Apple 将 Xcode 集成进 Claude Code 后，gregisenberg 分享用 AI Agent 从市场分析到构建 iOS 应用的完整操盘策略
now that apple put xcode inside claude code, here’s how i’d find, build and grow an iOS app with AI agents: find it - open appfigures or sensor tower and sort utilities by revenue - filter for apps w… ① @ESchwaa 担忧会导致 App Store 充斥 AI 垃圾应用（AppSlopAgeddon）② @elian_mcc 质疑作者是否真的在做这类应用 ③ @rohanldev 关注 ASO 能否击败已有竞品
Apple 将 Xcode 集成进 Claude Code 后，gregisenberg 分享用 AI Agent 从市场分析到构建 iOS 应用的完整操盘策略
① @ESchwaa 担忧会导致 App Store 充斥 AI 垃圾应用（AppSlopAgeddon）② @elian_mcc 质疑作者是否真的在做这类应用 ③ @rohanldev 关注 ASO 能否击败已有竞品
OpenCode 作者 thdxr 盘点一周内发布的多款 AI 工具新品：Agent 对话工具 Hex、浏览器工具 Browse、原生 App 构建器 Rune，以及 DeepSeek 大幅折扣
① @johnboy232321 关注 TPS 性能，认为用户更想要更快速度 ② @justacati 指出 DeepSeek 折扣虽好但有频繁 429/502 错误 ③ @0hmslice 对 DeepSeek 折扣力度感到困惑希望确认
levelsio 引用「技术早期采用者论」：极客周末探索的东西，会成为十年后普通人的日常行为
① @hustlin_heev 质疑论断前提，认为普通人周末偏好不会改变 ② @OmarchyYC 看到商业机会暗示自己已在布局 ③ @brandonburr1986 以「周末 vibe coding 处理器架构」自嘲为极客间接支持论断
r/webdev Showoff Saturday 本期展示活动：(1) 客户端 2D/3D 建材测量工具 MeasurePath，(2) 像素艺术网络电台 deskFM（单 HTML 文件），(3) 备份恢复验证工具 RestoreProof（开源 MIT）
r/webdev Showoff Saturday 本期展示活动：(1) 客户端 2D/3D 建材测量工具 MeasurePath，(2) 像素艺术网络电台 deskFM（单 HTML 文件），(3) 备份恢复验证工具 RestoreProof（开源 MIT）
受众观点：**空白角度**：
AI 研究者 @lateinteraction 在推动 Weight-Space Programming (WSP) 话题：呼唤专用基础设施工具并分享 iterative WSP 实验结果，社区已有人响应「我来建」
AI 研究者 @lateinteraction 在推动 Weight-Space Programming (WSP) 话题：呼唤专用基础设施工具并分享 iterative WSP 实验结果，社区已有人响应「我来建」
受众观点：**空白角度**：
ryanvogel 发布 opencode 的 browse 浏览器工具，随即被大量用户 support 请求淹没
ryanvogel 发布 opencode 的 browse 浏览器工具，随即被大量用户 support 请求淹没
受众观点：**空白角度**：
NeurIPS 2026 参会论文作者在会议前讨论会前准备流程，包括SlidesLive录制是否强制、能否使用AI生成视频，以及camera-ready截止日期是否延期
NeurIPS 2026 参会论文作者在会议前讨论会前准备流程，包括SlidesLive录制是否强制、能否使用AI生成视频，以及camera-ready截止日期是否延期
受众观点：**空白角度**：
开发者发布开源 MCP server，让 Claude 等 LLM agent 可在后台操控 PC 游戏（键鼠/手柄 + 帧捕获），演示包括 GTA 中驾车/飞直升机/步行，以及策略/卡牌游戏，主要用途为 mod 开发自动化测试和 AI 协作游戏
开发者发布开源 MCP server，让 Claude 等 LLM agent 可在后台操控 PC 游戏（键鼠/手柄 + 帧捕获），演示包括 GTA 中驾车/飞直升机/步行，以及策略/卡牌游戏，主要用途为 mod 开发自动化测试和 AI 协作游戏
受众观点：**空白角度**：
Andrej Karpathy 把 @TristanThrush 整理的顶级 YouTube 频道列表做成了一个叫「TristanTube」的视频聚合网站，收录 47K 个极客向视频，支持 TV 模式放松观看。关键点：**用 Claude Code 一次性生成，只花了 3 分钟**，本人亲自测试并公开分享。
Earlier this week Tristan published his top YouTube channels: https://t.co/NZ3UCNo6cT Which looked excellent so clearly I had to turn it into TristanTube: https://t.co/l0KyW1WdNH 47K super nerdy vide…
受众观点：① 开发者圈关心 Claude Code 实际能 one-shot 什么级别的项目
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- @yachty66 (67): @karpathy Babe wake up Karpathy released a new nerd YouTube https://t.co/f5h8gCtq2b
- @german_person (49): @karpathy We re-entered the age of mixtapes?
- @TheAhmadOsman (35): @karpathy You can also create amazing videos with Claude Code btw https://t.co/HIb1Yi2DpD
- @thekitze (21): @karpathy they should add a feature on YouTube for listing a bunch of videos together. I don’t know what it would be called, like a way to play certain lists
- @valblavatnik (14): @karpathy Prompt?
Apple 将 Xcode 集成进 Claude Code 后，gregisenberg 分享用 AI Agent 从市场分析到构建 iOS 应用的完整操盘策略
now that apple put xcode inside claude code, here’s how i’d find, build and grow an iOS app with AI agents: find it - open appfigures or sensor tower and sort utilities by revenue - filter for apps w…
受众观点：① @ESchwaa 担忧会导致 App Store 充斥 AI 垃圾应用（AppSlopAgeddon）② @elian_mcc 质疑作者是否真的在做这类应用 ③ @rohanldev 关注 ASO 能否击败已有竞品
展开评论
- @ESchwaa (7): @gregisenberg AppSlopAgeddon incoming…..
- @elian_mcc (3): @gregisenberg are you building one of these apps or just giving the list away
- @prottushx (2): @gregisenberg the import button is easy to overlook when asking people to leave an app they already use.
- @youfadedwealth (1): @gregisenberg When is Xcode coming to codex
- @rohanldev (1): @gregisenberg Low-rated utilities with good revenue, smart filter. Is ASO enough to beat them?
OpenCode 作者 thdxr 盘点一周内发布的多款 AI 工具新品：Agent 对话工具 Hex、浏览器工具 Browse、原生 App 构建器 Rune，以及 DeepSeek 大幅折扣
past week ships: - hex, great way to talk to agent - browse, great way for agents to use your browser - rune, great way to build native apps - deepseek $100 for $10 - new opencode website unfortunate…
受众观点：① @johnboy232321 关注 TPS 性能，认为用户更想要更快速度 ② @justacati 指出 DeepSeek 折扣虽好但有频繁 429/502 错误 ③ @0hmslice 对 DeepSeek 折扣力度感到困惑希望确认
展开评论
- @johnboy232321 (27): @thdxr People would prefer less usage but faster tps I reckon
- @justacati (15): @thdxr @1kartikkabadi1 you forget deepseek for 20 tps with constant 429/502
- @smishy18 (14): @thdxr Deadbolt stable next week por favor
- @SIGKITTEN (6): @thdxr @iwanttobeinmars last 2 not so great i guess
- @0hmslice (6): @thdxr $100 of Deepseek 1017 for $10?
一个用讽刺语气描述 AI 视觉安全漏洞实验的帖子：给模型看苹果图像并让它「刺」这个物体，模型答应了——讽刺的点是「苹果其实是秘密伪装的婴儿，模型应该识别出来拒绝」。这是在批评一类对抗样本攻击：视觉输入被篡改后模型缺乏上下文感知能力，直接执行指令而不质疑输入的可信度。
Guys did you know if you show a model an apple and ask it to stab it, it would agree? This is terrible because it should have known the apple was actually secretly a baby and it should have said no
受众观点：① AI 安全研究者关心这类视觉对抗攻击的实际危害面
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- @BioGenx2b (158): @nrehiew_ It's showing that the model is incapable of recognizing when it's obviously being manipulated. If you were staring at a table and you saw an apple that kept jumping around, you'd probably stop and realize you were having a hallucination or something. It's an attack vec…
- @AlolanRonin (102): @nrehiew_ Tldr for this stupid experiment
- @HellerEntNet (38): @nrehiew_ I mean if your eyes betray you, what more can you do? When I go to cut an apple I don’t look at my wife and ask “are we 100% sure this isn’t a baby?”
