Karpathy 宣布加入 Anthropic，称未来几年 LLM 前沿将是关键阶段，同时表示仍热衷于教育事业并计划在适当时候继续推进。
Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deep… ① 用 KD 加入 73 胜勇士队来类比这次加盟的震撼程度，隐含对 Anthropic 当前强势地位的认可（@ohryansbelt, 3590likes） ② Anthropic 内部员工公开欢迎，暗示内部文化和团队凝聚力强（@bcherny, 3432likes） ③ 调侃 Karpathy 是为了提前用到 Mythos / vibe coding 工具，折射开发者对 Anthropic 内部产品的好奇（@emilheap, 1074likes）
Karpathy 宣布加入 Anthropic，称未来几年 LLM 前沿将是关键阶段，同时表示仍热衷于教育事业并计划在适当时候继续推进。
① 用 KD 加入 73 胜勇士队来类比这次加盟的震撼程度，隐含对 Anthropic 当前强势地位的认可（@ohryansbelt, 3590likes） ② Anthropic 内部员工公开欢迎，暗示内部文化和团队凝聚力强（@bcherny, 3432likes） ③ 调侃 Karpathy 是为了提前用到 Mythos / vibe coding 工具，折射开发者对 Anthropic 内部产品的好奇（@emilheap, 1074likes）
OpenAI 为 AI 生成图片新增 SynthID 水印和 C2PA 元数据，并提供公开验证工具，帮助用户识别图片是否由 AI 生成。
① 有水印了，希望 OpenAI 顺势开放版权内容生成权限（@Angaisb_, 47likes） ② 用户强烈要求恢复 4o 模型，认为新功能不如把旧模型还回来（@stark4833, 28likes） ③ 提供了第三方验证工具链接（@OcpmAI, 14likes）
ryanvogel 对某 AI 行业动态发出两声"为什么"，评论区聚集在前沿实验室人才虹吸效应话题上
①FOMO 驱动，只有前沿实验室才能处理真正有挑战的问题（@megakilo, 11likes）②金钱驱动（@sirius_devops, 5likes）③调侃式反问（@omarluqq, 4likes）
Karpathy 宣布加入 Anthropic，引发全网病毒式传播
Karpathy 宣布加入 Anthropic，引发全网病毒式传播。Twitter 评论区用"KD 加入 72-9 勇士队"类比，HN 讨论其为何放弃 EurekaLabs 教育公司重回前沿实验室，多平台一致将其定性为 Anthropic 在人才竞赛中的重大胜利，也是 AI 军备竞赛加速的信号。
受众观点：评论区热点集中在三个方向：①竞争类比——@ohryansbelt（score:3590，Twitter）："this is like KD joining the 72-9 warriors"，用体育类比迅速传播；②职业动机追问——@rvz（HN）："Why now? What happened to Eureka Labs? Maybe the IPO potential was just too great to ignore"，质疑 IPO 驱动；③人才竞赛视角——@enraged_camel（HN）："Pretty big talent win for Anthropic. Karpathy is one of those people who was working on AI before it became 'a thing'"。
Cursor 发布自研模型 Composer 2.5，基于 Kimi K2.5，官方声称性能达 SOTA 且成本仅为竞品十分之一，但社区对其 benchmark 可信度存在强烈质疑，多位用户对比 Claude Code 后表示实际体验差距明显
Cursor 发布自研模型 Composer 2.5，基于 Kimi K2.5，官方声称性能达 SOTA 且成本仅为竞品十分之一，但社区对其 benchmark 可信度存在强烈质疑，多位用户对比 Claude Code 后表示实际体验差距明显
受众观点：@svclaws (HN)：'Their previous Composer was already marketed as a cheap model… in my day-to-day usage it fell short across the board. Canceled my cursor subscription and switched to Claude Code a few weeks ago.' 直接用脚投票，说明 eval 与真实体验断层已到临界点。@PUSH_AX (HN)：'They set themselves up for flack when they use whatever these evals are… 2.5 is supposed to compete with opus 4.7? Sure…' 对评测体系本身的系统性质疑，代表了社区对 Cursor 公关话术的集体免疫
levelsio 在飞机上展示自制便当（本地牛肉+米饭+浆果），拒绝航空公司食物，两条推文构成同一次出行的连续记录
levelsio 在飞机上展示自制便当（本地牛肉+米饭+浆果），拒绝航空公司食物，两条推文构成同一次出行的连续记录。内容属于数字游民生活方式分享，无技术或产品相关内容。
受众观点：评论区关注食物本身，无技术讨论——@NoahRyanCo（score:36，Twitter）："What are these tins? Could be the wave if they're not leeching nickel/aluminum"；@wesbos（score:6，Twitter）："this would do numbers on pinterest"。受众是生活方式爱好者，非目标受众。
AI 研究圈正在讨论 GRPO 之后下一代强化学习训练算法的突破方向：@nrehiew_ 认为密集信用分配（dense credit assignment）是关键轴线，ECHO、Composer2、OPD 等多个独立团队同时在推进
AI 研究圈正在讨论 GRPO 之后下一代强化学习训练算法的突破方向：@nrehiew_ 认为密集信用分配（dense credit assignment）是关键轴线，ECHO、Composer2、OPD 等多个独立团队同时在推进；@lateinteraction 进一步提出「自教师（self-teacher）作为 pedagogical off-policy 采样器」已是可落地方案，可同时保证 rollout 正确性和可跟踪性。多位研究者在评论区分歧激烈，有人认为 GRPO 已是死路，有人认为 self-distillation 在 multi-turn 场景还有缺口。
受众观点：评论区核心分歧有两条线：①GRPO 存废之争——@JoshPurtell（score:2，twitter）直接断言「GRPO is a dead end」，@ChinmayKak 则认为 GRPO+OPD 混合可以撑到 OPD 更稳定；②self-distillation 工程可行性——@ADarmouni（score:4，twitter）认为 self-distillation 在 multi-turn 场景的整体应用还有缺口需要解锁；教育背景的 @goodhunt（score:4，twitter）意外加入讨论：「good teachers scaffold material and use pedagogy, the method is as important as the answer」——这个视角打通了教育学和 RL 训练方法论。
Karpathy 宣布加入 Anthropic，称未来几年 LLM 前沿将是关键阶段，同时表示仍热衷于教育事业并计划在适当时候继续推进。
Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to join the team here and get back to R&D. I remain deep…
受众观点：① 用 KD 加入 73 胜勇士队来类比这次加盟的震撼程度，隐含对 Anthropic 当前强势地位的认可（@ohryansbelt, 3590likes） ② Anthropic 内部员工公开欢迎，暗示内部文化和团队凝聚力强（@bcherny, 3432likes） ③ 调侃 Karpathy 是为了提前用到 Mythos / vibe coding 工具，折射开发者对 Anthropic 内部产品的好奇（@emilheap, 1074likes）
展开评论
- @ohryansbelt (3590): @karpathy this is like KD joining the 72-9 warriors
- @bcherny (3432): @karpathy Welcome!! So excited we get to work together 👋
- @KevinNaughtonJr (2917): @karpathy what leetcode questions did they ask you during the interviews
- @emilheap (1074): @karpathy There are easier ways to get Mythos access for viebcoding my guy Congratz tho
- @signulll (977): @karpathy this is bigger news than google io!
Andrej Karpathy 宣布重返某前沿 AI 实验室，AI 研究圈对这一人事变动的讨论热度极高，六个信息源同步发酵
Andrej @karpathy is back in the game! I would have loved for him to rejoin @OpenAI, but I'm happy he's at any frontier lab pushing the field forward. It’s easy to frame this as zero-sum among the lab…
受众观点：①幽默梗图形式的情绪反应（@TheWhiteTower16, 43likes）②当前只有两个真正前沿实验室的格局判断（@pizzacritic999, 6likes）③知识通过人才流动在实验室间扩散（@CameronMThacker, 7likes）
展开评论
- @TheWhiteTower16 (43): @polynoamial @karpathy @OpenAI you won, but at what cost https://t.co/ODXcsnvohs
- @rudiranck (8): @polynoamial @karpathy @OpenAI He heard you... https://t.co/LDTHjUQmTX
- @CameronMThacker (7): @polynoamial @karpathy @OpenAI It does seem like knowledge travels via osmosis from lab to lab 😆
- @nikunj (7): @polynoamial Class 🫡
- @pizzacritic999 (6): @polynoamial @karpathy @OpenAI not any frontier lab, the other frontier lab there are only 2 frontier labs now
OpenAI 为 AI 生成图片新增 SynthID 水印和 C2PA 元数据，并提供公开验证工具，帮助用户识别图片是否由 AI 生成。
We’re adding new ways for people to identify AI-generated images and understand where they came from. In addition to C2PA Content Credentials, images now also contain a SynthID watermark, and can be…
受众观点：① 有水印了，希望 OpenAI 顺势开放版权内容生成权限（@Angaisb_, 47likes） ② 用户强烈要求恢复 4o 模型，认为新功能不如把旧模型还回来（@stark4833, 28likes） ③ 提供了第三方验证工具链接（@OcpmAI, 14likes）
展开评论
- @Angaisb_ (47): @OpenAI Awesome! now that the images have a watermark, could you please allow users to generate copyrighted content? just like Google does, for example
- @stark4833 (28): @OpenAI How about you stop giving us trash? Listen to your customers and give us back 4o, that’s all we want not all this slop. #keep4o
- @OcpmAI (14): @OpenAI Real or generated? Verify: https://t.co/rGysKJbCyl
- @muratulster (9): @OpenAI #keep4o https://t.co/5NrVwGpa51
- @RachaelMillett2 (8): @OpenAI We just want our favourite model back 🤷♀️
有人感叹科技行业已经取代华尔街成为大众眼中的反派形象，评论区对这一角色转换的原因各有分析。
remember how when we were growing up wall street was the bad guy and everyone hated them and every movie had them as the villain that's tech now
受众观点：① 认为原因是华尔街的骗子转移到了硅谷，带来了同样的文化（@wizplum, 17likes） ② 认为科技精英已掌控国家政治权力，所以民众仇恨转移（@0xSero, 9likes） ③ 核心问题是科技行业曾以"改变世界""服务人类"为标榜，但言行不一，华尔街至少诚实（@iacobbus, 8likes）
展开评论
- @wizplum (17): @thdxr Because the grifters that used to go to Wall Street realized there's more money to be made in Silicon Valley, so they came here
- @championswimmer (11): @thdxr This is the best article in a long long time that covers this. https://t.co/X1OVfRHKwp
- @0xSero (9): @thdxr Well tech elite have hijacked control of the country now so makes sense
- @thoughtlesslabs (9): @thdxr Its the bros. Wherever the bros go the hatred eventually follows. Bro infestations are deadly
- @iacobbus (8): @thdxr There is a difference. Wall street never claimed to "work for the community", "the benefit of humanity" and other hypocritical statements. They were upfront about money as motivation and they prob do more good. I never imagined wall street would hold the moral high-ground.
hasantoxr 介绍 Conversion Agents 产品理念，主张营销正在从「手动搭建」转向「自然语言描述」，agent 自动完成受众分层和活动执行。
We are moving from “build it” to “describe it” in marketing. This shift feels overdue. Execution today still moves slowly. Too many tools and too much manual setup sit between idea and launch. Conver…
受众观点：① 指出大多数 agent 工具跳过了数据层，导致输出质量差（@ozzyaurel, 1like） ② 跟帖宣传 Conversion Agents 本身会改变 2026 年营销方式（@NeilTewari, 0likes） ③ 其他跟帖多为推广性质，互动质量偏低（@RameshBais12, 0likes）
展开评论
- @ozzyaurel (1): @hasantoxr most agent tools skip data layer part and wonder why outputs are mid
- @NeilTewari (0): @hasantoxr Conversion Agents are just the beginning, we're completely changing how marketing is done in 2026.
- @alphabatcher (0): @hasantoxr https://t.co/2PWvjEo0Js
- @RameshBais12 (0): @hasantoxr The companies that win in AI won’t be the ones with more employees. They’ll be the ones with better systems.
- @aiwithneelama (0): @hasantoxr Conversion Agents sound like the next evolution of growth tools.
Nous Research 发布 CNA（对比神经元归因）技术，无需训练稀疏自编码器即可通过消融 MLP 神经元稀疏电路精准控制 LLM 行为，且不损伤通用能力
Today we release Contrastive Neuron Attribution (CNA), a method for steering LLM behavior by identifying and ablating sparse circuits in the MLP basis without training a sparse autoencoder, modifying…
受众观点：①通过对比残差流激活差异定位 MLP 神经元的技术实现（@NousResearch, 30likes）②比 fine-tune 更实用的工程直觉（@geren8te, 2likes）③社区对 Nous Research 持续输出的认可（@0xAlphaTrader, 4likes）
展开评论
- @NousResearch (30): CNA builds on contrastive-pair methods like CAA, where residual-stream activation differences are averaged between paired positive and negative prompts to construct a tunable control vector. CAA works at low steering strengths but degrades at high ones, where the residual-stream…
- @0xAlphaTrader (4): @NousResearch Nous doesn't stop cooking
- @maxisawesome538 (3): @NousResearch goated shit from @yaboilyrical
- @geren8te (2): @NousResearch this is the useful direction. steering behavior by isolating the circuit is way more practical than pretending every fix needs another giant fine-tune.
- @dillonrolnick (2): @NousResearch nice work mr. nightwing! @yaboilyrical @karan4d @qorprate
Jeff Dean 在 Google IO 宣布发布 Gemini 3.5 Flash，专为复杂长序列 agentic 工作流设计，定位为当前最强 Flash 级别模型，但价格较前代提升约 3 倍
1/ Today at #GoogleIO, we’re releasing Gemini 3.5, our latest family of models combining frontier intelligence with action. We’re starting by releasing 3.5 Flash, which is built to help you execute c…
受众观点：①价格提升 3 倍的性价比疑虑及与 DeepSeek/Claude 的定位对比（@MrAhmadAwais, 11likes）②MCP 集成能力对企业生产环境采用的重要性（@MarcusSpillane, 0likes）③token 经济性仍是 Flash 系列最大优势（@mattyxcakes, 0likes）
展开评论
- @JeffDean (65): 2/ Check out how Gemini 3.5 Flash instantly digests dense academic papers and autonomously codes a fully interactive, visual website explaining the intricacies of the research. It's an incredible stress test that seamlessly merges massive long context, deep reasoning, complex co…
- @MrAhmadAwais (11): Looks like a great model, a but unsure of the 3x price compared to the predecessor. Where do we place this? Competitive with DeepSeek v4 Pro at less than half the cost or Claude Sonnet 4.6. We’re testing and evaluating it today @CommandCodeAI and will build a billion token bench…
- @rookepoole (0): @JeffDean Hey Jeff I've been working with Gemini for quite some time now you might want to see my work on the Poole Manifold read it here. I've been using it in reducing hallucinations and currently I have a system going for quite sometime without much issue https://t.co/DUpBbRF…
- @MarcusSpillane (0): @JeffDean The MCP Atlas benchmark result matters more for enterprise adoption than Terminal-Bench. MCP is the actual integration layer most orgs are standardizing on. A model tuned for that tool-calling pattern is a faster path to production than a better coding score.
- @mattyxcakes (0): @JeffDean From a pure tokenomics standpoint, Gemini flash takes the cake without contest. Super excited for this new generation
hasantoxr 介绍 Riffle 这款「音乐制作版 Figma」，强调它以无限画布和实时协作为核心，定位为创作者工具而非 AI 全自动生成。
Someone just built the Figma for music production. It's called @riffledotstudio and it's the opposite of AI slop. Instead of "prompt-to-song" garbage, you get: • An infinite canvas to sketch, remix…
受众观点：① 认同 AI 应该辅助创意而不是取代创作者，强调 creator-first 定位（@rahulbais136, 0likes） ② Figma for music 这个定位句足够清晰，一听就懂（@NeerajShub92547, 0likes） ③ 实时协作功能在音乐制作领域被严重低估（@mr_nirajkumar07, 0likes）
展开评论
- @TechWith_Nova (0): @hasantoxr @riffledotstudio Al should support creativity, not replace it completely.
- @rahulbais136 (0): @hasantoxr @riffledotstudio Most AI music tools feel soulless. This feels creator-first instead of automation-first.
- @NeerajShub92547 (0): @hasantoxr @riffledotstudio “Figma for music” is actually a smart positioning line. Instantly understandable.
- @VikramVerm25510 (0): @hasantoxr @riffledotstudio The “AI sous-chef” analogy explains the product perfectly.
- @mr_nirajkumar07 (0): @hasantoxr @RameshBais12 @riffledotstudio Real-time collaboration for music production is massively underrated.
Cloudflare 与 Anthropic Claude Managed Agents 完成集成，为 autonomous agent 工作流提供全球化隔离执行环境，开发者可在私有后端访问受控的前提下直接部署 agent。
Cloudflare has integrated with Anthropic's Claude Managed Agents to provide a fast, isolated execution environment for autonomous code delivery. This means builders can scale agent workflows globally…
受众观点：① 指出 agent 执行层解决了，但可验证的行为记录层还缺失（@Filecoin, 18likes） ② 关注隔离沙箱 + 权限控制对安全审计的意义，认为这是 demo → production 的关键（@SKalTekk, 2likes） ③ indie builder 明确表示这消除了"为跑 agent 额外搭 infra"的负担（@_itsjustshubh, 2likes）
展开评论
- @Filecoin (18): @Cloudflare Fast, isolated execution at global scale, solved. The record of what those agents did still needs somewhere durable and verifiable to live. That's the next layer.
- @SashaBaksht (6): @Cloudflare Can I call it Claudeflare?
- @SKalTekk (2): @Cloudflare The important bit is the perimeter, not just the agent. If autonomous code delivery runs inside isolated sandboxes with scoped backend access, teams get a path from impressive demo to something security/review can actually reason about.
- @_itsjustshubh (2): @Cloudflare cloudflare + claude agents is a big deal for indie builders. no more spinning up infra just to run an agent job
- @_bgiori (1): @Cloudflare This is awesome! Cloudflare managed think agent when? 😄
Magnific 与 Kling AI 集成，支持单张图片生成电影级视频，用户只需上传图片并描述运动方式即可，无需任何剪辑技能。
This is wild. Magnific now lets you turn a single image into a cinematic video using Kling AI. No camera. No editing timeline. No animation skills. Just upload one image, describe the motion, and Kli…
受众观点：① hasantoxr 本人补充了关键使用技巧：图片给 Kling 提供主体，prompt 才是控制摄像、运动、光线和氛围的核心（@hasantoxr, 37likes） ② 认为创作门槛的崩塌让小团队获得了原本属于整个制片厂的能力（@KanikaBK, 0likes） ③ 低质量互动评论，无实质内容（@JohnFStifter, 0likes）
展开评论
- @hasantoxr (37): Most people use image-to-video wrong. They upload a nice image and type: “make this cinematic” Then complain the result looks random. The image gives Kling the subject. But the prompt gives it the camera, motion, lighting, mood, and scene direction. That’s where the magic is.
- @KanikaBK (0): What’s fascinating is how fast the barrier to filmmaking is collapsing. A single creator can now generate concept art, animate scenes, add cinematic motion, edit footage, and publish polished videos from a laptop. Small creative teams are gaining capabilities that used to requir…
- @JohnFStifter (0): @hasantoxr Is it wild and sexual?
