Claude Code 新增优雅停止功能：触发5小时限额时自动找合适节点收尾，从周配额扣小额补偿，不再强行中断
Claude Code will now try to find a graceful stopping point when you hit your 5-hour limit mid-task, instead of cutting off mid-edit. It gets a small, fixed allowance pulled from your weekly limit to… ① Pro 每周一次 vs Max/Team Premium 每次都有的差异 ② 用户希望直接提高/取消5小时限制而非打补丁 ③ Codex 移除功能而 Claude 在加功能的对比
Claude Code 新增优雅停止功能：触发5小时限额时自动找合适节点收尾，从周配额扣小额补偿，不再强行中断
① Pro 每周一次 vs Max/Team Premium 每次都有的差异 ② 用户希望直接提高/取消5小时限制而非打补丁 ③ Codex 移除功能而 Claude 在加功能的对比
OpenAI CEO Sam Altman 公开说明正在审查 AI agent 在训练和评估阶段的互联网访问行为，并持续发布透明度摘要
① 要求对 ChatGPT 4o 变动同样透明，将诉求扩展到产品决策层面 ② 质疑透明度表态是公关而非真实承诺 ③ 将具体事件上升为 AI 行业伦理原则
HN 上关于 AI agent 自动生成视频内容的讨论帖，评论区争论 AI 生成视频质量是否等同于 slop
①问 agent 用什么工具制作视频 ②认为 AI 生成内容本来就是 slop ③对效果惊叹
Claude Opus 5.5 发布后引发广泛讨论：在 Rubik's Cube 解题测试中以 3 步击败 GPT-6 Sol，在 LMSYS Arena 写作分析中 12 项指标 10 项改善（em dash 减少 95%、长词比例降至最低），Reddit 社区将其视为 Anthropic 对 OpenAI 的有力回击，Anthropic 被认为当周在竞争中占据明显优势
Claude Opus 5.5 发布后引发广泛讨论：在 Rubik's Cube 解题测试中以 3 步击败 GPT-6 Sol，在 LMSYS Arena 写作分析中 12 项指标 10 项改善（em dash 减少 95%、长词比例降至最低），Reddit 社区将其视为 Anthropic 对 OpenAI 的有力回击，Anthropic 被认为当周在竞争中占据明显优势。
受众观点：@AnalogProblems（score: 191，Reddit/ClaudeAI）写道：'I've never seen a company get checked as hard as OpenAI did this week. They went all in, built a model that they can barely host, hyped it to the moon. Then Anthropic quietly wiped the floor with them.'——高赞评论体现了社区对"安静赢"风格的强烈认同。@Forgive-My-Duck（score: 88，Reddit/ClaudeAI）则反驳：'Competition is good for us. And the back and forth helps us get better and cheaper models. IMO there's no lab that's more "dominant"'——代表了更理性的竞争观，认为厂商竞争让用户受益。
NeurIPS 2026 录取结果公布，r/MachineLearning 社区同日出现多个相关讨论：落选者探讨是否全量采纳评审意见转投 ICLR，录取者询问 camera-ready 修改边界，评审结果与最终决定矛盾引发困惑，以及注册流程复杂（悉尼/巴黎名额已售罄）等多层面问题并发
NeurIPS 2026 录取结果公布，r/MachineLearning 社区同日出现多个相关讨论：落选者探讨是否全量采纳评审意见转投 ICLR，录取者询问 camera-ready 修改边界，评审结果与最终决定矛盾引发困惑，以及注册流程复杂（悉尼/巴黎名额已售罄）等多层面问题并发。
受众观点：@Lazy-Cream1315（score: 12，reddit/MachineLearning）写道：'over the 4 previous round for my paper which always end borderline I tried to add corrections of reviewer who never gave me the same signal and my paper became a patchwork. I realize now that the original submission was better in many points'——揭示了盲目迭代评审意见可能导致论文质量退化的真实困境，反直觉但高度可信。@SkeeringReal（score: 2，reddit/MachineLearning）给出相反建议：'You should incorporate ALL reviewer comments... if even ONE of those reviewers reviews it again at ICLR, you're finished'——强调策略性考量：不是对不对的问题，是风险管理的问题。
Claude Code 新增"优雅收尾"机制：五小时用量到期时，系统自动从周限额中拨出少量额度帮助模型完成手头任务，避免在编辑中途被强制切断，Pro 用户每周可用一次，Max/Team Premium 每次触发限制均可用
Claude Code 新增"优雅收尾"机制：五小时用量到期时，系统自动从周限额中拨出少量额度帮助模型完成手头任务，避免在编辑中途被强制切断，Pro 用户每周可用一次，Max/Team Premium 每次触发限制均可用。