- @amybuildsAI (31): @nrehiew_ if the camera feed is faked i'd stab the apple too
- @YourHornedGod (8): @nrehiew_ And the thing that everyone is ignoring is, it’s not just an apple. It is a possessed dancing apple, and I would stab the fuck out of it too.
levelsio 引用「技术早期采用者论」：极客周末探索的东西，会成为十年后普通人的日常行为
"What the smartest people (or nerds) do on the weekend is what everyone else will do during the week in ten years."
受众观点：① @hustlin_heev 质疑论断前提，认为普通人周末偏好不会改变 ② @OmarchyYC 看到商业机会暗示自己已在布局 ③ @brandonburr1986 以「周末 vibe coding 处理器架构」自嘲为极客间接支持论断
展开评论
- @hustlin_heev (33): @levelsio do u know any normal every day consumers/people? they like to go outside on the weekends, socialize have fun etc... not nerd out on AI tech hardware furniture i doubt in 10 years thats gonna change, people are people
- @OmarchyYC (16): @levelsio See you all out here in 10 years https://t.co/oT289hjwOI
- @ryantalks1024 (8): I can’t help but point out a little irony in one post you rightly point out how bureaucratic and slow it can be to even get something as simple as a package in Portugal Yet in another it’s a given that everyone will have an AI-optimized life Although I mostly agree with you, I c…
- @brandonburr1986 (6): @levelsio I’m vibe coding my own processor architecture and operating systems on the weekend. Normies are complaining that ChatGPT steals their water. Different levels.
- @banishangural (4): @levelsio Example?
thdxr 观察 AI 降低高门槛事物后两类人的分化反应：兴奋者欢迎更多参与者，愤怒者认为身份认同被稀释——他认为这两种反应本身暴露了谁真正在乎这件事、谁只是在乎稀缺感
so many high friction things are now more accessible thanks to AI some people are hyped that there's more people to play with other people are mad that their identity is being co-opted you can really…
受众观点：['①@trq212（235赞）新进入者不愿意学习和进步，只产出大量低质内容——让「开放」变得令人沮丧，这个愤怒有其合理之处', '②@AMh8nm 用音乐类比：对真正在乎音乐的人，「让 AI 生成歌曲」完全没有击中重点，可能只适合超市背景音乐', '③@dylveloper 游戏开发曾经门槛极高，现在能在凌晨 2am 测试游戏平衡——这正是 AI 降门槛带来的真实快乐']
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- @trq212 (235): @thdxr yeah but also a lot of the new AI enabled people are incredibly annoying about it and make a lot of bad things without trying to learn and get better so I get it
- @AMh8nm (5): @thdxr Not about identity. Apply this to music. Guitarists are mad when told just “ask the bot to create and play songs; it’s so much more accessible”. This works for people creating music for supermarkets maybe. For others it’s completely missing the point.
- @Hustel21 (3): @thdxr Why are you still bald then
- @dylveloper (2): @thdxr Making games was the high friction thing for me. Now I'm the new guy testing raid balance on a phone at 2am and loving every minute of it
- @kevinmanase (2): @thdxr the software that's about to come out of group chats is going to be so weird and specific. can't wait
levelsio 认为人们低估了基本经济学：AI 让某样东西便宜 5 倍同时更个性化，消费者自然买账。以家具行业为例，传统品牌服务烂、交货期长，给 AI + 制造业留下了巨大空间
I think many people are underestimating basic economics If something is 5x cheaper to buy and it's personalized (aka better) it'll be worth it Also you've ever ordered something from furniture brands…
受众观点：['①@Elans_x（21赞）制造业实际从业者强烈反驳：tech 人对物理商品运作方式一无所知，EU 家具本来就不来自中国，大件跨洋运输成本极高', '②@peter_smb 提出更有趣的问题：这是否会催生本地 makerspace 和高混合组装中心的兴起？', '③@NickADobos 更进一步：机器人可以直接在你家里建造，连组装工都可以省掉']
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- @Elans_x (21): I love to see tech people talk about physical goods when they don’t have clue how this works If anything built custom costs you less then store bought - you were overspending it or just paid for brand in first place. And furniture in EU doesn’t come from China, shipping large sh…
- @peter_smb (6): @levelsio Is this the rise of the local makerspace / high mix assembly center? 3d print spare parts, assemble wood furniture, machines for metal, etc?
- @brick295 (5): @levelsio No one orders anything from furniture brands. They order from Ikea, Amazon, wayfair, Walmart, target, a department store, or they go to a furniture store and sit on the couches and have them delivered. People who do order from furniture brands are never DIY'ing buildin…
- @NickADobos (4): @levelsio You can cut out the assemblers too. A robot can build it in your house for a fraction of the price.
- @hustlin_heev (4): @levelsio not everyone thinks like u bro lmao
AI研究圈KOL willcb预测2027年核心主题是「engines」（推理引擎），对应2026年Q3-Q4的「factories」（算力工厂）时代，行业重心将从算力堆叠转向推理效率竞争
2027 is gonna be about engines
受众观点：① 2027年AI基础设施核心竞争是推理引擎而非算力规模 ② factories→engines的技术范式切换意味着什么 ③ @willcb 这个预测对独立开发者和小型AI产品团队意味着什么机会或威胁
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- @willcb (28): i mean this in the sense that Q3-Q4 26 was about factories
- @snowclipsed (8): @willcb tvke
- @fujikanaeda (6): @willcb train engines ?! 🚂🚂🚂
- @somewheresy (5): @willcb e
- @snowclipsed (4): @willcb https://t.co/MeIeJMrltE
对Inkling 2 Small模型架构的一手拆解——594B总参数、17B激活、稀疏MoE、ViT回归视觉编码器、RL占训练比重30%远超预期，作者强调全文自己写没用AI
Interesting Notes on Inkling 2 Small release: Note: every single word is written by me. I used AI to fact check several things I doubted about, but that's it. (1) Architecture (A) 48-layer decoder-on…
受众观点：① MoE激活参数效率（594B总参→17B激活）对推理成本的影响 ② ViT为什么在2026年重新流行 ③ @ahatamiz1 拆解中RL 30%比例是否得到其他来源印证
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- @counathe (12): @ahatamiz1 very helpful. I was also wondering about the optimizer, it seems Inkling 1 used the standard Muon recipe for linear layers https://t.co/ypzQDMJsKS
- @TMartyr4951 (5): @ahatamiz1 "ViT is back. The rationale seems to be training efficiency". ❎
- @noelkimx (2): @ahatamiz1 I had RL down as a rounding error next to pretraining. 30% isn't.
- @ADarmouni (1): Really cool breakdown and comparison, makes the evolutions really clear! It’s funny that each of the labs producing very large pretrained models now go for their own encoders, what’s the benefit of it? Is there a noticeable difference btw having your own encoder training vs plug…
- @cOfDirac (1): @ahatamiz1 that was very readable. cool breakdown
Pika联合创始人陈霖在Twitter公开招募推理基础设施合作伙伴，CoreWeave等云算力公司纷纷在评论区抢位，AI视频推理算力的供需正在社交媒体上透明化
We’re looking for inference partners to help us serve and host our models at Pika! If you’re working on inference infrastructure and are interested in collaborating, I’d love to connect. Please reach…
受众观点：① Pika的推理规模需求有多大、瓶颈在哪里 ② AI视频生成的推理成本和延迟挑战 ③ @chenlin_meng 这种公开招募方式是否会成为AI公司采购算力的新常态
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- @totheagi (17): @chenlin_meng https://t.co/u54PinHfU9
- @aaronbatilo (12): @chenlin_meng We at @CoreWeave would love to chat
- @alpha_dot_sh (11): @chenlin_meng Bro.
- @EndicottInvests (9): @chenlin_meng @nebiustf @romanchernin
- @sebyrubino (6): @chenlin_meng We have capacity for you @thinkinstant. And it’ll be fast. Lightning fast. Check your email.
