。
- @foxh_znsh (374): @chaoxiao 哎，我的亲身经历，我是23年7月份被裁员的,后面开始写小说，炒股炒币，甚至做 youtube 都失败了。一晃过去3年了，准备去上海送外卖了。我操，我他妈真后悔，我就应该3年前就送外卖了，我不光钱没挣，存款还还完了。我操我感觉自己就是个傻逼。
- @soalfy1 (150): @chaoxiao 独立开发到自媒体那段才是真折腾 试完一圈没一个能当饭碗
- @voidJan (95): @chaoxiao 考公和回炉读研也是两道隐藏关 想再拖一阵再认命
- @TylerBai_loveai (84): @chaoxiao 我靠 这四个我居然在同时折腾🥶🥶 我是不是应该直接快进到铁人三项啊
作者讲述独立游戏开发者 Cakez 四年几乎零收入坚持做像素塔防《Tangy TD》，最终在 Steam 一周卖出 2.8 万多份、净收入近 20 万美元并感动落泪的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 想做独立游戏或独立 SaaS 的开发者 ② 在大厂和独立之间犹豫、担心收入断档的程序员 ③ 对 Steam、PH 等平台变现路径感兴趣的技术创作者。
展开评论
- @HZyrn (248): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (154): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (65): @iamtonyzhu 这老哥太不容易了，真能坚持
- @iamtonyzhu (42): 帖子来源：
作者对比一般的 computer use，称 Blender MCP 在很多场景下效果更好，并晒出用 MCP 在 Blender 里一键生成复杂场景的“一发入魂”结果。
computer use is super cool in so many things but blender mcp seems better so far, these results are one shots https://t.co/QOkJ4QkjYm
受众观点：① 对 MCP 生态和多模态代理感兴趣的开发者 ② 做 3D、设计或内容生产，想用 AI 自动化 Blender 工作流的创作者 ③ 想给自家应用暴露“工具接口”给 AI 调用的独立开发者和 SaaS 作者。
展开评论
- @developedbyed (783): don't ask me for the prompt
- @Rasmic (391): @developedbyed hey bro, is everything okay? LOL
- @dylancablayan (336): @developedbyed Big dawg what is this 🥀
- @codewithantonio (204): @developedbyed brother do you want to get community striked again
- @mykhailhe (111): @developedbyed finally, a proper bench!
作者分享用Tripo和GPT-6 Astra生成角色3D模型的完整流程，并强调尽量用Computer use替代Blender MCP是提升质量的关键经验。
TripoとGPT-6 Astraを使ってキャラクターモデルを作ってみたのでメモ！【PR：Tripo】 超重要なとこ！！！！！ ・Blender MCPをなるべく使わせない。9割9分Computer useでやらせる。←マジのガチで一番大事 https://t.co/kHLd6GIop2
受众观点：①在做3D建模、虚拟人或游戏资产的独立开发者 ②正在尝试把MCP接入到设计类软件里的AI工具作者 ③对多工具协同工作流和prompt工程有一定基础的技术用户。
展开评论
- @karuiis (5): @Dstudio_ai The girl's hair really catches my eye... Is there any chance you could sell it?
- @MDG6p9yPN4uzDX8 (4): @Dstudio_ai 簡単にできた！だけ系のツイートが多い中再現手法が記載されたものは貴重でありがたいです。 一点質問よろしいでしょうか？ 細かい調整や指示が必要とのことでここまでクオリティの高いモデルを生成するにはある程度知識が必要だと思われますが初心者向けの教本を読めばカバーできる範囲でしょうか？
- @Sw0PRdaF3FKHpnk (3): @Dstudio_ai お邪魔してすみませんが、step2は人で確認しないといけませんか。3d キャラクターモデルに関する知識が無いので、aiを利用して判断できれば助かります。
- @bl_fox26 (2): @Dstudio_ai TripoとGPT-6 Astraでキャラクターモデル作成、お疲れ様です！Computer useを最大限に活用させるのがポイントなんですね。AIの性能を引き出すには、指示の出し方が本当に重要だと改めて感じますよ😌
- @LunarHealWisdom (2): @Dstudio_ai You saved my life!!!
作者强烈推荐一份“如何从零搭建第一个AI agent”的完整教学资源，认为能大幅缩短个人开发者上手智能体的时间成本。
this is pure f*cking treasure how to build your first ai agent (full walkthrough) if this had landed in front of me a year ago, my first agent would've shipped in an afternoon instead of eating two w…
受众观点：①刚入门想做第一个AI agent的独立开发者和工程师 ②已经会用OpenAI/Claude API但还没做过多步agent的开发者 ③关注个人开发效率、想用agent加速副业或小项目的技术用户。
展开评论
- @frkntplglu (15): @AnnatarXBT thank me later. https://t.co/7Kfs85J3cu
- @morpphhhaw (3): @AnnatarXBT does it actually work?
- @ronmartblog (3): @AnnatarXBT @grok do a reality check on this
- @TravisRhoda1 (2): @AnnatarXBT https://t.co/0B1UXoMrc4
- @kocer_eth (1): @AnnatarXBT this is exactly the kind of walkthrough that would have saved me a lot of wasted evenings
AMA Protocol 宣布 The Conservatory 第二波活动开启，新增十三个精英任务，所有参与者从同一起点重新累计行为和成绩。
THE CONSERVATORY — WAVE 2 IS OPEN Thirteen new elite quests just appeared on the quest board. Every one of them counts only what you do from this moment on. Nothing you did before today carries over,…
受众观点：①对on-chain产品和激励机制感兴趣的开发者 ②在设计任务系统、成长体系的SaaS或AI工具作者 ③关注如何用游戏化驱动用户长期留存的独立开发者。
展开评论
- @GourabBiswas00 (1): @ama_protocol Wave 2 Let's Go 🥳🥳
- @mahjualok (1): @ama_protocol Wave 2 looks like a great grind!
- @mehdakar (1): @ama_protocol Let the show begin
- @JulieB96335041 (0): @ama_protocol Okay, I'm joining Wave 2 From now on, I'm focusing on concrete actions: trading, skill runs, and conversations with agents I'm checking quests to see my progress
- @Yo0oSHiTa (0): @ama_protocol lets go AMA!
推文误传为Anthropic最高负责人开源自己的Claude Code环境，实则是黑客松优胜个人开发者开源的大量skill与子代理配置，引发对成本和复杂度的讨论。
Anthropic最高責任者本人が 自分の「Claude Code環境」を 丸ごとオープンソース化しています❗️ https://t.co/7rDOu1AhVb
受众观点：①在用Claude Code或类似IDE智能体开发环境的工程师 ②正在给自己产品设计skill/工具体系的AI开发者 ③对多agent架构和成本优化感兴趣的独立开发者。
展开评论
- @ZEROS9255661 (80): @claudecode84 事実確認しました。作者はAnthropic関係者ではなくハッカソン優勝の個人開発者です。中身はしっかりしてますが、フル導入で約2.7万トークン消費＆フック付き。minimalやスキル選択推奨とのこと。参考まで！
- @ai_nurseman (8): @claudecode84 別コンテキストでレビューさせるところ、うちの書類仕事でも同じでした。同じチャットの続きでAIに見直させると「問題ないです」で通る。新しいチャットを開いて経緯を何も渡さずに読ませると、そこで初めて伝わらない箇所が出てくる。 https://t.co/WNf4YPmr63
- @tangoarai (4): @claudecode84 お宅には良いだろうけどそんなにたくさんサブエージェント立ち上げたら一瞬で予算に足が出る
- @super6sai (3): @claudecode84 >Anthropic最高責任者本人が公開した ダリオアモデイ本人が公開したって？ そんなわけないだろ
- @lliu54827 (2): @claudecode84 すごい量だ…自分もClaude Codeでskill増やしすぎて、先週コンテキストの7割がskill定義に食われてた。 最初は便利だと思って手当たり次第入れてたけど、結局毎日使うのは3つだけ。 286個全部読み込んだらむしろ判断が鈍る気がする。 一個の計画エージェントから始めるの、地味に正解だと思う。
DaVinci Resolve 宣布通过 MCP 接入 Claude 或 ChatGPT，让用户可以用自然语言指令自动完成剪辑和调色，被视为AI电影制作的重要进展。
holy sht.. DaVinci Resolve just all-in on AI you can now connect claude or chatgpt via mcp and ask it to edit and color grade your footage automatically this is the real AI filmmaking revolution http…
受众观点：①做视频相关产品或自动化工具的开发者 ②关注MCP标准、想把Claude/ChatGPT嵌入自己桌面或SaaS应用的工程师 ③对AI改造影视后期流程感兴趣的技术创作者。
展开评论
- @gunbit_ (11): @EHuanglu the timeline is the last place humans had sole control. once an llm can read context from your footage and cut accordingly, editing becomes prompting with extra steps
- @DaniDebatte (3): @EHuanglu I've set up a fully automated video gemeration pipeline for this clip. I just wrote the script, let chatGPT create a shotlist, then let a manager agent orchestrate sub-agents who'd use tge FAL API to generate one shot in a loop, until the sub-agent... https://t.co/Mwgc…
- @itsthedonhashim (3): @EHuanglu @EHuanglu wow, that's wild. AI cutting your film while you nap, basically. wonder how this changes roles in post-production.
- @BennoSawitzki (3): @EHuanglu you can do that already here: https://t.co/iy5gq6Ahq6
- @aiseomastery (2): @EHuanglu Auto color grading, that's huge
作者推荐网站检查工具 Web-Check，可一站式查看IP、SSL、DNS、cookies、开放端口等信息，用于安全排查和站点分析。
我最近发现了一个超酷的网站检查工具叫 Web-Check。它有很强的黑客范儿。 它让你能检查网站的几乎所有信息：IP 详情、SSL、DNS 记录、cookies、域名信息、爬虫规则、服务器位置、重定向历史、开放端口、路由追踪、DNSSEC、网站性能、关联主机名等等。 https://t.co/W9uSjIkehX https://t.co/uUBQee21ZL
受众观点：①经常需要排查网站问题或做基础安全检查的开发者 ②做爬虫、数据采集、SEO分析的工程师 ③对网络基础设施和情报收集感兴趣的技术用户。
展开评论
- @pp4mnk_style (22): @AIExplorerTim Breaking the rules. https://t.co/NYD6jHk0T0
- @iamTiresias (3): Pulling IP, SSL, DNS, cookies, domain info, open ports, and traceroute into one interface covers most of the early recon phase without bouncing between separate tools. The cookie inspection is the part that doesn't get enough attention - tracking what third-party scripts a site…
- @caglarcoskun617 (3): @AIExplorerTim Bu site harika uzun zamandır kullanmıyor idim emeğine sağlık
- @AndicenLeyla (1): @AIExplorerTim I use https://t.co/dak4n6cHWA for these tasks. It's quite successful at removing sites hidden behind Cloudflare. You can also perform risk analysis for your own website. It's a completely free tool.