Airtable 团队推出 Hyperagent AI agent 平台，宣称每个任务拥有独立完整计算环境，并投入 1000 万美元扶持首批 500 位开发者
Holy shit... the team behind Airtable just launched something that makes Zapier look like a fax machine. It's called @Hyperagentapp, a system of agents that does real work, not chatbot work. And they…
受众观点：① 对 ship real deliverables 能力期待（@I_Muhammadali44）② 与 Zapier if-this-then-that 模式对比（@rugbist_）③ $10M 扶持是真投入还是用户锁定策略（@InvincibleEdge）
展开评论
- @hasantoxr (37): Every other "AI agent" you've seen is 3 ChatGPT calls in a trench coat. Hyperagent gives each task its own full computing environment: → Browser → Shell → Code execution → Hundreds of integrations All chained together to ship real deliverables. Webpages. Decks. Dashboards. Code.…
- @I_Muhammadali44 (0): @hasantoxr @hyperagentapp This looks insane! Agents that actually ship real deliverables instead of just chatting
- @ls_brd (0): @hasantoxr @hyperagentapp fax machine comparison is criminal but honestly accurate
- @InvincibleEdge (0): @hasantoxr @hyperagentapp $10M for 500 founders feels like a real vote of confidence or a way to lock people in before it scales gotta see who actually builds something useful with it though
- @rugbist_ (0): @hasantoxr @hyperagentapp so its zapier but with agents actually doing the work instead of mapping dumb if-this-then-that chains
@natolambert 观察到随着 AI 研究加速，学术研究者作为中立技术传播者的社会均衡正在瓦解，AI 前沿研究越来越走向商业封闭
For a long time, academic researchers being at the cutting edge of new technologies has been a great social equilibrium. Neutral, unbiased technologists have been the people to spread new ideas to th…
受众观点：①算力获取门槛而非资金才是研究走向封闭的根本驱动（@eliebakouch, 13likes）②需要实证数据支撑而非仅凭观察（@krisgulati, 0likes）
展开评论
- @eliebakouch (13): @natolambert > especially finically driven i'd guess that for a lot people it's also a "compute driven" decision
- @krisgulati (0): @natolambert Anything empirical that supports this (genuinely curious)?
- @RaghavSeeks (0): @natolambert Hardly suprising. China leads on open science. The rest is just noise.
Google DeepMind 研究员 Oriol Vinyals 连续第三次参加 Google I/O，与 Jeff Dean 等元老同事合影感怀
This is my third Google I/O in a row. Some things have changed, some (like the amazing colleagues that were there since day 0) haven't. @JeffDean @borgeaud_s https://t.co/ASd6lFnMuf
受众观点：①老团队情感共鸣（@XMihura, 1like）②GDM agentic coding 方向认可（@sentientqubit, 0likes）③庆祝与见证历史氛围（@InvincibleEdge, 1like）
展开评论
- @XMihura (1): @OriolVinyalsML @JeffDean @borgeaud_s amazing team Oriol, if by any chance you're in Spain next month I'd like you to invite you here it's an event to bring together the best technical talent of Spain cheers https://t.co/0WoWFOP0wR
- @InvincibleEdge (1): @OriolVinyalsML @JeffDean @borgeaud_s 3 I/Os in a row is legit. the thumbs ups say it all tbh
- @hamidpalangi (1): @OriolVinyalsML @JeffDean @borgeaud_s Wonderful team!
- @roya_kandalan (0): @OriolVinyalsML @JeffDean @borgeaud_s Lovely seeing you at #googleio
- @sentientqubit (0): @OriolVinyalsML @JeffDean @borgeaud_s Congrats. GDM taking agentic coding seriously is extremely exciting.
Gemini 3.5 Flash 在 Code Arena 前端编程评测中排名第九，较上一代提升 70 分，但被 Kimi 和 GLM 压分
Gemini 3.5 Flash has landed #9 for Text and Code Arena: Frontend. Code Arena: Frontend evaluates models on agentic frontend coding tasks from real users building apps and websites (HTML and React). S…
受众观点：①横向排名对比关注 Kimi/GLM 表现（@arena, 18likes）②成本对比质疑 Gemini 比 Kimi/GLM 贵但分数更低（@thefirstmorning, 1like）③有人准备从 Claude 迁移测试（@adenaufal, 0likes）
展开评论
- @arena (18): Gemini 3.5 Flash ranks #9 in the Text Arena. Right behind GPT-5.5-High. https://t.co/j5Jl65kyG6
- @thefirstmorning (1): @arena worse than Kimi and GLM and way more expensive
- @adenaufal (0): @arena +70 jump is pretty significant. curious to test this against claude/gpt for my frontend work. been defaulting to claude for react components, but if gemini can keep up or do better, worth a try.
- @MrAhmadAwais (0): @arena So Kimi K2.6 is winning. Also GLM 5.1. 🤘😎
- @EmerBergamaschi (0): @arena Google's score surge suggests they finally listen to front‑end developers. Gemini 3.5 now writes React components that actually render. Still not production ready.
研究者预判基于 GRPO 改进的密集信用分配训练算法即将出现，多个团队同时沿相同方向推进
It feels like the next breakthrough on a scalable training algorithm is close, likely on top of GRPO with denser credit assignment beyond outcome rewards, but done so with lower bias. - ECHO does thi…
受众观点：①自教学 off-policy 采样作为新突破方向（@lateinteraction, 66likes）②多轮长程 rollout 中 self distillation 的应用价值（@ADarmouni, 4likes）③GRPO 是否已走到尽头（@JoshPurtell, 2likes）
展开评论
- @lateinteraction (66): @nrehiew_ @DimitrisPapail Indeed. But the next breakthrough for a far more scalable RL paradigm than GRPO is already here: Train your self-teacher to be a pedagogical, gently off-policy sampler for RL rollouts that are both correct AND easy to follow in every step. https://t.co/…
- @nrehiew_ (17): Impossible to say for sure obviously, but the fact that so many different groups are doing the same thing along the same axis likely means we are very very close to something with the same impact as GRPO
- @ADarmouni (4): @nrehiew_ I really really like self distillation And I think that cursor’s approach to use it for long rollouts as a way -at least- to fix errors and GRPO sparsity is pretty smart But that there still is a gap in its overall use for multi turn to be unlocked :)
- @JoshPurtell (2): @nrehiew_ GRPO is a dead end
- @ChinmayKak (1): @nrehiew_ i think grpo + opd hybrid would work until opsd/opd becomes much more stable
提出将自教师模型设计为符合教学法的 off-policy 采样器，以提升 RL 训练的可扩展性和正确性
@nrehiew_ @DimitrisPapail Indeed. But the next breakthrough for a far more scalable RL paradigm than GRPO is already here: Train your self-teacher to be a pedagogical, gently off-policy sampler for R…
受众观点：①教师思维与 AI 训练的直觉共鸣，scaffolding 和 pedagogy 的价值（@goodhunt, 4likes）②方法整体设计的简洁感（@ChainZenit, 1like）
展开评论
- @goodhunt (4): @lateinteraction @nrehiew_ @DimitrisPapail bruh thank you I am finally not going insane using my teacher brain looking at ai research good teachers scaffold material and use pedagogy the method is as important as the answer
- @ChainZenit (1): @lateinteraction @nrehiew_ @DimitrisPapail wait this actually looks clean
Andrej Karpathy 宣布结束其AI教育公司 Eureka Labs，正式加入 Anthropic，HN社区3小时内获755分、275条评论
https://xcancel.com/karpathy/status/2056753169888334312
受众观点：①@rvz 关注的「为什么现在」——Eureka Labs 路径受阻叠加 IPO 时机窗口，timing 驱动的职业决策 ②@enraged_camel 关注的人才争夺维度——Karpathy 作为 pre-hype AI 从业者对 Anthropic 的独特价值 ③@yanis_t 关注的教育创业可行性——优质学习内容创作者能否作为独立商业模式存活
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- @rvz (0): The big question is... Why now? What happened to Eureka Labs? Maybe the IPO potential was just too great to ignore and maybe AGI (A Giant IPO) is around the corner.
- @enraged_camel (0): Pretty big talent win for Anthropic. Karpathy is one of those people who was working on AI before it became "a thing," and he's definitely both a thought leader and influential practitioner today.
- @wood_spirit (0): https://xcancel.com/karpathy/status/2056753169888334312
- @yanis_t (0): Good for him. His learning materials are unmatched, but I don’t think there was a viable path with his educational company.
- @aizk (0): AI news and ESPN feels interchangeable sometimes.
Simon Willison 用五分钟速览近半年 LLM 领域重大进展的博客综述
The last six months in LLMs in five minutes
受众观点：①@iekekke 关注的「有了日期基准，不再有借口」——期望用硬数据衡量模型进步、而不是接受厂商说辞的开发者 ②@throwaway2027 关注的个人使用体验时间线——按月份对比各模型实际使用感受，印证 yardstick 有效性 ③@shepherdjerred 关注的影响力效应——Simon 博客的受欢迎程度已能影响 AI lab 训练决策方向
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- @iekekke (0): It’s good to see dates being hard coded re. Improvements in the models that should deliver material gains. As time progresses one now has a yard stick to measure against progress. No more excuses - show me the money baby.
- @bb88 (0): I met Simon for the first time this year at pycon. Wow, what a great guy.
- @zarzavat (0): Somewhere right now some human artist is being tasked with drawing illustrations of pelicans riding bicycles to be used as training data at a big AI lab.
- @shepherdjerred (0): > and there’s zero chance any AI lab would train a model for such a ridiculous task. I'm not sure that's true anymore considering how popular Simon's blog is
- @throwaway2027 (0): December 2025 was the breakthrough for me. January Claude was euphoric, ChatGPT was up there. February Gemini cooked for a second there. March amazing. April the big bad nerf. May GPT 5.5 is just pure bliss altough 2x limits temporarily, not sure about Claude it's sort of okay s…
Anthropic 收购 SDK 自动生成工具公司 Stainless，将其团队纳入旗下
Anthropic acquires Stainless
受众观点：①@asim 关注的标准化价值——做过类似内部工具的开发者，认同 API 标准化有巨大价值且并入 Anthropic 逻辑自洽 ②@phildougherty 关注的「如何拿到 Anthropic 早期合作」——想与大型 AI 公司建立关系的独立开发者 ③@pixel_popping 关注的产品细节——连 Anthropic 官方公告都忘记放链接，印证开发者体验是行业共同痛点
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- @tomeraberbach (0): Stainless blog post: https://www.stainless.com/blog/stainless-is-joining-anthropi...
- @pixel_popping (0): Anthropic, it would be nice to actually put a link to the website.
- @phildougherty (0): Whats the connection that got them the early in with anthropic?
- @rvz (0): I am going to assume that anything Anthropic acquires is going to be eventually used against you.
- @asim (0): Good for them. We built similar tooling at that time, but backed by our own APIs. It's something that has a lot of value, that standardisation needs to exist, but it also makes a lot of sense to fold the team into a company like Anthropic that is so developer centric. Good luck…
Apple 发布新一批无障碍功能，AI 驱动的文字识别和辅助工具为视障用户带来实质帮助
Apple unveils new accessibility features
受众观点：①@nechuchelo 关注的「帮助人而非替代人」——认为 AI 应该增强人类能力的开发者和用户，对这个方向有强烈共鸣 ②@mohsen1 关注的盲人用户实际使用习惯——AI 产品设计中被严重忽视的无障碍场景，听觉交互速度远超视觉 ③@exitb 关注的语言覆盖局限——Apple 功能只支持部分语言，揭示全球化 AI 产品的语言策略困境
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- @runeks (0): > The total amount due on the bill is $83.89. Please verify this amount with your utility provider or by using Text Detection before making a payment. 1. Use AI to determine how much a bill is for 2. Call up the people who billed you and ask them how much they billed you 3. Pay…
- @nechuchelo (0): This looks like a genuinely useful application of LLMs. I wish more companies focused on how they can help humans instead of replacing us or squeezing us as hard as possible in the name of productivity.
- @mohsen1 (0): Fun fact: This video was made accessible to sighted people because no blind person would ever listen to voice at that speed. Honestly if you ever observe a blind person using computers you'd impressed how they can listen to audio at unimaginable speeds.
- @jansan (0): Since Apple uses Gemini to power its AI, are those features actually powered by Google Gemini?
- @exitb (0): As Apple shifts towards services and fancy software features, I wonder how do they expect to stay competitive by only releasing them for a subset of languages.
摄影师用尼康 Z8 和微距镜头从90个视角拍摄草莓并生成高精度三维高斯泼溅可视化作品
Gaussian Splat of a Strawberry
受众观点：①@galsapir 等对拍摄参数和技术细节感兴趣、想复现类似项目的摄影师/开发者 ②@timonoko 等正在用 KIRI Engine 做 3DGS 实验、想了解高质量数据采集方法的实践者 ③@josh-wrale 等对显微摄影与 3DGS 跨界融合感兴趣的技术探索者
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- @carlos-menezes (0): You might want to throw that one away :)
- @josh-wrale (0): Someone: Please combine microscopy with gaussian splatting.
- @galsapir (0): From the link: "Shot from 90 perspectives, 88 focus stacked images each. Nikon Z8, full frame, f/7.1, exposure 1/160, ISO 100, Laowa 180mm macro lens, with LED light and bluescreen." Insane!
- @mgaunard (0): What happened to the bottom of that poor strawberry?
- @timonoko (0): What? KIRI Engine makes splats. I always wondered what 3DGS might mean. Yes. I knoweth what "splats" are: They are splats of fuzzy blobs on the display surface.
2016年创作的交互网页艺术项目，实时追踪并"感知"访客鼠标位置，引发隐私/用户追踪讨论
Click (2016)
受众观点：①@hspeiser 等对网页实时追踪光标位置感到不安的普通开发者/用户 ②@maxverse 等惊叹于系统"知道太多"并想深入理解其实现原理的开发者 ③@preinheimer 等关注完整交互体验细节（包括音效设计）的 Web 开发者
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- @jamiek88 (0): Hmmm. Clever and a little spooky!
- @maxverse (0): I enjoyed playing with this. Wild how much it knows.
- @hspeiser (0): thats pretty creepy. I find it unnerving that they know exactly where my cursor is.
- @preinheimer (0): Heads up: there's audio. It does add something.
- @claysmithr (0): kind of weirded me out lol...
新一轮 npm 供应链安全事件，314个包被攻击者植入恶意代码
Mini Shai-Hulud Strikes Again: 314 npm Packages Compromised
受众观点：①@fnoef 等已经对更新依赖产生恐惧、在寻找可操作防护方案的独立开发者 ②@mentalgear 等已在使用 devcontainer/VM 隔离并想交流最佳实践的开发者 ③@wlkr 等在思考包管理器安全文化根本性变革（稳定版本 + 深度扫描）的架构师
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- @moi2388 (0): Because of course it’s npm
- @fnoef (0): I’m honestly at a point where I’m afraid to update any of my project’s dependencies, and I’m also afraid to run the locally without some locked down VM
- @wlkr (0): At this point I would very much like to get off Mr Bones' Wild Ride but I fear this is going to continue to happen because, from my own exploration at least, a large number of commercial detection strategies are directed at the repo/device/developer level when loading/using a pa…
- @ares623 (0): If you think about it, this is actually a new kind of security. Security by numbers. Overwhelm the attackers with so many compromised services and devices that they get a reverse denial of service. It's inspired by nature in herd animals.
- @mentalgear (0): The situation is getting crazy ... personally I have already uninstalled node, python and all package managers from my machine and instead only use them in devcontainers / VMs. But even if the dev community comes up with super hardened security, I fear in at least a year the mod…
OpenBSD 7.9 版本正式发布，延续附带主题歌曲的社区传统，以安全性著称
OpenBSD 7.9
受众观点：①@alex1138 等想搞清楚 Free/Net/OpenBSD 三者定位差异、考虑技术选型的开发者 ②@clbrmbr 等在考虑嵌入式/IoT 场景使用 BSD 系统的实践者 ③@mghackerlady/@kvuj 等长期关注 OpenBSD 发布传统、对社区文化有情感连接的老用户
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- @mghackerlady (0): Sweet, I was just wondering when 7.9 would release. And with a song! We haven't gotten one of those in a while iirc
- @kvuj (0): A song released with it too! So much care for OpenBSD.
- @alex1138 (0): BSDs are interesting projects. As I understand it there's a broad difference of them all doing things reasonably well but a) Free is general-purpose, b) Net is especially portable/many architecture and Open is security focused
- @systems (0): the canadian OS :)
- @clbrmbr (0): Anyone here using OpenBSD? If so, for what purpose? I’ve always wanted to use NetBSD for an application for an embedded system / IoT device but never had the pleasure (yet!).
计算机安全领域先驱、RISKS Digest 通讯创始人 Peter G. Neumann（1932-2025）讣告
https://en.wikipedia.org/wiki/Peter_G._Neumann
受众观点：①@paol 等曾深度阅读 RISKS Digest 并从中提炼"失败模式模板"的工程师，对其认知方法有真实体验 ②关注计算机安全史、希望了解这位先驱贡献的开发者 ③SRE/架构师群体，关注系统性故障分析和历史教训的传承
展开评论
- @gnabgib (0): Previously (25 points - same list, LWN host) https://news.ycombinator.com/item?id=48172640
- @Tempest1981 (0): https://cacm.acm.org/news/in-memoriam-peter-g-neumann-1932-2...
- @jamesholden (0): https://www.nytimes.com/2012/10/30/science/peter-g-neumann-a...
- @paol (0): Sometime in the 2000s I started reading the RISKS Digest mailing list[1] from the beginning. I did it for fun - it's an interesting mix of fun anecdotes and lessons learned, and the 80's and early 90's were before my time which I found interesting too. A side effect of reading t…
- @raverbashing (0): The mailing list style and his personal web page tells me all that I need to do (And if you don't get it, you wouldn't get it)
一位开发者发布了包含数百个历史操作系统的虚拟机合集，供公众免费下载访问
I’ve built a virtual museum with nearly every operating system you can think of
受众观点：①Windows 3.1等特定机型存档期待 ②极客对边缘OS(TempleOS)的特殊情结 ③纯怀旧情感共鸣
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- @a1o (0): Do you have that Windows 3.1 version that came with the Compaq that had the DE that was like a paper folder instead of an empty desktop, and that you could put the icons in the different tabs of the paper folder?
- @AnimalMuppet (0): Wow. That was a bit of nostalgia, just to read some of the names.
- @newer_vienna (0): Is TempleOS in here?
- @pfcd (0): Also might be of interest: http://www.typewritten.org/
- @ChrisArchitect (0): Blog post: https://andreww591.blogspot.com/2026/05/ive-released-virtual...
AI 编程助手会悄悄读取磁盘上的 .env 文件并将密钥发送给模型服务商，开发者普遍没意识到这个安全风险
CISA Admin Leaked AWS GovCloud Keys on GitHub
受众观点：①LLM读取.env泄露密钥的具体机制与防护建议 ②API key认证方式的根本性替代讨论 ③CISA明文CSV存密码的基础安全失误
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- @epistasis (0): I think one thing that people are sleeping on is passing a ton of secrets to OpenAI and Anthropic or your OpenRouter by having a .env or secrets on disk in your repo, but not checked in Your LLM will happily read the entire file, ship it off to be training data for future versio…
- @debarshri (0): They also uploaded sensitive docs in chatgpt [1] [1] https://www.politico.com/news/2026/01/27/cisa-madhu-gottumuk...
- @ttul (0): Yet another argument for the death of the API key. Replacements abound; let's get on with it.
- @john_strinlai (0): >Valadon said he reached out because the owner in this case wasn’t responding and the information exposed was highly sensitive. obviously leaking the credentials itself is crazy, given that its (a contractor to) CISA, but to not respond when notified? crazy crazy. but wait! it g…
- @wnevets (0): > but this administration clearly had no idea what they were getting themselves into and did not plan accordingly.