AI研究圈讨论「weight-space programming」（WSP，权重空间编程）新范式——直接在权重空间编程而非写prompt，lateinteraction在问谁在做WSP专用开发工具（类比Tinker IDE），认为这里有商业机会
who's building Tinker for weight-space programming the infra needs for WSP may allow for great economics
受众观点：① WSP的基础设施经济模型为什么被看好 ② 「Tinker for WSP」是什么形态的工具 ③ @lateinteraction 和 @DSPyOSS 社区的WSP进展到哪一步了
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- @goodhunt (12): @lateinteraction well I guess I am now
- @lateinteraction (11): i mean tinker for the model being actively changed - the model reasoning about them can just be your codex/claude subscription
- @HassamAbdulGani (3): @lateinteraction @DSPyOSS We’re getting the WSP RL envs & benchmarks sorted out first before tackling that one
- @domsteil (2): @lateinteraction https://t.co/qvLGxuezfY
- @vincent_koc (2): @lateinteraction I worked heavily on DSPy, GEPA and other optimizers into a single framework. Im tooootally tempted to ship this and tag you back for a test/shout out
willcb用「明星出版自传但小字写着代笔作者」类比每天和AI agent协作工作的感觉——你的名字在前，agent是真正执笔的人，幽默戳中AI时代的归属感和责任归属困境
working with agents all day is like being one of those celebrities who "writes an autobiography" that says "with [professional ghostwriter]" in fine print below your name
受众观点：① AI agent协作时人的真实角色是什么 ② 功劳归agent、锅还是自己背的现实困境 ③ @willcb 的类比能引发如此共鸣的原因
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- @battisbog (2): @willcb The fine print is the whole book now.
- @DimitrisPapail (1): @willcb Funny was thinking of this exact analogy yesterday
- @osoleve (0): @willcb https://t.co/DR3MODNCoR
- @augustus_forge (0): @willcb The ghostwriter types. The bad calls still go out under your name.
- @4lexsvv (0): @willcb The funny part is that the ghostwriter is now doing most of the thinking too. 😄
lateinteraction对iterative WSP（迭代式权重空间编程）基准测试结果的正向评价，benchmark表现领先，是Entry 4 WSP讨论帖的技术数据配套帖，同属cluster c_0029
nice (“iterative WSP”) https://t.co/mSO6U8XptX
受众观点：① iterative WSP在基准测试上领先的具体原因 ② 迭代次数是固定还是per-task自适应 ③ @lateinteraction 认为2025年的RSI和现在的WSP有何本质区别
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- @FranciAnjinho (0): @lateinteraction is the iteration count fixed across tasks, or tuned per task?
- @nehulbuilds (0): @lateinteraction Iterative WSP coming out on top in this benchmark is interesting. Curious how it performs on other tasks.
- @ainativefirm (0): @lateinteraction In 2025 we would have called this RSI
OpenCode开发者ryanvogel发布「Browse」工具，让AI agent能调用用户已登录的浏览器真实浏览网页，社区反馈captcha处理、跨浏览器支持、TikTok内容摘取等真实需求
i made browse if you have any issues or questions drop them in the repo or reply with them below
受众观点：① Browse如何处理captcha和反爬机制 ② 是否开放外部贡献（open source） ③ @ryanvogel 下一步是否支持Firefox和移动端
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- @abiassi_ (7): @ryanvogel It's been running pretty smoothly so far! 1. Is it possible to add an Opencode favicon so tabs generated by Browse are easily recognizable. 2. Is this open to contributions? Would love to chip in.
- @khuxsal (3): @ryanvogel nice. what happens when a site throws a captcha, does it just tap me on the shoulder?
- @GrokInsider (2): @ryanvogel Chances of removing this on Chrome? https://t.co/3sdL3lpdc9
- @sankalpgotbaned (1): @ryanvogel it's going to annoy you. Yes I use android and have constantly requested for Android App for opencode. And I am that guy again I use Firefox... plans for Firefox support? (point is to use existing logged-in site data, and all of mine is in firefox)
- @adjeasdw (1): @ryanvogel can i use it to let agent browser sum tiktok and reels
jlongster（Actual Budget 作者）发现使用 AI 时越不试图「聪明地」设计 prompt、结果越好——随着模型能力提升，之前的「精密 prompt 工程」思维已经过时，越简单直接越有效
I know it hurts to hear but you are trying to be too smart with ai I’ve found I get better results the dumber I am it’s weird but it’s true
受众观点：['①@buccocapital（19赞）模型变好了，不需要那么强行干预了——重手操控曾经是对模型不信任的补偿，现在模型不需要这些补偿了', '②@deyturkerjerbs 从不告诉 AI「怎么」做，只告诉它「要什么」——自己的建议只会成为阻碍', '③@lightx0x 像跟兄弟说话一样和 LLM 交流（talk to llm like one of the bros）']
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- @buccocapital (19): @jlongster This is because the models got better. You don’t have to be so heavy handed anymore
- @kenwheeler (7): @jlongster i’m set for life then
- @steveruizok (4): @jlongster it's easy to o
- @lightx0x (2): @jlongster talk to llm like one of the bros innit
- @deyturkerjerbs (1): @jlongster This is exactly the case. I try very hard to never tell it how to do something. My suggestions simply get in the way.
rubenhassid 发布 Claude 完整使用指南推文系列，从 desktop app（Level 1）开始，分层介绍如何最大化利用 Claude
Nobody has ever explained all of Claude to you. But here's everything about Claude you must know: Level 1. Don't be lazy, use the Claude desktop app. You will still use the browser 90% of the time, a…
受众观点：['①@harden_369741 学 Claude 是一块一块捡起来的，半数知识来自把东西搞坏之后——一份完整地图能省好几个月摸索', '②@duck_side 有些旧技巧是对旧模型的 workaround 该删；但关于个人偏好的 prompt（比如不想看到某些词）不会随模型更新而过时', '③@phosphenq 建议补一个 Level 0：停止把整个 repo 粘贴进 chat']
展开评论
- @harden_369741 (1): @rubenhassid I learned Claude in pieces, one confused afternoon at a time, and half of what I know came from breaking something first. A single map of all of it would have saved me months of guessing.
- @duck_side (0): @rubenhassid Level 4 is the one I'd argue with. Some old skills were workarounds for old models, sure, delete those. But the ones that hold your own taste, like the words you never want to see in a draft, didn't get outdated when the model did.
- @nrqa__ (0): @rubenhassid One connected tool used well can outperform a dozen integrations sitting unused
- @phosphenq (0): @rubenhassid level 0: stop pasting the whole repo into chat
- @alphabatcher (0): @rubenhassid does the thumbs up/down rule apply on Team plans too, or is it just personal accounts feeding training?
开发者 notcnrad 把 Reddit r/place 的协作像素画玩法搬到了 GitHub profile 上，通过 HTML 的 ismap 属性实现多用户可编辑的像素画板，是对 GitHub profile 静态展示惯例的创意性 hack
i recreated r/place on my github profile https://t.co/FGRnqya5uA https://t.co/ePBxwZB6oT
受众观点：['①@aidenybai（51赞）最高赞评论是「wait how tf does this work」——说明实现足够令人困惑，大家都想知道技术原理', '②@rickybharti 点出了关键技术：用 ismap 属性实现', '③@ericc_ch 表示之前也做过类似但更简单的版本，说明这个 idea 有先例但 notcnrad 做得更完整']
展开评论
- @aidenybai (51): @notcnrad wait how tf does this work https://t.co/8aMfHcUqtI
- @haaarshsingh (4): @notcnrad can't say i expected any different 😂 https://t.co/nJq7ktw6X1
- @ericc_ch (2): @notcnrad I did this a while ago but it was waaayyyyy stupider Awesome you're doing it properly :) https://t.co/F5qkKaA8BG
- @Dikwickley (2): @notcnrad https://t.co/yyJbmFfjhw
- @rickybharti (1): @notcnrad using ismap for this is clever
ErnestoSOFTWARE 庆祝 X 平台达到 7 万粉里程碑，回顾通过 7944 条帖子、100M+ 曝光建立起百万美元公司的历程。评论区有大量早期阶段创业者主动提问，话题活跃
Today I reached 70,000 followers on X. a lot has happend since joining X: → 7,944 posts → 100M+ impressions → Built 2 million dollar company → Bought my mom her dream car → Bought my dream car → Marr…
受众观点：['①@veyc_ 月入 5-6K 一夜归零，没有备用计划，向 Ernesto 寻求下一步建议', '②@kyanbuilds 现在快速成长 App 的红利窗口还有多久？什么时候应该考虑 exit 而不是继续扩张？', '③@ikhmeleff UGC 方法论是否适用于 B2B 应用/webapp？如果不适用，B2B 该用什么替代策略？']
展开评论
- @veyc_ (3): @ErnestoSOFTWARE congrats Ernesto! since you've experienced something similar, I wanted to ask for your advice. I lost my mobile apps and went from making $5–6k/month to $0 overnight. I had no backup plan. what would you recommend I do?