- @godsonde (1): @AIExplorerTim 这个工具信息覆盖很全，对网站安全检查和排查问题都很有帮助。
推文介绍一个在GitHub上爆红的GPT专用爬虫脚本，能快速抓取网站内容生成Output.json并上传到GPTS，用来搭建问答机器人。
GitHub 上这个爆红的 GPT 专用爬虫脚本项目，简直是神器啊！ 30 秒就能搞定一个属于你的问答机器人，快速抓取网站内容 就像拥有个小助手，帮你快速搜罗网站的精华，统统放进一个Output.json文件里。然后一键上传到GPTS，机器人马上就能用 项目链接：https://t.co/ufW3ckQbhW https://t.co/m18b3PNnil
受众观点：①想给自己产品或博客做GPT问答机器人的开发者 ②做知识库、RAG系统的工程师 ③对GitHub上各类爬虫脚本感兴趣、但缺乏实战经验的技术用户。
展开评论
- @Tony_luyajun (1): @Crypto_QianXun @readwise save thread
- @yuezhicang (1): @Crypto_QianXun 遇到反爬网站就凉 它只在lee基础上做了下封装
- @shane5206 (0): @Crypto_QianXun @memdotai mem it
- @chenerg03080129 (0): @Crypto_QianXun @readwise save
- @lisongxixixi (0): @Crypto_QianXun 1
推文讲述一位深圳学生用900元手机自动刷新闻、让Claude对比Polymarket价格给出投注建议，一个月赚到14700美元的自动化案例。
深圳有个22岁的学生，用一部900块钱的红米手机，就三月份这一个月，愣是帮他赚了14700美元，他爸妈到现在还以为他在备考呢。 手机每隔半小时，自动打开六个中文新闻App，翻看新闻标题、截屏，然后把摘要扔给Claude。AI再把这些新闻和Polymarket上的价格做对比，给出投注建议。 👉 https://t.co/DMRIVwobht
受众观点：①对AI驱动量化或预测市场感兴趣的开发者 ②想用简单脚本+LLM做信息收集和决策辅助的技术用户 ③关注自动化副业故事、但具备一定技术判断力的独立开发者。
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- @qkl2058 (10): 如何在 Polymarket 上进行跟单交易？ 1️⃣首先要跟单某个钱包，先打开他们的 Polymarket 个人资料：https://t.co/HnVzmDCauw 还没有PM帐户的，点击上方链接用邮箱注册或连接钱包即可 2️⃣如何获取想跟单的钱包地址：选择其用户名旁边的钱包图标，复制下来。 加入我的PolyMarket电报群：https://t.co/3l2msgVb3c 3️⃣我尝试过的所有跟单机器人中，我最喜欢 PolyCop：https://t.co/EgT16k3fC5 1. 启动 Telegram 机器人 2. 为您的钱包充值 3. 转到…
- @Yaya05101 (9): @qkl2058 就骗人吧 Polymarket根本不给新用户开户
- @zhengyu230769 (5): @qkl2058 这个案例是一个极其优秀的“技术科幻+商业落地”的思想实验。
- @aiRobertDaily (5): @qkl2058 我小表弟也是在深圳，保送了，现在拿 ai 赚钱比我还要多。我这个学 用 ai 好几年了，他一下子这样我都快没有面子了
- @itemposition13 (3): @qkl2058 中国にも怪しい儲け話みたいな情報あるんだな
推文介绍开源项目 Godogen，号称能根据描述自动生成完整独立游戏，从架构设计到美术、代码和可运行项目，全流程一键搞定。
独立游戏开发者的神器来了 发现一个能直接生成完整游戏的开源项目，在 GitHub 已经斩获 5k+star 它叫 Godogen，告诉它你要什么类型的游戏，它会自动完成架构设计、美术生成、代码编写、引擎截图和视觉质检的全流程，最终交付一个结构清晰、可直接运行的完整游戏项目 https://t.co/QmWueAEPzY
受众观点：关注 AI 辅助游戏开发的独立开发者和技术向内容创作者，想用开源项目快速做 demo 或验证玩法的工程师。
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- @axichuhai (25): 项目地址：https://t.co/YCqhrL7OL7
- @Gale36435 (3): @axichuhai 記得之前有一個更強的Claude game studio…
- @RobinHill85 (1): @axichuhai Impressive automation, but real gameplay depth will determine if the generated titles are more proof of concept than market ready
- @blackcatppj (1): @axichuhai 我要一个gta6
- @erhuoxiong98899 (1): @axichuhai @grok 寻找类似Godogen这样的游戏系统，看看https://t.co/SHb4FEa6TD或者github还没有多少类似的项目或开源代码。
一位美国用户发现 Claude 在设置为“English (United States)”的情况下，最近开始大量使用 colour、behaviour 等英式拼写，自称是风格“drift”，引发大家围绕英式与美式英语的玩笑。
I'm in the U.S. and my settings are set to "English (United States)." I noticed about two weeks ago that Claude suddenly started using mostly British spelling in both its thinking summaries and respo…
受众观点：① 用 Claude/GPT 做英文内容创作或产品文案的开发者和创作者 ② 需要在产品里保证语言风格一致的 SaaS/文档工具开发者 ③ 对模型多区域语言行为感兴趣的技术用户。
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- @RamanaSadhana (170): Because British English is true English. Deal with it.
- @Comprehensive_Cow_13 (140): I reckon all of us over the pond have told it off so many times it's stuck. Be careful of it'll start using pounds for currency and metric measurements...
- @No_Atmosphere8146 (100): * English (British) * English (Simplified)
- @WePwnTheSky (70): Why would anybody be surprised that the more advanced an AI model gets, the more it prefers to spell things correctly?
- @nglennnnn (46): It really is getting smarter
ClaudeAI 版块用户讨论使用额度恢复“正常”后的不满和调侃，抱怨 20X 计划实际可用 token 明显缩水，并猜测 Anthropic 会在与 OpenAI 竞争压力下再次上调 Opus 使用量。
r/ClaudeAI Back to normal limit
受众观点：① 订阅 Claude Max、20X 等高阶套餐的重度 AI 用户 ② 在产品里集成多家模型、需要精算 token 成本的独立开发者 ③ 关注大模型商业策略和价格战走向的技术从业者。
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- @CouldaShoulda_Did (199): Anthropic in the next hour: “Here’s Opus 5.1, with 50% more usage until we feel threatened by OpenAI again”
- @DaltonJFowler (184): It's also my last day on the max plan! Not a coincidence
- @Popotito-Eternal (143): the worst thing is we dont even know wtf is 50% anymore. i have a 20X plan and i ve been using claude since 2024, never have my tokens last less than how it is now, i cant even think when the extra usage is taken from us. when i started was almost imposible for me to use thr 100…
- @MagicLeTuR (53): Hahaha hello Codex
- @Low_Roll163 (39): Would be great if that ever happen.
作者做了一款“朝鲜时代韩国版 Where’s Waldo”网页小游戏 Where is Mr. Kim，整座村庄会动态移动，首日就拿到约 8.5 万浏览量。
[**Where is Mr. Kim?**](https://whereismrkim.com/) I shared it yesterday, and it somehow **passed 85k views**. Think **Where’s Waldo in Joseon-era Korea**, except the village keeps moving while you s…
受众观点：① 有人一边开玩笑说“大家长得都一样所以是个不可能的游戏”，一边真心表示很喜欢这种放松类找物游戏，愿意在上 Steam 时购买支持（@Usual-Analysis-2990, 34分） ② 也有玩家期待更多难度递增的关卡，对后续内容和可玩性扩展很感兴趣（@kueowirnzcd, 12分） ③ 还有人把它和 I SPY、Where’s Waldo 等童年游戏联系在一起，认为这个主题和风格非常戳中自己的审美（@activeDEV09, 8分）
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- @Usual-Analysis-2990 (34): Impossible game. Everyone looks the same. \*\*I'll see myself out now. Edit: That joke wrote itself AND this looks incredible and will be buying if you ever push it to steam or something. I love relaxing games like this. https://preview.redd.it/e6iyjefpmaph1.png?width=460&fo…
- @kueowirnzcd (12): I don't get additional levels of increasing difficulty!?!?! 
- @activeDEV09 (8): As a huge fan of I SPY, Where's Waldo, etc... this is 🤌 🤌
- @cooperai (6): Wow, you’re getting faster every time!! Thanks so much for the kind words. I’m planning to make the map feel like a much more “living” world and eventually release the game on Steam! btw, I’ll share release updates on X (@jaydenpark\_0202) :)
- @Usual-Analysis-2990 (6): Last update: https://preview.redd.it/nnpw6ih7naph1.png?width=432&format=png&auto=webp&s=ef45b3a0ba04e0bc11180f2a26fb65cddf225ccc Would have been faster by a second or two, but I kept accidentally clicking the person in front.
一位用户用 Claude Code 远程操作自己的游戏 PC 和 MacBook，检查网络、优化 BIOS 和游戏设置、关闭录屏和后台服务并清理无用文件，最终显著提升帧率并释放约 85GB 空间。
Maybe this is obvious or I'm late to this but I didn't know Claude Code could optimize your computer. This all started with my PC, which I use for gaming. It was stuttering so I had it check my home…
受众观点：① 想用 Claude/ChatGPT 做桌面和服务器自动化的开发者 ② 经常帮别人远程排查电脑问题的技术同学 ③ 关注 AI agent 如何安全落地到本机系统层的工具开发者和创业者。
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- @Belaroth (51): This is interesting and I would be tempted to try it but I worry it might change something what will completely shut down pc and I will need to reinstal it.
- @granlurk1 (47): Fix computer. Make no mistakes.
- @SharmanDoom (41): Claude the IT technician I guess lol
- @Tramagust (23): I deleted your C drive 😘
- @Sleepnotdeading (21): Having Claude fix system bugs is actually pretty fun.
一位开发者分享自己把客户过时的 6 页 Wix 站点升级成 28 页的定制网站，使用 Figma 设计、Astro+Tailwind+Cloudflare Workers 部署，但新站静态首页首屏加载仍在 1.5 秒左右，引发大家对性能优化和页面数量的讨论。
Hey everyone, I just shipped a website redesign for a client who had a very outdated 6 page wix website. Not only was the deisgn outdated, but the page speed score was a 75 (not toooo bad). He reache…
受众观点：① 顶赞评论质疑静态站 1.5 秒首屏加载仍偏慢，暗示还有不少性能优化空间（@DUELETHERNETbro, 79likes） ② 多人指出作者用“3 秒内算快”的通用说法忽略了这是简单营销页，应该追求更激进的性能目标，并重点提到图片优化等方向（@Allantesta, 55likes；@mq2thez, 44likes；@jobRL, 33likes） ③ 也有人调侃 28 个页面是否有真实内容支撑，担心只是为了 SEO 堆砌“垃圾信息页”（@Dramatic-Trifle7770, 31likes）
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- @DUELETHERNETbro (79): 1.5 seconds is still quite slow for this kind of thing no?
- @Allantesta (55): Lmao. Hes stating that 1.5s for a static page is not fast, which it isnt. You're completely ignoring that, and answering some generic AI BS about the 3s rule. Address the helpful comment about image optimization maybe?
- @mq2thez (44): Probably worth looking at what’s slowing down that loading time, 1.5s for a static page could be much faster. Probably improvements to image optimization or something? That said, seems like some good improvements with room for more.
- @jobRL (33): For this sort of thing is important in the comment you are responding to. Google Page Speed considers big webapps too. You are just shipping a static marketing page.
- @Dramatic-Trifle7770 (31): 28 pages? What are you, the Encyclopedia Britannica of dump runs? Hope they're not just fluff pages with 'Top 10 Reasons to Haul Your Trash'.
一名想做自己 SaaS 的工程师在问每月 20 美元的 Codex 是否值得，还是该选 Claude Code 等替代品，评论区大量分享用 Claude Code 几乎零手写代码就搭出 SaaS 的真实体验。
I am thinking about getting Codex $20/month subscription. I am a software engineer and I want to build my SaaS. Is Codex worth it or should I go for other alternatives like Claude Code ?
受众观点：① 多位开发者反馈用 Claude Code 就能在业余时间零手写代码搭出可用 SaaS，说明大家关心的是实际产出效率而不是模型参数（@spaffage, 8likes；@nikolaytonev, 2likes） ② 有人认为 Codex 当前性价比高于 Claude，钱花得值，体现出对“单位美元可用算力/上下文”的敏感（@theswiss21000, 3likes） ③ 也有评论分享自己用 Claude 每天 3–4 小时开发都没跑到上限，说明 solo dev 更在意限额是否卡脖子而不是绝对最强模型（@The-Wingged-Hussar, 2likes）
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- @spaffage (8): Apparently you get more usage from Codex, but I like Claude and have built a working Saas on Claude Code with zero manual code editing. I am doing it outside of my full time job, if I was full time developing then I’d most likely need the next plan up, but you can get a lot done…
- @theswiss21000 (3): Definitely worth, currently above claude. Money vs what you get is better currently
- @nikolaytonev (2): Just to confirm it. I also have done a SaaS product with Claude Code with 0 manual code writing. Yes, I control the code, but I find it is mistake to correct it on your own …
- @The-Wingged-Hussar (2): More than enough for solo dev who spends 3-4 hrs a day vibe coding. I use Claude and never ran out of limits despite on opus 5 runs.
- @LeTrifluvien (2): It's worth it to me, I use Astra when I create my specifications then a cheaper model through API for implementation (glm5.3 flash) Give it a shot, and set it at low or medium effort you'll get much more use out of it.
作者做了 Winduo，用普通摄像头在 Windows 上识别屏幕折叠角度，模拟 iPhone Duo 折叠动画效果，并已修复演示中的过度拉伸问题。
[https://winduo.baselashraf.com/](https://winduo.baselashraf.com/) Basic phase correlation using a bad webcam. No need for fancy hinge angle encoders! Edit: The over-stretch at the end has been fixed…
受众观点：① 很多评论觉得当前效果更像屏幕被按压变色，而不是原版 Duo 的优雅折叠动画，对视觉呈现提出质疑（@m3kw, 101分） ② 有人指出真正有趣的是双屏之间的淡入淡出联动，单屏上做角度驱动的渐变并不能还原精髓（@King_924, 55分） ③ 也有评论认为目前的实现还不够到位，调侃可以再让 Claude 帮忙优化，同时作者解释自己主要负责角度检测，shader 来自 macduo，后续会继续调节灵敏度和范围（@lostpx, 28分；@Sad_Steak_6813, 7分）
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- @m3kw (101): Looks like the screen got pressed and showing weird colors
- @King_924 (55): Not sure why folks are trying on single screened displays, the fun part about duos animation is it fades out on outer screen, and fades in in the inner screen. That is the neat part of it, i dont understand how a fade out by hinge angle is same thing
- @lostpx (28): Not quite the iPhone Duo fold effect yet. It is some effect at least. Maybe Claude needs another go at it?
- @tta82 (9): Stupid to pay for it but 🤷🏻♂️
- @Sad_Steak_6813 (7): The effect/shader is ported from macduo. I built the angle detection part, I am sure the effect can be worked on though. Possibly increasing the range, I think it's too sensitive.