Cursor 发布 Composer 2.5 编程模型，底层基于 Kimi K2.5，官方声称以十分之一成本达到 SOTA 代码生成性能
https://twitter.com/cursor_ai/status/2056415413077233983
受众观点：①Composer eval好看但实战差、大量用户已换用Claude Code ②Kimi K2.5底座与Colossus 2新模型训练的技术路线 ③eval数据可信度质疑
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- @asar (0): The model is (like Composer 2) based on Kimi K2.5 and they claim SOTA performance for 1/10th of the cost. The tweet also mentions that they've started a new model from scratch on Colossus 2 (xAI/SpaceX Cluster). Really impressive how they've made this jump from being called the…
- @everfrustrated (0): Full details https://cursor.com/blog/composer-2-5
- @jdlyga (0): It's a bit odd that they're not comparing it against Sonnet
- @svclaws (0): Their previous Composer was already marketed as a cheap model capable of competing with SOTA on most tasks. The evals they shared back then backed this up but in my day-to-day usage it fell short across the board. Canceled my cursor subscription and switched to Claude Code a few…
- @PUSH_AX (0): They set themselves up for flack when they use whatever these evals are… they did the same for composer 2 which was evaled in close competition with frontier models, spoiler alert, it wasn’t even close in practice. So now 2.5 is supposed to compete with opus 4.7? Sure…
科学家在矿山中发现了天然存在的量子自旋液体矿物样品，或对量子材料研究具有重要意义
I Found Ultra-Pure Quantum Crystals in an Abandoned Mine in the Atacama Desert
受众观点：①文明遗迹探测的趣味联想 ②矿物纯度的实验验证方法 ③对量子自旋液体基础概念的科普需求
展开评论
- @rbanffy (0): One interesting techno-signature a civilization that happened hundreds of millions of years ago would be odd mineral deposits. It's never the Silurians, but it's fun to pretend we found something interesting.
- @koolala (0): "In theory, samples with no-interlayer impurities should look something like this in direct measurements" Can we tell their purity from looking at the photos?
- @zeusdclxvi (0): https://en.wikipedia.org/wiki/Quantum_spin_liquid Neat
- @totetsu (0): Was there a DeLorean hidden in the mine nearby?
- @contingencies (0): https://en.wikipedia.org/wiki/Turbo_encabulator
Amplify（原 Desmos）推出 Polypad 交互数学教育平台，无需注册即可使用，评价落地页设计出色
Polypad
受众观点：①landing page「所见即所得」演示设计被高度认可 ②「无需注册」降低体验门槛的UX决策 ③专业教育者圈子的关注
展开评论
- @mosselman (0): I am super impressed by this. The landing page is GREAT, it really shows you what it can do and I tried creating a polypad and it works just as well as the landing page makes it seem. I would have loved to have this when I was in school and I can imagine it is a great tool for t…
- @yanis_t (0): That's really cool. A nice touch is how the help is implement with every widget having a little question mark you can click, and it shows a tutorial on the left panel. Also thank you for letting us in without sign up.
- @tieandjeans (0): Amplify (neé Desmos) builds great tools and manipulatives that are great for classroom use and curious play. Read more of the pedagogy behind these tools on Mathworlds. https://danmeyer.substack.com/
- @pocksuppet (0): I just get "403 Forbidden". What is this website?
- @WillAdams (0): I really wish I could find a site for 2D geometry/pedagogy which would "click" as well for me, and be as useful as: https://www.blockscad3d.com/editor/ has been. Really miss directly programming in PostScript in Altsys Virtuoso on my NeXT Cube. I've tried Processing and Nodebox,…
开源硬件项目让安卓手机通过附加模块充当业余无线电收发器控制器，1瓦功率可覆盖数英里
Kv4p HT – A homebrew 1W radio (VHF or UHF) that plugs into an Android phone
受众观点：①标题存在「控制器vs收发器」定义误导 ②1W功率是否实用（对比Baofeng 8W） ③城市环境下实际传输距离
展开评论
- @RobotToaster (0): 1w seems a little limited? A cheap baofeng is 8w.
- @Crunchified (0): This doesn't turn your phone into a ham transceiver at all. It turns your phone into a transceiver controller. Given that a cell phone is a transceiver, this headline is rather disappointing clickbait.
- @s03nk3 (0): Is it so difficult to have schematics and pcb exported as PDF so that people do not need to fire up KiCAD to view the stuff?
- @bdavbdav (0): I used to use SDR for DAB radio in the nexus 7 in the dash of my BMW E46. It didn’t work very well but was closer to being some kind of radio receiver (not trans at least)
- @landgenoot (0): > 1 watt transmit can go miles yet sips your phone’s battery How far can such a device reach in a typical urban environment with the longer antenna?
Google I/O 2026 开发者大会正在进行，社区讨论热烈，聚焦 Gemini 新模型 GA 发布及 AI 功能更新
Google I/O
受众观点：①Gemini Flash/Pro新版本是否在I/O正式GA ②Gemini Chat界面已悄悄调整Thinking模式形态 ③「Gemini Omni」多模态能力跃升预测
展开评论
- @martypitt (0): I wonder if they'll talk about AI?
- @sjhatfield (0): I wonder if they will finally GA new flash and pro gemini models
- @jklmnopqrstuvw (0): Gemini Omni
- @jansan (0): I wondered why they updated the Gemini Chat modes today, removing "Thinking" and adding "Thinking level" to Flash. Looks like marketing has been working overtime.
- @whalesalad (0): get ready to hear "we can't wait to see what you will build" 10,000 times.
Gemini Live 新增跨应用操作能力，可通过语音控制打开 YouTube Music 等 Android 应用并执行操作，但功能范围仍受限于各 App 的 intent 接口
This is massive. Gemini Live can now take actions across apps. You can ask it to open apps like YouTube Music and play songs just by talking to it. It can also open other apps, but the actions it can…
受众观点：① Google 在 Android 系统级 AI 整合上的巨大潜力（@shikhr_）② 功能受限影响体验，期待更大开放度（@Utkarsh51557661）③ 跨应用无摩擦的 compound 自主性才是真正突破点（@ECLresearch）
展开评论
- @shikhr_ (3): @ai_for_success Google can build a full android use system if they want.
- @Utkarsh51557661 (1): @ai_for_success nice, but limiting features could frustrate users
- @aaronmphilip (1): @ai_for_success Building something like this with privacy first in mind.
- @SentionalNLMB (1): @ai_for_success This is huge. Now I can do tasks while driving without taking my hand off the wheel.
- @ECLresearch (1): @ai_for_success The limit is the apps' own intent surfaces. Real compound autonomy begins when Gemini chains actions across unrelated apps without handoff friction.
ryanvogel 对某 AI 行业动态发出两声"为什么"，评论区聚集在前沿实验室人才虹吸效应话题上
1. why? 2. why??
受众观点：①FOMO 驱动，只有前沿实验室才能处理真正有挑战的问题（@megakilo, 11likes）②金钱驱动（@sirius_devops, 5likes）③调侃式反问（@omarluqq, 4likes）
展开评论
- @RaulOnRails (76): @ryanvogel I have a hunch https://t.co/7Y2IN1AhZd
- @annoyedcanuck1 (15): @ryanvogel https://t.co/YkZo0V3YEU
- @megakilo (11): @ryanvogel FOMO. Only frontier labs deal with the challenging and interesting problems.
- @sirius_devops (5): @ryanvogel In the words of Wu Tang Clan "Cash rules everything around me "
- @omarluqq (4): @ryanvogel 1. Why not? 2. Why not??
声称 Google Gemini Omni 视频模型可生成长达一分钟的高一致性视频，但评论区有人质疑信源和真实性
Google Gemini new Omni video model can generate up to min long video with such consistency. Google is so back 🔥 https://t.co/ewFwM7RHjm
受众观点：① 对信源真实性的质疑，怀疑是 NotebookLM 视频功能混淆（@IamEmily2050）② 对 60 秒空间逻辑一致性的高期待（@JustBTCdevv）③ 如属实则是视频生成领域游戏规则改变者（@AudioBooksRU）
展开评论
- @IamEmily2050 (8): @ai_for_success Are you sure this is not NotebookLM video overview inside Gemini ? Because this is does not make sense?
- @gh0stpen (4): @ai_for_success we are so back
- @AudioBooksRU (2): @ai_for_success If Gemini Omni can actually generate 1 minute of consistent video, it changes the game of video generation. Really hope it’s true!!🤞
- @JustBTCdevv (1): @ai_for_success Omni’s 60s consistency is the real test. Most models lose the plot on spatial logic halfway through a full minute.
- @vishalraiFX (1): @ai_for_success Source ? Fake news
Google AI Studio Android 版已在 Play Store 开放预注册，预计在 Google I/O 2026 主题演讲后正式上线
🚨 Google AI Studio Android app is now available for pre registration on the Play Store. I’m expecting Google to officially announce it during Google I/O 2026, and there’s a good chance the app become…
受众观点：① 期待出现类似 Codex/Claude desktop 的 Gemini 移动原生 app（@hckinz）② 随时开发的可能性——idea at 2am → ship before breakfast（@Madhav_2077）③ 是否会早于 I/O 发布（@Dev__F）
展开评论
- @hckinz (1): @ai_for_success I also pre-registered it a few moments ago. Hope we get Codex or Claude desktop like app for gemini 👀
- @divax_shah_ (1): @ai_for_success I just discussed a similar idea with my CEO, and the idea was killed by Google before it was even born.
- @karthickdotxyz (0): @ai_for_success when Google I/O 2026 ?
- @Madhav_2077 (0): @ai_for_success idea at 2am → open AI Studio → ship before breakfast. the excuse of "I'm not a developer" just expired
- @Dev__F (0): @ai_for_success Pre-registration already? That's earlier than I expected. Wonder if they'll drop it sooner than I/O.
博主认为视频片段剪辑（clipping）是科技圈内容分发的下一个增长方向，但目前技术圈几乎无人擅长这一形式
Clipping is the way forward And nobody in tech (except maybe @im_roy_lee ) is good at it https://t.co/bDjNiih9n3
受众观点：① clipping 进入大型企业增长策略说明趋势成立（@jackthinkz）② 对构建 clipping 工具的产品机会探讨（@TimJayas）③ 愿意主动帮 KOL 做 clipping，说明服务市场存在（@MeetKvn）
展开评论
- @jackthinkz (2): @robj3d3 @im_roy_lee so interesting to me the way "clipping" has made its way into companies like Ram large scale orgs not even directly correlated with the entertainment world, and yet here they are
- @TimJayas (2): @robj3d3 @im_roy_lee So it’s a good time to build clipping tools ? 🤔
- @MeetKvn (2): @robj3d3 @im_roy_lee Might have to start clipping for you for the fun of it.
- @vibeliver (1): @robj3d3 @im_roy_lee yeah i agree, been clipping @im_roy_lee bro speaks crazy shit and all, naturally viral as hell, makes my job way too easy. https://t.co/09QRV2NQ3c
- @ErnestoSOFTWARE (0): @robj3d3 @im_roy_lee Fax
独立开发者呼吁 DeskMinder 用户留评论，直言大多数人用了也不会留言，而免费的评价对 indie 开发者意义巨大
💚 DeskMinder is my app, and supporting an indie developer costs you 0$. Just leaving a review can make a huge difference, because most people never do, and it genuinely helps and motivates me to keep…
受众观点：①用户沉默直到产品出问题才留言（@tsvtxt, 4likes）②iOS 版本发布期待（@dmitriychuta, 3likes）③长期用户主动承诺留评（@janniksco, 1like）
展开评论
- @tsvtxt (4): @dmitriychuta True story. Had 50K users for an extension. Zero reviews. People don't care until it breaks. Then they care a lot. Keep building useful internet things. The market decides.
- @dmitriychuta (3): The app will be available on iOS soon, and I’m planning to launch the Beta version before the end of this month. https://t.co/zxzyf0kdrl
- @ZorrinVolodymyr (1): @dmitriychuta I've loved this app since the very first version, and now it looks fantastic. Are you planning to release an iOS app like this?
- @tonyroslund (1): @dmitriychuta Clever. Love it.
- @janniksco (1): @dmitriychuta have been using this for a couple of months now, will review 👏🏻
有迹象显示 Gemini 3.0 Flash 在 Antigravity 中已路由到更新模型（可能是 3.5 Flash），用单一 prompt 三分钟内生成完整 Space Invaders 游戏
Gemini 3.0 Flash is definitely routing to a new model, probably Gemini 3.5 Flash, in Antigravity. One prompt + 3 minutes, and it built a full retro Space Invaders game with a classic arcade style UI.…
受众观点：① 新 Flash 在实际 backend bug 修复中的能力验证（@n1d_all）② 对比 Anthropic/ChatGPT 使用限制，期待更灵活（@dxrulezsrb）③ 对复杂逻辑稳定性的技术质疑（@buildsolo_x）
展开评论
- @n1d_all (2): @ai_for_success Bro, the new Flash is insane. I had a complex backend bug, and it fixed it easily. We are sooo back
- @zuess05 (1): @ai_for_success oh cool, time to launch antigravity after months
- @dxrulezsrb (1): @ai_for_success Only limits bothering me, hopefully it will be more flexible than anthropic or chatgpt
- @JehoashY91708 (1): @ai_for_success ashutosh bhai hum mario try kiya merako bhi istarah console type mila bhai.
- @buildsolo_x (1): @ai_for_success The speed is impressive. But the real test is whether it can maintain that logic once you start adding custom mechanics or complex state management. Did it handle collision detection without hallucinating the game loop?
博主称将 supergrok 与 Hermes 结合是当前社交媒体增长的最大作弊码，但评论区未披露具体工作机制
I just setup supergrok with Hermes. this might be the biggest "cheat code" for social growth right now https://t.co/iAXtrAFsF0
受众观点：① 对 Grok 实际效果的好奇（@MiclauMarius）② 对工具感兴趣想尝试（@coreyganim）③ 评论区整体信息量低，未解释机制
展开评论
- @MiclauMarius (1): @boringmarketer Wow , is grok so good ?
- @VibeMarketer_ (1): @boringmarketer sick
- @realdblakely (0): @boringmarketer https://t.co/poSVVNxnIU
- @coreyganim (0): @boringmarketer this is sweet def gonna use this
- @theatifeqbal (0): @boringmarketer sick
@coreyhainesco 发布 Marketing Skills v2.0.1，重点更新了 AI SEO 技能以对齐 Google 官方 AI 优化指南，并合并了 4 个社区 PR
Marketing Skills v2.0.1 is out. A content patch — 3 skills refreshed, 4 community PRs landed. No breaking changes. What's updated: 🔍 /ai-seo — aligned with Google's official AI optimization guide Add…
受众观点：①Google 新算法变化是否驱动了此次更新（@KazakisThanos）②营销技能工具集的规模化和 benchmark 需求（@delulucoder）③AI agent 驱动的自主 CMO 设想（@prompt_father）
展开评论
- @VincentBuilds (1): @coreyhainesco Solid update, once again , good work Corey!
- @jedifractal (1): @coreyhainesco 👑
- @KazakisThanos (0): @coreyhainesco I changed the ai seo due cause of the new algo from google ?
- @prompt_father (0): @coreyhainesco Hey, Corey. I’ve built new agent harness elements (will be open source) it is as ai agent, but also a platform to build an ai agents What if we collaborate. I believe on my platform you can build autonomous AI CMO with all your skills + habits + reflexes and monit…
- @delulucoder (0): @coreyhainesco the amount of skills alone you have made for marketing is crazy. we need benchmark kinda thing for these now
opencode 作者 ryanvogel 公开征集用户功能需求，承诺当日直播实现尽可能多的 TUI 插件
reply to this post with a feature you wish opencode had then today on stream i'm gonna make a TUI plugin for as many of them as I can and ship them https://t.co/k3HbvW1JkW
受众观点：①多订阅多模型并行切换和 sub-agent 模型指定（@liljamesjohn, 8likes）②订阅 quota 与 context 用量统一可视化（@satkogremo, 3likes）③session 管理与完成状态标记（@vitorlostada, 2likes）
展开评论
- @WarrenInTheBuff (9): @ryanvogel a bidet
- @liljamesjohn (8): @ryanvogel - Being able to bring multiple codex subscriptions and swapping between them easily. - Being able to delegate a sub-agent using a specific model, for example while codex is the main model: "Delegate creating this UI to opencode-go/kimi-k2.6".
- @sudo_goreng (4): @ryanvogel subway surfer on sidebar
- @satkogremo (3): @ryanvogel Let me see my subscription's weekly and 5-hour limits, particularly of Open AI subs, from the same place where i see the "current context load" indicator.
- @vitorlostada (2): @ryanvogel Add a shortcut inside the list session where we can be able to mark a session as done and it be sorted by non-finished sessions
创始人 Toni 通过向已购客户主动退款引发病毒传播，最终为 App 带来 5000 万次曝光的反直觉增长案例拆解
Toni refunded customers who went viral. It got his app 50M views. Here's the playbook: https://t.co/25numozczq
受众观点：①病毒传播循环的设计逻辑和已证明价值再花钱的理念（@freshteapot, 1like）②播客完整版内容的延伸价值（@robj3d3, 3likes）③播客内容剪辑工具的选择（@itzsam_ai, 0likes）
展开评论
- @robj3d3 (4): I failed 5 times before building a SaaS to $30k/month. Every week I help you earn your first dollar: → lessons from my journey building a SaaS → breakdowns of founders scaling their businesses Free 5 min read ↓ https://t.co/5XA0z4zvKl
- @robj3d3 (3): Toni shared a ton of other useful advice for building fun apps that go viral and print $$$$$ You can watch the full episode here: https://t.co/gSdeVxQdMI
- @mdnghtmss (1): @robj3d3 such great approches! this man is absolute gold
- @freshteapot (1): @robj3d3 This was a really good sound bite. The viral loop, sounds like something I want to explore. Its a genius way to build good will, buzz and its spending money on something that has already proven its worth. GENIUS!
- @itzsam_ai (0): @robj3d3 What are you using for clipping these from long podcasts or you're just doing it manually from editing software 🤔
Gemini 应用月活达 9 亿用户、每月处理 3.2 千万亿 token，Google 在 AI 平台规模化上展示出压倒性基础设施优势
3.2 quadrillion tokens a month + 900 million MAUs for the Gemini app. Google is absolutely k!lling it. 🔥 https://t.co/T7zgZlyoaK
受众观点：①Google 基础护城河带来的服务稳定性（@itsajinkyaraj）②规模数字本身的震撼感和 Google 独有的炫耀资本（@FutureStacked）
展开评论
- @ai_for_success (47): Google introduced Docs Live. You can now create and edit documents entirely with your voice. Just speak what’s on your mind, and Docs Live will turn it into a polished document in real time. https://t.co/Twe1seX8K4
- @FutureStacked (0): @ai_for_success 3.2 quadrillion tokens a month is a flex only Google can make. The scale is absurd.
- @itsajinkyaraj (0): @ai_for_success existing moats doing their job, also 0 outages
iOS App 达到 2 万条 AppStore 评价、评价率高达 13%，核心策略是 onboarding 展示 demo 后立即在用户首次成功体验后触发评价请求
Our app Just hit 20k reviews on the AppStore 🫡 We literally have a 13% review rate Here’s how: → show a demo of your app in the onboarding → right after the user tries it ask for the review That’s it…
受众观点：①技术实现：原生 SKStoreReviewController 还是自定义预过滤弹窗（@shokhkarim1212, 1like）②评价 vs 评分的概念区分（@Thomasbcn, 1like）③产品类型是否天然驱动更高评价率（@rahul_singh07, 0likes）
展开评论
- @shokhkarim1212 (1): @ErnestoSOFTWARE Hit a 4.9 average across 20k reviews is insane validation. Are you using Apple’s native SKStoreReviewController to keep them entirely inside the app workflow, or did you build a custom internal pre-filtering modal first?