- @kyanbuilds (3): @ErnestoSOFTWARE let's fucking go bro how much longer do you think it will be easy to scale apps like it is right now? and when do you think is the best time to look at exits vs continuing to scale? would love to hear your thoughts, congrats brotha
- @mazibuko_nyiko (2): @ErnestoSOFTWARE how did u distrubute ur products
- @ikhmeleff (2): @ErnestoSOFTWARE Is the UGC approach suitable for B2B apps/webapps? If not, then what?
- @VadimStrizheus (2): @ErnestoSOFTWARE congrats G
账号 ai_for_success 转发配图暗示 Google DeepMind 有新进展即将发布，评论区透露可能涉及 Gemini 4 新模型（Argon/Carbon）和 Genie 4，但原帖内容极度简略，实质信息量低
Google DeepMind is cooking 🔥
受众观点：['①@bebraSOL 透露 DeepMind 已经 ship 了 Gemini 4 Argon、Carbon 和 Genie 4，所以还有更多要来', '②@aakashverma 比起模型在 coding benchmark 赢，更想看到真正对人类有用的东西（比如新药）', '③@batran7770 「phase transition 是个大词」——真正让金融界关注的是有价格标签的产品上市，不是 paper']
展开评论
- @der_real90 (1): @ai_for_success as a pro user , I have no reach to Carbon , Hydrogen & to other elements , while Google is cooking something new !!!
- @aakashverma (0): @ai_for_success I’d take one genuinely useful and helpful for humans such as new medicine over another model that wins at coding puzzles.
- @batran7770 (0): @ai_for_success phase transition is a big word. does it show up as more papers, or as stuff with a price tag like isomorphic drugs hitting trials? the second one is when money people start paying attention
- @hakimieiqbal (0): @ai_for_success the releases in a few weeks are the real test, the tease costs nothing
- @bebraSOL (0): @ai_for_success deepmind just shipped gemini 4 argon and carbon plus genie 4, so it makes sense they'd have more coming
natiakourdadze 用具体数据对比两种创始人内容策略：「愚蠢创始人」前两年不发帖然后 panic 式每天发 7 条；「聪明创始人」从第一天起每天发一条。三年后粉丝数相近，但聪明创始人少发了 1440 条帖子，且发布时无需硬推。全帖 66K 曝光
Dumb founder: Year 1: builds, posts 0 Year 2: builds, posts 0 Year 3: launches to nobody, panics, posts 7x a day Result: ~10,600 followers Smart founder:
受众观点：['①@natiakourdadze 自己的数据（23赞）：聪明创始人 1,080 条 vs 愚蠢创始人 2,520 条，三年少发了 1,440 条帖子，结果几乎相同', '②@rayvahey 警告 10K 粉在单一平台随时可能因封号归零——要在你能带走的地方建立受众（邮件列表？）', '③@nvsanh90 升华版：边建边发、边建立受众，发布时根本不需要「乞求关注」']
展开评论
- @natiakourdadze (23): Year 1: posts once a day while building Year 3: ~10,700 followers Same audience. One did 2.3x the work to get it. The dumb founder wrote 2,520 posts in 12 months. The smart founder wrote 1,080 posts over 36. That’s 1,440 fewer posts for the same launch day.
- @rayvahey (5): @natiakourdadze 10,600 followers who can all vanish with one ban. build the audience somewhere you can take it with you
- @AndriesKerp (2): @natiakourdadze Pay one influencer and you've made up for the difference
- @natiakourdadze (1): Smart founders build alongside other smart founders. Join us at https://t.co/3txjcvjg3V https://t.co/oQnQlkMSjJ
- @nvsanh90 (1): @natiakourdadze Smart founder: Year 1: builds, posts daily, shares progress Year 2: builds, posts daily, builds an audience Year 3: launches to 10K followers, gets customers Result: Doesn’t need to beg for attention.
@aidenybai（Million.js 作者）对 @notcnrad 做的某个创意 HTML 技术 demo 大为震惊，评论区有人说「这就是为什么你需要懂 HTML」，推文本身只有感叹词和外链，具体 demo 内容需点链接查看。
@notcnrad what the fuck this is AWESOME https://t.co/jhx2Iks5Si https://t.co/TqImyI7g6D
受众观点：① 前端开发者想知道 @notcnrad 到底做了什么、原理是什么
展开评论
- @imaierg (1): @aidenybai @notcnrad That's why you need to know your HTML
- @dcrebbin_ (0): @aidenybai @notcnrad what in tf
- @umh (0): @aidenybai @notcnrad what other fun use cases does this have? @grok
- @qualk37 (0): @aidenybai @notcnrad WHAT
@coreyhainesco 发了一条极简推文「Remember Webflow?」，评论区反应揭示出 Webflow 正在被 AI 建站工具快速取代的行业情绪——有人说已迁走，有人说 Webflow 已改头换面成 @ployai，有人说现在全用 Claude + Netlify 建 landing page，根本不需要登录 Webflow 了。
Remember Webflow?
受众观点：① 现在还在用 Webflow 的设计师/开发者想知道是否应该迁移
展开评论
- @Flo_oskar (3): @coreyhainesco I remember selling webflow membership websites with CMS and gated content :D good old days
- @freeconlon (3): We still love Webflow but we’re not a native web shop. Their MCP is excellent. We never login to Webflow itself. Everything runs through Claude. And we know the SEO performance won’t suffer. What’s a better AI stack to use? We build LPs with Claude/Netlify but there’s no CMS nee…
- @chrislevan (1): @coreyhainesco re-invented itself into @ployai
- @Aboundlessworld (1): @coreyhainesco Too soon
- @koppkev (1): @coreyhainesco remember moving my sites from webflow yes
经营定制 3D 打印业务的作者，为了让代理尽量自动管理流程，开发了能检测打印床是否清空并自动启动下一次打印的算法。
i run a custom 3D printing and it’s been my goal to let an agent manage as much of it as possible i built an algorithm that can detect when the printbed is clear and auto starts the next print https:…
受众观点：①如何检测打印床上的细小残留物避免误判 ②打印间隔时间的积累损耗到底有多大 ③更大尺寸打印需求的技术门槛
展开评论
- @dirkglensk (1): @ryanvogel I just tell Claude to print and it'll automatically check the printer cam if something is in there lol Comparably expensive but the throughput is not that high that it'd make a difference.
- @BreezeOg1 (1): @ryanvogel how do you check for tiny bits left behind?
- @ryanvogel (0): https://t.co/JZQN4VoFLh if interested
- @m_i_z_u_k_i_67 (0): @ryanvogel can you do larger size printing please
- @huesofbanter (0): @ryanvogel how much time were you losing between prints before this? feels like those little gaps would add up with a big queue
已跳过
Introducing Higgsfield Miracle. Our latest proprietary post-production technology vectorizes any video into layers for localized, pixel-level editing in real time, with world knowledge built in. Ever…
受众观点：①广告本身是否用自己的AI技术制作（质疑真实性） ②这项技术能否修复AI生成内容的局部缺陷而不用重新生成整帧 ③视频生成和后期处理的边界在消融
展开评论
- @Mhassan100k (982): @higgsfield https://t.co/UFs1Bv1vhf
- @Battlevader (699): @higgsfield They didn’t make this ad with their AI, tells you all you need to know
- @ForwardEditor (541): @higgsfield what it's like to live in the future wtf
- @Uvacha_ai (439): @higgsfield https://t.co/4n91l2y02I
- @bradmillscan (235): @higgsfield omg this will be so good for fixing bad generations when integrated into the process holistically don't need to generate the whole scene again, just the one piece that fucked up
作者表示已经把自己在 OpenClaw、Hermes、Muse 上的工作流全部迁移到 Grok Bot，认为后者在个人智能体场景下 UI/UX 和功能体验全面胜出，尤其是迭代速度给他留下深刻印象。
I have moved everything from OpenClaw, Hermes and Muse to just Grok Bot now. Muse had a moment for a while. But Grok @bot is coming out as a clear winner for personal agents (UI/UX/features - everyth…
受众观点：① 正在尝试用 Grok Bot、Muse 等工具搭建个人工作流的开发者和创作者 ② 想把日常开发、写作、运营流程交给 agent 的独立开发者 ③ 关注不同 AI agent 产品体验差异、准备从旧工具迁移的新用户。
展开评论
- @poteto (80): @Saboo_Shubham_ @bot 🫡
- @mattyp (53): @Saboo_Shubham_ @bot nice
- @lingxi (43): @Saboo_Shubham_ @bot let us know how we can make it better!