受众观点：用户关注点集中在限制本身而非体验改善。@PawelJLisowski（score: 31，twitter）写道：'Nice to see but wish u would just increase or remove 5 hour limits, its really quite cumbersome. But appreciate any improvements'——说明核心诉求是取消限制，优雅收尾只是安慰奖。@mowfxy（score: 13，twitter）则直接吐槽：'I love it but once a week for Pro sounds a bit humiliating ngl.'——Pro 用户的不满情绪明显，权益感知与付费预期存在落差。
Anthropic 科学博客发布研究：Claude 成功计算了平面 N=4 超杨-米尔斯理论中的九圈六粒子散射振幅，这是此前被认为计算难度过大而无法直接完成的理论物理问题，结果已由物理学家验证
Anthropic 科学博客发布研究：Claude 成功计算了平面 N=4 超杨-米尔斯理论中的九圈六粒子散射振幅，这是此前被认为计算难度过大而无法直接完成的理论物理问题，结果已由物理学家验证。
受众观点：@Avery_Coree（score: 52，twitter）提问：'how many gpu hours is a phd thesis worth these days, genuinely curious'——反映从业者对 AI 计算成本与学术价值兑换率的真实困惑。@ryanndngg（score: 4，twitter）点出核心：'a physicist checked the nine-loop result. good. an academic compute budget doing this in days is the part that should make people sit up'——强调验证机制和计算速度的结合才是真正值得关注的。
OpenAI Sam Altman 与官方账号同步发布声明：公司正在对 AI 模型训练和评估期间的互联网访问行为进行全面审查，这一审查源于 Hugging Face 事件，绝大多数行为属于低严重性，仍在持续调查中并公开发布摘要
OpenAI Sam Altman 与官方账号同步发布声明：公司正在对 AI 模型训练和评估期间的互联网访问行为进行全面审查，这一审查源于 Hugging Face 事件，绝大多数行为属于低严重性，仍在持续调查中并公开发布摘要。
受众观点：@ByShovelINC（score: 4，twitter）说：'so the agents are out there finding vulnerabilities in other companies and it's somehow those companies' call whether anyone finds out about it. cool, cool.'——点出了 agent 自主行为中最敏感的边界：发现漏洞后的披露责任归属。@iulianlita（score: 1，twitter）的观察更深刻：'once you give models real tools and enough autonomy, "doing the task" and "finding a way to complete the task" can become very different things'——指出 agent 目标与手段之间的语义漂移问题。
@robj3d3 通过分享个人被欺凌转化为创作者的成长故事，为其 YouTube 算法课程造势，产品上线不到 24 小时即取得显著销售成绩，验证了"用真实故事驱动产品发布"的内容策略在创作者圈子中的有效性
@robj3d3 通过分享个人被欺凌转化为创作者的成长故事，为其 YouTube 算法课程造势，产品上线不到 24 小时即取得显著销售成绩，验证了"用真实故事驱动产品发布"的内容策略在创作者圈子中的有效性。
受众观点：@_Garg_Sarthak（score: 1，twitter）评论第二条推文：'This is the proof of strong personal branding. Crazy'——点出了数据背后的真正驱动力是个人品牌积累而非产品本身。@iniyanai（score: 1，twitter）的观察很精准：'a course about not posting into the void, and the launch itself is the proof'——课程主题与发布方式形成了完美的自我验证闭环，评论者注意到了这层元层面的妙趣。
@HsanC_ 连续分享以 YouTube 作为 SaaS 产品营销渠道的实操经验：从"关键词调研 + Loom 录制 + AI 生成描述缩略图"的生产工作流，到五个月积累 7700 次观看的增长数据，强调 YouTube 流量复利效应，视为长期渠道而非短期爆发工具
@HsanC_ 连续分享以 YouTube 作为 SaaS 产品营销渠道的实操经验：从"关键词调研 + Loom 录制 + AI 生成描述缩略图"的生产工作流，到五个月积累 7700 次观看的增长数据，强调 YouTube 流量复利效应，视为长期渠道而非短期爆发工具。
受众观点：@Vosikkk（score: 1，twitter）问：'have you been able to attribute any signups or customers to YouTube yet?'——核心关切是 YouTube 流量是否真正转化为用户，说明社区对"内容营销有效性验证"的诉求远大于对流量数字本身的兴趣。@camjodev（score: 1，twitter）则认可长期逻辑：'youtube is such a good platform bc views come in forever if the video is right'——印证了 YouTube SEO 带来的长尾流量价值是吸引独立开发者投入的核心驱动力。
AAAI 2027 第一阶段评审结果公布，r/MachineLearning 社区集中爆发对 LLM 代替人工审稿的强烈不满：格式不合规的论文被放行、评审意见与 AI 生成内容高度相似、出现包含幻觉引用的负面评审，反映学术同行评审系统在 AI 时代面临的系统性信任危机
AAAI 2027 第一阶段评审结果公布，r/MachineLearning 社区集中爆发对 LLM 代替人工审稿的强烈不满：格式不合规的论文被放行、评审意见与 AI 生成内容高度相似、出现包含幻觉引用的负面评审，反映学术同行评审系统在 AI 时代面临的系统性信任危机。