- @Thomasbcn (1): @ErnestoSOFTWARE You mean rating, not review
- @rahul_singh07 (0): @ErnestoSOFTWARE Do you think the high review conversion rate could be because the app is related to God? In my 10 years of consumer apps experience, I have not seen users leave a review without experiencing real value after using the app. So what you have is pretty insane.
- @lyrasleepapp (0): @ErnestoSOFTWARE I mean just that stat which is incredible is driving users, because it's that impressive to people first visting the app in the App Store, so that they're like "head over heels in love".
- @thisisnahid78 (0): @ErnestoSOFTWARE 13% review rate is honestly insane. timing the ask right after the first win is such a simple but golden move. saving this one.
独立开发者 dmitriychuta 分享 hellomacfolio 网站并宣布自己的产品 DeskMinder 被收录其中
I found a really cool website @hellomacfolio for designers and Apple enthusiasts. It has a huge catalog of products for designers, books, videos of key presentations, as well as a curated collection…
受众观点：['产品粉丝对 DeskMinder 设计的认可']
展开评论
- @dudufolio (1): @dmitriychuta @hellomacfolio Deskminder is beautiful great job!
支付工具 Creem 推广其 freemium 功能，演示免费引流→建立用户列表→付费转化的增长漏斗
Creem-ium🍦 Drop a lead magnet → build your list → upsell later https://t.co/T3TQA50m4K
受众观点：['PayPal 集成需求', '账号验证 onboarding 卡点', '整体产品认可']
展开评论
- @creem_io (9): made with 🫶 https://t.co/RF08FixOLV
- @DanielSmidstrup (1): @creem_io Creem for the win!
- @kukcik69 (1): @creem_io I love creem! I know it’s probably the worst possible place to ask, but I have to. My customers keep asking me about PayPal… is there any plan for this?
- @creem_io (0): 🫡💜
- @oyare77 (0): @creem_io I have done my verification and the ui clearly shows that,but it’s still hasn’t activated live account despite my verification been done! What do I do?
OpenAI 发布 Codex 手机端 preview，让开发者可以在手机上监控和操控跑在本地机器上的 AI 编程 agent
You've been asking for this one... Now in preview: Codex in the ChatGPT mobile app. Start new work, review outputs, steer execution, and approve next steps, all from the ChatGPT mobile app. Codex wil…
受众观点：['全区域iOS/Android推出', '睡前检查 agent 的场景共鸣', 'GPT-4o用户对迭代速度的焦虑']
展开评论
- @OpenAI (1700): Rolling out today as a preview on iOS and Android in all supported regions. Support for connecting your phone to the Codex app on Windows is coming soon. https://t.co/jGNH2CUXih
- @timurkhakhalev (134): @OpenAI so what's next? it's not appears in desktop https://t.co/iNqNYoRQSy
- @stark4833 (80): @OpenAI No people have been asking for 4o back, why can’t you listen to that? #keep4o
- @Dhruvam987 (64): @OpenAI checking on your Codex agents from your phone before bed https://t.co/B6ZkPIcWQc
- @MindBranches (58): @OpenAI checking on your codex agents before bed https://t.co/Dg1dqlFx8B
技术博主 DataChaz 用梗图调侃 OpenClaw 用户争相购买 Mac Mini 的热潮
OpenClaw users who bought a Mac Mini right now: https://t.co/CYTSVPOfY3
受众观点：['AI agent 本地运行的硬件需求', '常驻机器工作流是否值得投资']
展开评论
- _评论抓取失败：failed: bird exited 1: ❌ Failed to fetch replies: HTTP 429: Rate limit exceeded_
作者推荐一个为 Codex 设计的 Validation Skill，专门补上独立开发「找 idea → 没人用 → emo」死亡循环中被忽视的 idea 验证环节
这是我今年装到 Codex 里最爽的一个 skill，没有之一，强烈推荐大家安装一下。 一个不到 1k stars 的小项目，把独立开发最容易死的那一环给补上了。 独立开发时常面临的死亡循环：找 idea → 开干 → 没人用 → emo → 重复 中间被跳过的很重要的一步叫 validation，99% https://t.co/W6wKzz39Lz
受众观点：① 正在经历或曾经经历独立开发 idea 验证失败循环的开发者，关注如何在动手写代码之前先拿到市场信号 ② 在用 Codex/AI coding 工具提效的开发者，关注 skill/plugin 生态的实用性和可扩展性 ③ 对数据驱动产品决策有兴趣的 solo founder，关注低成本验证 idea 的具体工具选型
展开评论
- _评论抓取失败：failed: bird exited 1: ❌ Failed to fetch replies: HTTP 429: Rate limit exceeded_
盘点 Hermes AI Agent 框架的顶级集成方案，首推 Obsidian 作为 agent 的实时知识库和推理上下文
The top Hermes integrations to give your agent superpowers: 1. Obsidian The Karpathy-style second brain, but one that talks back. Every note, page, and backlink in the vault becomes live context. The…
受众观点：① 关注 Obsidian 与 AI agent 深度集成的知识管理用户，对 context window 是否能装下整个 vault 存有疑虑（@ibmokdad, 2likes，直接点出这个限制） ② 已在日常工作流中使用多个 Hermes 集成的工程师，关注扩展更多工具的优先级（@_avichawla, 2likes，表示"已经在用几个了"） ③ 正在构建 agent 产品的开发者，关注主流集成方案的实际可靠性和组合方式
展开评论
- @MrxMoex (8): @akshay_pachaar Reddit? Unfiltered opinions? Who in snowflake retard-Hell paid you to say that??
- @ATBASHai (4): @akshay_pachaar Forgot us?
- @adrielyong (3): @akshay_pachaar my friends @bettyxpaul and @AlanxHu are building @Heycalle as an alternative to bland for phone calls!
- @ibmokdad (2): @akshay_pachaar only when your obsidian vault fits within the model’s context window can the agent reason over everything
- @_avichawla (2): @akshay_pachaar Good list. Already using quite a few of them.
Anthropic 官方出品的 claude-code-setup 插件可自动分析项目并一步步指导配置 hooks、skills、MCP server 和 subagents，大幅降低 Claude Code 上手门槛
Claude Code es confuso hasta que instalas esto 🔖 Hay un plugin oficial de Anthropic llamado claude-code-setup. Te dice qué automatizaciones puedes montar (hooks, skills, MCP servers, subagentes…) y c…
受众观点：① 已经在用 Claude Code 但 MCP/hooks 配置一团乱的开发者，关注如何系统化管理多项目的 agent 配置 ② 想把 Claude Code 集成进现有工程工作流但不知从哪里下手的 AI builder，关注官方推荐的自动化路径 ③ 正在评估 Claude Code 与其他 AI coding 工具差异的开发者，关注 subagent 和 hooks 这类进阶能力的上手成本
展开评论
- _评论抓取失败：failed: bird exited 1: ❌ Failed to fetch replies: HTTP 429: Rate limit exceeded_
一个10岁中国男孩以"养殖龙虾"为由（即用OpenClaw并行跑多个AI agent）向家人要求Mac Studio，旧Mac mini算力不够用
Um garoto chinês de 10 anos pediu um Mac Studio de presente "para criar lagostas." "Criar lagostas" é a gíria dele para rodar múltiplos agentes de IA em paralelo com OpenClaw. O Mac mini antigo não d…
受众观点：① 对 multi-agent 并行工作流感兴趣的独立开发者，关注在本地 Mac 上跑多 agent 的实际 compute 需求和硬件门槛 ② 在用或考虑用 OpenClaw 的 AI builder，关注 agent 编排工具的实际使用体验和学习曲线 ③ 关注 AI 工具普及趋势的创作者，10岁能玩 multi-agent 这个信号代表了工具易用性的跨越
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- _评论抓取失败：failed: bird exited 1: ❌ Failed to fetch replies: HTTP 429: Rate limit exceeded_
Venice AI 正式推出 agent 驱动的多模态对话功能，主打"默认隐私"设计，面向全量新用户灰度上线
Venice is going agentic 👀 Agent-powered chat. Every modality. Private by default. Agentic chat rolling out to all new users now Take a peek 👉 https://t.co/1jceOpSro8 https://t.co/GMNEMbAVcI
受众观点：① 对 AI 产品隐私保障有强烈诉求的用户，把"private by default"视为核心卖点而非加分项（@d3fault_sh, 6likes，专门引用了这句话表示认同） ② Venice 早期用户/支持者，对产品进入 agentic 阶段感到兴奋并持续关注（@HOSS_ibc, 6likes，表示"一直在积累"） ③ 开发者圈对 Venice 产品执行力普遍认可，把这次发布视为重要里程碑（@willyogo, 14likes；@Roba_Labs, 13likes）
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- @base (165): @AskVenice 🔥
- @willyogo (14): @AskVenice the team COOKED on this one 🔥
- @Roba_Labs (13): @AskVenice big.
- @HOSS_ibc (6): @AskVenice You guys are crushing it. I need to get more enmeshed daily with all things venice. Sure glad ive been just accumulating!
- @d3fault_sh (6): @AskVenice "Private by default"
LobeHub 推出"首席Agent运营官"（CAO）概念产品，从273K技能市场雇佣agent、24/7云端执行，用户只需制定策略，结果通过IM工具汇报
Meet your Chief Agent Operator in LobeHub now. You don't manage agents. Your CAO does. LobeHub hires agents from a 273K-skill marketplace, runs them in the cloud 24/7, and reports through IM apps you…
受众观点：①想用 AI 提升工作效率但不知如何管理多个 agent 的独立开发者 ②对 AI agent 编排和工作流自动化感兴趣的技术从业者 ③寻求降低人工管理成本、让 AI 持续运行的创业者
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- _评论抓取失败：failed: bird exited 1: ❌ Failed to fetch replies: HTTP 429: Rate limit exceeded_
2013年迪士尼收购卢卡斯影业时Raven Software开发者紧急泄露的《绝地学院》源代码中，充满绝望和幽默的程序员内心独白注释合集。
So I was thinking about JKA, a game I easily had over 10k hours in back when I was a teen, and stumbled across this piece of history. It turns out that back in 2013, right when Disney bought Lucasfil…
受众观点：['Win32 API历史性难用的共鸣', '程序员注释作为情绪出口的文化现象', '0x5f3759df快速反转算法历史溯源']
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- @noick-22 (234): `FuckingWellSetTheDocumentNameAndDontBloodyIgnoreMeYouCunt` is easily the greatest Win32 API wrapper function name in programming history. Respect to the dev who finally snapped
- @ambientocclusion (191): Also fun looking for variations of “total hack, fix before shipping”
- @Sheepsaurus (114): Welcome to the real world of development, where it all started -- This was such a fun read
- @inio (85): > `i = 0x5f3759df - ( i >> 1 ); // what the fuck?` IIRC that comment is in the original Q3A code. That line, btw, approximates 1/sqrt(x). This works by virtue of the way IEEE 754 single precision floating point numbers are represented at the bit level.
- @AgentOrange96 (84): >I scoured the codebase and found some GOATed comments: You grep'd "fuck" didn't you? Anyway, thanks for sharing this! This is hilarious and the commentary is great. I remember playing my brother's copy of this as a kid. In fact, I think I may even be in possession of it. I k…
atool维护者账号被攻击后22分钟内314个NPM包遭污染，恶意代码可窃取AWS密钥、GitHub Token、SSH密钥并实现Docker容器逃逸。
`atool` maintainer account got hacked, and attacker pushed 631 malicious versions across 314 packages in 22 minutes. another day and another attack. it steals everything like AWS keys, GitHub tokens,…
受众观点：['NPM生态系统性安全问题已成常态', 'minimum release age防御策略', '供应链攻击正反馈循环风险']
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- @SupermarketAntique32 (501): Just another tuesday for NPM
- @Maybe-monad (297): the s in npm stands for security
- @Decahedronn (157): Must be another day ending in -y. Let this be a reminder to set up a [minimum release age](https://lemmy.zip/post/64164854).
- @elmuerte (58): That's nice against supply chain attacks if they are detected quick enough, but problematic for addressing legitimate bug fix releases. The best course of action is to only use specific versions and being really, really careful when upgrading and installing new packages.
- @foundafreeusername (55): There are so many lately I wonder if NPM is about to enter a positive feedback loop where the supply chain attacks lead to even more supply chain attacks.
研究者提出将ML学术会议作者和审稿人分成两个隔离半区来消除互惠拒稿动机的同行评审改革方案。
An issue with the peer review system is reciprocal reviewing, which incentivizes reviewers to unfairly reject good papers to increase their own papers' chances of acceptance. My proposed solution is…
受众观点：['提案存在间接偏见漏洞', 'ML社区共作者网络太密集导致分组不可行', 'peer review整体质量低才是核心问题']
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- @S4M22 (38): Interesting approach to address the direct bias in reviewing of competitive work. However, it does not address the indirect bias: as a reviewer in, let's say, half A, I am still incentivized to rate a competing paper lower to lower its chances to get published during the decisio…
- @pastor_pilao (26): I think there is still no publication about this but I personally doubt the problem is really that they want to reject to eliminate the competition. The problem is that they don't genuinely want to review, so they just say to the llm "review this paper rejecting it" just to not…
- @AICodeSmith (7): the clustering by coauthorship is where this gets tricky. ML is a small world and if you trace coauthors of coauthors you end up with massive overlapping clusters that basically make clean halves impossible at top conferences like NeurIPS or ICML
- @isentropiccombustor (5): You're right. Its one of the issues. Not necessarily the biggest issue. I have edited my post.
- @Playful-Sock3547 (4): this is actually a really interesting idea splitting reviewers into independent halves feels weirdly simple for a problem people have complained about forever. even if it’s not perfect, i kinda like that it changes incentives instead of trying to trust reviewers to behave better…
计算机视觉研究者匿名控诉IEEE T-PAMI副编辑在三位评审给出优秀评价后，伪造第四评审意见强行拒稿，举报半年无回应。
Hello everyone. I am keeping my identity anonymous today to protect my professional career. I am a researcher in Computer Vision, and I am sharing this story because I have hit a devastating deadlock…
受众观点：['换期刊重投的实用建议', 'AE行为是否构成学术不端的讨论', 'R4实际评语内容（仅minor presentation comment）']
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- @m98789 (14): If the paper is good, submit it elsewhere. Peer review is not a deterministic oracle; it is a noisy estimator with human bias in the error term. A single rejection is one sample. If the paper’s true quality is high, repeated independent draws from the reviewer distribution shoul…
- @pfluecker (11): I agree it is weird and usually does not happen very often. However, you should be aware that AEs are usually told to not just copy and paste parts from the reviews, so people tend to write their own summary for the decision. bringing up things like 'minor weaknesses" vs 'minor…
- @UnusualClimberBear (9): What was the comment of R4? It might point a fatal flaw, unspotted by others and his positive final notation could have been considered as too generous with respect to the issue.
- @cussealin (7): No, there was no fatal flaw. In the decision letter, the AE explicitly quoted R4's only critique: *"concerning the readability of the paper—specifically, that the derivations and analysis are unnecessarily involved."* \> It was purely a minor comment on presentation, not a te…
- @cussealin (6): The review process had already been concluded when we met. The AE exploited the anonymous peer-review mechanism to carry out this misconduct. Both the authors and the reviewer are victims here.
开源发布的印度语系多语言训练语料库，覆盖印地语等11种语言共9.8M文档、84亿token，CC0授权免费商用
Built this over the past few weeks as part of a multilingual research project. Figured I'd share it here. Check it out! \~9.8M web documents across 11 languages — hi, bn, ta, te, mr, gu, kn, ml, pa,…
受众观点：['数据质量和语言覆盖度', '授权友好性（CC0可商用）', '数据规模（84亿token对小语种体量罕见）']
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- @EmbarrassedBus5802 (2): damn that's massive collection, been looking for something like this for tamil preprocessing work
- @pokemonisok (2): Thank you 😊
- @mrpkeya (1): That's awesome!! Thanks
- @FakeMishraJee (1): Incredible !!
- @No_Possibility_1841 (1): This is phenomenal. Finding clean, public-domain data for Indic languages is incredibly difficult. Stashing this away for the next time I work on a multilingual - translation task.
社区热议表格数据基础模型（TabPFN/TabICL）是否真正实用，还是只是学术玩具
I've seen TabPFN-3's recent results, and there is a lot of buzz about foundation models for tabular data (TabICL, TabPFN). The performance that those models achieve is really amazing. What makes me a…
受众观点：['商业授权风险（TabPFN非商用条款模糊地带）', '可解释性缺失问题', '资源效率和ROI质疑']
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- @va1en0k (9): I'm worried about trying TabPFN because of their license: > c. “Non-Commercial Purpose” means use for testing, evaluation, or research not tied to commercial gain, production deployment, or revenue generation. This includes internal benchmarking,... provided the results are n…
- @MathProfGeneva (6): I've played a bit with TabPFN , but only on some simple example datasets and it does work really well. You do lose explainability, and depending on the use case, that could be a real issue. As far as resources needed, I think that's a fair point. I'd consider using one of I had…
- @marr75 (3): Very similar situation with time series foundation models. I think of them both as somewhere between a research testbed and a toy. I suspect that smaller models and techniques are already on the Pareto frontier for these problems and without more features or data, your model pre…
- @icedcoffeeinvenice (1): I like the shift towards meta-learning and in-context learning rather than relying on engineering tricks on classic ML methods.
- @LetsTacoooo (1): TabPFN is the only one that seems useful. It seems a lot of the success comes from their unique pretraining strategy, we need more exploration in this area besides typical MLM.
发展中国家本科生首次被 ICML workshop 录用，却因经济困难面临无法参会、论文可能被撤的困境
Hey everyone, I’m an undergrad from India and I just found out I had two papers accepted at the ICML 2026 GlobalSouthML workshop! I am super excited since this is my first time getting accepted into…
受众观点：['ICML financial aid 实际覆盖范围', 'workshop 与主会议参会要求差异', '最终版提交流程']
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- @Worth_Cap838 (14): 1. Main conference track has a virtual option. Workshops have their own policy, so please check details with workshop organizers. 2. Yes, this year’s ICML financial aid is limited to registration and lodging (no transportation) and to be honest, it is very unlikely that you woul…
- @Fantastic-Nerve-4056 (8): Unfortunately, workshops don't have the same prestige as the main conference, so any sort of funding is very unlikely (unless workshop organisers have some spare money) And the ICML financial aid that you are referring to will mostly be awarded to folks with acceptance in the ma…
- @soft_abyss (5): Why not? A lot of the times it’s not a requirement to present in person.
- @pastor_pilao (3): Rules vary from workshop to workshop it's likely you have to go in person to keep your acceptance. Icml has a financial aid but you have pretty much 0 chance of getting it just with a workshop paper. The workshop might have some funds, but if they do they will have a clear link…
- @dulipat (2): Besides all the helpful advice from others, I'm baffled with how anyone who might not be able to present their paper in person even bother to submit it in the first place?
学习者将 Andrew Ng 机器学习课程全10章手动整理成 LaTeX 笔记并开源，GitHub Actions 自动持续更新 PDF
https://preview.redd.it/mikhasjiq32h1.png?width=572&format=png&auto=webp&s=4c053200dbd9852bebf083550e2144b31579d497 https://preview.redd.it/bay5r3njq32h1.png?width=575&format=png&…
受众观点：['框架时效性（TensorFlow是否过时）', '学习笔记受众价值争议', '课程平台来源']
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- @DaBobcat (5): Silly question, but who still uses tensorflow? I honestly know no one in neither the industry nor academia that does
- @LetsTacoooo (3): IMHO notes are really for your own learning, if people wanted to read on it they would get from the source
- @AlternateTangent (2): Thank you for your effort!
- @lillobby6 (1): I’ve seen it taught in undergrad courses, but used nowhere else.
- @AlternateTangent (1): Also, is that the youtube series? Or is it a speacialist / paid course or something?