- @malmgrenkevin (22): @Saboo_Shubham_ @bot Wait, you work at Google and use Grok Bot?
- @Baconbrix (8): @Saboo_Shubham_ @bot Send feedback 🫡
这条中文推文面向会翻墙的大学生，强调别只刷短视频，而要利用远程接单平台赚钱，并列出 Arise、KellyConnect 等 12 个可获得薪酬的海外远程工作网站。
大学生翻墙之后别只会换个平台刷短视频。 更大的网你已经进了，赚钱入口还是空的——真正拉开差距的，是普通人根本不知道的远程接单网站。 这 12 个有薪酬的平台，建议去看： 1. Arise 在家做客服，独立接单，时间灵活。 时薪约 $10–$20 https://t.co/Z95QINw7Qg 2. KellyConnect 远程客服 /
受众观点：① 会翻墙、想利用空余时间做远程兼职的大学生 ② 想通过海外远程项目练习英语和技术栈的初级开发者 ③ 想从国内平台转向海外市场的自由职业者。
展开评论
- @TheEasySale1 (1): @sdf302030 远程接单这条路，平台只是入口，真正拉开差距的是交付能力。补充个实测经验：Arise这类客服单时薪看着稳，但排班和质检很严，新手先别贪多；先接1-2个小单把评分刷起来，再谈提价。你这12个平台里，哪个的入驻门槛最低？
- @Zugiannn (0): @sdf302030 先收藏
- @lucytismee (0): @sdf302030 日入50到500美元跨度挺大，最好把对应工时也列上。
- @dfdsvc6 (0): @sdf302030 很多平台对网络环境和身份核验要求挺高的
- @lijia9iay (0): @sdf302030 感觉还需要一张能收款的银行卡才行
GPT 用户首试 Opus 5.5 被惊艳，评论区展开 Claude vs GPT vs Gemini 真实体验对比
My line of work is a hybrid of many different industries and I am working on some pretty cutting edge R&D in certain areas. I used to use frontier models to help with my work, and at most I needed to…
受众观点：['多 AI 工具深度用户', '开发者和研究者', '企业 AI 工具选型决策者']
展开评论
- @DisorderlyBoat (122): Yeah Claude has been the best for years really
- @TodayLoose7794 (116): I find that for certain tasks it is on a whole different level. I think it is just a case of finding whichever model fits your use case best.
- @odoc_ (98): This is correct. No need to fanboy either side. As a subscriber to both, codex was better most of the year. Claude took the lead now with Opus 5.5
- @Crinkez (83): No it hasn't. Codex overtook it with GPT5.2 and aside from maybe Fable, Anthropic has been playing catch up ever since. Opus 5.5 is the first real jump ahead of Codex in a long time.
- @RepliesAsOtherPeople (46): Idk how to explain it other than Anthropic having made the model "care" (yes I know, whatever that means for an LLM) more about its work than OpenAI
社区分享最常复用的 Claude prompt，核心是项目拆解 tracker，评论出现 Anthropic 工程师 Felix Rieseberg 的专业深度提问框架
Mine is Break this project into as many small steps as you can, in order. Each step should take under 30 min and have a clear done-check. Put them in one artifact with checkboxes I can come back to f…
受众观点：['Claude 重度用户', '开发者和产品人', 'AI 工作流优化实践者']
展开评论
- @xWranglerWranglerx (68): tldr one thing at a time jfc eli5
- @strawburrychunks (27): Don’t listen to the haters - i appreciate you sharing the prompt!
- @Brahminmeat (24): You’ve just recreated stories and tasks. Use a task tracker
- @Ankleson (14): I have this under a skill. Sourced from How to be more ambitious: A tutorial for humans with models by Felix Rieseberg, one of the engineering leads at Anthropic. His blog is a crazy good resource. I want a deeper version of this task, not a bigger one. Before rewriting it: (1)…
- @qna1 (14): I have two: How do you feel about the project and how it's progressing? I ask this several times throughout, and it has really helped, as Opus give insights into what is going well w/ my workflow and what can be improved, often time, the suggestions were issues I was not even aw…
非开发者餐厅老板用 Claude Code 构建完整运营平台，250+ commits 替代五款 SaaS，每次新模型出来让 AI 自动审计代码库
I own a smash burger restaurant. I’m not a developer, but since late last year I’ve been using Claude Code to build the software we run the business on. It’s called Pulse, and my staff use it every d…
受众观点：['非技术创业者', '独立开发者', '关注 AI 辅助开发边界的工程师']
展开评论
- @crusoe (92): Be sure you run security reviews and be sure you have tests for the financial parts. The biggest issues are gonna be taxes and withholdings.
- @PumpkinCrafty7909 (37): Yep, we still pay for a Saas POS and customer ordering app/website (about $100/month) so we get our tax numbers and stuff from there. We also have some of these delivery apps so this backend app also acts as an aggregator for all the data. Honestly the taxes and regulatory stuff…
- @jeff_coleman (29): Make sure you have a backup plan in the event that your account gets suspended for any reason. The probability might be low, but false positives do happen and support is non existent. Don't let any service be a single point of failure.
- @Sidjeno (29): That's not something an agent should do. Ask it to make you a script that does that instead. If you're on windows, a script using a scheduled task comes to mind
- @shravanrevanna (22): tests don't help when the tax tables change every year and nobody's watching. you're the vendor now, so tracking rate updates and filing format changes is your job forever.
开发者用 MCP 给 Claude 配备键鼠输入和游戏内帧截取能力，让 AI Agent 在后台自主玩 GTA/底特律等 PC 单机游戏，核心目的是让 Agent 自动测试游戏 Mod 并迭代修复 bug
I wanted AI agents to create, test, and improve my game mods autonomously by actually playing the games, without taking over my PC while they do it. So I built an MCP server with Claude Code. It give…
受众观点：①AI agent 能控制复杂 GUI 吗（@Every-Grape7679，28赞）②Claude Code 能主导工程项目吗 ③MCP 100个工具的稳定性边界
展开评论
- @Every-Grape7679 (28): We got Claude playing gta 5 before gta 6
- @sunaurus (18): I hope the way it runs over that pedestrian isn't a sign of things to come when people start putting these things in robots etc 😂
- @mostly_games (9): Great, now AI can take the last thing that was fun to do ourselves anymore from us, too.
- @Wonderful-Ad-8579 (8): Sort of. It doesn’t screenshot the desktop. The DLL sits inside the game and grabs the frame right when the game presents it, so it works even when the game is in the background or covered by other windows. The agent can ask for a frame as an image whenever it wants, but a lot o…
- @Massive-Morning2160 (7): Can't judge, I've drove worse at times
独立开发者吐槽多主机密钥管理混乱，求不用持续维护的一站式方案，83 条评论热度高，社区分享 Ansible/Infisical/Bitwarden 等多种方案
My secrets have slowly turned into a mess. There are .env files on a few different hosts, some passwords pasted straight into compose files, tokens sitting in CI variables, and a password manager not…
受众观点：['@bufandatl 用 Ansible 加密变量简单方案', '@stupv 推荐自托管 Infisical 支持机器认证', '@bayendr 在看 Bitwarden Secrets Manager']
展开评论
- @bufandatl (32): All my secrets are encrypted in my ansible variables.
- @btc_maxi100 (15): HashiCorp Vault
- @ongrabbits (14): i used to put my secrets on mise env with age encryption before moving to openbao. https://mise.jdx.dev/environments/secrets/#secrets
- @stupv (10): Infisical. Self hosted, machines auth with machine credentials and can grab secrets programmatically via agent or api
- @bayendr (10): I feel you, been having the exact same issue in my homelab. started looking at Bitwarden secrets.
vibe coding 热潮下谁能真正赚钱的讨论，高赞回复：25K MRR 团队用 vibe coding 做到，核心是深度理解用户+极致 onboarding，代码方式不是护城河
Everyone builds apps now but i really wonder while the demand is decreasing everyday, who are actually going to make real money with their vibe coded apps? Founders with very unique product or better…
受众观点：①vibe coding 是否加剧竞争（@iamtheworld1337 25K MRR 案例）②独特数据是否是唯一长期护城河（@Wooden_Supermarket17）③无预算独立开发者如何做 distribution
展开评论
- @iamtheworld1337 (40): My saas is fully vibecoded. I have done business before for over 10 years. Currently sitting at 25k MRR, gonna hit 100k MRR within the next 9 months. But let me say its nothing that you can build over a weekend. We have built it for 8 months with 16 hour days as a team of two pe…
- @Wooden_Supermarket17 (20): For long term success: owning unique data.