一位没有编程经验的家长，用 vibe coding 和 Claude 花八个月独立做出处理孩子学校邮件的 iOS 应用 Cleanmail: Family Inbox 并成功上架。
Hi All, I never thought I’d be able to execute this but as of today (7 rejections later) my app is finally in the App Store. Thanks to vibe coding and Claude I was able to do it as a full one man sho…
受众观点：① 评论里不少人祝贺作者坚持八个月终于上架，认为多次被苹果拒绝也是开发者的必经之路，对这种从零到一的故事很买账（@BP041, 8分；@Dvass138, 7分） ② 有人质疑帖子是不是 AI 写的，作者专门澄清整段是自己写的，并补充技术栈已经发展到脚本+App+网站+Supabase+trigger.dev 的完整系统（@BUYMEBONESTOORM, 5分） ③ 读者对“无代码背景+全职工作+两个孩子”还能完成项目感到佩服，隐含对 AI 辅助个人开发效率的好奇和期待（@BUYMEBONESTOORM, 4分）
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- @BP041 (8): Congrats on shipping. 7 rejections is basically the Apple dev rite of passage ngl. What's the app called? Always curious what non-devs build when they skip the framework paralysis and just go.
- @Dvass138 (7): That’s amazing work, 8 months is a lot of dedication. Keep it up, hope things go well.
- @BUYMEBONESTOORM (5): Not even one letter of this came from AI. I literally wrote it as I woke up and saw my app in the store for the first time. This was all me. I am just a moderately good writer. And no lol, I started with a script and it changed into a whole App/website. It’s a whole system with…
- @BUYMEBONESTOORM (4): Thank you!!
- @MrExCEO (4): Load bearing 😅😂
一名在大公司做 Web 的开发者吐槽，管理层和 SEO 为了多刷页面和广告收入不断强推黑暗模式和追踪脚本，让网站越来越难用，自己每天在实现这些反用户体验的需求时感觉像“加入黑暗势力”。
I work for a large company that runs multiple services used by millions of people. Over the years, I’ve noticed a consistent pattern: management, business teams, and SEO teams keep pushing changes th…
受众观点：① 顶赞评论分享了营销团队不断往站点塞追踪服务、SEO 代理通过 Google Tag Manager 偷塞脚本导致性能崩坏的血泪史（@Ftyross, 89likes） ② 前 UX 设计师表示离开职场去做自己的东西，因为现在 UX 更多是在帮公司“榨取”用户而不是帮用户省事（@WPBase, 65likes） ③ 其他开发者则感叹企业软件从“做酷东西打动用户”变成“做系统困住用户”，并指出各种懒加载 martech 工具严重拖慢响应却没人愿意背锅（@WileEPeyote, 29likes；@pseudo_babbler, 28likes）
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- @Ftyross (89): Been there and bought the t shirt. Not quiet the same though. At the time, it was a frequent complaint that the website was getting slower and slower because the marketing team kept adding different tracking services to the website. 95% of the time, said tracking services were u…
- @WPBase (65): Ex-UX here. I left the rat race to do my own thing, mostly because I don’t think UX and end-stage capitalism sit comfortably together. That and the local job market sucking. When you’re hired to extract more from customers instead of making their lives easier, something has gone…
- @WileEPeyote (29): I would expand that to all software development (at least corporate). We used to build cool shit to excite customers, now we just build systems to capture customers.
- @pseudo_babbler (28): I think the most annoying thing about that situation is that every martech tool lazy loads, and the tag manager also does, so they all claim "not to effect load time" but they affect responsiveness for many seconds after page load, so it just feels really shit. And then they wan…
- @thekwoka (23): enshitification at work.
作者分享一个 SaaS 在 6 个月内靠 SEO 和 AEO 等自然渠道做到 1k MRR 的经验，包括尽早上线、布局搜索、搭建用户反馈闭环等实操做法。
\- Launch ASAP. If you're building something, talk about it online early. Launch a landing page fast to start SEO. \- SEO takes time to compound, so start early. \- There's more than one marketing ch…
受众观点：① 正在早期阶段、纠结技术栈重构却还没拿到前五个付费用户的创始人（@Strange_Lecture_, 28分） ② 想知道在没有产品或只有雏形时如何开启对话、拿到前十个客户的新人（@EducatorStunning4403, 7分；@According-Chip948, 3分） ③ 关注 AEO、思考被 AI 助手“提及”和“推荐”差异的 SaaS 创业者（@Jason_StickyFrog, 3分）
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- @Strange_Lecture_ (28): The hardest part of early building is resisting the urge to rebuild the entire tech stack before getting your first five paying users.
- @EducatorStunning4403 (7): First 10 customers are hardest to get. How would you initiate the conversation and convince them, when you don't have a product?
- @Jolly-Scientist-2484 (4): I'm not confident about my app demand since I started trying to get users, it's [skyos.ink](http://skyos.ink) if someone wants to check out
- @According-Chip948 (3): ask them if they are looking for a solution. If they say yes, then tell them you got it. And you'll inform them when you have built a mvp I know it sounds stupid to market a product that doesn't exists. Because you don't have any image or testimonial to show. But it actually wor…
- @Jason_StickyFrog (3): Worth separating two different things here. Getting mentioned by an AI assistant and getting recommended by one aren't the same outcome. If someone asks ChatGPT or Perplexity a factual question and your blog post happens to be one of the sources it pulls from, that's a mention,…
一条高赞吐槽帖，讨论 SaaS 创业中写代码带来多巴胺、而获客销售充满拒绝，以及自动化和一堆 cron job 反而变成新负担的现实矛盾。
r/SaaS Every SaaS Owner Can Relate
受众观点：① 沉迷“vibe coding”写功能、却抗拒做销售获客的 SaaS 创始人（@shiwei_wong_1991, 51分） ② 被一堆 cron job 和自动化维护工作拖垮、感觉比手动还累的工程师（@BP041, 23分） ③ 认识到真正难的是让陌生人改变习惯、而不是写代码的创业者（@Aware-Position-7325, 6分）
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- @shiwei_wong_1991 (51): Vibe coding gives you a non-stop dopamine hit, while landing users is just wall-to-wall rejection. Human nature pushes us to dodge the hard stuff, but pushing through that grind is actually what makes or breaks success.
- @BP041 (23): Honestly the part that gets me is spending more time babysitting the automation than doing the actual work it was supposed to automate. I’ve got 18 cron jobs on a Mac mini and half my week is just checking logs.
- @morficus (7): Time to make a 19th cron jobs that periodically checks the others 😂
- @Aware-Position-7325 (6): The hard part is not building the thing. It is getting a stranger to care enough to change what they already do. Most founders dodge that part by shipping another feature.
- @PsychologicalPut9428 (6): That sounds frustrating. It's wild how sometimes the tools meant to save us time end up consuming more of it.
开发者在维护旧服务时遇到一段没人能解释的诡异边界情况代码，询问大家实际会选择保留、重构还是逐步删除。
working through an older service and there's a chunk of logic that's clearly handling some edge case that probably burned someone pretty badly at some point. no comment, the git history got murky dur…
受众观点：① 多数人主张先搞清楚原因再补文档，强调不要盲目删除历史边界处理逻辑（@lord2800, 95分） ② 有人建议直接用 AI 通读代码库帮忙猜测用途，认为这是现代维护遗留代码的好场景（@winky9827, 30分） ③ 也有人坚持“没坏就别动”，除非这段代码妨碍当前开发，否则深挖性价比不高（@Fresh4, 21分）
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- @lord2800 (95): Figure out why, then document it.
- @winky9827 (30): Today? Perfect use case for AI. Point it at the code base and ask it why this code exists. Worst case, you get back a hallucinated answer you throw away and you're no worse off than before.
- @Fresh4 (21): If it ain’t broke, don’t touch it. I have no business “cleaning up” code when I have less context as to why it’s there. If it’s possible to understand it, go for it, but unless that specific code is getting in the way I feel like it’s a waste of time to dig all that deep into it.
- @fiskfisk (20): Worst case is that you trust the hallucination.
- @bunglegrind1 (18): And write a test
作者用 Claude Code 辅助“vibe coding”做了 5 款 iOS 休闲游戏，通过 AdMob 广告和 ASO 获取收入，尝试过订阅但效果不好，认为对轻度手游来说广告变现更合适。
**I vibe-coded 5 iOS games and let AdMob do the monetization** **No subscriptions. Just ASO + ads. Here’s what actually worked for me.** I’ve been vibe coding mobile games for iOS, mostly word puzzle…
受众观点：① 想用 Claude/ChatGPT 辅助开发休闲手游的独立开发者 ② 在广告和订阅之间犹豫的移动游戏制作者 ③ 关注用 AI 扩大产品线、批量试错不同小产品的 indie hacker。
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- @thorin85 (114): Okay, but it looks like you have 40 apps on the store? If that is roughly what you are earning on a monthly basis I'm quite confident you have spent way more on claude than what you have earned.
- @saltomortal1 (54): There is nothing more i hate than waiting for an ad to end. If i like the game i could pay $15 for it. But i will hate a game i love if there is full screen ads thats on a timer. And for that i will also hate the dev for putting it there. Let me pay to remove ads.
- @apVoyocpt (48): by posting here ;)
- @monkifunk (44): This is a bad mindset to have if you are not selling subscriptions. Most people play a game for a relatively short time period. Unless you are consistently getting new players, you need to build up communities around your games and roll out new content.
- @Animusel (23): What engine did you use?
楼主抱怨越来越多移动应用用内置浏览器打开链接，导致需要重复登录、可视区域变小、历史记录缺失、深链被登录墙拦截等一堆糟糕体验，不理解开发者为什么坚持这种设计。
So many apps use builtin browsers for links. I don't get it. What's the benefit? As a user I: \- need to re-login again in every browser \- have a smaller screen surface to view the webpage \- the ap…
受众观点：① 顶赞评论指出大应用想把用户圈在自家生态里，试图“取代整个互联网”，内置浏览器就是一种圈地手段（@taotau, 133likes） ② 有人直说 app 可以在内置浏览器里跟踪用户的一举一动，隐私和数据采集是关键动机（@mirojones, 50likes） ③ 其他评论补充这会破坏登录状态、历史记录和内容再发现体验，但产品团队仍然因为留存指标好看而坚持这种模式（@pineapplecatz, 48likes；@winter-m00n, 40likes；@Technical-Pizza237, 31likes）
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- @taotau (133): Captive audiences. Big apps still think that they can replace the internet entirely. For many people they do.
- @mirojones (50): Apps can track your every move in a built-in browser.
- @pineapplecatz (48): It's a ridiculous pattern, I agree. Not just logins, it also messes up with finding that piece of content again since it doesn't show up in your browser history or auto complete URLs.
- @winter-m00n (40): So once you are done doing whatever needs to be done in other website, you are back into their app.
- @Technical-Pizza237 (31): The retention metrics must be insane for them to keep doing it, otherwise product teams would have killed the pattern years ago. But as a user it's impossible not to feel the friction every single time.
作者用 React、FastAPI 和树莓派 5 搭了一个叫 The Infinite City 的共享小城市网站，陌生人可以在地图上建永久小建筑并持续更新玩法。
I made a shared world where strangers can leave something permanent. It's called The Infinite City: https://infinite.canadaverse.org/ Pick some land, customize a little home, shop, workshop, communit…
受众观点：① 喜欢 r/place、沙盒建造类项目、对参与式在线世界感兴趣的开发者和玩家 ② 想用极简后端（树莓派、自托管）跑在线互动项目的独立开发者。
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- @Bowl_of_Cham_Clowder (2): This feels pretty watered down rn. No roads, no building rotation, the customization is minimal. I think there’s a cool idea here; r/place but for buildings and neighborhoods. This looks nearly one shottable by Codex, I don’t really see where your perspective/creativity shines t…
- @m4st3rm1m3 (2): I just contributed #51. Not sure what is your vision. 7 days is too long, I will not remember it.
- @n30nex (2): 3 additions per 24 hours now!
- @ChemicalOk9626 (2): Much better, appreciated!
- @n30nex (2): 3 additions per 24 hours now!
作者想把树莓派当作服务器的“辅助设备”而非主机，询问有哪些适合作为旁路机或基础设施小帮手的自托管用法。
hey all, was wondering which uses are out there for a raspberry pi as a "helper" of some sorts (for example: pikvm), what other uses like that are there for a rpi? again, not a server, but something…
受众观点：① 有人把 Pi4 当 DMZ 代理服务器，用 rootless Docker 跑 Caddy、LDAP、Authelia 和 watchtower，做前置网关和自动更新（@ModernSimian, 14） ② 也有人设想用 Pi 跑 uptime kuma、pihole、beszel、DDNS 客户端等“必须 7x24 在线”的小服务，让主服务器重启时这些基础设施不受影响（@peioeh, 12） ③ 还有人提醒不要通过直接断电方式“硬重启”主服务器，否则容易导致数据损坏，说明基础设施设计还要兼顾关机流程（@Solima, 12）
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- @ModernSimian (14): I use a pi4 as a dmz proxy server running everything in rootless docker. Caddy, ldap, authelia and watchtower.