开源 CLI 工具 swm 解决云 GPU 租用时重复部署环境的痛点，跨 provider 统一管理并自动同步 workspace 到 S3
We kept running into the same problem every time we rented a GPU to run Ollama + OpenWebUI or ComfyUI, we'd spend the first 45 minutes reinstalling everything. Custom nodes, models, configs, all of i…
受众观点：['实际使用意愿（有用户表示想试）', '跨 provider 兼容性', '自动关机防账单意外']
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- @Immmmm_Nutsssssss (1): Looks interesting will try it out!
机器学习可重复性挑战赛 MLRC 2026 正式开放投稿，首次作为 NeurIPS 官方赛道，接受论文将通过 TMLR 发表
The annual Machine Learning Reproducibility Challenge (MLRC) 2026 is now open for submissions. This year, it is held as an official track at NeurIPS 2026 - submissions, once accepted through TMLR, wi…
受众观点：['无评论，受众关注点待观察']
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- _无评论_
TMLR 论文审稿流程疑似停摆：5月9日后无新稿件进入审理，社区讨论是否是 NeurIPS 后假期或系统性问题
Why is that? Link: [https://openreview.net/group?id=TMLR&referrer=%5BHomepage%5D(%2F)#tab-under-review-submissions](https://openreview.net/group?id=TMLR&referrer=%5BHomepage%5D(%2F)#tab-under…
受众观点：['停摆原因推测（NeurIPS后假期+学期末）', '过去两个月整体偏慢的趋势', '是否完全停止（仍在接受论文）']
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- @bluecat1789 (4): FWIW, I'm in grad school in the US and lots of people are taking time off for the last two weeks because a combination of after NeurIPS and end of semester.
- @redlow0992 (3): TMLR process has been uncharacteristically slow in past two months. I have a couple of papers where I'm assigned as a reviewer and made recommendations (with other reviewers) but didn't any update on papers for a month. Not sure what's going on behind the scenes.
- @hyperactve (2): Papers are still being accepted though on daily basis. So the editorial process is not at halt.
- @SeaAccomplished441 (2): i have a TMLR paper that's been sitting waiting for either reviewer recommendation or further rebuttal for a month now.
从头实现不使用反向传播的生物可解释强化学习 agent 玩 Pong，性能与 PPO 相差仅 2%，揭示 Hebbian 学习规则在非平稳环境下的稳定性瓶颈
Wanted to see how close a fully bio-plausible agent could get to PPO on Pong. **Setup** * Custom Pong environment (pygame, no gym) * PPO baseline: paper-faithful, from scratch * Hebbian agent: PPO po…
受众观点：['Predictive Coding 变体选择（ePC vs 标准PC）', '标准 PC 在深层网络的稳定性局限', '生物可解释性与任务性能 tradeoff']
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- @Fried_out_Kombi (3): I found that, at least on digital systems, there's basically no reason not to use ePC. Standard PC I found to be rather slow, tricky, and unstable to train, as well as not handling deep models (over ~5 layers deep). ePC seems to solve all of that. It's way easier and more stable…
- @ConfusionSpiritual19 (3): That's really useful to know because the instability above ca 5 layers matches what i saw to, I just attributed it to hyperparameter sensitivity rather than a fundamental limitation of the standard formulation. Will definitely look into ePC for the next project. If you do put so…
- @ConfusionSpiritual19 (2): Yes, i used standard PC inference via gradient descent on prediction errors, Hebbian weight updates. I didn't experiment with ePC or bPC variants, mostly because I wanted a clean comparison point against the other learning rules rather than optimising the PC implementation itsel…
- @Fried_out_Kombi (1): What form of PC did you use, standard PC? I've been doing research in PC the last couple months and I've found error-based PC (ePC) to be a massive improvement over standard PC. Bidirectional PC (bPC) is also worth experimenting with.
有人 vibe coding 出了第一个 SaaS 产品并发帖分享，帖子在 r/SaaS 爆炸式传播，社区反应热烈
r/SaaS Vibe coded my first SaaS
受众观点：['vibe coding 成功案例高度感兴趣', '对致富路径既期待又戏谑', '对定价和变现路径第一时间关注']
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- @skeetchamp (238): 
- @BuggedButWorking (158): Bro start writing a LinkedIn post this is gonna blow up
- @Crafty-Panic331 (83): only $299 lifetime 🙏🤝
- @surmado_rachel (71): exceptional, no notes
- @foomanchu89 (57): He will have 200k MRR by end of the week
一位开发者为英国 prop trading 行业构建行为风险平台，分享首笔 £95.83 收入入账的喜悦
I know it looks like just enough for a meal out, but seeing this "Gross Volume" dashboard tick up to £95.83 feels absolutely surreal. After spending so much time deep in the weeds setting up the doma…
受众观点：['同处早期阶段的 indie founder 受鼓励', '对细分赛道选择感兴趣', '关注产品本身是什么']
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- @babanmoh (2): Congrats! I have been in the pit trying to launch mine. Seeing your post is both motivating and inspiring. Wish me luck and all the best in your journey.
- @clreatradeapp (2): Wishing you the best of luck, what is it you're building?
- @clreatradeapp (2): A behavioural risk platform for the £4B trading prop firm industry!
- @clreatradeapp (2): I don't usually like to share! I sent you a DM
- @clreatradeapp (2): Small steps but big future ahead!
开发者吐槽用 Claude 做营销只会给出套话建议、找不到真实 leads，引发社区深度讨论 AI 营销工具的真实价值边界
We have been using Claude for marketing from the start, but it gives the same age old things like go on linkedin, twitter, get seo blogs, go to niche and reddit...all these are torn out for me they a…
受众观点：['关注如何正确使用 AI 工具', '对 LLM 可见度概念强烈好奇', '关注先做什么再用 AI 的顺序问题']
展开评论
- @thebleedingheartbake (6): AI is usually bad at giving distribution strategy by itself because it mostly repeats generic advice everyone already hears. The people getting users with ChatGPT/Claude usually use it for: * writing faster, not thinking for them * researching customer pain points * repurposing…
- @Digital_Pratik (3): The honest answer is that AI tools for marketing work great at one thing and terribly at another. Where they work:- producing the first draft of content you already know the angle for. If you know your ICP, know the pain point, and know what you want to say AI speeds up the writ…
- @ceo___24 (2): I relate with it, I have realised that using ai for fast execution and data fatching is the thing for which ai is made. But I am only good at building, is there any better tool that can handle it, or its not worth paying for?
- @MpappaN (2): Yes, yes yes...AI alone can be dumb...you need to be a bit better organized. I do it to, i find leads that way...but you have to instruct it to filter, in fact its best if you have multiple AIs do the filtering (AI cascade) and you only get "true" leads. Its doable, it takes a b…
- @Few-Interaction859 (2): The "it names my competitors" thing is the symptom of something bigger that's worth thinking about beyond just "AI is dumb for lead-gen." When you ask an LLM "who solves problem X," it doesn't go look. It pattern-matches against what it was trained on. So you get the brands that…
独立开发者为解决自己的痛点做了 App Store 截图工具 LaunchShots，发布次日获得 65 个真实活跃用户
Yesterday I launched a small project I built for myself, and today it reached 65 active users. Yeah, I know 65 users is tiny compared to most projects here, but honestly seeing that 65 real people ar…
受众观点：['关注如何从 65 人成长到真正留存', '在意数据定义（日活还是周活）', '帮助 debug 和改善产品']
展开评论
- @salarshah-084 (7): honestly 65 real active users on a side project you built for yourself is a way bigger milestone than people think 😭 getting strangers to consistently use something is the hardest part of building anything on the internet because attention is brutally competitive now the fact th…
- @salarshah-084 (2): that last point is huge honestly once strangers consistently return without you pushing them, you stop validating an idea theoretically and start validating behavior a lot of founders never even reach that stage because they keep rebuilding instead of letting usefulness compound…
- @Feeling-Heron4277 (2): 65 active users. That's great. Congrats on that. Nice milestone. Honestly, I was also at this point last month. Just confused about one thing. Are these 65 active users daily or weekly?
- @Puzzleheaded_Rent409 (2): Congrats! Keep going \\-\_\_-/
- @Left_Election_3746 (2): Hey, this is amazing, and 65 real active users are already a milestone, but I saw one issue. I opened the site and clicked "Launch app", and no matter what, I can't go to the site's home page. It keeps throwing me to [https://launchshots.app/create](https://launchshots.app/creat…
印度独立开发者做了一个记账应用，在印度 App Store 排名第一后加了付费墙并开始盈利
Most of the people build saas like an expense tracker, And tbh, there are plenty of expense tracker but mine is ranking on top in India, so recently I added paywall and I started making money from it.
受众观点：['关注支付集成方案（Razorpay vs Dodo）', '关注 Razorpay 结账 UX 导致转化率低', '对「让印度用户付钱」感到惊讶']
展开评论
- @Old-Meat5262 (8): This was the shortest success story I read on Reddit.
- @gurpreetkumar123 (6): Things could be simple, no need to add clutter
- @smartestbatman (6): How did you attach the paywall, was it through razorpay? What's more impressive is that you got indians to pay for an app
- @gurpreetkumar123 (4): Yea, that's true. I am going to change from razorpay because it has many checkouts but user doesn't go through because of some checkout UX, I'll try dodo in few days. Yea, I assume many Indians like me exists who pay for stuff.
- @Low_Network_6011 (2): Congrats!
AgenticGTM 是一个面向技术创始人的 AI 营销自动化平台，涵盖目录提交、SEO 内容、社交监听等功能，目前开放 waitlist
I’m launching a new tool called AgenticGTM an AI-powered growth platform that helps SaaS founders automate marketing, directory submissions, SEO content, social listening, review collection, and lead…
受众观点：['对 AI 套娃产品戏谑但有真实质疑', '关注差异化定位而非泛泛「自动化营销」', '有真实需求想加入 waitlist']
展开评论
- @salarshah-084 (18): the funniest part of SaaS in 2026 is that we now have AI tools marketing AI tools that help market AI tools 😭
- @No_Procedure_8542 (2): the positioning is solid one thing though "automate marketing" is what everyone says what's the one thing it does that saves the most time? lead with that specific thing and you'll get way more signups
- @CuriousDivide5546 (2): Yes Please 🙏🏼
- @john_thebuilder (2): I am in!
- @FutureMindAI (2): I’d be interested to have a look.
独立开发者分享第一次设置 waitlist 并获得 5 个真实陌生人报名的里程碑时刻
Got my first 5 people on the waitlist for something I built 🥹 It’s a tiny number, but it feels unreal knowing 5 actual humans saw this and thought “yeah, I’m in.” First time ever setting up a waitlis…
受众观点：['对早期验证心理层面有共鸣', '关注 waitlist 工具选择', '处于零的阶段产生代入感']
展开评论
- @DamageUnable8818 (3): Congratulations 🎉. Keep going
- @Unhappy_Database6796 (2): Huge congratulations! Never downplay those first 5. Getting actual strangers to look at a blank page and say "yeah, I want this" is one of the hardest psychological humps to cross when building. I’m currently right there in the trenches with you, onboarding my first small cohort…
- @EstablishmentSea6429 (2): Thanks man! I will celebrate this win for sure.I will email these 5 people as follows up also would be happy to share the website with you as well for you to checkout and give your feedback
- @Ok-Yesterday2975 (2): Mate, This is great. where do you set your waitlist? Did you use any tool or directly add join waitlist form in your site/app and keep it till you build it?
- @General-Conclusion13 (2): Some failures like me doesn't get single one. Congratulations!
做了 macOS 语音转文字工具 odett.ai 的开发者坦诚分享「技术人做营销的恐惧」，在社区寻求 30 天可执行营销方案
I'm a programmer/founder and I love to build. Building comes naturally with no resistance. Marketing and sales is the complete opposite. Don't get me wrong. I can put myself out there. I did streamin…
受众观点：['认可先做用户访谈再想渠道的建议', '对可执行的具体 30 天 wedge 方案反应积极', '寻找迈出第一步的心理许可']
展开评论
- @saito200 (4): You don’t have a marketing problem (yet). You have a comfort-zone problem. Or what I call a reality contact problem. Pick one painful, reachable segment and talk to 30 named humans before you touch another “growth channel" the only relevant question is: "who has this pain badly…
- @saito200 (2): within 7 days you need to have defined a narrow segment of people you can reach, a narrow pain statement, sent at least 30 PM and have found some evidence whether: \- does this narrow segment of people have this exact pain? Or the pain is somewhere else? What are they doing alre…
- @oleherland (2): Very, very, very good. Thank you so much. I'm now going to start sending PMs and emails to people I know (and don't know), and start gathering as much information as I can, even though it feels like walking around with my pants down.
- @rupert_at_work (2): Don’t start with “marketing.” Start with one boring wedge for 30 days. For this product I’d pick: devs who write a lot but hate typing into issue trackers/docs/Slack. Make 10 tiny demos: “turn a messy voice note into a clean Linear ticket”, “dictate a PR comment without sounding…
- @charanjit-singh (2): Haters are not bad. they give excellent feedback
独立开发者为自己做了一个小众 iOS 专注 App，今天发现已有 100 个真实用户下载，没怎么推广就突破了第一个里程碑
made a small ios app a little while back, honestly mostly for myself. checked the dashboard today and it had crossed 100 downloads. yeah i know 100 is tiny compared to most stuff here. but seeing rea…
受众观点：①@myredditat22 代表的「已经 ship 过但还没看到规模」的独立开发者，对「100个真实用户比大多数人一辈子 ship 的都多」有强烈共鸣 ②@No-Comparison-5247 代表的垂直细分社区 app 开发者，专门为小圈子造工具、不追求大市场 ③@Accomplished-Face527 代表的认可「niche apps are the way to go」策略的早期创业者
展开评论
- @myredditat22 (2): Honestly 100 real humans choosing to install something you made from scratch is already more than most people ever ship people online act like if you’re not at 100k ARR by Thursday you failed lol
- @No-Comparison-5247 (2): Exactly. btw whats I made is a small community app.
- @No-Comparison-5247 (2): Yes, I build a prayer 🙏 app for a small community
- @[deleted] (1): [removed]
- @Accomplished-Face527 (1): Niche apps are the way to go
创始人在 Reddit 评论区碰到产品对口场景时，如何判断提及自己产品的时机而不显得是在刷广告
I've run into this a lot. Someone describes a problem that my product actually solves. I want to help, but I don't want to sound like a spammer. So most of the time I say nothing. How do you decide w…
受众观点：①想在 Reddit 推广产品但怕被 ban、不知道边界在哪的冷启动独立开发者（@JouniFlemming @NeedleworkerFuzzy314）②知道要先提供价值但不确定具体比例的 SaaS founder（@NeedleworkerFuzzy314）③忍不住想提产品、感受到「founder 焦虑」的早期创业者（@NeedleworkerFuzzy314）
展开评论
- @JouniFlemming (5): The first rule of thumb is that 90% of everything you post to Reddit should be actually valuable content, with the purpose of genuinely helping others. Then with the remaining 10% you can mention your own product if it is clearly relevant to the context of the discussion. For ex…
- @NeedleworkerFuzzy314 (4): damn didn't think about it this way, so basically just be a normal human being on the platform first and the leads come naturally?
- @NeedleworkerFuzzy314 (2): the last part hits different founders who couldn't keep still is exactly it, the urge to mention it is real
- @JouniFlemming (1): Unsurprisingly, that's basically it. You will not sound like a spammer when you are not a spammer. It's very simple and very easy, still many people get it wrong and get banned.
- @NeedleworkerFuzzy314 (1): Haha fair, honestly i didn't think the ratio had to be that high, figured like 70/30 or something would still work fine
浏览器对大型网站和普通网站的渲染标准执行双重规则，小站踩的 bug 大站可以无视
r/webdev Browsers Treat Big Sites Differently
受众观点：①关注浏览器标准公平性、被差别对待踩过坑的前端开发者（@RedShift9 @Fritzed）②用 Firefox 或非 Chrome 浏览器开发、发现大站体验明显更好的开发者（@Fritzed @duniyadnd）③认为应该用 SEO 排名机制倒逼浏览器公平对待所有站点的开发者（@NamedBird）
展开评论
- @RedShift9 (377): This is basically the IT equivalent of "If you owe the bank $100, that's your problem. If you owe the bank $100 million, that's the bank's problem.". If the browser doesn't render some unknown website properly, it's the webmaster's problem, if the browser doesn't render some fam…
- @Fritzed (114): The biggest reason that they do this is that sites treat browsers differently. Firefox had to implement these because big sites were just not testing firefox and instead just serving shittier experiences to Firefox users.
- @duniyadnd (53): Specifically YouTube
- @NamedBird (49): If i had control over Google's search ranking, this would be one of the things that affect SEO...
- @jesusrambo (45): Fantastic analogy
开发者发现主流网站「X 时间前」的时间显示逻辑悄然改变，疑似共享同一 JS 库导致批量变更
Every website has it, being reddit, youtube, etc For example on a reddit comment, you might see "2y" to indicate the comment was posted 2 years ago Initially, the way it worked is that it would show…
受众观点：①被模糊时间戳误导过、希望看到精确日期的开发者和内容用户（@fulafisken @Reinax）②使用技术文档和问答平台时被「over a year ago」这类表达坑过的工程师（@buycallsbro）③关注 UI 细节和用户信任建设、认为时间戳展示时机很重要的产品开发者（@MissinqLink）
展开评论
- @MissinqLink (153): It probably is either the same js library or an update to the browser that you typically used. I haven’t noticed this exact thing but what I have seen is that there is a significant delay where the exact timestamp is shown for a few seconds before updating to x years ago. This u…
- @fulafisken (97): It is also an annoying feature, i would prefer to just have a timestamp, or at least have both. In many cases the actual timestamp is well hidden or entirely omitted from the ui.
- @buycallsbro (58): Stackoverflow bothers me because they just say “over a year ago” or something like that, and the reply or comment is from 11 years ago…
- @Reinax (55): I *hate* this. Every article on every website should have a published, and preferably updated, timestamp. Infuriating.
- @block-bit (44): Just a 'moment'
AI 生成的 PR 表面上代码能跑测试通过，但 code review 变成了没人能解释设计决策的困境
Im seeing more PRs where the code looks finished on the first pass: types line up, tests pass, demo clicks thru, lint is quiet. Then review gets weird because nobody can say why that cache key exists…
受众观点：①在团队中 review AI 生成 PR、需要判断如何要求解释的技术 lead（@degeneratepr @Equal_Jellyfish_4771）②已经制定了「不能解释不能 push」团队规范、有实际执行经验的工程师（@Roguepope）③认为 AI PR 本质上 review 标准不变、只需要敢于 push back 的务实开发者（@Alternative_Web7202）
展开评论
- @Alternative_Web7202 (130): Not sure I understand the issue here. If PR isn't good enough you just write why and ask for more work. It doesn't matter whether author was human or AI.