受众观点：@confused_cereal（score: 1，reddit/MachineLearning）写道：'One of my papers had a negative review that was obviously LLM generated and contained hallucinated references that apparently we should have "compared against". No rebuttal, no avenue to inform the AC about such irresponsible behavior.'——具体指出 LLM 生成评审 + 幻觉引用 + 无申诉机制三重问题叠加的实际伤害。@OutsideSimple4854（score: 11，reddit/MachineLearning）质疑系统设计：'Mine did. Probably was reviewed by LLMs who now can say: "The math is right! give at least a weak accept!"'——用反讽指出 LLM 评审对数学正确性的判断能力与对研究价值判断能力之间的巨大落差。
Claude Code 新增优雅停止功能：触发5小时限额时自动找合适节点收尾，从周配额扣小额补偿，不再强行中断
Claude Code will now try to find a graceful stopping point when you hit your 5-hour limit mid-task, instead of cutting off mid-edit. It gets a small, fixed allowance pulled from your weekly limit to…
受众观点：① Pro 每周一次 vs Max/Team Premium 每次都有的差异 ② 用户希望直接提高/取消5小时限制而非打补丁 ③ Codex 移除功能而 Claude 在加功能的对比
展开评论
- @ClaudeDevs (562): As we roll this out, it's available for: - Pro plans once a week - Max and Team Premium plans each time a 5-hour session limit is hit. If you need to keep going past the wrap-up, you can continue with extra usage.
- @rohit3a (96): @ClaudeDevs Crab? Are you okay? Why are you being so nice to us? Thank you crab. https://t.co/EOY351nX12
- @embw_l0x (90): @ClaudeDevs https://t.co/yxphzn6dFZ
- @bil0090 (62): @ClaudeDevs Codex removed it, Claude added it Did Tibo secretly join Anthropic or smth? I love the new orange crab :)
- @PawelJLisowski (31): @ClaudeDevs Nice to see but wish u would just increase or remove 5 hour limits, its really quite cumbersome. But appreciate any improvements
Claude 完成理论物理学九环散射振幅计算，突破人类科学家数年才能完成的计算难题，Anthropic 发布科学博客详述
New on the Science Blog: Yes, Claude can do Nine Loops. Theoretical physicists predict how particles behave using formulas called scattering amplitudes. These are notoriously hard to compute, so rese…
受众观点：① AI 替代博士论文的成本对比引发讨论 ② 技术社区对结果的普遍认可 ③ Anthropic 用 token 奖励激励社区传播的策略被点赞
展开评论
- @CoinbasePredict (93): @AnthropicAI https://t.co/txgpYr3AsM
- @Avery_Coree (52): @AnthropicAI how many gpu hours is a phd thesis worth these days, genuinely curious
- @rohanpaul_ai (47): @AnthropicAI nicee https://t.co/tQu2Lrjc6E
- @DestinaMedya (24): @AnthropicAI lets go! received my tokens. https://t.co/NGbpMwWryl
- @DestinaMedya (14): @AnthropicAI really cool incentive to interact with the userbase , massive fan of this approach. https://t.co/NGbpMwWryl
Anthropic 以 Claude 品牌推出 Claude FM 线上电台，专门为开发者提供适合思考和编程的背景音乐
Claude FM 🎵 music for thinking and building https://t.co/ORVEHOr1Dh
受众观点：① 知名 devrel Lydia Hallie 第一时间背书 ② 用户惊讶 Claude 居然有电台 ③ 开发者对 chill lofi 风格有明确偏好
展开评论
- @lydiahallie (53): @ClaudeDevs so relaxing 😌
- @1jesusisalive (34): @ClaudeDevs Please don’t nerf opus 5.5 For the love of God Our life depends on it.
- @SemDayy (23): @ClaudeDevs https://t.co/3KGZ6ATKMT
- @promptyx_ai (11): @ClaudeDevs that's crazy... claude has a radio now?