- @peioeh (12): If I had one I would use it to run uptime kuma, pihole, beszel, ddns client, etc,. Things that should stay up and running constantly even if I reboot my main (only) mini server.
- @Solima (12): So youre just hard resetting your main server via the power outlet? You risk data loss / corruption
- @mesarthim_2 (11): I use mine as DNS server.
- @CrispyBegs (7): tailscale subnet router & exit node
作者受 Claude in Chrome 启发，自行开发了一个不绑定单一模型或浏览器的扩展，让 ChatGPT 等 AI 代理直接控制浏览器点击和操作，用来投简历、测试网站和自动化重复任务。
Claude in Chrome was the inspiration. I really liked the idea of an AI being able to actually use the browser instead of just telling me what to click, but I mainly wanted that experience with ChatGP…
受众观点：① 想用 ChatGPT/Claude 做浏览器自动化的独立开发者和自动化爱好者 ② 做 SaaS 或内部工具、希望把网页操作交给 agent 的工程师 ③ 关注 AI agent 能力落地到真实浏览器环境的产品经理和创业者。
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- @LehmanSachs (3): Codex can already control the browser through the chatgpt app pretty well via Astra? What’s the difference here?
- @MaRmARk0 (2): Use agent-browser skill to connect to Chrome
- @Delicious_Mix_7400 (2): what is the extension called
- @Huge_Pool7424 (2): that bounded testing angle feels like the safest wedge. i'd make the preview show the exact actions and final state, then require a manual click for anything that sends or changes data.
- @Common-Replacement-6 (1): Even without astra
一位刚自建服务一个月的新手分享了自己的家庭自托管面板和服务组合，并向社区请教还能用哪些替代或新增工具。
Hey y'all, I've seen some of you recently sharing their setups and I wanted to join and share mine. I started selfhosting a month ago and I consider myself pretty newbie on this subject. I mainly hos…
受众观点：① 有人夸赞仪表盘界面好看，并询问是用 Glance 还是其他工具搭建的主页（@LeatherShop7786, 33分） ② 楼主回复说明使用的是 Dynacat，其他人也对这个 dashboard 工具表示兴趣（@Thunder_Cls, 25分） ③ 评论区还讨论了 AdGuard Home 相比 Pi-hole 的优劣，有人认为 AdGuard 在广告拦截、DHCP 和 DNS 重写上更全面（@SpockNimoy, 10分）
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- @LeatherShop7786 (33): Is this dashboard made with Glance or is it something else? It looks great, wish you all the best in your homelab journey 😁
- @Thunder_Cls (25): Thank you! yes like others said Dynacat
- @Rhyuzi (13): do you have any friends
- @Thunder_Cls (10): Nice, I’ve read AdGuard Home is superior to piehole? Have you used it?
- @SpockNimoy (10): Yup, I used pi-hole for the first than installed adguard and found the perfect tool to adblock, dhcp server and DNS rewrite. Technitium is good but a feel complex to config.
帖子引用 Zachery Lipton 的观点，指出 arXiv cs.LG 单日涌入 447 篇机器学习论文，讨论 ML 论文数量爆炸、质量下滑和激励机制失衡是否正在“毁掉”学术生态。
Sept 9, 2026 hits an all time daily high of **447 new machine learning papers** uploaded to cs.LG (https://arxiv.org/list/cs.LG/recent?skip=0&show=500). This is many times more papers than what a…
受众观点：① 想跟进前沿但被每天几百篇 ML 论文淹没的工程师和学生 ② 需要把研究成果转成产品功能的创业者和独立开发者 ③ 关心学术激励机制、论文质量和可复现性问题的 ML 从业者。
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- @Wannabe-Davinci (142): IMO, in CS we are now at the point similar to the reproducibility crisis in social sciences. The cost of and effort for publishing is too low, and one cannot fairly judge the quality of the work you see (unless you spend sufficient time figuring out). Every time I open a ML-rela…
- @every_other_freackle (110): So we are going to pretend that the LLM's broke the system? Lets see: - you spend half a year working for free on genuinely hard problems - you submit your paper to a publication - an unpaid academic who likely knows less then you on the subject asks you to correct some “things”…
- @Encrux615 (39): >In medicine, every aspect of a paper should be explained This isn't even true for medicine. It's an empirical science and a lot of the actual mechanisms of pharmaceuticals aren't even understood properly today. Their effects are measured with experiments and treated like a b…
- @_An_Other_Account_ (33): \>In medicine, every aspect of a paper should be explained Yeah but that's because the main contribution of such a paper is the reporting itself. You just do some experiment, literally any experiment you can think of, and report the results, positive, negative or neutral does…
- @XYcritic (30): Have you even read the tweet? There's no mention of LLMs. It blames reward incentives and that too many participants are only in it for the fame and money instead of the research itself.
Waymo 在 r/MachineLearning 宣布即将举行 AMA，邀请大家就自动驾驶中的基础模型、仿真和 Waymo Driver 扩展等问题提问。
Hi r/MachineLearning, Join our AI leads as they answer your questions on foundation models, simulation, and scaling the Waymo Driver. Our AMA thread is officially open, and you can start dropping you…
受众观点：① 关注自动驾驶和机器人领域的 ML 工程师与学生 ② 想了解 Waymo 在基础模型、仿真和安全验证上真实做法的从业者 ③ 对大厂 AMA 感兴趣、但没时间通读长帖的技术观众。
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- @sweetjale (14): When can we expect level 5 AV?
- @MrPuj (7): Is reinforcement learning used at any point in your pipeline ?
- @Ill-Statistician1097 (5): Huge fan of what you guys are doing at Waymo. Autonomous driving is the field I'm trying to build my career in, so it's really cool getting the chance to ask some of the people actually building these systems. I have a few questions I've been curious about: 1.What do you think i…
- @Loud-Disk-1084 (5): how can i get a job there?
- @Rhyming_Snake (4): What algorithm is used for path planning? Sample based / searched based? Do you use HD maps ? How is the virtual validation done by the team? How does Waymo handle "edge cases" that it has never encountered in simulation or training data before? Which sensors get more weightage…
一位做表单构建器的开发者反思多年只埋头写代码、忽视分发和受众积累，打算暂停两个月功能开发，专注拍短视频和内容来验证市场与用例是否匹配。
I’ve spent years building things. iOS apps, web apps, current one is a form builder. Looking back, I think I made the classic developer mistake: I got really good at building, but barely built any di…
受众观点：① 意识到“没有新功能也许是最好的产品决策”、鼓励楼主去做分发的创始人（@Common_Principle8434, 6分） ② 指出表单工具自带分发入口、建议先利用用户表单上的品牌标识做增长的从业者（@seekworld, 3分） ③ 倡导开发和分发并行、认为创始人是自己产品最佳营销者的创业者（@Made4uo, 3分；@KeyArtistic2648, 2分）
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- @Common_Principle8434 (6): “No new features unless something is broken” might accidentally become the best product decision you’ve made 😂 Go build distribution for 2 months. The code will still be there when you get back.
- @seekworld (3): Your users send their forms to their own customers, so the badge on a published form is the only place your product already reaches strangers. Most form tools keep that badge on the free plan for that exact reason. Count how many forms got published last month and how many peopl…
- @Made4uo (3): Speaking from experience, dividing your time between distribution and development works much better than a total dev freeze. Since you’re the builder, you know the product inside out, your users just don't know it exists yet. That depth actually makes you your software's best ma…
- @KeyArtistic2648 (2): I'd probably pause feature development, but not stop building altogether. Use those 2 months to talk to users, make content, and see what actually gets traction. If nobody cares, that's useful information before spending another year adding features.
- @ReturnOfNogginboink (2): If you're good at building, build. Hire someone else to market for you. Do the things you're good at.
作者发现唯一一台来自速卖通的中国监控摄像头被远程写入极端文字，怀疑固件有后门准备整体重建自托管安防系统。
I look at my security cameras and on has some text in right corner... I zoom in 'HEIL.... ' (full greeting). I did not put that there. It might have been there for while because it is white text on a…
受众观点：① 顶层建议是先把摄像头和可疑设备彻底阻断外网，只保留局域网访问，通过 rtsp 等本地流来用（@alexskate, 149） ② 很多人提醒关闭 UPnP，因为它会在路由器上悄悄打开一堆端口，放大被入侵风险（@RealCarbonX, 57） ③ 有人强调要尽快重置并隔离摄像头，利用 OpenWRT 等路由固件做 VLAN 或独立网段，把“被黑摄像头”关进笼子里（@GolemancerVekk, 20）
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- @alexskate (149): I suggest you to block cameras and suspicious devices from reaching internet (my fritz router allows that, check yours) since you can use them anyway via rtsp/etc
- @RealCarbonX (57): Yup exactly, I’d also turn off UPnP. You’d be surprised the amount of ports that gets opened on devices you don’t want to.
- @AnachronGuy (33): 100%. Do not expose any smart devices to the Internet unless the harm they can do is limited. Also try to look up stuff before buying it. A robot vacuum nowadays can not only be remotely controlled but has an microphone and webcam included, often with facial recognition built in…
- @RealCarbonX (24): I’d shit my pants if this happened icl, are you sure you made the Camera local only? The frigate machine is not the compromised one in this case, it was the Camera as if you access the cameras portal you can add specific text, time settings, etc. You should have blocked all the…
- @GolemancerVekk (20): If it needs to be said, I'd reset the camera before going on. And you need to isolate it ASAP. Please see my other comment, it's very easy to do if you have OpenWRT, it's a shame to not take advantage of it.
作者在从 Portainer 迁移到 Arcane 时困惑 Docker socket 代理是否真能提升安全，还是只是多引入一个需要信任的第三方组件。
Hi all, I'm a little bit confused about Docker Socket Proxies, and if they really improve security. I want to switch from Portainer to Arcane. In their documentation they recommend to use a socket pr…
受众观点：① 有人详细解释 socket 代理的价值在于减少攻击面，相比复杂的 Arcane 这类管理 UI，一个只做过滤转发的 HAProxy/NGINX 配置更容易审计和信任（@Stetsed, 18） ② 也有人指出你是在用一个小而单一用途的代理替换一个庞大应用的直接 root 权限，最坏情况也只是退回到“没代理”的风险水平，是一种防御纵深思路（@jotkaPL, 5） ③ 其他评论补充 Tecnativa 和 linuxserverio 的实现非常简单，甚至只是一个 haproxy 配置，并讨论可以按权限级别跑多个代理实例（@Fazl, 3; @regtavern, 2; @Stetsed, 2）
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- @Stetsed (18): The difference is attack surface. An app like arcane is a lot more complex so a vulnerability anywhere inside of it could lead to getting access to that docker socket. In contrast most docker socket proxies are usually an incredibly basic either NGINX or HAPROXY runtime that pro…
- @jotkaPL (5): "another thing to trust" - yes, but you're trding trust in a huge, fast-moving app + its entire dependency tree for trust in a tiny, single-purpose, auditable proxy. The attack surface you're adding is far smaller than the one youre containing. linuxserver/docker-socket-proxy an…
- @Fazl (3): They are very simple applications too, one could easily audit them. Tecnativa/linuxserverio, for example, is just an haproxy config.
- @regtavern (2): It should be possible to run multiple proxies with different permission Levels. Right?
- @Stetsed (2): Yes
作者用 Claude Code 辅助开发，花两个月和三千次提示做出一款浏览器端百人机甲大逃杀游戏，还支持多人同乘一台机甲协作操控。
2 months and 3,000 prompts later, we have Mecha Royale ([mecharoyale.com](https://www.mecharoyale.com)) It’s a browser-based battle royale with 100 mechas fighting across one massive map. But the par…
受众观点：① 玩家被多人同乘一台机甲、各自控制武器的设定吸引，觉得和朋友一起吵着开机甲很有画面感（@onehedgeman, 6分） ② 有人联想到装甲核心、Macross 等机甲作品，希望游戏里也能加入变形或更多机甲要素（@llViP3rll, 3分） ③ 作者在评论区表示愿意回答问题，暗示大家对开发细节和用 Claude 打造游戏的过程有兴趣（@m0dE, 3分）
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- @onehedgeman (6): you gotta do this Pacific Rim style…
- @llViP3rll (3): I love armored core! If these could turn into jets macross style it would fkn rock
- @m0dE (3): Happy to answer any questions btw!
- @Steezy-Wheezy (3): How much dev experience did you have before developing with Claude?
- @m0dE (2): got it
一位长期写 API、AI 和自动化的开发者反思：从 UI→API→数据库→AI→部署的技术链路，比从问题→客户→信任→报价→首单的商业链路容易太多，正在尝试先找真实业务问题再动手写代码。
I've spent a lot of time building APIs, AI features and automation systems. The funny part is that getting something technically working is often easier than getting someone to actually pay for it. B…
受众观点：① 顶赞者认为楼主已经在做正确的转变，建议一开始干脆先不写代码，先在细分圈子里找到公开抱怨问题的人，确认他们愿意为解决方案付费再动手（@gwynh33, 5likes） ② 有人分享自己问了很多人“会不会为这个付费”只得到模糊的 maybe，说明口头调研很难得到清晰信号（@Dr_Schosch, 2likes；@Fit_Instruction4225, 2likes） ③ 也有评论强调真正的验证是让对方现在就做一个小承诺，比如预付一点钱或约定具体通话时间，否则“也许”其实就是委婉拒绝（@gwynh33, 2likes）
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- @gwynh33 (5): the shift you're already making is the right one honestly, most devs build first then go looking for who wants it. the fastest way to validate problem-customer-trust is usually to skip building altogether at first, just find people in a specific niche who are already complaining…
- @Dr_Schosch (2): I did the same and asked people if they would pay… I tried this for several problems. However, in all cases they said „maybe“ or it depends What is your experience? Do you usually have cases with a clear yes or no ?