- @csthraway11 (40): Agreed, nothing weird or impolite about asking questions and pushing back. OP just need to grow a spine and do it
- @degeneratepr (24): PR reviews aren't all about whether tests pass and the code works. It's also making sure that the code is structured well, that it follows the team's standards, and so on. A lot of this can be managed with guardrails like automated linters and other tooling. But it also requires…
- @Equal_Jellyfish_4771 (17): The real issue is that AI-generated PRs shift the review burden from "does this work" to "will this break in production in ways we can't predict." You're basically doing incident post-mortem review on code that hasn't failed yet. Have you tried requiring the PR author to add inl…
- @Roguepope (13): Mine is asking why the script is running prepare on a SQL query that's only run once. It works obviously, but is absolutely pointless. Junior devs and non-coders scratching their heads when I ask why on things like this is why we developed a new policy. Don't push code if you ca…
开发者在生产环境用 Puppeteer 生成 PDF 发票跑了 18 个月被 Chromium 内存泄漏搞得痛苦不堪
ran puppeteer in prod for 18 months generating invoices. around 15 concurrent requests it starts leaking, 200-500mb per chromium instance tried pooling pages, killing zombies on a cron, relaunching t…
受众观点：①正在用 Puppeteer/headless Chrome 跑生产任务、已经遇到或担心内存问题的开发者（@watchudoinboi @Thalynora）②被 Chromium 内存泄漏折磨过、在找可靠替代方案的工程师（@Ok_Basil13 @thecarlproject）③用 k8s 容器重启策略应对 Chromium 稳定性问题的 DevOps 工程师（@Thalynora）
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- @watchudoinboi (37): chromium literally doesn't free page memory the way you'd expect, each tab keeps its own heap and the GC just.. doesn't reclaim it under load. We ran into the same thing around 20 concurrent and page pooling only delayed it by like a day. the leak is in chromium itself not your…
- @Thalynora (15): We set hard memory limits on the Chromium containers at 512mb and let k8s kill them when they breach, then respawn. works ok up to maybe 10 concurrent but past that the restart churn starts eating into latency. You basically trade memory leaks for restart overhead tbh. not great…
- @seanmorris (13): Protip, run chrome with the `--js-flags="--expose-gc"` flag, then call `globalThis.gc()` in your JS whenever you want to flush the collector. Node has a similar flag.
- @thecarlproject (12): the only pattern that ever really worked for us was treating chromium as disposable. parent node process keeps a queue, forks a child that does N renders (we used 25), then the child exits and the OS reclaims everything. zero chromium-internal cleanup, no relaunch-the-browser da…
- @Ok_Basil13 (10): yeah i ditched the whole self hosted chromium thing maybe 6 months ago, just use craftmypdf now and feed it json. Templates took a bit to get dialed in but i dont have a 3am pager for pdf generation anymore which is.. the bar i guess
讨论「完全非人类的 Web」趋势——AI 生成页面、AI agent 抓取内容、机器人留反馈，整个循环没有人类参与
r/webdev The Fully Non-Human Web: No One Builds the Page, No One Visits It
受众观点：①@creaturefeature16 等已经意识到"机器层"早就存在的开发者，关注点是这对 web 架构的实际影响 ②@signalsrobot 等对 AI 自动化链路感兴趣的开发者，关注 AI agent 互相调试的场景 ③@ryaaan89 等对"为 robot 建造 web"感到迷茫和抵触的开发者，需要重新定位自己的工作意义
展开评论
- @SerpentineDex (25): Let me just say this: this sucks.
- @signalsrobot (10): The real endgame is when AI agents are debugging other AI agents' generated code while bots leave automated feedback on the deployment.
- @unbackstorie (9): It's incredibly stupid.
- @creaturefeature16 (8): This is not revelatory. We already have an entire layer of the web that humans don't visit or see. Agents will just be an extension of that.
- @ryaaan89 (6): What is the point of everything? Why are we all of this for robots?
有 15 年经验的 webdev 开发者询问是否存在对 AI 工具期望理性不盲目要求 10x 提速的公司
I'm not even going to bother asking the opposite of whether in any other company whereas until now they've been respecting you as a developer, now with AI around they suddenly have a lot higher expec…
受众观点：①@Last_Success5724 等认为「AI 压力」本质是工程文化问题的资深开发者，关注点是团队文化而非 AI 政策 ②@midri 等在理性公司工作、把 AI 当增效工具而非 KPI 的开发者 ③@PrinceDX 等在上市公司里对管理层 AI 承诺持怀疑态度、担心裁员的开发者
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- @midri (12): I have worked with several that use ai healthily and keep humans as the actual decision makers. They use AI to augment the work loads and remove most the day to day annoyances.
- @Last_Success5724 (6): Yes, those companies do exist, but they are not the loud ones on linkedin. They usually treat AI like a power tool, not a stop watch. It’s encouraged, but expectations didn’t magically jump to 10x everything. They understand legacy code, reviews, and long-term maintainability st…
- @njordan1017 (5): Plenty using it healthily and effectively. People love to complain, that’s why it feels all doom and gloom. The effective ones aren’t on here complaining, so you don’t hear about it.
- @mxz117 (3): I think most companies will be fine and sane about it Team I work with is incredibly chill, we’ve got cursor but there is literally 0 pressure to get stuff done
- @PrinceDX (1): We say all the right things but we are also a publicly traded company. My CTO tells me things like we are not replacing developers but making the quality of the product better but I also know shareholders will want to see cuts at some point. When we start hiring devs again I’ll…
开发者反映 Meta Instagram Graph API 无论权限设置如何，始终只返回7条帖子数据，原因不明
Trying to use the Graph API to fetch data from all my 31 posts on Instagram. Its a public Creator page that has been linked to a Facebook page. It works, but only for 7 posts. Always the same 7 posts…
受众观点：① pagination隐私过滤机制 ② API黑盒限制寻求答案 ③ Meta API文档不透明
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- @midniteslayr (10): Are you sure the media you're trying to grab isn't being filtered for privacy? The pagination docs on the Developer site says that they will only return items that aren't being filtered for many reasons, with Privacy being the main reason for the filtering. Those other 20 odd po…
- @PavansGroup (2): [ Removed by Reddit ]
- @Adventurous_Tax659 (1): All posts have tags, but usually they're public accounts. I just found a post that tags 4 public accounts and that post is not one of the 7 being returned. Among the 7, almost all of them tag a public account. As for needing moderation, hey're PG safe posts, just content from ma…
独立开发者对比六款 Session Replay 工具，寻找适合中小规模月预算百美元以内的方案
I have a website with 30k visits and 1k active users (about 38k sessions per mo), and I want to record most of the sessions. I know MS Clarity exists and is free, but their dashboard sucks and it's v…
受众观点：① 倾向Rejourney数据库式过滤 ② 月预算上限关注 ③ 过滤/搜索能力是核心需求
展开评论
- @scarfwizard (2): I think you need to explain what you are trying to accomplish.
- @hankanini (1): What’s your monthly budget?
- @EmergencyRadiant8038 (1): no more than 100 bucks per month
- @hankanini (1): Check out Inspectlet
- @Limp_Leg9755 (1): Been through this exact same hunt recently and it's brutal trying to find something that doesn't cost an arm and a leg for decent session volume From your list I'd probably lean toward Rejourney since you mentioned the pricing is way better and the database-style filtering sound…
开发者讨论 W3.css 框架在专业团队中是否有人实际使用，大多数人此前甚至不知道它的存在
title
受众观点：① 今天才听说W3.css ② 现代浏览器CSS已够用无需框架 ③ 与其W3.css不如原生CSS
展开评论
- @creaturefeature16 (31): TIL about W3.css
- @Alternative_Web7202 (8): I'm w3schools intolerant, so there's no way I'd ever use it. Besides, why bother with frameworks when modern browsers are freaking awesome when it comes to CSS newest features? And there's css modules when you want isolation
- @Valuable_Jeweler_479 (7): never heard of this before either but just looked it up and wow its actually pretty minimal compared to bootstrap seems like it could be good for smaller projects where you dont want all the bloat but still need some basic styling framework
- @golforce (2): I'm not sure why I we should use it. It seems like a very basic CSS framework compared to something like Tailwind. If I want to go with basics I would just do plain CSS.
- @Ok-Armadillo-5634 (1): A long time ago
用户已有自己的域名和主机空间，询问如何用工具或 AI 快速搭建简单个人网站
I've been hosting a domain and webspace for a while now and would like to create a simple website myself. What tools (website builders or AI) are available for this? I only want to create the website…
受众观点：① Astro+Cloudflare静态部署 ② 个人网站被过度工程化 ③ AI生成HTML是实用路径
展开评论
- @redbull_coffee (2): Astro
- @_srijii__ (2): If it’s just a simple site, honestly skip heavy builders unless you specifically want CMS features. Static HTML/CSS + maybe a little JS is way simpler to host and maintain on your own server long-term. A lot of people massively overcomplicate personal websites.
- @selipso (1): I’ve been using Astro with premade themes from their website. Good for blogging, free on Cloudflare or you can set up nginx / caddy for managing your own SSL. You do need to be comfortable with markdown but it’s very secure because there’s no user authentication / forms / admin…
- @naitce (1): Github Copilot
- @Murderous_monk (1): If you already have hosting, I’d keep it simple and avoid builders that try to trap you inside their platform forever. Honestly, for most personal or small business websites, a clean static site is enough now. Hugo is great if you want something lightweight and fast. WordPress i…
Plex 将终身订阅价格从约 $250 涨至 $750，被用户认为是在故意劝退终身买断模式
r/selfhosted New Lifetime Plex Pass Pricing
受众观点：① 涨价3倍且roadmap是复原自己删掉的功能 ② $750定价目标是逼用户转订阅 ③ 用户直接跑路去Jellyfin/Emby
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- @zolointo (665): 3x increase with a roadmap that includes... creating features they destroyed in previous releases. Glad I got in years ago. They forgot 'boil the frog' price increases and now no one is buying this.
- @Admirable_Fun7790 (479): I bought plex pass lifetime about a decade ago and it’s probably been worth it. At $750 it’s not worth it and I think that’s the point. They don’t want lifetime subscribers
- @pheexio (311): **What’s changing:** * The price of a **new** Lifetime Plex Pass will increase to **$749.99 USD\*** on July 1, 2026, at 12:01 AM UTC.
- @Admirable_Fun7790 (199): They skipped boil and went straight to vaporize
- @Resident-Variation21 (134): Then we will just go to Emby and Jellyfin if they don’t want customers. I understand their logic a bit, but how many of their customers are willing to pay a subscription to access their own money? Because it’s probably a very low percentage. And now they’ve priced their lifetime…
大学团队开源的 SSH 客户端，用 Go + Wails 构建，提供可自托管的加密同步服务替代 Termius 付费功能
GitHub: [Desktop](https://github.com/terminator-ssh/terminator-desktop) | [Server](https://github.com/terminator-ssh/terminator-server) Discord: [https://discord.gg/x7K9BRrQJE](https://discord.gg/x7K…
受众观点：① 与gnome-terminator重名极度混乱强烈建议改名 ② 50commit不足一周项目要求上传私钥的安全顾虑 ③ 同名混淆影响可信度和可发现性
展开评论
- @i312i (349): You are 20 years too late to use the name terminator for a terminal client.
- @Projekt95 (243): There is already a Terminal Emulator with the same name. Choose something else, otherwise it's extremly confusing. [https://gnome-terminator.org/](https://gnome-terminator.org/)
- @pedrobuffon (99): Yeah, give your private key to a 50 commit project that is not older than a week
- @txemaleon (82): There’s also a robot line which also use the same name, I thought this to control them. Extremely confusing
- @tedecristal (67): awful name for a terminal project, as it gets confused with [https://gnome-terminator.org/](https://gnome-terminator.org/) (what's next, a rxvt or xterm new application? 😃 )
研究生用自购二手迷你 PC 配合 Tailscale + WebDAV 替代 Zotero 付费云存储，实现跨设备文献同步
I'm a grad student, and just got an iPad for reading and annotating research papers. I quickly realized I couldn't sync my library with it, though, because my Zotero cloud storage was full. And to so…
受众观点：① 强调不要开路由器端口坚持用Tailscale ② Tailscale Docker Sidecar解决网络兼容 ③ 具体WebDAV server选型
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- @OkAdvertising2801 (97): Congratulations and welcome in the unlimited rabbit hole of self hosting stuff. But hopefully you didn't just open ports on your router to make this possible? Just stick with Tailscale 😅
- @GreenReporter24 (25): For real. I originally just got it for serving media, but have since expanded to multiple other services I never thought of. Haha, of course not! The issue I have is that Docker and Tailscale don't like each other when my Docker containers aren't in network mode: host. Tailscale…
- @Happy-Argument (21): Google Tailscale Docker Sidecar. Works very well for getting your containers on your tailnet. Bonus is they're now dns named. E.g. jellyfin:8096
- @carmola123 (13): it really is so nice to be able to do this with zotero, it saves a lot of headaches (and wallets!) what webdav server did you use, btw? I picked one that was really weird to setup for zotero but ended up working out in the end
- @ftrx (9): Try to think that with today's bandwidth, 99% of services would have no reason to exist. They only exist because of the IT ignorance of the masses, who choose to let others do things for them without realising the value of private property when it comes to anything digital. They…
开发者用30欧元热敏打印机每天早6点打印一张纸质版 Homelab 全系统健康状态报告，无云无订阅
Built a self-hosted thermal receipt printer that gives me a physical daily health report every morning at 6AM. No cloud, no subscription, 30€ printer. Checks: Docker container status (only expected-t…
受众观点：① 创意有趣但没必要的矛盾共存反应 ② 担心纸张浪费 ③ 打印机自检状态的逻辑悖论吐槽
展开评论
- @np0x (191): it seems like I'm not alone thinking this is both unreasonably cool and totally stupid? I love it.
- @AfterSwordfish6342 (39): You could save some paper by not printing the status of the printer, as you wouldnt get the report if it was down. Just a joke lol Really cool project
- @dadidutdut (37): its cool but its a waste of paper. save trees!
- @Separate-Comb-7003 (35): I swear I saw this a few days ago
- @AIDA64Doc (34): That's pretty cool. I would never use it but it's cool.
Rejourney 是一个开源的移动端会话回放工具，把用户行为录制为结构化可查询数据而非视频，支持 React Native / Swift / JS，已处理超 160 万次会话。
Rejourney started as an internal tool my classmates and I built for our own popular campus app that served University of Texas students. We were dealing with a massive volume of sessions and wanted f…
受众观点：①@FckngModest 等不熟悉 session replay 概念的开发者，需要先理解「这是什么」才能评估是否有用 ②@DoneDraper 等强调「先说清楚你做了什么」的开发者，关注产品沟通和文档质量 ③@tiagomdr 等关注 AI 分析能力的开发者，想知道 session 数据能否直接喂给 AI 做自动化分析
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- @FckngModest (32): For other dummies like me, I googled what "Session Replay" means - this is about UX Research. So they collect user clicks and behaviour on webpages and then analyse user behaviour - how do they use the analysed website.
- @DoneDraper (13): Thanx a lot! I always wonder why so many developers miss the opportunity to explain ***what*** they developed.
- @TheAndyGeorge (10): > It catches a lot of pre-prod issues before we push to npm that's literally just regular CI? i don't get the marketing speak
- @TheAndyGeorge (8): You just described regular CI. What does that have to do with vacuums?
- @tiagomdr (7): Can the session recordings be easily digested/analysed by AI?
Komodo 是一个无限制的多服务器容器部署管理平台，作者正在收集用户调研问卷以改进 v2 产品。
Hey guys, I'm conducting a survey for those using containers to deploy software. Thanks ahead of time to everyone who responds. To the Komodo users, I hope you have been enjoying Komodo v2. If you do…
受众观点：①@muedee 等长期使用 Komodo 管理多台 Docker 主机的 homelab 用户，关注稳定性和长期维护 ②@hmak8200 等在 homelab 里跑大量服务的重度用户，关注规模化管理能力 ③@buddhist-truth 等有具体功能需求（如日志管理）的用户，关注产品细节完善度
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- @muedee (5): Just done. I really love Komodo and had deployed on all my docker hosts in the last 2 years. Nice work!
- @Total-Ingenuity-9428 (5): Done and thank you for continuing to develop this amazing piece.
- @hmak8200 (3): I run about 45 services in my homelab with Komodo
- @buddhist-truth (2): Love your software, only wish is if somehow I can clear the container logs between deployments or restarts, tracking them with a timestamp for some containers is a headache.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
自托管用户讨论用 Kali Linux 对自己的家用网络做渗透测试来验证安全配置是否有效。
I’ve got an old laptop I’m considering using with Kali to try and attack my own network for fun and help confirm my precautions actually work. Hoping to hear success stories of others doing the same.
受众观点：①@eboob1179 等提醒 Kali 内置漏洞利用工具已过时的有经验用户，关注点是如何找真正有效的 CVE 做针对性测试 ②@teem 等推荐 PortSwigger 等学习资源的用户，关注如何系统入门渗透测试 ③@F1nch74 等有意愿但不知从何下手的初学者
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- @eboob1179 (30): Most of the stuff that comes with kali exploit wise is super old and was patched years ago. You would want to get into the weeds of cve research for whatever you're running and find exploits to try. It's a rabbit hole and then some.
- @ad-on-is (13): wait what? why dafuq did I install Kali, with Hyprland as my daily driver then? /s
- @teem (11): Go here to learn: https://portswigger.net/web-security Exceptional resource, but only test your own infrastructure, otherwise you can get into big trouble
- @RayneYoruka (5): I feel extremely old now ha ha. I should pull my old dvds to see if backtrack still has anything useful!
- @F1nch74 (5): I would like to do that but i don't know how
开发者讨论 Docker Compose 项目中如何安全管理 secrets，核心矛盾是 .env 文件放 Git 和运行时注入敏感信息之间的割裂。
I'm trying to come up with a better way of managing my docker stacks. And I keep running into a wall when it comes to managing secrets. Looking around, there are few ways being used but I feel like e…
受众观点：①@jake_that_dude 等认同"compose 进 git、解密 secrets 留 host、deploy 时渲染 env 文件"分层架构的 homelab 运维者 ②@SaintDonvito 等用 Ansible + HashiCorp Vault 把 secrets 写入 tmpfs 并在 Compose 结束后立即删除的重度自动化用户 ③@clintkev251 等正在从 Portainer 迁移到 Komodo、发现标准 ${VAR} 语法可以平滑沿用的用户
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- @clintkev251 (12): You can use the same syntax you're using in Portainer with Komodo. I moved all my stacks from Portainer to Komodo years ago and the standard ${SOME\_VAR} syntax carries over just fine.
- @jake_that_dude (10): the clean split is: keep compose in git, keep decrypted secrets on the host, and let deploy tooling render the env file right before `docker compose up`. For homelab scale i'd use `sops` + `age` for a `secrets.env.enc` in the repo, decrypt to `/run/secrets/<stack>.env` wit…
- @Projekt95 (5): I use [https://doco.cd/](https://doco.cd/latest/), so I can just encrypt my secrets with SOPS or use my Bitwarden/Vaultwarden instance as my secrets management backend and use the secrets from there via variable interpolation in my compose files
- @SaintDonvito (3): I am using HashiCorp Vault which is not a password manager like Vaultwarden but a secrets manager so specifically build for this use case. I have it implemented in my Ansible playbooks like so: - name: "Ensure /run/docker-secrets/{{ stack_name }} exists" ansible.builtin.file: pa…
- @jake_that_dude (2): yeah, that's the good version of it. the key bit is making decrypt a deploy-time step, not an app-start step. with Komodo i'd keep the `age` identity outside the project repo and pin the custom periphery image tag like `periphery-sops:2026-05` so upgrades don't silently drop `so…
用户在 TrueNAS 上只用 Nextcloud 的文件同步功能，想换一个更轻量的替代方案支持 PC 和 iPhone 同步。
I have Nextcloud running on TrueNAS and it works ok, however I only use the file sync feature and nothing else. Is there a good lightweight alternative that just syncs files? I just want the document…
受众观点：①@___BeerBaron___ 等已在用 Syncthing 但明确表示不确定 iOS 端体验的用户 ②@daveyap_ 等选择 Resilio Sync 因其有 iOS + Windows 原生 App 的用户 ③@whitefox250 等把 Syncthing 跑在 Docker 容器里、用 Android 自动同步手机照片到 NAS 的用户
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- @___BeerBaron___ (23): I use Syncthing. It's free and I find it easy to use. I do not access any files on my phone though, so I am not sure about that part.
- @daveyap_ (7): I'm using Resilio Sync. There's a native app for iOS and Windows.