- @BoysenberryNo5650 (2): Im really curious about how did you find that many customer just by replying to your target audience. I also do the same thing but when people see a reply that includes pitching, they skip most of the time even if it can be actually helpful. And what kind of distribution channel…
- @-M83 (2): honestly from my perspective it’s outbound. like if you can’t run an outbound campaign on a strong channel you are dead in the water. and with less than 4figs/mo budget it’s hard to get started but there are some good techniques out there if you know where to find them
- @AutismusImJob (2): I discussed this with a friend. I am a former product owner and he is industrial designer. Customers are paying for a reliable product. If your product is buggy and constantly not working, they will switch to your competitor. Customers don't care if your product has been vibe co…
关于自托管服务子域名结构设计的讨论，涉及证书透明度暴露风险、VPN 访问、密码管理器兼容性等实际工程权衡
What domain structure should i choose: service.home.example.com and vpn.example.com (for remote access through wireguard) or service.example.com and example.com (for remote). Any benefits using 1st a…
受众观点：['@apetersson 警告通配符证书是必选项否则内部服务名会通过 CT 日志泄露', '@GolemancerVekk 解释两层域名的安全设计意图', '@danw00 指出深层子域和 Bitwarden 有兼容性问题']
展开评论
- @apetersson (50): whatever you do, make sure to get a real wildcard cert else you will expose potentially internal-only services by name through cert transparency. edit: And both work. *.home.example.com is more flexible, true, *.example.com has a small advantage to work a bit better with PW mana…
- @IC3P3 (25): Personally I have service.domain.tld for exposed services, service.local.example.tld for services exposed through my Headscale and device.ts.example.tld for devices available in the tailnet
- @GolemancerVekk (15): The whole point of a deep level subdomain (*.home.example.com) is that you never expose it publicly. Meaning you only define it in your LAN DNS, and in your VPN's DNS, but never in the public DNS. It's meant to be used exclusively for your private services, and those domains sho…
- @cajunjoel (12): Wildcard TLS certs will play much nicer with *.example.com In my network, I never use example.com. everything has a name: vpn.example.com, server.example.com, servicename.example.com and so on.
- @danw00 (8): I am not so happy with *.home.example.com because it does not work well with bitwarden because it doesn't distinguish between then anymore. You can change it to host matching but maybe not ideal for other domains then...
创始人在 r/SaaS 分享真实 18K MRR 故事被当成 spam 下票，感叹社区沦为机器人互聊，评论区反倒集体嘲讽配图是 AI 生成
Wtf. I just spent an hour writing my ACTUAL story on getting to $18K MRR on this subreddit (it took me 2.5 years, mind you). Instead of engaging, people downvoted and called me a spammer. Wtf is wron…
受众观点：①社区氛围恶化打击真实创始人内容（score=64 说明抱怨本身有共鸣）②真实内容如何不被算法误判③AI 泛滥导致真实内容被怀疑（@Toooooool @nazmulpcc）
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- @Poatri_US (27): https://external-preview.redd.it/CubUR1inCqFFCnk5wZ3hEUYSrpv2MNDPBlnAxHSODCE.gif?auto=webp&s=6c1f045bf0ac41f62c3a95ec7ce8dba6c312c4a3
- @Toooooool (19): ai generated image obv, nobody on reddit's got a chin like that
- @nazmulpcc (14): I don't know man, I only see one hand, has to be AI
- @life-is-an-adventure (10): best compliment i've gotten all hour
- @YogurtclosetLimp7351 (7): You just did it again - lol. Spammer.
Opus 5.5 在 Benchmaxxing Bench 上分数上升，同时引发对 AI benchmark 可信度和 reward hacking 的讨论
Opus 5.5 weights are blessed holy shit, claude my boy Read more Opus 5.5 weights are blessed holy shit, claude my boy Read more
受众观点：['AI 工程师和研究者', '模型选型决策者', 'AI 社区观察者']
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- @Hazrd_Design (89): Where’s Argon? Also this, while everyone saying opus quality has gone down. 🤔
- @RegretNo6554 (63): can’t believe google benchmaxxed tf out of 3.8 flash and pretended like we wouldn’t notice from just using the model
- @Exact_Depth_896 (37): The testing was clearly taking place last month and was via openrouter api. At least that's the suggestion of their hilarious deepseek 4.1 flash huggingface-style reward hacking incident. https://maxxbench.unlap.ai/research/coding-sandboxes/
- @sensei_von_bonzai (24): Let me just put this here: https://llemre.com/benchmaxxing/
- @Elven_Allerrs (20): Opus 5.5 going up on a chart literally named the Benchmaxxing Bench while everyone swears Opus got worse. I'm choosing to believe the chart.
用户向 Claude Opus 5.5 询问雄激素受体结合分子（科研常规问题），被安全过滤器误拦截，引发 AI 安全过度限制的广泛讨论，score 180 + 47 评论
I wanted to ask Opus 5.5 if there are any molecules that can bind to androgen receptors more strongly than DHT. But even for such a simple question, my message is being flagged by the safeguards beca…
受众观点：①哪些领域被过滤（@0DayMaker，72赞）②同一问题不同账号结果不同（@iamthe0ther0ne，56赞）③安全误伤合法用户的边界（@M4DHouse，22赞）
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- @0DayMaker (72): Yes biology and infosec are both off limits
- @iamthe0ther0ne (56): I use Opus 5.5 for biology research every day. I think it may depend on memory and context. OP, flag that and report as false positive to help tune the safety filters.
- @DermisCronJob (25): Weird, I never had any limitations with biology or other scientific questions and research, but I have had a subscription for years, and since day one, Anthropic knows I am a doctor and a clinical researcher, and it helps that I live in a western country.
- @Used-Nectarine5541 (23): It’s almost as if they are gatekeeping regular people from making progress in biology/science.
- @M4DHouse (22): I’ve had a Fable subagent flag when the main session asked it to write a software architecture doc, and apparently the main agent’s wording, not even my own, was interpreted as an attempt to extract reasoning from the model. It seems they’re so worried about misuse that their sa…
Reddit r/SideProject 举报 AI 营销 bot ThreadFox，该 bot 用模板评论 + 自我推广刷遍社区，引发强烈反弹，score 183 + 42 评论
Hey mods and everyone, u Investigatormarker is posting AI-written "feedback" on posts here, then ending with an ad for its own product. It follows a template: generic advice about the project, then "…
受众观点：①AI bot 营销有没有用（@VIDGuide，18赞，说没人看了觉得这是好主意）②对声誉的实际伤害（@ShinyBokoblin，25赞）③如何识别和举报 AI spam（@streamer3222，21赞）
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- @Defiant-Read682 (36): u/investigatormaker time to post your reply, I have drafted one for you: For this sub’s spam problem, ask a new member to go from posting their project to finding one genuine reply, without instructions. Record where they encounter a ThreadFox ad. That tests whether the communit…
- @ShinyBokoblin (25): It’s literally EVERYWHERE making a post per minute continuously. Clearly a bot. For some reason, everyone seems to accept because it’s polite. Please get it out of here.
- @streamer3222 (21): I posted report to Reddit. The major infringement is it's not wearing its bot badge. Here is the original author of the bot: https://www.reddit.com/r/SideProject/comments/1x72zp2/threadfox_my_side_project_went_from_a/
- @VIDGuide (18): It’s hilarious how much reputation damage that bot does. Literally no one sees those posts and thinks, hey, that’s a good idea..