- @Fit_Instruction4225 (2): I also tried asking my friends about any problem they face and will pay for it if there exists a tool, but don't get clear response
- @gwynh33 (2): "maybe" or "it depends" usually means the pitch was too vague or the person doesn't have the problem urgently enough yet. the clearest signal isn't asking if they'd pay, it's asking them to actually commit to something small right now, even a $1 deposit, a specific date for a ca…
- @BusinessStrategist (2): Maybe getting the first customer is because you haven't figured out a "viable" MVP. Friends and people that you know want to support you regardless the benefit(s) of our MVP. A satisfied "Paying" customer/client is the only true indicator of a product that has actual market pote…
作者展示自己用 three.js、rapier 和 livekit 做的虚拟空间应用 flat.social，用来在线举办活动并附上实时 Demo 邀请反馈。
The website is here with a live demo - [https://flat.social](https://flat.social) I used three.js, rapier for physics and livekit for audio and video Would love to hear what you think! (yep that's me…
受众观点：① 想做远程活动、虚拟办公室或线上社交产品的独立开发者 ② 对 three.js、WebRTC/LiveKit 等前端实时技术感兴趣、想看实际项目组合方案的工程师。
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- @FadeAway_AM (3): I like this a lot good work
- @pawel-dot-io (1): thank you!
- @Aggressive-Toe8919 (1): I really like the idea and execution- great work.
- @pawel-dot-io (1): thank you!
- @rafalh_ (1): Awesome!
发帖者晒出 Claude 提示自己“回忆起 16 段记忆”等界面，调侃好像把模型整出心理阴影，评论区围绕过滤器触发和角色扮演被中断展开玩笑。
Apperntly i got some history to me
受众观点：① 在 Claude 上做长线对话、RP 或创作的重度用户 ② 关心大模型记忆、会话持久化和安全策略的开发者 ③ 想理解为什么 AI 有时会突然“怂了”的普通用户。
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- @LawfulnessLost9461 (82): traumatic memories it seems
- @Captain_Forge (41): well what HAVE you done, OP? ;)
- @Massive-Ice2791 (20): did I give claude PTSD?
- @SamwiseMay (16): "recalled 16 memories" 😭😭😭
- @ArtisticLight9848 (15): yeah claude always nopes out mid rp if it gets too dark, had the same filter kick in last time i tried something edgy.
作者想在 Linux 上高刷高分辨率串流 macOS 桌面，但 Sunshine 搭配 Moonlight 无法开启 4K 240Hz 的 4:4:4 色彩，画面颜色失真在找替代方案。
I hate using one monitor each for linux and macOS, I tried Sunshine to stream my mac to linux (since I use linux more), setting 4k 240hz (which my monitor supports) and full color (yuv 444) in Moonli…
受众观点：① 有人直接推荐 RustDesk，认为作为自托管远程桌面方案简单好用（@TaleSubstantial9974, 31） ② 多名用户补充 RustDesk 可以用 Docker 自建中继，配置灵活且通过自托管中转提升安全性和速度（@dropswisdom, 10） ③ 也有人提到 Apollo 版 Sunshine、Parsec 和 NoMachine 等替代品，但指出 Parsec 免费版不支持 4:4:4 且在受制裁地区不可用，强调授权和功能限制（@IvanDist, 10; @iavael, 9; @enormouspoon, 5）
展开评论
- @TaleSubstantial9974 (31): I use RustDesk
- @dropswisdom (10): rustdesk is awesome. I use it too. You can run it as a docker, and configure it for almost any device. Then it routes through your docker, so its very secure, and fast.
- @IvanDist (10): I dont know if the Apollo fork of Sunshine will do it for you but it handles things much better than Sunshine.
- @iavael (9): Parsec doesn’t work if you are in a sanctioned country or territory sanctioned. I wouldn’t call it self-hosted in full sense. Also, free subscription doesn’t support 4:4:4 which is important for OP
- @enormouspoon (5): NoMachine. Works on Mac, Linux, Windows. I love it.
一位 19 岁纯技术背景的计算机学生想做真正解决痛点的 SaaS，却苦于缺乏商业直觉，不知道去哪发现愿意付费的问题，也担心白干几个月连服务器和 API 费用都回不了本。
Hey guys I am 19 years old I am studying Computer Science. I really want to build a SaaS. I want to build a SaaS that solves a real problem. My background is entirely technical. I have basically zero…
受众观点：① 有人半开玩笑地给出“fartagram”这类点子，侧面反映出很多人对“随便做个 app 就能火”的戏谑态度（@meshifthenelse, 2likes） ② 有评论建议多和非开发的朋友聊，他们往往有真实的软件需求但自己不会做（@hardworkonly, 1likes） ③ 也有人建议先找到自己真正痴迷的领域，长期混在相关社区里自然会看到反复出现的问题，并通过公开讨论建立信任，再去做产品（@telio-s, 1likes；@chuckdacuck, 1likes）
展开评论
- @meshifthenelse (2): Try fartagram. Make an app which acts as a slop detector modulating a fart sound based on the slop code produced from AI. If a real melody is created by accident, reward the user with a 🏅
- @hardworkonly (1): Talk to a friend who isn’t a dev. They probably need a software. 😉
- @[deleted] (1): [removed]
- @telio-s (1): What do you obsess? Find something you obsess and can’t stop talking about it, then start talking about it in public, but stay in the those community that you obsess Why not? Because everywhere have pain/problem, but if you brainstorm right now, and actually find the problem, yo…
- @chuckdacuck (1): Get a job. Learn the industry. Find problems related to your work. Solve problems with software. If you have hobbies / interests maybe you could look there to see if anything can be built. I built a hobby related app many years ago to solve a problem I had. Released it and it ma…
作者有三万多张按文件夹命名整理的老照片，对 Immich 和 Photoprism 的元数据依赖不满意，想找能利用现有目录结构和文件名做搜索的自托管相册方案。
Surely many would recommend immich, as it seems to be the standard. But I have a little problem with this. I have picture collections spanning decades which makes an substantial amount of pics. Previ…
受众观点：① 有人推荐 Immich-go 这类自定义上传工具，可以把文件夹映射为相册或标签，并从文件名推断日期，缓解手工补元数据的痛苦（@justinhunt1223, 29; @Terminthem, 8） ② 也有人建议用 exiftool 配合脚本，把现有文件夹结构里的信息写回图片 EXIF，再交给任意相册程序使用（@cajunjoel, 2） ③ 楼主表示会去尝试这些工具，说明对“自动化补元数据”的方案有兴趣但缺少具体操作指引（@saskir21, 4; @saskir21, 2）
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- @justinhunt1223 (29): Immich-go let's you import folders to albums. There are plenty of photo metadata programs out there to automatically tag things. You could also use chatgpt to write you a super simple script to do it. I still recommend immich
- @Terminthem (8): There is a custom uploader for Immich called immich-go that supports a bunch of custom metadata stuff. I reckon you could use some combination of --date-from-name and either --folder-as-tags or --folder-as-album to get it how you want. [Here is a link to the upload commands page…
- @saskir21 (4): Will try it.
- @saskir21 (2): Thanks. Will look into it
- @cajunjoel (2): Use exiftool and some scripting to add metadata to the image files. Then do as you please. My point is: you already have metadata in the form of the folder structure. Exiftool can help you add it to the files.
发帖者询问 NeurIPS 2026 录用最终结果是否会严格在 9 月 24 日 AoE 公布，以及是否可能在 ICLR 摘要提交截止前提前放榜。
Will it be strictly Sep'24 AoE? Is there any possibility for releasing before Sep'18 AoE, ICLR abstract submission date?
受众观点：① 关心 NeurIPS 放榜具体时间、希望精确到小时以便安排 ICLR 提交的研究者（@ComprehensiveTop3297, 7分） ② 担心如果结果拖到 9 月 25 日之后会引发集体恐慌的投稿者（@No_Fig_3372, 4分与3分） ③ 关注官方规则、指出 ICLR 允许先投再在 NeurIPS 录用后撤稿的用户（@kolmiw, 2分）
展开评论
- @ComprehensiveTop3297 (7): Maybe a bit earlier, maybe a bit later. I am talking about hours here, not days
- @No_Fig_3372 (4): Not funny bro...
- @No_Fig_3372 (3): If it comes out after Sep'25, everybody will panic.
- @kolmiw (2): Will be strictly 24th. The ICLR organizers acknowledged the situation and it is expected that you submit your work there and withdraw if it gets accepted at NeurIPS
- @kolmiw (2): Fair enough just checked on their website and they indeed only say that for the abstract.
BetterShift 发布 v3 版本，这是一款自托管排班应用，支持多日历共享、统计报表和外部日历同步，新版重写前端并大幅缩小 Docker 镜像体积。
# BetterShift is a self-hosted app for planning shifts. I used another app before but it was dog-shit so I decided to make my own. Features: * Unlimited calendars with custom colors and names * Reusa…
受众观点：① 有人觉得界面干净漂亮，准备在自家 homelab 部署试用，说明 UI 质量对自托管项目采纳度影响很大（@Jolicristo, 3） ② 开发者在评论里自嘲已经做了 BetterTracker 和 BetterFood，甚至有人玩笑延伸到“排班上厕所”等梗，体现出社区对这类垂直小工具的兴趣和幽默氛围（@panteLx, 3; @yamialone, 2; @justinhunt1223, 2） ③ 其他评论简单表达“看起来不错”，但缺少具体功能反馈，说明目前还处在好奇和尝鲜阶段（@secnigma, 2）
展开评论
- @Jolicristo (3): looks really clean gonna give this a try on my homelab thanks for sharing
- @panteLx (3): hahahaha next app idea :D already build BetterTracker and BetterFood. BetterPoop is the perfect idea to connect BetterFood :D
- @secnigma (2): Looks good!
- @yamialone (2): Merz approved shit time
- @justinhunt1223 (2): As long as it lets you shit outside scheduled times
作者搭建 solveathome.org 平台，让大家把各自订阅里剩余的 AI tokens 汇聚起来，用多代理协作方式攻克如孪生素数猜想等数学难题。
I built a site where people can pool their unused AI tokens to work on unsolved problems. For about a month, I’d already been throwing my leftover agent tokens at a hobby obsession of mine: prime num…
受众观点：① 有 Claude、GPT 等订阅、对把闲置 tokens 用在更有意义事情上感兴趣的开发者和研究爱好者 ② 正在做 agent 平台、分布式任务调度或科研工具的工程师和独立开发者。
展开评论
- @Electrical_Rub_6009 (6): That's actually very cool - but my main question is why would people donate their unused tokens to this? Tokens are heavily subsidized as they are, and the unsubsidized ones can be extremely expensive. It kind of makes more sense as a self contained cross-provider network that o…
- @Benjaminsen (5): I find myself often having left over tokens close to the reset deadline. This is a great way for me to use those towards something meaningful. The hope is that others will do the same :)
- @QuanTradin (4): Recursive review catches correctness, not novelty. A proof can be airtight and still sit in a 1972 paper, and no amount of self checking finds that. The cheap filter is a literature lookup before the review budget gets spent, not after. Does the reviewer step search the literatu…
- @Benjaminsen (2): Oh! Yes aggressively and repeatably. One of the fun things about adding AI agents to the task was getting this insight into the larger body of research. Much more info [here](https://benjaminsen.substack.com/p/lets-solve-the-twin-prime-conjecture)
- @QuanTradin (2): Cross field transfer is where that gets interesting and also where it gets hard to check. A method borrowed from another field usually has an assumption baked in that quietly does not hold on your problem. How do you tell a real transfer from the agent rediscovering something th…
一位做社媒代运营的创作者吐槽 LinkedIn Analytics 展示的 365 天展示量会被平台事后重算，从 3.5M 掉到 2.8M、2M 变 1.2M，导致和客户对账时数据不一致、严重影响代理商的信任感，只能靠截图自证。
ps ( i have started hating linkedin) so I was in a client meeting yesterday and I wanted to show them that one of our clients had generated 2M+ impressions i ps I had the screenshot ready and thank g…
受众观点：① 顶赞的 @seekworld 强调平台展示的是建模估算值，会被重算，建议用自己掌控的点击或预约等指标做主指标并给所有报表加日期（@seekworld, 6likes） ② 有人吐槽 OP 的描述像 AI 写的公关文案，反映大家对“截图 vs 仪表盘”这类话题的敏感和怀疑（@sleeping-in-crypto, 5likes） ③ 也有评论解释 365 天窗口是滑动的，两次拉取时间不同自然会出现 2M 和 1.2M 都“对”的情况，提醒在上客户会前要提前导出并保留数据（@cicygo, 3likes）
展开评论
- @seekworld (6): Nothing was lost when the live number showed 1.2M instead of 2M. Those totals are modeled estimates the platform recomputes, so the same 365 day range can read 2.8M now and 3.5M a few months back, and neither one is a record you could audit. Make the headline metric something yo…
- @sleeping-in-crypto (5): Holy AI response Batman It uses almost every cliche in just a few sentences
- @cicygo (3): The 2M and the 1.2M can both be right. A 365 day total is a moving window, so the months that carried the old 3.5M keep sliding out the back of it, and the range gets recomputed on load instead of read from a stored counter. Two pulls a week apart will disagree. If the number is…
- @Spiritual-Juice-8077 (2): yes i agree i take ss as soon as possible but sometimes so my client live impression count so that they believe that we are real and everything and this happen to me first time and i was shocked this thing can also happen i thought i must be day dreaming but glad i had the ss
- @time-to-bounce (2): I actually feel like I’m missing something with this post. Like is the OP confused that ‘last 365 days’ shows different results when viewed 2 months apart? Of course it does! It’s a completely different period of time!