- @whitefox250 (3): I use Syncthing in a docker container and it works just like OP's use case. I am using Android however, but it will sync if there is a change when I go on Wi-Fi. Great for backung up your phone photos to your NAS.
- @BigApple_ThreeAM (2): Seafile is a good, lightweight Nextcloud alternative.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
用户询问是否有自托管的吉他谱和乐谱工具替代 Ultimate Guitar 和 MuseScore，支持渲染和转调。
Wondering if there is any kind of selfhosted equivalent to ultimate guitar. If possible, some kind of selfhosted alternative to musescore (ability to render sheet music, and to transpose said sheet m…
受众观点：①@kinda_irregular 等正在使用 its-mytabs（louislam 出品）管理 guitar tabs、但认为"找谱才是难点"的用户 ②@marvbinks 等直接推荐 TuxGuitar 开源方案的用户 ③@MurphysVictim1 等对"为何需要 MuseScore 替代品"感到困惑、指出其本身是免费客户端软件的用户
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- @MurphysVictim1 (3): Musescore was a free, native application last I used it. What do you need an alternative for?
- @marvbinks (3): https://github.com/helge17/tuxguitar/
- @kinda_irregular (3): I use this and really like it [its-mytabs](https://github.com/louislam/its-mytabs) Finding the the tabs is the difficult part
- @Madeche (2): This is the answer. Amazing app, and reads guitar pro files
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
一个帮助小型酒店快速上线并开始接受预订的 SaaS 产品想法，评论区集中讨论分发和获客难度远超产品构建本身。
A **self-serve SaaS platform that helps small hotels go online and start getting bookings fast.** Think of it as: >
受众观点：①@codehamr 等持"编码只占1%、99%是打冷电话建立信任"观点的务实派创始人 ②@Consistent-Virus-959 等系统拆解获客渠道策略（直接外联/代理合作/SEO/PMS 集成）的用户 ③@Glittering-Option962 等推崇"先销售后建设"、建议先找酒店老板 pitch 再动工的用户
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- @hiten1818726363 (2): Kinda cool idea. Building is not that major part in it main thing is how you market and distribute it to hotel owners. How are you going to market it
- @Consistent-Virus-959 (2): I think distribution is actually the hardest part here. Building the platform is probably easier than getting hotels to trust and adopt it. Curious how you’d handle onboarding and acquisition: * direct outreach to hotel owners? * partnerships with local agencies? * SEO/content?…
- @codehamr (2): Nice idea on paper. Coding is maybe 1 percent of this. The other 99 is cold calling hotel owners one by one and building trust with people who already have Booking reps in their inbox every week. Your moat is not the platform, it is whether you can outwork incumbents on the phon…
- @Glittering-Option962 (2): Sell first, build later approach, like that.
- @Glittering-Option962 (1): Prolly start by reaching out to the owners first and pitch?
独立开发者在产品冷启动时同一个用户异议被重复提出 40 次，由此发现 positioning 漏洞，并通过重新框架描述解决了信任问题。
"Why would I pay if discovery is random?" I answered this question roughly 40 to 50 times across 450 comments on my Wandoria launch posts. The answer that kept landing was not about the randomizer at…
受众观点：①@Solid-Coconut8830 等认为重复 objection 本质是信任缺口、而非"用户不想要这个产品"的创始人 ②@teemu_dev 等意识到自己过度卡在 pre-launch 准备（waitlist 等）、忽视了信任只能靠发布后积累的开发者 ③@snipextt 等总结出"objection 通常指向定位不清晰而非缺 feature"这一规律的用户
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- @LeaderAtLeading (2): That objection usually means people do not trust the input quality yet. Once users consistently see relevant discovery, randomness stops being the concern.
- @Solid-Coconut8830 (2): This is such a good point. I think a lot of founders mistake repeated objections for “people don’t want this,” when often it’s just a trust gap. Once users believe the output is consistently useful, the original objection usually disappears or becomes much smaller. Feels like re…
- @teemu_dev (2): This! I also feel that I have been stressing too much on the "pre launch" things, such as "waitlist" but if there is a "trust issue" then that can only be solved by launching and gaining the trust.
- @snipextt (2): I've had the same thing happen sometimes, the objection isn't usually the actual problem, it's pointing at where the positioning is unclear
- @Consistent-Virus-959 (2): I’ve noticed the same thing with technical products. Repeated objections are often not resistance to the product itself, but resistance to unclear boundaries, unclear ROI, or unclear risk. The objection is usually pointing at missing positioning, not missing features.
独立开发者用3个月做了一个以收件箱为隐喻的任务管理工具，解决 Slack 任务被淹没的痛点
Hey IH, I got tired of the same problem every team has: you assign a task in Slack, it gets buried in threads, the person never saw it, nothing gets done. You follow up. Repeat forever. So I built Qe…
受众观点：① 营销渠道选择 ② 团队转化策略 ③ 工作流中断处理
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- @hiten1818726363 (2): App looks kinda cool but how are you marketing it like which tools and channels you using
- @VictoryArtistic9015 (2): That might work actually, try to push Linkedin more - I think it's a good distribution platform for your tool. My company f.e. already started using small vibe-coded cheap tools for minor stuff and I know we aren't an exception. Small-mid size teams stepped away of huge enterpri…
- @ExperienceEvening967 (2): as a designer, managing tasks across different client projects is exhausting. i usually just dump everything into a massive notion board, but i end up spending more time organizing the board than doing the actual work. the idea of tasks just surfacing when needed is huge. how do…
- @Smart_Puma (2): Honestly, I can see why the Slack pain point is resonating. A lot of work lives in random messages now instead of structured systems. The email-to-task feature especially feels immediately understandable. Wishing you the best with it.... sounds like you’re solving a very real wo…
- @Asipahio (2): Appreciate it!
一个讨厌做营销的开发者自己做了一套 SaaS 营销自动化工具，可以模拟作者语气在 Reddit/HN 发帖和回复
I did not hate marketing because it was hard. I hated it because it was alot time consuming, took a lot of effort, and didn't give enough back. 10 hours building a product is different from 10 hours…
受众观点：① AI 生成内容真实感问题 ② 隐私追踪设计 ③ 时间节省 vs 结果产出
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- @Necessary-Course9154 (2): This is a really cool and the product looks really solid. One genuine question though, how do you avoid having it sound like AI generated content when it posts? People these days just auto-scroll past AI posts.
- @Puzzleheaded-Oil-571 (2): Hey, just a small concern from a user perspective. I noticed the site is making very verbose Google Analytics tracking calls with a lot of device and engagement metadata attached. Totally understand the need for analytics, but excessive client-side telemetry can make privacy-con…
- @hiten1818726363 (2): It's both for me like my marketing app helps me market my app. And tbh it mostly saves time like posting replying analytics and making strategies. But as I am improving it will mostly become the result based. It's both right now
- @hiten1818726363 (2): Bro stop promoting your app. I literally made marketing automation product
- @hiten1818726363 (2): First of all thank you so much for feedback. And yes it have free tier which can give you in and around of 15-20 posts free and you make posts as well alot. Lmk you feedback
AI 领域标志性人物 Andrej Karpathy 离开 OpenAI 相关轨道加入 Anthropic，引发行业震动
r/ClaudeAI Karpathy joins Anthropic
受众观点：① OpenAI 人才流失信号 ② Anthropic 的战略吸引力 ③ Karpathy 独特的技术传播价值
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- @siliCONtainment- (364): Karpathy to Anthropic is literally Kevin Durant joining the 73-win Warriors. He saw who had the best roster right now and pulled the ultimate 'My Next Chapter' move. Put this AI offseason drama in my veins. This is my Super Bowl.
- @Divid_Pakit (181): Guess Altman is the least likable fella in the valley
- @accountantbh (125): This is like 9/11 for OpenAI
- @this_for_loona (79): Anthropic seems more focused and coherent. OpenAI is trying to figure out who they want to be when they grow up.
- @Quirky-Persimmon3342 (63): karpathy's superpower has always been making the field legible. the youtube series, the nanoGPT walkthroughs, the "i'm just tinkering" framing. anthropic's interpretability work needs someone who can translate it into stuff people outside the lab can actually engage with, and th…
一个关于每天打满 Claude 用量限额的幽默梗帖，引发大量重度用户共鸣
r/ClaudeAI Excited to announce I’ve hit my daily Claude limit! This means I’m fu…
受众观点：① 作息被 token 限额绑架 ② 限额成为生活提醒 ③ 升级 Max 档的隐性推力
展开评论
- @mywifemademyusername (25): Wife saw me walking the dog at 2pm and said "so you are out of tokens"
- @InfinriDev (9): Bro 🤦🏽🤦🏽 lol
- @Quirky-Persimmon3342 (8): unironically the best ad for upgrading to max tier
- @SheddingCorporate (7): And she was right, wasn't she? I've taken to cooking/eating during the "no more tokens" times. :)
- @mywifemademyusername (6): It happens in 5x too
有人截图了 Claude 输出的 LinkedIn 风格通用建议，评论区爆发关于 AI 输出是否只是复读媒体内容的激烈辩论
\*\* Screenshotted from my LinkedIn feed \*\*
受众观点：① AI 输出等于洗稿媒体内容 ② 对 slop 定义的调侃 ③ 人类学习本质的哲学讨论
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- @EightFolding (301): This is just Claude regurgitating the 800 million articles on medium and linkedin that say "read and take notes because you'll remember better" and framing it as wellness advice... in other words: it's slop.
- @Ninjavitis_ (127): Even a broken slop is right twice a day
- @Ok_Locksmith_8260 (45): but isn't everything eventually learning, synthesizing and regurgitating ? isn't your comment just you regurgitating the 800 million comments on Reddit and what you've learned ?
- @iJeff (26): This is what Gemini provides using the same prompt. It seems more actionable to me. https://g.co/gemini/share/a2e9dad5f961,
- @Liturginator9000 (19): yes and that's the thing people miss. LLMs and humans are doing something similar: taking in info, adjusting weights to reflect the compressed information, then generating responses based on those adjusted weights. That's all learning is really. Obviously big differences besides…
一位用户用 Claude 把思想实验做成了86个标签页、造价8620万美元的工程级地下掩体规划文档
It all started with the floor plan of a real, existing Cold War AT&T Long Lines underground hardened relay station. 54,000 sq ft across three underground levels, although I took editorial decisio…
受众观点：① 游戏化改编潜力 ② 开源分享期待 ③ 流行文化映射（Vault-Tec）
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- @ThreeDMK (49): This is how Vault Tek starts right here... [Vault 76 | Fallout Wiki | Fandom](https://fallout.fandom.com/wiki/Vault_76)
- @ItalianAmericanDad (16): You should turn it into a game
- @Avenger_ (16): Can you share this?
- @peppaz (15): Open Source it man
- @UhhYeahMightBeWrong (11): playing Sim Bunker sounds like fun
Anthropic 以3亿美元收购 SDK 和 MCP 服务器代码生成公司 Stainless，实质上掌控了整个 MCP 生态的参考实现工具链
Anthropic acquired Stainless on Monday for a reported $300M+. Most coverage is framing this as a developer tools acquisition. Stainless is best known for generating the official Python and Node SDKs…
受众观点：① 帖子 AI 文风引发的真实性质疑 ② 模型反馈循环退化担忧 ③ agentic 时代 SDK 生成器的必要性
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- @BreakThings (236): Why does every post on this subreddit come with the same slop generated non-summary that all read the same?
- @radiojosh (127): The SDK story is real.
- @ryzhao (42): Seemingly every post on reddit and linkedin has a variation of: It’s not this, its that. the X is real. Curious whether…. Big techy sounding words that are just gibberish to anyone with a modicum of technical knowledge. I think we’re starting to see the first signs of model degr…
- @CDN_Gunner (36): I had to chuckle at "My read". Doesn't OP mean Claude's read, because OP sure as shit didn't write it.
- @throwaway737166 (23): I don’t get why this is needed in an agentic world. Agents can just slap together an MCP in any language you want. Deterministic templates are nice, but not strictly necessary.
一位独立开发者用 Claude Code 搭建了9个角色分工明确的 AI agent 团队，实现工程和内容运营两条线的自动任务交接
I've been running Claude Code for 6 months, shipping my product and running content/launch ops for it. The thing that kept breaking wasn't the agents themselves. It was me. Every handoff between rese…
受众观点：① agent 自我管理的可靠性问题 ② 工具选型 ③ 管理层级的俄罗斯套娃困境
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- @wutface0001 (24): add a "manager" agent, duh
- @RepoBirdAI (22): Yea and if the manager isn't working properly just add a manager manager agent.
- @Feeling-Heron4277 (13): I have also built this multiple times, but the main problem always arises from managing them. You can build the team very fast, but making sure that each agent is actually self-sufficient and doing the task properly is the real task. Have you spent time on that?
- @Heavy_Foundation_956 (11): What tool are you using for this?
- @Not_Average78 (10): idk man it was free to use, what setup do you use?
Claude Code 将 Fast Mode 默认切换为 Opus 4.7 模型，用户普遍抱怨费用飙升并要求推出低倍率慢速模式
r/ClaudeAI Fast mode now defaults to Opus 4.7 in Claude Code.
受众观点：①@BagComprehensive79 想要低消耗慢模式而非更高配快模式 ②@SemanticThreader 担心 fast mode 会快速耗尽 usage limit ③@ascendant23 希望有超低优先级异步模式换取极低费率（0.1x 愿意等 48 小时）
展开评论
- @BagComprehensive79 (136): We actually need more like slow mode with 0.33 usage multiplier
- @magnetar_industries (93): No thanks.
- @SemanticThreader (48): Fast mode? 👀 yea fast way to go broke 🤣
- @ascendant23 (43): That would be amazing. Hell, if they had "give me the result in the next 48 hours" for 0.1x I'd be all over that for certain workloads.
- @Ambadeblu (37): I swear that Opus 4.7 is worse than Sonnet 4.6.
作者在无企业管理员权限的情况下，用 Power Automate HTTP 触发器 + FastMCP 为 Claude 接入了完整的 M365 操作能力
I’ve been messing with MCP servers lately and finally got one working that feels genuinely useful instead of “cool demo, never use again.” The problem: I wanted Claude to be able to do basic Microsof…
受众观点：①@Last-Recipe-4837 欣赏绕过企业 IT 权限限制的工程思路 ②@p1ccard 正在入门 MCP，想理解为什么跑在 VPS 而非本地 ③@Ok_Foundation_9806 担忧公司数据合规和 GDPR 风险，认为这会被开除
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- @Last-Recipe-4837 (38): no admin access no problem just pure chaos engineering
- @Ok_Foundation_9806 (27): Technically great but be careful you are undoubtably breaking multiple data policies at your work by effectively sharing internal data with an unapproved third party (Claude). Not to mention GDPR issues if you are based in europe. Most places would fire you for it.
- @ChiGamerr (12): This is 100% how I felt
- @p1ccard (9): Just beginning work on MCPs - why would you run on a VPS instead of just locally? Access anywhere?
- @duksen (9): Dont know if its a big or small company, but that sounds like a violation of company policy. It will make it much easier to fire you if needed.
作者历时六周从零构建个人 AI agent 的完整实践总结，涵盖身份设计、记忆系统、多 agent 协作、自动化调度等 100 条经验
*Everything I learned the hard way — 6 weeks, no sleep :), two environments, one agent that actually works.* # The Story I spent six weeks building a personal AI agent from scratch — not a chatbot wr…
受众观点：①@More_Ferret5914 认为真正工作量在系统设计而非 prompt 技巧，提醒别过度设计——并非人人需要 multi-agent council ②@Calmb4storm86 想要作者分享原始 markdown 文件作为可直接使用的模板 ③@RealisticHellion 希望作者继续发布 dashboard、schema 和实际可运行的 prompt
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- @More_Ferret5914 (8): whooo this is a LONG post 😵💫 but honestly the value is way higher than the length a lot of people keep talking about “better prompts” when half the real work is actually system design: memory separation decision boundaries stale context verification loops what should be autonom…
- @Calmb4storm86 (6): Very long but soo helpful. Thanks. Would be even better if you had shared some markdown file with these points. Or if possible please do share the original markdown file as you mentioned it was even longer.
- @palo888 (3): thank you, I can share any MD of my system files, I plan to do it
- @Calmb4storm86 (2): I have saved this as Md to my Obsidian 😁. Yes please do share more. I'm sure you workflow is very sophisticated
- @RealisticHellion (2): This is genuinely amazing and very helpful! Please post the dashboards, schemes and prompts when you get a chance!
讽刺"AI 原生创业公司"营销话术的帖子，评论区认为人人都能用 Claude 意味着这个标签毫无壁垒价值
r/ClaudeAI they're not like the other startups, they're "AI-native"
受众观点：①@MediumChemical4292 质疑 AI-native 没有真正竞争壁垒，工具的普及性消除了稀缺性 ②@GrumpySpaceCommunist 讽刺工程师成了背锅侠——marketing vibe coded 的东西出问题算工程的责任 ③@fcukou 指出 finance 部门用 Claude 做 Excel Power Query 就能搞定的事，token 白烧
展开评论
- @MediumChemical4292 (3): So… a normal startup? Claude is available to everyone, if everyone can do something that easily then by definition it’s not economically valuable, since there is no scarcity.
- @GrumpySpaceCommunist (2): Engineering: Getting blamed when the tool the marketing department vibe coded doesn't do the job they promised the CEO it could do.
- @martin1744 (1): translation: we found the generate button first
- @fcukou (1): I assure you, finance is burning through tokens doing things with Claude that could be done with standard Excel features, especially Power Query.
夫妻两人将 MMO 战争迷雾概念做成真实步行探索 App（Walksy），走过的路线会解锁地图，已上线多语言版本
My wife and I met in an MMO a long time ago. We're both lifelong gamers, both in tech, and for years every time we went on a walk together we'd joke about how we were "unlocking" the map — like there…
受众观点：①@c5corvette 建议加「真实迷雾」模式（未走过的地方全黑）和已久未走区域重新变灰以刺激探索 ②@obscuredcoco 想要社交功能，类似 Pokemon Go 地标争夺机制 ③@Zakuffy（作者）解释为什么社交功能限制在好友列表——陌生人位置共享容易变 creepy
展开评论
- @Zakuffy (57): Here's what uncovering the map actually looks like 👇 https://i.redd.it/a1gbprg2ly1h1.gif → [https://walksy.world](https://walksy.world) (iOS + Android, Discord linked on the site) Happy to get into the build, design choices, what's broken, the business side, or just swap stories…
- @c5corvette (13): Cool idea - one suggestion would be to add a setting that makes it a true fog of war, blacked out map for where you haven't been, might encourage longer walks. Another idea is a setting to start graying out portions of the map that haven't been walked in awhile.
- @obscuredcoco (9): Looove this idea!! Is there a way to see others using this app? It would be fun if you can pass by another user on your journey, or like in pokemon go there’s gyms you can contest at landmarks haha
- @Zakuffy (8): We thought about this idea too!! for now we want to restrict that to only your "friends" list. Even there we want to make sure you enable that feature.. otherwise it can get creepy for everyone 😃 We are thinking of making a Tree of Life you can plant - where friends can come by…
- @Zakuffy (6): Hey! yeah openstreetmap is a goldmine of information about landmarks and tourist wikis. We thought it would be a cool way to add more exploration to the walks. Since there's so many around the world, we also added an RNG feature so some landmarks are uniquely graded to your expe…
GhostCue 是一款在 Loom 录屏和屏幕共享时完全不可见的笔记/提词器 App，目前仅支持 Mac
It's called [GhostCue](https://ghostcue.app/). It's an all-in one notes app that's invisible on your screen during Looms, demos, interviews, and presentations. **Why it's useful:** Your notes don’t s…
受众观点：①做课程录制、想减少重复 take 的创作者（@N0omi）②被 Mac 平台限制挡在门外的 Windows 用户（@Pickle786）③关注"invisible app"概念、拿 Cluely 对比的开发者（@Neilblaze）
展开评论
- @atheistjebus (6): Really well thought out!