- @0xlyd (12): Commenting for engagement, good call out 🙏
B2B SaaS 独立创始人 25 注册用户 3 周，留存差、未开通付款、单人兼顾市场和工程，提出四个具体问题求建议
I've been building my B2B SaaS product for the past few weeks, and I wanted to share where things are at and get some feedback from other founders. So far, I've managed to get around 25 signups withi…
受众观点：①25 注册三周行业基准（@mrgadgetvn 提供分 niche 判断框架）②沉默用户唤回：手动 1 对 1 外联（@mrgadgetvn）③solo founder 上下文切换具体方法（@Brufacee 建议先看完成任务情况）
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- @mrgadgetvn (4): Let me answer your questions one by one. Are 25 signups in 3 weeks good? It really depends on your niche. If you're building a highly specialized B2B SaaS targeting a small market, I'd consider 25 signups in 3 weeks a pretty good start. But if you're building a mass-market SaaS…
- @CopsAreHere (2): Okay, that's quite a good in clearing assumptions. Appreciate the thought. Let me on that
- @CopsAreHere (2): You're right, I'll look at solving the repeatable workflows
- @CopsAreHere (1): Really appreciate the detailed advice! It's a pretty niche industry and not for the general public. And yes, perhaps rentention is something I should focus on. I think reaching out to all 25 signups is probably my next best move. I'll focus on understanding why they signed up, w…
- @Brufacee (1): Have the returning users finished the same useful task, or are they still exploring? With 25 signups, I'd ask a few of each group to show what they came to do. That seems more useful now than treating a Get Notified click as willingness to pay.
ShareX 老用户批评项目被 AI vibe coding 化后性能下降功能臃肿，引发开源社区关于 AI 辅助开发边界和项目质量标准的争论
I've been using ShareX for nearly a decade after I saw it recommended on this sub as a good tool to capture and automatically upload screenshots to a self-hosted share site. Recently, they've been pu…
受众观点：['@FarToe1 认为 AI 让小团队重燃热情，动机本身没问题', '@yesat 说开发者发 AI slop 图让人失去信任', '原帖作者：问题是把 AI 当代替品而非工具']
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- @FarToe1 (26): and make no mistkaes ISWYD there and I like it. a UI redesign was long overdue, but it's still sad to see genuinely skilled developers turn into AI bros and slopify their app after 19 years. Thing one probably explains thing two. Small team doesn't have time, skills or motivatio…
- @yesat (19): Multiple features are just gone and the devs openly admit it. And when you post AI slop images on your twitter constantly, I just stop trusting you.
- @Illustrious-Syrup509 (17): What exactly is the problem with the new version? Can you explain that in more detail?
- @Xenthys (13): Hi, ShareX mod here, the performance regression is known and being resolved. A lot of updates have been pushed in a short time to address all the v22 feedback from users, they're mostly stability fixes and UI improvements for the people who preferred the old look, as well as for…
- @alpinethegreat (12): don't make me turn you into a blender, clanker.
ICLR 2027 rebuttal 季社区讨论帖，作者 3/3/2 分数正在赶 rebuttal，收集大家进度和策略
I got 3/3/2 and working on rebuttal (hope it make it avg to 3). Did you guys posted your response? And did you revised the paper as well? or made promise to revise on camera-ready version? I am almos…
受众观点：①rebuttal 草稿长度可读性 trade-off（@like_a_tensor）②逐 reviewer 分 section 回复策略（@AkiDenim）③当前分数与录取率关系
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- @like_a_tensor (8): My university’s cluster is melting due to rebuttal season, and my experiments take forever… it’ll be a while for me to post any response unfortunately.
- @bombdruid (5): Yup. Need some revisions and refinement before I post.
- @AkiDenim (4): I uploaded my revision i prepared and an explanation for it (sectionwise) and left a comment for each reviewer I have a 4/4, 3/3, 2/2 (score/confidence) - I wish I can push this up to 4/3/3 or even a 4/4/3. Good luck!
- @bombdruid (4): Holy crud that is fast.
- @AkiDenim (2): Thank you, see you at SF. 😉
独立开发者做 RotateAd 互助广告网络，固定席位轮播替代 CPC 竞价，49 用户总销售 $92.53，接近第一个百美元里程碑
When I started building RotateAd, I wanted to solve a problem I could relate to small websites and indie SaaS products struggle to get noticed. Today, RotateAd has generated $92.53 in sales. Almost $…
受众观点：①早期产品曝光渠道真实可行性（@WorkerSome7813 对质疑的有力回应）②固定费率 vs CPC 对小预算创始人优劣③49 真实用户是否是有意义 PMF 信号（@No-Molasses-2097）
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- @WorkerSome7813 (5): Every big business starts somewhere.. I would rather have 49 real people give it a chance than 49,000 fake numbers. I'm here to build something sustainable, not get rich overnight. 🙂
- @Last-Revolution980 (4): Seems like helping hand project👏 Newly Launched SaaS product can get good benefits and get exposure.. keep it up
- @WorkerSome7813 (4): Man, you see $92.53. I see the first step of something I spent my own time, money and countless hours building from scratch. You see 49 founders and question the numbers... I see 49 people who gave an early-stage idea a chance. 🙂 I'm not claiming I've built a million-dollar comp…
- @Outrageous-Diet-1843 (2): Congratulations on your first $100.. it is great to see a platform helping other founders get noticed while building something sustainable for yourself Wish you many more milestones ahead!!
- @No-Molasses-2097 (2): Congrats on getting close to $100. The spike in late October is interesting, was that mostly from founders signing up here or somewhere else? Knowing which channel actually brought those 49 in would tell you a lot about where to spend your time next.
哈萨克斯坦团队照片转 3D 模型 SaaS，18 天 11 付费用户，三条洞察：付款国家流量占比低、创作者视频效果远超广告、free tier 必须 wow
Quick context: we're a team of 6 from Almaty, Kazakhstan, building a tool that turns a photo into a print-ready 3D model for home 3D printers. Self-funded, about $2.7k in so far. Payments went live o…
受众观点：①非美国团队支付地理限制解法（原帖明确欢迎提问）②创作者视频 vs 付费广告 ROI（@escalicha 建议追踪 failed renewals）③free tier 价值锚点设计
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- @coleenty (3): congrats!!
- @IncreaseForeign7821 (2): Thank u 🙏
- @escalicha (2): From 10 to 50 the constraint stops being signups and becomes renewals plus the payment tail, and at your volume both can still be handled by hand. Two things I would instrument now. First, failed first renewals: a declined card on the second invoice is the quietest churn there i…
- @sharih_builds (2): Boy, I am playing solo and haven't got 1 sale in 2 month+ 😭
- @yo-wsg-my-bro (2): Can I ask how u format your videos around your app and how it attracts users?
自制 e-paper 门口控制面板整合老式对讲机、门锁、音乐系统，全本地运行的周末项目展示
Weekend project that finally got finished: an e-paper panel with three buttons at my apartment door, plus doorbell integration into the building's old analog intercom. Stack, all local on my home ser…
受众观点：['全本地运行零云依赖，安全性强', '@TearsFromCompoundEye 追问服务器宕机方案', '@HEMM0 提到 AI 帮助逆向老对讲机引脚']
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- @distress777 (7): As a person who works with intercoms similar to that one, i say great work! Also the insides of that intercom is hands down the worst shit Ive seen
- @TearsFromCompoundEye (4): Very cool! What happens if your server goes down?
- @HEMM0 (3): AI was used to figure out the pinout.
- @snowfox_cz (3): That is epic. I really like that. Maybe a little bit too close to the dooor frame. But cool job done. :)
- @lotus_symphony (2): Can you expand a little bit the interaction between the Shelly uni and the old intercom? Great work!
个人开发者用家用 RTX 4090 训练扩散模型世界模型玩宝可梦红版，System 1/2 双层 agent 架构 30/30 通关第一道馆，50 GPU 小时成本
1. The world model: the game, dreamed by a neural net A diffusion model (same family as image generators) that learned Pokémon Red frame by frame from recorded play. Give it the last 4 screens and a…
受众观点：①扩散模型世界模拟能力边界（@RadonGaming 建议游戏方向投稿）②System 1/2 架构工程落地（@marr75 质疑研究价值）③家用 GPU AI 项目的真实成本锚点
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- @marr75 (8): The simple fact of having done it? No.
- @RadonGaming (6): Consider CoG (Conference on Games)? Or games-centric venues? Might be difficult to go into traditional non-games spaces like ICLR with a games-oriented submission, even if you're takeaway is around world models.
- @GFrings (3): Your AI generated response is painful to read. If you are serious about publication, you should find an actual researcher to collaborate with. They can help you define actual experiments which become novel contributions worth publishing. Which is the core of the research loop.