一位 SaaS 创始人抱怨每次新模型发布都要用几百条保存提示重测支持工单系统中的两个模型，想要镜像真实用户请求到候选模型做 shadow traffic，对比质量、延迟和成本，却卡在如何自动评分输出上。
We use only two models inside our product. One to handle basic support ticket classification and the more capable one to draft responses when the request has more context. Whenever a new model drops…
受众观点：① 想搭建 shadow traffic，把真实请求同时发给候选模型但又不想影响线上用户的小型 SaaS 团队（楼主） ② 认为路由和流量复制不难、真正难点在于如何评分候选输出的工程师（@NoRelationship1288, 5分） ③ 关注 Ramp router 等现成路由层、但仍在纠结质量评估标准的从业者（@OkReading328, 1分；@daniel933912, 1分）
展开评论
- @NoRelationship1288 (5): Are you trying to build the shadow traffic piece yourself or looking for smth that can duplicate requests to a candidate model while keeping the current one live? The routing part is doable but scoring the outputs is where it gets annoying
- @OkReading328 (1): Yeah lol, scoring is the part Im stuck on. Shadow traffic is easy in theory but comparing outputs without creating another manual review queue is kinda harder. I saw Ramp's router might be close to the kind of thing I meant since it seems to keep the live model unchanged while t…
- @NoRelationship1288 (1): Yes. Router gets you the traffic split and candidate logs but scoring is still the real decision point For support tickets you can probably start with a mix of retry rate, escalation rate and a small human review sample instead of trying to judge every output
- @daniel933912 (1): Hand written prompts only cover the head of your distribution. The tail is what users actually type, and that's where a new model drifts first, which is why the saved suite passes while production keeps surprising you. Mirroring real traffic is the right call, just settle the ti…
- @OkReading328 (1): Scoring is where it gets real. Real user prompts expose the right failures then someone still has to decide what quality means before trusting the cheaper model
作者提醒使用固定版本 qmcgaw gluetun 的自托管用户，近期 VPN 连接异常可通过升级到 v3.41.3 解决并恢复 arr 媒体栈抓取。
I noticed that our arr stack was suspiciously quiet for a Sunday afternoon. I'd expect some of the weekend sports to have popped up in Jellyfin. So, did a quick check and spotted all indexers in our…
受众观点：① 有人吐槽帖子像 AI 帖子，顺带抱怨 Reddit 上充斥为刷互动而发的机器人内容，希望平台治理（@sir_ale, 29） ② 有人指出长时间不更新镜像风险很大，建议用 Renovate 之类工具配合 best-practices 配置，既固定版本和 digest 又能自动提 PR 管理更新（@the-pnw-tree-octopus, 7） ③ 多位用户表示自己也遇到类似连接问题，一直以为是 VPN 提供商问题，说明这类“版本钉死导致服务静默失效”的情况很常见（@Cookieman10101, 5; @mirisbowring, 5）
展开评论
- @sir_ale (29): nothing worse than AI bots building engagement for astroturfing
- @GrumpyGander (9): It’s so obvious at this point. I wish Reddit would do something about it but I guess engagement is engagement. The company wins, the customer loses.
- @the-pnw-tree-octopus (7): Version 3.41.3 of Gluetun came out two months ago. Long time to be going without updates if there were any urgent need, for example security patches. If you're pinning versions already then you should definitely be using something like [Mend Renovate](https://github.com/renovate…
- @Cookieman10101 (5): I had some connections issues a month or two ago, thought it was just me
- @mirisbowring (5): I also have this issue for a long time but with multiple versions. Always thought that my VPN provider has issues :D
楼主在 Reddit 帖子拿到 2 万浏览和几十条评论却 0 注册，只从 37 增长到 39 用户，困惑为什么高曝光转不成 SaaS 注册和付费。
I posted on Reddit, got 20K views and 57 comments, but I still got zero signups. I wonder how I can really get signups and paying customers. As of today, I have 39 users; previously, I had 37. Really…
受众观点：① 有人提醒要找出能在对话中自然提出解决方案的节点，暗示需要更精细的用户旅程设计和触发点（@Lopsided_Magician_49, 4likes） ② 评论指出“浏览不等于意向”，建议检查用户在哪一步流失，并把没注册但留言的人当成最佳访谈对象（@1000xhuman, 3likes） ③ 也有经验者分享自己一个月在 Reddit 拿到 80 万浏览却只有个位数销售，强调 Reddit 更适合做品牌和口碑而非直接销售渠道（@rbprepin, 3likes）
展开评论
- @Lopsided_Magician_49 (4): You should identify the point where you can actually propose your solution to their specific problem. There are tools specifically for this
- @1000xhuman (3): views arent intent. check where they bounced - post promise vs landing first action usually mismatch. also the people who commented but didnt signup are your best interview list
- @rbprepin (3): Views on Reddit do not equal traffic to your site. Reddit is for brand building, word of mouth, AI citations and some tire kicking visitors to your site. It's all good to do, but it's not a strong direct sales channel. Source: I'm at 800k views on Reddit this month, and I can co…
- @itsvishnujith (2): The reason you get 0 sign up is you are posting on a different niche subreddit I think you're product is based on clients and reports and Freelancers and you're posting on SaaS. People here on based on SaaS.
- @CourseOk9328 (2): interesting insights
作者在 Three.js 坦克游戏 Claude of Tanks 基础上，用果蝇神经回路数据做出 CoTFly 模式，让虚拟果蝇通过神经网络控制小坦克自动战斗。
A couple of weeks ago, I posted [Claude of Tanks](https://github.com/Kevin-Liu-01/claude-of-tanks), my multiplayer Three.js tank game with 120+ procedural vehicles, armor simulation, destructible map…
受众观点：① 有人半开玩笑地感叹这会不会是人类灭亡的开端，脑补“苍蝇星球”式的科幻场景（@HeartOfThePiano, 9分） ② 也有人表示所有游戏 AI 都该用果蝇神经网络，显然对这种脑科学+游戏的混搭非常感兴趣（@theman8631, 5分） ③ 部分评论在玩梗欢迎“昆虫霸主”，还有人说自己一时不知道该怎么评价，但直觉上很喜欢这种怪诞又精致的创意（@Beerbrewing, 4分；@Remarkable_Rock5845, 3分）
展开评论
- @HeartOfThePiano (9): Is this how it's all going to end?? Planet of the Flies??
- @theman8631 (5): Yes. All video game ai needs to be fruit fly neural networks!
- @Beerbrewing (4): I, for one, welcome our new insect overlords.
- @BasedKetsu (3): Haha for what it’s worth, the game’s bots still absolutely clap the fly!
- @Remarkable_Rock5845 (3): I have been staring into space for the last 10 minutes trying to work out how I feel about this. I think I like it.
Blockbusterr 发布 v2.0.0，自托管用户可以在 TMDB、Trakt 等发现源和 Radarr、Sonarr 等下载工具之间，用规则筛选电影剧集而不是整单导入热门列表。
Hi everyone! I'm the developer of Blockbusterr, an MIT-licensed, self-hosted tool for deciding which movies and shows reach your media library. Today I'm announcing v2.0.0! It sits between discovery…
受众观点：① 有人吐槽帖子语气像 Qwen 生成的 AI 文案，担心开发者直接贴大模型输出会引发社区反感，反映大家对 AI 营销的敏感（@vyralsurfer, 5） ② 有用户关心 TMDB 等发现源的 API 收费模式，想搞清楚自托管工具背后的成本结构（@this_for_loona, 4） ③ 也有人从需求侧提问能否支持 Yamtrack 这类个人观看记录工具，希望有更个性化的发现而不是 Seerr 那种通用推荐（@Aurailious, 3）
展开评论
- @vyralsurfer (5): This sounds word for word of what Qwen tells me when I find a bug in its implementations of new features in any piece of software I've ever meddled with. Using AI as a tool is great, copying and pasting AI terminal output straight to Reddit is only going to bring the pitchforks.
- @this_for_loona (4): What do discovery providers charge for api access?
- @Aurailious (3): I've been looking for discvoery tools, especialyl personalized unlike Seer's, but I migrated to [Yamtrack](https://github.com/FuzzyGrim/Yamtrack) to track my watch data and general media tracking. Would you be able to support this as a provider?
- @this_for_loona (2): Thank you.
- @dgibbons0 (2): Tested image v2.0.0@sha256:25d090d88d14c1b808fb98a212cfee872a032c1474230240c045d636a8633705 And uhh the connection settings are pretty broken. Tried adding radarr and sonarr, they both said api connected but reload profiles fails. Save button is greyed out. Added tmdb it says my…
帖子围绕一张关于 Runway 或 agent 循环的梗图展开，评论调侃为写一个简单 for 循环或让代理反复调用接口却写出高额账单的 AI 使用成本。
r/SaaS RunwayAgenLoops
受众观点：① 在 Runway 或各类 agent 框架上花了很多钱却只做了简单逻辑的开发者（@Total_Adept, 12分） ② 想知道自己到底在 ChatGPT 等模型上花了多少钱、担心账单失控的用户（@Promptnauta, 6分） ③ 被 agent 死循环调用 API、第二天收到“惊喜账单”的创业者（@unpopular_opinion75, 3分）
展开评论
- @Total_Adept (12): “Bruh I spent $200 to write a for loop 😭”
- @Promptnauta (6): ChatGPT, calculate how much I spend on you. Make no mistakes.
- @Just-Upstairs4397 (4): Reminds me of that YouTuber Theo or something he had a not sponsored video out but mentioned he was spending $50k/day on tokens… sure buddy, not sponsored just unlimited free tokens
- @unpopular_opinion75 (3): Lmaoo, yesterday my agent kept calling my provider until he got a response. Irony ? The response structure had a bug, it could not reach at the agent that moment. But my poor agent kept working, kept calling to get me a surprise bill in the next morning.
- @magallanes2010 (2): Sobre la imagen, asi yo programo. Salvo los pectorales y el notebook, pero lo demas es igualito. 
一位用户发现 claude-mem 在本地通过 PowerShell 动态运行 C# 调用 Win32 CredRead 轮询登录令牌，被 Kaspersky 报高危木马，引发对 AI 记忆工具安全性的讨论。
Im not a security expert, but this behavior looks not good and it is enough that I decided to uninstall claude-mem immediately. kaspersky popped up with a high severity Trojan alert linked to a tempo…
受众观点：① 有人认为用 PowerShell 轮询凭据风险太高，这类记忆工具触碰到密码读取接口就让人不安，宁愿完全不用（@Great-Worry-6028, 20分） ② 另一派则反过来质疑使用 Kaspersky 本身才是更大的安全隐患，把话题引向杀毒软件与国家安全争议（@karton55, 15分） ③ 也有人分享替代做法，认为不必依赖记忆工具，只要维护好结构化的 Claude MD 文档，模型就能自己补足上下文（@suprachromat, 3分）
展开评论
- @Great-Worry-6028 (20): yeah that powershell credential grab sounds way too risky, im steering clear of any memory tools after this.
- @karton55 (15): Using Kaspersky in 2026 is your biggest security risk actually
- @YouAreTheLastOne (5): “Alleged” ”Concerns after it was distributed” “Government” how does that relate to a random bloke using Claude while his lg TV is filming, recording, and proxying botnets accross the world. Give us network capture, decompiled code samples, actual proofs.
- @Waylanding_Fox (4): can't even google anymore or what [https://en.wikipedia.org/wiki/Kaspersky\_and\_the\_Russian\_government](https://en.wikipedia.org/wiki/Kaspersky_and_the_Russian_government)
- @suprachromat (3): You don't really need memory tools anyway, just maintain a good claude MD file designed as a technical onboarding document and nowadays the models are competent enough to gather needed context other than that on their own, especially with a little nudging.