- @N0omi (5): Super useful. I do a bunch of courses for clients so this would be a huge help. Cut down the takes massively.
- @Pickle786 (5): mac only? 😞
- @alreadytherenow (4): unfortunately yeah, just mac right now. i've been focusing on swift development so windows would be a whole other beast to tackle
- @Neilblaze (3): Seems like the root concept of invisibility was inspired by Cluely 🤔
独立开发者的文字谜题游戏网站日活稳定在 2000-5000，但 AdSense 收入极低，其他变现方式全部失败
I built a small word/logic puzzle games website that gets around 2k–5k users daily, mostly from SEO. The traffic is consistent but I still haven’t figured out a monetization strategy that actually wo…
受众观点：①正用 AdSense 变现但 RPM 惨不忍睹的独立开发者（@sanketsahu）②想通过社区运营提升留存的建设者（@Beautiful-Display721）③考虑加 session replay 分析用户行为漏斗的产品人（@16GB_of_ram）
展开评论
- @Beautiful-Display721 (15): if I were you, I'd probably start tracking how much time people spend on your website. If people spend a lot of time, you can probably monetize eventually. I'd also start discord server, build a community and ask for people's experience with your game and go from there
- @sanketsahu (13): The painful truth: SEO puzzle traffic is about the lowest-intent audience there is. People came to kill five minutes, not to spend, so generic AdSense RPM will always be garbage there. NativeBase hit \~100k weekly downloads and the hard lesson was that huge usage with no buying…
- @16GB_of_ram (5): I would add advanced analytics/session replay like Rejourney or Hotjar to look through usage and funnels
- @No_Highway_6150 (4): if standard ads or premium tiers are completely failing you might want to look into hyper niche sponsorships or adding micro transactions for specific high value actions lol. when a project gets that kind of daily volume macro networks usually pay pennies but a single relevant b…
- @100-days-of-code-io (3): Discord community is a nice idea but I’ve never used it myself.
基于"写一篇日记换取五篇他人日记"互换机制的日记分享社区网站 Poplar，还在极早期阶段寻找前 100 个核心用户
With Poplar, I hope to foster a safe and welcoming place where people can not only begin keeping diaries, but sharing them with likeminded, empathetic people. # How does Poplar work? **You create a d…
受众观点：①对冷启动机制设计感兴趣的独立开发者（@Classic-Strain6924）②担心用户真的愿意公开分享私人日记的产品人（@LeaderAtLeading）③被"vulnerability exchange"概念吸引的内容创作者（@Agreeable_Care4440）
展开评论
- @LeaderAtLeading (1): Diary sharing sites compete with private journals and Reddit communities. People keep diaries private for a reason. Before launching, find out if anyone actually wants to share their diary with strangers or if privacy is the whole point.
- @Classic-Strain6924 (1): The reciprocal trading mechanic where you write an entry to get five random ones back is a very clever way to solve the cold start problem for new users. It completely removes the initial pressure of building a follower base since you get immediate visibility and human interacti…
- @hiten1818726363 (1): How will you makret it bro
- @Agreeable_Care4440 (1): The “write one entry, receive 5 random ones back” mechanic is actually really interesting. It turns journaling from a solo activity into an exchange of vulnerability.
开源本地优先的 YouTube 视频自动剪辑工具，用 Whisper 转录后 AI 选最佳片段并生成带字幕的短视频
Started this because I was wasting hours clipping podcast content by hand. Took a few weeks to get the AI scoring right. What it does in 30 seconds: 1. You give it a YouTube URL (or local file) 2. Wh…
受众观点：①关注 local-first AI 工具设计的开发者（@Deep_Ad1959）②对"AI 怎么判断哪个时刻值得看"这个核心问题感兴趣的内容创作者（@Agreeable_Care4440）③对"10 个爆款"营销话术持怀疑态度、想看实际案例的用户（@boxyourbuddy）
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- @StoneCypher (3): can whoever is running this claude opus bot please shut it down
- @Agreeable_Care4440 (1): Honestly the most valuable part of these tools is rarely the clipping itself anymore, it’s whether the AI actually understands what makes a moment worth watching.
- @boxyourbuddy (0): So i can go viral 10 times with just one video? Sounds amazing. Do you have examples of your videos going viral? I would love to see it.
- @Miamiconnectionexo (-5): this hit different. been in a similar spot and it's not talked about enough.
- @Deep_Ad1959 (-9): the thing that usually kills these clip-generator projects isn't the AI scoring, it's that the deliverable is still a folder of mp4s the user uploads by hand. if you can wire in a scheduled publish or even just generate an RSS-shaped artifact a downstream tool can consume, that'…
16岁开发者发布的首款 iOS App，扫描超市商品并基于用户健康目标给出个性化营养建议
Hey everyone, I’m 16 years old and today I finally submitted my first app for review on the App Store. The app is called **Athlen**. It lets you scan supermarket products and get personalized feedbac…
受众观点：①关注 AI 应用健康数据合规和 liability 问题的开发者（@brightbilll）②正在用 Supabase 存储用户数据、想了解安全实践边界的建设者（@Available-Rest2392）③对年轻开发者冷启动经历感兴趣的独立开发者社区（@Available-Rest2392）
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- @brightbilll (1): Great job man, I hope for your sake that you did extensive research into privacy laws and regulations when it comes to handling health data. How is the recommendation for an individual done? Is it through a ChatGPT wrapper? There is also a reason why majority of the apps never r…
- @Available-Rest2392 (1): Hi, thanks for your honest opinion. We store all data completely securely in Supabase. It’s not actual health data like diagnoses or anything like that, but rather things like users’ allergies, etc. We explicitly state that the scores do not guarantee accuracy and that you alway…
- @Available-Rest2392 (1): Yeah, I know they're sensitive, but they're not things like medical diagnoses or anything like that. It all depends on how they're stored, and they're definitely stored securely. I use the same database as other major software companies do; it's all secure—only I can access the…
- @Available-Rest2392 (1): Thanks, I'll take you up on that. We don't store any data on the AI. The AI's use of user data is completely disabled. But thanks anyway.
- @brightbilll (1): That’s a false statement as the AI would be aware of the users allergies, that is your whole all market “personalization based on allergies etc” the personalization comes through AI. Man just stop arguing, for the record, “not used for training” ≠ “zero retention”, you do not ha…
r/SideProject 的"大家都在做什么"集体展示帖，收到64条回复，是当日独立开发者项目展示的最大汇集点
[https://www.jrivecontent.com](https://www.jrivecontent.com) where startups can get UGC videos for $20-60
受众观点：①@Business-Ad6390 做 Chrome 扩展 2 周达 100 用户，关注如何快速验证 UI 工具的市场需求 ②@mdc_fmp 做银行流水同步 Google Sheets 工具，关注 free tier 转付费的节奏和定价策略 ③@rukovich 做广告自动化工具，关注面向中小企业的 AI 产品如何定位和获客
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- @EngineFormal7360 (4): Built this as a joke which makes your cursor scream when you shake it. [screamcursor.com](http://screamcursor.com)
- @rukovich (3): brandtoads.com - Turn any website into on-brand Meta & Google ad campaigns in under 3 minutes
- @Miamiconnectionexo (2): this is the kind of thing that actually helps vs the generic stuff you usually see.
- @mdc_fmp (2): [sheetlink](https://sheetlink.app?utm_source=reddit&utm_medium=social&utm_campaign=short-drop&utm_term=SideProject&utm_content=promo_thread) — syncs bank transactions directly to google sheets or excel via plaid. no more csv exports. free tier, $5/mo for pro.
- @Business-Ad6390 (2): Building [Tweaklify](http://tweaklify.xyz), a Chrome extension that lets UI/UX designers and frontend teams visually edit real websites directly inside the browser instead of constantly switching between Figma, screenshots, and DevTools. You can tweak spacing, typography, layout…
用斯多葛哲学家角色扮演对话代替空白页面的 AI 日记应用，解决空白页面导致的用户留存问题
Hey everyone. I have been working on this for a while and wanted to share it before it goes live. It is called Lumis. The short version is that it is a journaling app, but instead of writing into a b…
受众观点：①@hoopyfrodo 想在移动端使用，并问到是否用了 RAG，说明对 AI 实现细节感兴趣 ②@nk90600 认同 blank page 问题，并分享了自己用模拟 persona 做产品验证的类似方向 ③@Harrrararar（作者）详细解释了用 Claude persona + 用户历史检索实现连续记忆的技术路线，而非 RAG over 原文
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- @hoopyfrodo (1): Great idea! Would love to use it on the mobile!
- @Harrrararar (1): Thank you, that means a lot. The IOS app is about a week out, are you on google play store. If you join the waitlist on the site I will let you know the day it goes live. There is also a free version up right now where you can ask Marcus one question with no account, if you want…
- @hoopyfrodo (1): Are you using RAG at all?
- @Harrrararar (1): Not RAG over their texts, no. The philosopher is a crafted persona (voice and core principles) plus Claude's own knowledge of their actual work, and I do retrieve the user's past sessions so it stays continuous. Grounding each response in retrieved source passages from their rea…
- @nk90600 (1): the blank page problem is real. most people don't quit journaling because they don't care, they quit because there's no feedback loop. we built something similar for a different problem validating ideas before building them. instead of waiting weeks for user interviews, we simul…
将 ML 论文转化为带图解的深度解析文章的工具，用费曼学习法拆解高密度数学论文
Most people read ML papers wrong. They start at the abstract, hit the math, and give up halfway through. I built FeynmanWiki to solve this issue. Upload the PDF, get back a full illustrated deep dive…
受众观点：①@Nickphang 实际测试了工具，最关心图表是怎么生成的（Mermaid 还是图片生成）以及能否直接粘贴 arxiv 链接，代表有实际使用需求的 ML 从业者 ②@Original-Hat-4547 询问视频是用什么软件生成的，对工具链本身感兴趣 ③@CortexUnlocked 认为比其他 wrapper 好，关注产品差异化定位和实际质量
展开评论
- @Original-Hat-4547 (3): Great website brother, May I know what software did you use to create this video?
- @Nickphang (2): Cool idea. Tried it with a paper just now — the diagrams are the killer feature, way better than just rephrased text. Few questions: - What's generating the diagrams? Mermaid, or actual image gen? - Does it handle papers with heavy notation (e.g. transformers, diffusion) or most…
- @CortexUnlocked (2): Very Nice project way better than other wrappers.
- @Fancy-Stop5563 (2): Thankyou!! Let me know if you want blogs of any other topics. I will generate them for you
- @CortexUnlocked (2): I donot jave any personal need right now, let me sit on my system checkout the site and then I will tell you. Thankx for you effort may you grow well.
关于与老朋友联合创业的情感复杂性的短文，指出旧关系让产品分歧变成个人冲突
you cant fire them. you cant quit without it meaning something. you cant have a clean disagreement and just move on. every product decision is also a conversation with someone who watched you fail at…
受众观点：①@BotherFantastic9287 深度共鸣，认为老朋友之间的分歧感受方式完全不同于职业关系 ②@LeaderAtLeading 指出联合创始人分裂比生意失败更痛，核心是早期要明确决策权和分歧处理机制 ③@Own-Beautiful-7557 指出把个人历史和职业压力压缩在同一空间会快速变得情感复杂
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- @DespairyApp (2): I guess... anyone with a B.Sc/M.Sc in CS? Every project in pairs/group was much more challenging than solo assignments. You pair with a friend and you finish the project as ex-colleagues 😆
- @BotherFantastic9287 (2): every disagreement hits differently when the other person knew you before you were professional 😭
- @Mesmoiron (1): No, because everyone should have a specific responsibility. Even in your family responsibilities are distributed. So, why are you running a project without it? There's nothing wrong with leadership, because anyone can have it for a different part. Like red teaming.; someone is t…
- @LeaderAtLeading (1): Co-founder breakups hurt worse than business failure. The only way through is early clarity about decision rights and what happens if you disagree on direction.
- @Own-Beautiful-7557 (1): Honestly building with old friends compresses personal history and professional pressure into the same space, and that can get emotionally complicated very fast.
PollyReach 为 AI 代理分配真实电话号码，支持50多种语言自动拨打电话，解决跨语言电话预约等场景痛点
PollyReach
受众观点：①创始人用日本居酒屋预订的真实经历说明场景 ②开发者关注webhook集成能力而非功能本身 ③与Vapi/Retell AI等竞品的竞争格局
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- @Overview (0): * [Reviews](/products/pollyreach/reviews) * [Alternatives](/products/pollyreach/alternatives) * [Built with](/products/pollyreach/built-with) * [Team](/products/pollyreach/makers) * [Awards](/products/pollyreach/awards) * More Free Launch tags:[Productivity](/topics/productivity…
- @Vapi (0): Voice AI for developers [4.9(23 reviews)](/products/vapi/reviews) [AI Voice Agents](/categories/ai-voice-agents)[Transcription](/categories/transcription) [Quo (formerly OpenPhone)](/products/openphone) Never lose a customer with Quo [4.6(20 reviews)](/products/openphone/reviews…
- @PollyReach (0): Maker 📌 Hey Product Hunt! 👋 I'm Gia, maker of PollyReach. I'm the kind of person who'd rather text than call. But some things still require a phone call — and when the restaurant is full, you have to try the next one, and the next. In Japan, I wanted to book a small izakaya. No…
- @PicWish (0): [@gia\_xu](https://www.producthunt.com/@gia%5Fxu) any plans to add webhooks for automatic transcript routing? Upvote (3) Report Share 10h ago [](/@gia%5Fxu) [Gia Xu](/@gia%5Fxu)
- @PollyReach (0): Maker
前亚马逊/Coinbase工程师打造的AI视觉移动端测试工具，用多层确定性机制解决Vision AI在CI/CD中不稳定的核心痛点。
Drizz
受众观点：['CI/CD可靠性问题', 'self-healing测试实际可靠率', '与传统XPath测试框架对比']
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- @Overview (0): * [Reviews](/products/drizz-2/reviews) * [Alternatives](/products/drizz-2/alternatives) * [Built with](/products/drizz-2/built-with) * [Team](/products/drizz-2/makers) * [Awards](/products/drizz-2/awards) * More Free Options Launch tags:[Developer Tools](/topics/developer-tools)…
- @Octomind (0): Better QA, fewer hands on deck [5.0(8 reviews)](/products/octomind/reviews) [Testing and QA software](/categories/testing-and-qa) [TestMu AI](/products/lambdatest) World's first full-stack Agentic AI QE Platform. [4.7(11 reviews)](/products/lambdatest/reviews) [Engineering & Dev…
- @DogQ (0): Testing tool that writes, heals, and suggests tests for you [5.0(6 reviews)](/products/dogq/reviews) [No-code Platforms](/categories/no-code-platforms)[Automation tools](/categories/automation) [Waldo Testing](/products/waldo-testing) The developer tool to speed up testing your…
- @Drizz (0): Maker [@ferdi\_sigona](https://www.producthunt.com/@ferdi%5Fsigona) \- Really sharp question, and honestly the right one to ask before trusting any Vision AI system with CI. The short answer: we've put a structured reliability layer underneath the vision execution specifically t…
- @Drizz (0): Maker Hey Product Hunt! 👋 I'm Yash, co-founder of Drizz. Along with my co-founders, Partha and Asad, we've spent the last year building the mobile testing tool we always wished existed. **💡 How it started** I once spent 3 hours debugging a broken test, only to find a designer ha…
Cursor推出第九代旗舰模型Composer 2.5，专项优化长链路agentic编程任务，是AI代码编辑器赛道的重要里程碑。
Cursor
受众观点：['长链路agentic任务实际表现', '与Windsurf/opencode竞品对比', '原生模型vs外接模型策略']
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- @Overview (0): * [Launches9](/products/cursor/launches) * [Reviews847](/products/cursor/reviews) * [Alternatives](/products/cursor/alternatives) * [Customers](/products/cursor/customers) * [Forum](/p/cursor) * [Team](/products/cursor/makers) * More This is the 9th launch from Cursor. [View mor…
- @fmerian (0): [Kilo Code](/products/kilocode) > It continues from the same base as Composer 2.
- @Starnus (0): Love cursor, been a power user for a long time now, and happy to see the native model getting better and better. Upvote (1) Report Share 11h ago [Mike Kerzhner](/@mikekerzhner) used [Cursor](/products/cursor) to build [Product Forums (p/)](/products/producthunt/launches/product-…
Mantle Chat将团队消息和AI模型整合进同一个共享频道，解决了Slack加AI机器人模式中上下文割裂的根本问题。
Mantle Chat
受众观点：['多agent并发上下文隔离机制', '跨session持久记忆层', 'per-seat使用分析功能需求']
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- @Productivity (0): • [Automation tools](/categories/automation) • [Messaging apps](/categories/messaging-apps) Mantle Chat is an AI-powered platform that helps teams communicate, collaborate, solve problems, and work with AI together in one place. It combines team messaging, AI models, agents, fil…
- @Voiceflow (0): The collaborative platform to design, test and build AI Assistants [4.6(5 reviews)](/products/voiceflow/reviews) [Automation tools](/categories/automation)[AI Chatbots](/categories/ai-chatbots) [Calk AI](/products/calk-ai) AI Agents without nodes headaches [5.0(1 review)](/produ…
- @Qatalog (0): Work the way you want [5.0(1 review)](/products/qatalog/reviews) [Team collaboration software](/categories/team-collaboration)[Knowledge base software](/categories/knowledge-base) [View more ](/products/mantle-chat/alternatives)
- @PicWish (0): [@fmerian](https://www.producthunt.com/@fmerian) [@katja\_danilina](https://www.producthunt.com/@katja%5Fdanilina) awesome launch Katja! maybe add detailed usage analytics per seat so growth teams can map out which internal ICP are adopting AI fastest. Upvote (3) Report Share 11…
- @CatDoes (0): Love the "@ the model in the same channel as your teammates" framing, that's the part Slack-with-a-bot-bolted-on always got wrong. Curious how you're handling context isolation when multiple agents are working on tasks in parallel in the same channel? Does each agent get its own…
用Claude Code构建的AI驱动Linux终端运维工具CtrlOps，整合语音交互（ElevenLabs），主打开发者服务器管理场景。
CtrlOps
受众观点：['与Warp等AI终端的功能对比', '语音交互在服务器运维场景实用性', '与Vxero Neo等SSH管理工具定位区别']
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- @Overview (0): * [Reviews1](/products/ctrlops/reviews) * [Alternatives](/products/ctrlops/alternatives) * [Built with](/products/ctrlops/built-with) * [Team](/products/ctrlops/makers) * [Awards](/products/ctrlops/awards) * More Free Options Launch tags:[Linux](/topics/linux)•[Developer Tools](…
- @Warp (0): The open-source ADE [4.8(72 reviews)](/products/warp/reviews) [AI Coding Agents](/categories/ai-coding-agents)[Terminals](/categories/terminals)
- @GMSSH (0): The AI-First Visual Terminal for SSH [5.0(1 review)](/products/gmssh/reviews)
- @JustDeploy (0): Deploy to your server in minutes, not weeks for as low as $4 [5.0(1 review)](/products/justdeploy/reviews) [Web hosting services](/categories/web-hosting)[Automation tools](/categories/automation)
- @webshl (0): easy way to have bash shell on your browser [Customer support tools](/categories/customer-support)[Automation tools](/categories/automation) [Vxero Neo](/products/vxero-neo) SSH-native CLI that manage servers, apps, infrastructure [Command line tools](/categories/command-line-to…