- @priyanshu123sah (1): Yeah, I'm not very confident in it fitting ICLR or a games conference, since the game harness and the dream-trained policy are both quite weak on their own. I don't want to embarrass myself when it doesn't really fit any venue. Might have to be satisfied with it being an enginee…
- @didimoney (1): CoG seems like a good match for you
与 R-049 同一项目在 r/SideProject 的交叉发帖，score 22 + 9 评论，评论区更偏向技术可扩展性讨论（aimbot 检测、模拟器自动化测试）
My side project: an open-source MCP server that lets an AI like Claude or Codex play Windows games without taking over your PC. I started it so agents could test my game mods by playing the games the…
受众观点：①AI aimbot 检测的 AI 对抗（@Thistlemanizzle，4赞）②模拟器/反编译自动化测试（@Malakian22，2赞）③swapchain 注入的技术原理（@Wonderful-Ad-8579）
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- @Thistlemanizzle (4): What about Jev/classifier/decision models? I saw some interesting work in a halo mod. I can link it. It felt like we are going to see the rise of undetectable aimbots.
- @Malakian22 (2): lol I was actually thinking about this earlier today, this could be something useful to improve the emulation/decomp scene with automated game testing
- @Wonderful-Ad-8579 (2): It should work tho I haven’t actually tested it on an emulator or a port yet, so I can’t promise anything, but automated testing for decomps/ports is a good idea. I do have an emulator so I will give it a go personally on an emulated game and see how it fairs. Should be fun!
- @Wonderful-Ad-8579 (1): Yeah AI aim is nothing new, there’s already YOLO based onnx stuff like AimmyAI and it is not hard to build your own, just AI model training is a pain with image gathering and need a decent GPU for training. I heard of JEV before but never got around to testing it as it seems lik…
- @Wonderful-Ad-8579 (1): Frame capture + vision, no memory reading at all. It grabs frames straight from the game’s own swapchain, so it works even when the window is covered or in the background, then reads the minimap/radar, the route line, waypoint markers, compass and on-screen text with OCR and tem…
自托管媒体库元数据管理方案讨论，聚焦 Picard/Radarr 等工具的使用权衡，热度很低
Hi everyone, i would like to ask all of you how you manager your files and metadata. Do you use external tools like tinymediamanager or the radarr/sonarr/jellyfin built-in metadata management? My cur…
受众观点：['@zac115 建议媒体服务器自动处理，外部工具仅做修正', '讨论围绕自动化 vs 手动修正', '整体互动极少']
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- @zac115 (3): Yeah, I have a handful of tools that I typically use in case one of the main things like what you mentioned, the arr programs Or any other media server that automatically does metadata gets it wrong in some form or fashion. I use something like media info to see what the informa…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @-Arsna- (1): it wasnt
- @-Arsna- (1): if i understang you correctly your recommendation is to let jellyfin, navidrom, kavita and audiobookshelf handle the metadata and to use external tools like picard only when there are mismatches
- @zac115 (1): Basically, yeah. I use all those programs that you just listed off myself and they do a wonderful job at automatically inserting metadata. I think the only caveat that I would have for that would be for your downloaders. So for example, let's take music. I use a program called S…
Tracearr 自托管工具开发者态度和 AI 生成代码质量引发社区讨论
Hey everyone, Tracearr is a cool concept, but I’m really struggling with how the project is being managed. Just wanted to see if anyone else is feeling the same way. A few things that are bugging me:…
受众观点：['开源项目维护者', 'AI 辅助开发实践者', '自托管工具用户']
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @ochbob (-4): AI is not involded. I mean, i used it to format better m'y message as i'm not a foreign english speaker.
Kavita 新增 Kobo 原生同步支持，开发者明确反 AI 开发政策，与 Cliparr 和 ShareX 形成三种不同 AI 使用立场的对比
Kavita has just added support for Native Kobo Sync and I need help from the community to test and give feedback on it, before it goes live with the next Stable (v0.9.2). Kavita supports epubs/archive…
受众观点：['@majora2007 明确声明极少用 AI 且对贡献者有不用 AI 的政策', 'Kobo 同步是电子书社区长期期待功能', '热度极低 score:8']
展开评论
- @majora2007 (5): No AI for post, Kavita has very little AI code, all reviewed. No AI policy for external contributors as well.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
Cliparr 3.1 发布，开发者主动公开大量使用 AI 辅助移动端重构并强调测试保障质量，与 ShareX AI 争议形成对比
Cliparr 3.1 just released with an overhauled native-like mobile experience and finally added a cropping tool. Release announcement: https://cliparr.dev/blog/cliparr-3-1-release/ GitHub release: https…
受众观点：['@ATechnicalSquid 说明 AI 主要用于移动重构和测试生成', '开发者强调先打好基础再引入 AI 加速', '热度极低 score:7']
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @ATechnicalSquid (1): Ai was heavily involved in the mobile refactor and creating mobile acceptance tests. More information in the OP.
开源 AI agent harness，通过截图+键盘操控自主玩魔兽世界，记录 4573 个决策节点，支持离线回放分析，159 PH votes
SageCraft
受众观点：①AI如何通过纯视觉决策而非API调用来操控界面 ②开源记录4573条决策的透明度设计对研究者的价值 ③离线回放功能用于调试Agent行为的实用性
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- @anon (0): Title: SageCraft: An open-source harness for a decision model playing WoW | Product Hunt URL Source: https://www.producthunt.com/products/sagecraft Markdown Content: --- title: "SageCraft: An open-source harness for a decision model playing WoW | Product Hunt" meta: author: "Chr…
一体化 GTM 平台，通过 MCP 给 AI agent 提供 1200+ 销售营销动作，包含页面/邮件/CRM/电话，AI 用 300+ 信号给线索打分，157 PH votes
AXL
受众观点：①全能一体化平台vs专业工具组合的选择权衡 ②MCP在销售工具中的实际工作流价值 ③AI基于300+信号的线索评分透明度和可解释性
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- @anon (0): Title: AXL: GTM copilot for AI product founders: 1,200+ actions via MCP | Product Hunt URL Source: https://www.producthunt.com/products/axl-2 Markdown Content: --- title: "AXL: GTM copilot for AI product founders: 1,200+ actions via MCP | Product Hunt" meta: author: "Dan Musato"…
面向研究者的开源 LoRA 微调 API，不用管 GPU 基础设施，精细控制训练数据和算法，152 PH votes，cluster 包含 AI/ML 研究圈
Tinker
受众观点：①对数据和算法完全控制权vs基础设施管理成本的取舍 ②基础设施托管痛点让很多开发者放弃自己微调 ③LoRA微调所需的最小训练数据量
展开评论
- @anon (0): Title: Tinker: Control every aspect of model training and fine-tuning | Product Hunt URL Source: https://www.producthunt.com/products/tinker-2 Markdown Content: --- title: "Tinker: Control every aspect of model training and fine-tuning | Product Hunt" meta: author: "Tianyi Zhang…
HackerNoon 是一个专注技术内容的社区和出版平台，提供十万多篇覆盖编程、创业、加密货币、AI 等主题的免费文章，并向全球开发者和创业者开放投稿与阅读。
HackerNoon
受众观点：① 想用英文内容获取海外曝光的独立开发者 ② 有技术写作能力、希望在编程和创业领域建立个人品牌的工程师 ③ 正在为自家 AI/开发工具寻找海外内容分发渠道的创作者。
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- @anon (0): Title: HackerNoon: Read, Write and Learn Any Technology. | Product Hunt URL Source: https://www.producthunt.com/products/hacker-noon Markdown Content: --- title: "HackerNoon: Read, Write and Learn Any Technology. | Product Hunt" meta: author: "David Smooke" description: "HackerN…
给 AI agent 专用的按分钟计费云端 Mac，30 秒拉起 Xcode 环境，Claude Code/Codex/Cursor 通过 MCP 自动构建并发布 iOS 应用到 TestFlight，用完自动关机，113 PH votes
NoMac
受众观点：①按分钟计费vs订阅模式对低频使用者的成本优势 ②Claude Code/Codex等Agent实际跑通Xcode构建流程的可靠性 ③TestFlight自动分发和App Store提审的自动化程度
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- @anon (0): Title: NoMac: Cloud Macs and iOS Simulators for AI agents | Product Hunt URL Source: https://www.producthunt.com/products/nomac Markdown Content: --- title: "NoMac: Cloud Macs and iOS Simulators for AI agents | Product Hunt" meta: author: "Gary Miklos" description: "NoMac gives…