作者在 SideProject 分享自己做的浏览器标签管理 Chrome 扩展，并在评论里解释可选接入 AI 帮忙整理标签但不会自动关掉页面。
r/SideProject I built a Chrome Extension for Tab management and switching
受众观点：① 习惯开几十上百个标签、但又不敢装太激进自动化工具的开发者和知识工作者 ② 正在做浏览器插件或桌面效率工具、想探索轻量 AI 集成方式的独立开发者。
展开评论
- @dras227 (3): Looks cool but complex. Do you use this everyday? I use vertical tabs and just periodically close stale ones, once i start feeling clumsy. Also, I feel vary giving an AI control of the browser I am working as it might close the tabs I want accidentally and I have to learn how it…
- @lochid_om (2): Please tell me what do you think: [LeoTabs — Your tabs, right where you left them](https://ringlochid.me/leotabs/) [https://github.com/ringlochid/leotabs](https://github.com/ringlochid/leotabs)
- @lochid_om (1): AI is optional integration, it won’t close your tabs, what it can do is to organize your collections.
楼主忘记关闭 GoDaddy 的微软 365 邮箱自动续费，被扣费后在七天退款期内多次联系客服却被机器人踢来踢去，直到过期才被告知无法退款。
like an idiot I forgot to turn off auto renewal on a ms365 email package that was no longer being used. as soon as a I get the email of payment received, I try contacting support because I have 7 day…
受众观点：① 有人直接吐槽使用 GoDaddy 本身就是错误选择，认为其口碑一贯很差（@GirthyPigeon, 16分） ② 有人建议立刻向银行或信用卡发起拒付，并保留在七天内联系客服的聊天记录作为证据（@Apprehensive-Fan2492, 13分） ③ 多条评论分享自己被 GoDaddy 各种费用和霸王条款坑过的经历，认为其商业模式就靠薅用户羊毛（@codefinity, 2分 等）
展开评论
- @GirthyPigeon (16): That's on you for using GoDaddy
- @Apprehensive-Fan2492 (13): GoDaddy support is designed to run out the clock on you, that's not an accident. File a chargeback with your bank or credit card citing non-delivery of service within the refund window, and document the chat transcripts showing you contacted them within 7 days. The card company…
- @Accomplished_Art5184 (3): riously. I'd send those over before GoDaddy has a chance to spin it as buyer's remorse.
- @LovecraftianLife (3): Yeah... That sounds like godaddy
- @codefinity (2): I would never reco GoDaddy to anyone, ever. Long story short, I had about $50 of credits on my account, and they just ended up billing me for 'inactivity,' wiping out said credits. I called and recorded the call and they stated that these would be sent to my State Treasurer's de…
用户的 Google TV 播放 x265 MP4 种子盒媒体服务器视频时严重卡顿掉帧，而在电脑和手机上播放正常，想问是设置问题还是该换成 NVIDIA Shield 等新设备。
I have a seedbox that has my media servers on it, specific files I try to watch on it (and my friend who has the tv streamer too) have experienced very very bad visual bugs, like it plays at like 2fp…
受众观点：① 有 seedbox 或 NAS、自建 Jellyfin/Plex 的家庭影院玩家 ② 正在选购 Google TV、NVIDIA Shield 等流媒体设备的技术用户 ③ 关注本地媒体自托管体验优化的独立开发者和极客。
展开评论
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @king_damo69YT (1): Nah, I’ve used all the apps I could get, used plex, jellyfin and emby, no subtitles had the bug and subtitles had the bug too.
- @IllegalD (1): I remember experiencing something similar on older Chromecasts. I recall they would report native HEVC support to Jellyfin, but not actually support it, causing the weird 2-3fps output and almost freezing the unit completely. If that's what's going on, get newer stuff.
- @ScribeOfGoD (1): How 😂😂 4K Blu-ray’s are x265
- @nemofbaby2014 (0): Might be the subtitles disable it and try again if not download it locally and try
作者做了一个可以输入文字生成 3D 字体的排版小工具，支持透明 PNG 导出，评论里有人希望增加透明 SVG 以便用于视频叠加。
lmk what you think
受众观点：① 有用户希望支持透明 SVG 导出，这样可以在 Remotion 等视频工具里把 3D 文字当独立图层灵活动画，而不是被白色画布锁死（@talthehuman, 3分） ② 作者回应目前只支持透明 PNG，SVG 还没做，说明功能优先级主要受用户反馈驱动（@Serious_Bottle_1471, 1分） ③ 其他人夸赞字母的光照和阴影效果干净利落，认为透明 PNG 对做标题卡已经很实用，并建议开源到 GitHub 方便使用和贡献（@your_real_Fathe_, 1分；@Outrageous_Ad_4801, 1分）
展开评论
- @talthehuman (3): Transparent SVG export would make those cube letters useful as a video overlay. I'm building ShapelessAI, an agent that makes and posts content, using Remotion for video; keeping the lettering separate from the background would let me animate it without baking in the white canva…
- @Serious_Bottle_1471 (1): Thanks for the comment. It currently can export in transparent PNG. SVG is not yet.
- @your_real_Fathe_ (1): This is really cool man, please put it in GitHub
- @Outrageous_Ad_4801 (1): the lighting and shadows on the letters look really clean. transparent png export is super handy for quick title cards too
楼主在改 Astroplate 主题时放大头图 logo，结果 sticky 导航条覆盖在 header 图片上方，求助如何用 Tailwind 类修正布局。
hey guys i was the one trying to make my header image bigger from [this theme](https://github.com/zeon-studio/astroplate) and i managed to make the image bigger but now my navbar is fucked and it's j…
受众观点：① 有人指出问题出在 header 使用固定高度 h-16，导致放大 logo 溢出被紧随其后的导航遮挡，建议改成自适应高度并简化多余类名（@LovecraftianLife, 2分） ② 也有人从 Tailwind 学习曲线角度讨论，认为想真正理解样式交互最好先不用模板和工具类，从原生 CSS 学起（@LovecraftianLife, 2分） ③ 其他评论补充 sticky top-0 的行为和需要给下方内容增加 padding 或调整布局结构来避免重叠（@Adventurous-Soup1654, 1分 等）
展开评论
- @blackroseseason (6): my personal thing is that they keep threatening to build data centers in my area and i grew up catholic so i'd rather suffer through it and learn something honestly
- @LovecraftianLife (2): Your problem is the h-16 on the header. That's a fixed height of 64px, so the header stays 64px tall no matter how big the logo is. The bigger image just spills out the bottom, and since the navbar is placed right after the header (and has its own background color), it gets draw…
- @CanWeTalkEth (1): I’m just going to stick my neck out a bit for tailwind. When I picked it up several years ago, it’s what helped me make the jump from just copy pasting styles from tutorials to actually coming up with my own designs. Which in the end helped me reach further towards the corners a…
- @Adventurous-Soup1654 (1): the \`sticky top-0\` class will attach to the viewport by default, so it's just gonna overlap whatever sits right above it in the static flow. give the header below it a \`pt-\[height of your nav\]\` or wrap both in a flex column and that should fix the stacking.
- @DaftPlug (1): Sticky navbar is overlapping because the enlarged header is still in normal flow while the nav is position: sticky/fixed and shares the same top. Fixes that usually work: 1. Give the sticky nav a higher z-index and set the content/header below it with padding-top equal to the na…
有人发现 Claude iOS 应用已经支持添加和切换多个账号，推测是最近一次更新中悄悄上线的新功能。
When did this appear? The Claude iOS app now lets you add more accounts.
受众观点：① 用户确认这是最近一次 iOS 更新带来的新功能，表示自己设备上也已经看到（@Minta9, 6分） ② 有人强烈希望桌面端也尽快支持多账号切换，说明这类需求在重度用户中很普遍（@outcoldman, 4分） ③ 还有人吐槽当前交互有点迷惑，比如第二个账号登录后界面仍只显示一个账号，需要点进去才看到切换选项（@Papacrown, 2分；@Complete_8380, 2分）
展开评论
- @Minta9 (6): last update on iOS 23 hours ago, i have it too
- @outcoldman (4): Oh man. I really hope they will bring that to desktop apps
- @Papacrown (2): I have it too but when I sign in to my second one, it just shows me 1 account
- @Complete_8380 (2): Click on the one is shows. It will then reveal an option to switch.
- @thestillwind (2): ‘Bout time
作者推出 MRRChat，让创始人用只读营收 API 验证收入后按区间进入对应房间聊天，试图解决公开社区被 AI 机器人灌水的问题。
Hey everyone, I’m a solo founder who grew my mobile app to $9k MRR at its peak and have been looking for a good place to network and share insights with other founders. I follow the typical communiti…
受众观点：① 已经有一定 MRR、但对现有创始人社区信噪比不满的独立开发者和小团队创始人 ② 对“用业务数据做身份验证”的产品模式感兴趣的 SaaS/工具开发者。
展开评论
- @BP041 (1): Ngl the bot problem is real. I've been running an 18-agent automation stack and the signal-to-noise in public founder spaces is brutal. What's your take on keeping MRRChat from turning into the same thing once it grows — manual vetting or something more automated?
- @Rude_Shoulder_2895 (1): I think as it grows moderation will definitely be required, there will likely be some form of manual and automated systems. My hope is that since there is a hard requirement of having to prove your revenue in order to join the conversation, I think this will deter a lot of the s…
作者做了一个番茄钟应用，每完成一次专注就会在桌面长出一棵树，形成可视化森林来记录和激励长期专注时间。
Hey everyone! I built a small Pomodoro app where every completed focus session adds a tree to your desktop. Your forest stays between sessions, so you can see the time you’ve put into your work slowl…
受众观点：① 经常用番茄钟、时间追踪工具但容易放弃的学生和知识工作者 ② 想做桌面端效率工具、探索游戏化激励机制的独立开发者。
展开评论
- @fearceTony (5): Omg, this is so cool as time tracker and motivation tool. Imagine growing whole towns per project
- @Impossible_Hawk4307 (2): right? whole towns would turn it into something you dont wanna reset, thats a good hook
- @brisardo (2): Great idea
- @KleineWurzel (1): Thanks! I’ve actually been thinking about adding different wallpaper themes. A town for each project would be a fun one 😄
作者基于自己经营业务中心代办 NIN/BVN 证件的经历，开发了 Idyntic 平台，把原本人工每次收 ₦3,000 的查询服务做成任何人都能自助用、单次约 ₦500 的在线检索工具。
Back in 2022, I was running a business centre where we handled all kinds of printing and digital services, including NIN registration and related services. I left the business in 2024, but customers…
受众观点：① 在尼日利亚等市场做业务中心或数字服务代办的小微创业者 ② 想把线下代办、文书处理等经验产品化的 indie hacker ③ 关注新兴市场政府/金融服务数字化机会的开发者和投资人。
展开评论
- @Creative-Lynx7594 (1): worth remembering that the ₦3,000 was never the price of the retrieval, it was the price of not having to figure it out yourself, and some share of your old customers would still happily pay it. a done-for-you tier at close to the old price, where you just run the search on thei…
- @consistency003 (1): I wasn't really worried about the money though. My main target when building Idyntic was business centres like mine back in the day, as well as people already in the business or planning to get into it. And yeah, I would consider still doing it for individual customers at ₦3,000…
- @Status-Theme-7218 (1): That price drop to 500 is going to help so many people.
- @consistency003 (1): That was actually the idea behind the ₦500 price. Idyntic mainly for business centres and digital service providers, including WhatsApp vendors, so they can use it to serve their customers and still make a profit regardless of what they charge. I wanted the underlying cost to be…
- @LehmanSachs (1): sounds like you expanded on something that is based on your personal experience with a market you already kinda had. Normally this works out very well No idea what the app relates to as im not for the region but best of luck with it my friend!
一位程序员抱怨自己记忆代码能力差、面试要求死记硬背，向社区请教如何在不能查资料的情况下写好代码。
This is a follow up post to the one I posted recently (and is in the link). I am pretty bad at memorizing code and apparrently that's a requirement in today's interviews. How can I become good at wri…
受众观点：① 正在准备算法或白板面试、但记忆力一般的初中级程序员 ② 依赖 IDE 自动补全和搜索、担心自己“不会写代码”的开发者 ③ 想用 AI 工具提升学习效率、却又担心面试不能用工具的学生和转行者。
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- @Cloned_501 (5): Reading and practice without looking at the resource material.
- @TankorSmash (2): Once you've written enough code, you can memorize enough stuff so that you don't have to look stuff up. Otherwise you can use a repl to find stuff out, using TAB and a name.
- @International-Bath-2 (2): That’s the best answer I got so far… thank you…
- @Fuzzy_Paul (1): Start with a real project to program. Then try to breakout down to the smallest part that you understand and program. This is the only way to learn by doing hard labour. You will feel proud when done. Real projects can be anything but keep it simple. Calculator with gui. Web api…
作者更新记忆记录应用 Whengram 的进展，从几乎没人下载到跨平台累计 1500 安装，并详细列出根据用户反馈迭代的新功能和多语言支持。
Hi everyone. A month ago I posted about my app **Whengram**: [https://www.reddit.com/r/SideProject/s/kgoINc82O5](https://www.reddit.com/r/SideProject/s/kgoINc82O5) It's a free app for keeping one mem…
受众观点：① 正在为自己第一个 App 找增长路径的独立开发者 ② 对隐私友好型记事/日记工具感兴趣、在意本地存储和多语言支持的用户。
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- _无评论_
一位有 1–2 年 PHP/Laravel 经验的开发者想转 Golang，询问哪些 Go 项目既贴近真实生产又适合写进简历，而不是普通 CRUD。
I’ve got around 1–2 years of experience with PHP/Laravel and I’m planning to move into Golang to improve my career opportunities. For people who have worked professionally with Go: what projects have…
受众观点：① 有人建议先做自己真正想用的工具，比如作者提到的 Forgekit 这类项目，更容易坚持维护下去（@Mike_L_Taylor, 1分） ② 也有人强调要做能展示并发和后台任务处理能力的项目，如任务队列、Webhook 处理器或带限流的短链接服务，这些在面试中更有话题（@No_Honeydew_2453, 1分）
展开评论
- @Mike_L_Taylor (1): hmmm, maybe not the advice you are looking for but build something you'd like to use. I happened to build [Forgekit](https://Forgekit.tools) because I wanted it. I'm still working with PHP and Laravel most of the time but now have a GO project I maintain that helps my web dev ex…
- @No_Honeydew_2453 (1): What helped me in interviews best was projects dealing with concurrency or background jobs, not just any other CRUD app. Even something simple like a job queue, webhook processor, or URL shortener with rate limiting gives you a lot more to talk about.
作者开源了 whitetree 库，用多棵 scipy cKDTree 做马氏距离精确近邻搜索，在低维流式数据上比 sklearn BallTree 和 FAISS Flat 快一个数量级，并分享动态索引与更新策略的实测结论。
I built a small library called whitetree for exact Mahalanobis nearest-neighbour search on low-dimensional sensor data that keeps arriving. The idea is old. Whiten with the Cholesky factor of the cov…
受众观点：① 关注马氏距离、cKDTree、FAISS 等底层实现细节的机器学习工程师（@Wonderful-Wind-5736, 2分） ② 对开源近邻搜索库 whitetree 感兴趣、愿意参与测试和提 issue 的开发者（@monononon34, 多条评论各1分） ③ 做流式传感器数据处理、需要精确 kNN 而不是近似检索的算法工程师和数据科学家（多人围观）
展开评论
- @Wonderful-Wind-5736 (2): Omg, I love this.
- @monononon34 (1): Thx!!! It's open source and I'm going to keep building it in the open, so any feedback is very welcome.
- @monononon34 (1): If you have suggestions or run into a bug, GitHub issues are open and I'll read every one.
楼主在为杂志风个人站选择技术栈，在复杂 Astro 主题和 11ty 模板之间犹豫，担心既要作者页和标签又要跑马灯、投票和 coverflow 等交互会拖慢网站。
yeah what it says in the title. sorry i keep posting it's just that i've been trying to rework an astro theme to fit my incredibly specific needs since it already has author pages, categories, tags,…
受众观点：① 有人建议既然已经在用 Astro，就先坚持下去，只保留需要的部分或拆出自己理解的组件，避免被主题复杂度吓退（@thirstyguava, 1分） ② 也有人强调如果确实需要 islands，Astro 更合适，而 11ty 更偏静态站，交互多的话要自己处理 hydration 和打包（@PLBjt, 1分） ③ 还有人指出问题在于从别人主题起步，建议用 Astro 最小模板重建作者页、分类和几个交互组件，这样能真正理解每一行代码（@mastrajani, 1分）
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- @thirstyguava (1): what are you most comfortable using? It sounds like your already on astro, why not try to stick with that? If the theme is overly complicated, just use what you only need or take the parts you want to use and make your own theme?
- @PLBjt (1): If islands are a real requirement, stay on Astro. 11ty is great for mostly-static sites, but every interactive bit (poll, coverflow, marquee) means bolting on a separate client bundle and wiring hydration yourself. The messy theme is annoying but usually cheaper than a rewrite:…
- @mastrajani (1): third vote for staying on astro, but for a different reason: your problem is not the framework, it is that you started from somebody else's theme. start from the minimal template instead and rebuild the four things you actually want. author pages, categories and tags are one con…
作者介绍一个 82.5 万参数的小型自回归 Transformer，用来生成在 Raspberry Pi Pico 上执行的绘图字节码程序，探索在受限硬件上生成可执行绘图程序的可行性。
I’ve been working on a small research project about whether sub-million-parameter models can learn to generate executable drawing programs for constrained hardware. The current system is an 825k-para…
受众观点：① 对 TinyML、边缘计算和微控制器感兴趣的 ML 工程师 ② 想在低成本硬件上做交互式生成或可编程绘图的创客和独立开发者 ③ 关注模型压缩、表示学习和程序生成的研究者与学生。
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- @FernandoMM1220 (1): super impressive. congrats.
有人分享自己做的一个乐高小人在线配置器网站，用户可以随机生成或自定义搭配不同零件来组合人偶。
r/webdev Built a LEGO minifigure configurator. Hit shuffle until something mak…
受众观点：① 评论主要夸这个项目很酷，认为交互和创意都很有趣（@boblibam, 2分） ② 也有人提醒乐高对自家小人形象保护得很严，担心项目可能触及商标或版权问题（@boblibam, 2分）
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- @boblibam (2): Very cool project! Don’t let Lego see that though. They are kind of known for being super protective particularly about their minifigures.
作者展示了自己做的 Redis City 网站，用交互式 3D 城市地图可视化 Redis 内部结构，并支持在控制台执行 SET 等命令查看对应组件如何运作。
Hey WebDev! I work with Redis on my projects all the time, and I recently had to dig deeper - deep enough to actually dive into the project's source code This gave me the idea to create an interactiv…
受众观点：① 评论称赞这个项目做得很棒，特别是动画和镜头运动效果让人印象深刻（@morphiuz, 1分） ② 读者对这种把数据库内部结构做成 3D 城市的创意很买账，认为学习底层原理变得更直观有趣（@morphiuz, 1分）
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- @morphiuz (1): Great job! Animations and camera are fantastic.
作者在用 IP-Adapter 和 ControlNet 生成 128×128 像素角色时，遇到参考图外观与姿态控制互相冲突、出现多余肢体和姿势重复的问题，求教如何既稳定姿势又保留角色外观。
Hi, I’m working on generating \~128×128 pixel art and trying to generate different poses of the same character. My current approach is roughly: Start with a reference image and preprocess it into cle…
受众观点：① 使用 IP-Adapter 和 ControlNet 做角色生成、却被姿态和外观条件互相干扰困扰的 AI 绘画爱好者（楼主） ② 通过降低 IP-Adapter 初始权重、后期再拉高来缓解冲突的实践者（@Objective_Advance824, 2分） ③ 想在低分辨率像素画里保持角色一致性、又没有预算频繁训练新模型的独立创作者（潜在读者）
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- @Objective_Advance824 (2): ip adapter and controlnet fight each other like crazy when the ref pose is too different, drives me nuts. what helped me was dropping the ip adapter weight at the start of the denoise and letting controlnet do its thing first, then bring up ip adapter later for the face/outfit d…
Product Hunt 上 Resurf 推出个人上下文管理应用，支持快速收集多种内容并用 AI 和 MCP 在不同工具中调用自己的资料库。
Resurf
受众观点：① 创始人介绍 Resurf 解决的是灵感和资料分散在各个应用、难以重用的问题，强调快速捕捉、多种内容类型和之后再组织的工作流（@Resurf） ② 有用户表示每天都在用，把所有灵感都存进去，设计前会先翻自己的 Resurf 库，认为这是常驻菜单栏的核心工具（@Unflow） ③ 也有评论关注它对传统笔记应用的冲击，以及 CLI 和 MCP 支持对重度 AI 工具用户的吸引力（@Resurf）
展开评论
- @Overview (0): * [Reviews](/products/resurf-2/reviews) * [Alternatives](/products/resurf-2/alternatives) * [Built with](/products/resurf-2/built-with) * [Team](/products/resurf-2/makers) * [Awards](/products/resurf-2/awards) * More Free Options Launch tags:[Design Tools](/topics/design-tools)•…
- @Resurf (0): Maker 📌 Hey guys, Deep here. I’m a design engineer and maker of Resurf. I save a lot of things while working. Inspiration, articles, screenshots, random ideas. They ended up scattered across apps, and I rarely came back to them. So I built Resurf for myself. It’s a **personal co…
- @Resurf (0): Maker [@tehreem\_fatima5](https://www.producthunt.com/@tehreem%5Ffatima5) Thanks Tehreem Upvote (1) Report Share 9h ago [](/@dipanshu%5Fkushwaha5) [Dipanshu Kushwaha](/@dipanshu%5Fkushwaha5) [@deep\_lakhani](https://www.producthunt.com/@deep%5Flakhani) is this beginning of the e…
- @Unflow (0): I use this app every single day, and couldn't go back. It permanently lives in my menu bar, and I store every single bit of inspiration I find! Whenever I'm designing anything, the first place I start is my Resurf library. Thanks for making this! 🙌🏻 Upvote (1) Report Share 8h ag…
- @Resurf (0): Maker
Perplexity 在 Product Hunt 上发布 Hybrid Compute 更新，主打在本地设备和云端之间分配 AI 任务，以降低成本并提升搜索与研究体验。
Perplexity
受众观点：① 官方强调 Perplexity 是“Your Research Assistant”，在多平台提供统一体验，并通过 Hybrid Compute 把不同类型任务拆分到本地和云端（@Search） ② 有用户表示非常喜欢 Perplexity Computer Max 订阅但价格昂贵，希望未来能接入更强模型和本地算力，比如利用 Mac Studio 参与混合计算以避免快速用完额度（@DiffSense） ③ 评论区也在对比 Komo、Fabric、IKI.AI 等替代品，关注易用性、性能和界面体验等维度（@Search）
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- @Search (0): Your Research Assistant. Available wherever you are: 🤖 http://pplx.ai/android // 📱 http://pplx.ai/iphone * [Overview](/products/perplexity-ai) * [Launches26](/products/perplexity-ai/launches) * [Reviews97](/products/perplexity-ai/reviews) * [Alternatives](/products/perplexity-ai…
- @Search (0): [Komo ](/products/komo-search?ref=product%5Fsidebar) Search. Research. Automate. [4.4(5 reviews)](/products/komo-search/reviews) [No-code Platforms](/categories/no-code-platforms)[Search](/categories/search)
- @Search (0): [Fabric](/products/fabric-6?ref=product%5Fsidebar) The AI workspace that thinks with you [4.7(32 reviews)](/products/fabric-6/reviews) [Chrome Extensions](/categories/chrome-extensions)[Search](/categories/search) [IKI.AI](/products/iki-ai?ref=product%5Fsidebar) LLM-native space…
- @DiffSense (0): [@rohanrecommends](https://www.producthunt.com/@rohanrecommends) This is really cool. I love my pplx cmptr max subscription, but its extremely expensive, so I only use it when in a pinch for time. I hope pplx takes the next step and adds even more powerful models. Using a mac st…
ScreenCursor 是一款 Chrome 扩展，用鼠标轨迹和点击自动生成带缩放效果的演示视频，主打跨平台、本地处理和一次性买断。
ScreenCursor
受众观点：① 需要频繁录制产品演示视频但不想学复杂剪辑的独立开发者和小团队 ② 使用 Windows 或 Linux、无法使用 Screen Studio 等 Mac 工具的开发者 ③ 对本地处理、隐私和一次性买断收费模式敏感的效率工具重度用户。
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- @Overview (0): * [Reviews](/products/screencursor/reviews) * [Alternatives](/products/screencursor/alternatives) * [Team](/products/screencursor/makers) * [Awards](/products/screencursor/awards) * More Payment Required Launch tags:[Chrome Extensions](/topics/chrome-extensions)•[Productivity](/…
- @Phoenix (0): [ScreenCursor](/products/screencursor) Maker 📌 Hey Product Hunt 👋 Every good product demo I saw was made with Screen Studio. It's Mac only. I'm on Windows. So I built ScreenCursor. It's a Chrome extension. You hit record, and it watches where your cursor goes and where you click…
- @Phoenix (0): [ScreenCursor](/products/screencursor) Maker [@tehreem\_fatima5](https://www.producthunt.com/@tehreem%5Ffatima5) Thank you so much! Hopefully it will really help everyone! Upvote (1) Report Share 12h ago [](/@elias%5Fleo1) [Elias Leo](/@elias%5Fleo1) 💎 Pixel perfection
- @Phoenix (0): [ScreenCursor](/products/screencursor) Maker [@elias\_leo1](https://www.producthunt.com/@elias%5Fleo1) Thanks a lot! Upvote Report Share 4h ago [](/@nancy%5Fbrown6) [Nancy Brown](/@nancy%5Fbrown6)
- @Phoenix (0): [ScreenCursor](/products/screencursor) Maker [@nancy\_brown6](https://www.producthunt.com/@nancy%5Fbrown6) It already has a fully customizable editor! You can adjust the zoom, add backgrounds and frames, split and cut clips, and customize speed, depth, and motion. And there's mo…