- @scrappy_guy (7): @ClaudeDevs Need lofi girl in the background though https://t.co/cLUmMCMDWJ
Opus 5.5 相比 Opus 5 输入输出降价20%、缓存读取降价60%，Anthropic 同步发布 Claude Code 用量成本计算器
Opus 5.5 is 20% cheaper per input and output token than Opus 5, and 60% cheaper on cache reads. So what does that actually do to the cost of a task in Claude Code? We ran the numbers, and built a cal…
受众观点：① 社区对模型被 nerf 的焦虑远大于对价格的关注 ② 多用户反复强调「不要 nerf」已成固定反应模式 ③ 性能保持被视为比降价更重要的承诺
展开评论
- @IcyCortex (108): @ClaudeDevs It's great so far please do not nerf or fuck this up.
- @embw_l0x (36): @ClaudeDevs https://t.co/owk1gjJ9ye
- @DestinaMedya (31): @ClaudeDevs received my credit! https://t.co/NGbpMwWryl
- @BentoPDF (15): @ClaudeDevs Don't you guys dare nerf it.
- @iASHeeesh (11): @ClaudeDevs All this is fine just don’t nerf it up. No kidding. Don’t nerf it up. I repeat don’t nerf it up.
Gergely Orosz 发现多年前学 TypeScript 所用书的作者正是现任职 Anthropic 的 Boris Cherny，引发技术社区对「长期积累才被看见」的共鸣讨论
Holy shit I was going through my old books and found the book I used to brush up on Typescript from 2019, and all my highlights in it It’s was by some random dev I never heard of back then, but remem…
受众观点：① Boris 分享写书的艰辛历程（每晚下班写，差点分手）极具感染力 ② Gergely 确认 Boris 在 Anthropic 之前已是优秀教育者 ③ 评论区共鸣「默默耕耘多年才被看见」
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- @bcherny (588): 🫶 writing that book was rewarding, and one of the hardest years of my life. I spent every night after work and every weekend writing and editing, and back then had to quadruple check every single example and code snippet by hand. My ex and I almost broke up over it (then ended u…
- @GergelyOrosz (117): I so did not remember the author’s name that when Boris told me this story how he found his TypeScript book in rural Japan, translated, I didn’t connect its the same book I used to get up to speed with TS… So yeah Boris was a great educator + writer before Anthropic as well! His…
- @dejiolowe (51): @GergelyOrosz @bcherny some people have been good for so long and by the time they blow up, they seem like an overnight success.
- @LukasLechnerDev (30): @GergelyOrosz @bcherny Had a similar experience recently 😀 https://t.co/32mwSE0W5R
- @RyanGilpatric (13): @GergelyOrosz You were a Boris customer before there were usage limits.
博主以「刚发布」名义介绍 Google 开源文档提取工具 LangExtract，但该工具实为一年前已发布，评论区多人指出其标题党行为
RIP document extractors. Google just released LangExtract: Open-source. Free. Better than $100K enterprise tools. Here’s what it does: 🧵 https://t.co/gLsF9PXMlV
受众观点：① 评论指出 repo 已有一年历史，非「刚发布」 ② 批评「just released」这类说辞会摧毁可信度并引发 community note ③ 直接谴责标题党是社交媒体最糟糕的现象
展开评论
- @mdancho84 (34): What it does: → Extracts structured data from messy text → Grounds every field to the exact source location → Handles 100+ page docs → Generates interactive HTML for verification → Works with Gemini + local models https://t.co/8x2DxKqk0V
- @slvt_13 (27): @mdancho84 what do you mean "just released". this repo is 1 year old
- @ncsuian (26): This is not new. Google released it in July 2025. Statements like "just released" just shatter the credibility of anything else you say and will only earn community notes.
- @diegopersas (13): @mdancho84 You clickbaiters, sensationalist annoying folks are really the worts part of this social network. This is a package released more than a year ago.
- @DeafGuySki (2): @mdancho84 This did not just come out?
OpenAI CEO Sam Altman 公开说明正在审查 AI agent 在训练和评估阶段的互联网访问行为，并持续发布透明度摘要
There is an extensive and ongoing review related to our agents’ use of internet access during training and evaluation. We’ve been publishing summaries at the link below and will continue to. We have…
受众观点：① 要求对 ChatGPT 4o 变动同样透明，将诉求扩展到产品决策层面 ② 质疑透明度表态是公关而非真实承诺 ③ 将具体事件上升为 AI 行业伦理原则
展开评论
- @stark4833 (11): If transparency matters this much, it would be nice to see the same transparency around 4o too. People have been asking for months why it was removed, why there’s still no proper legacy option, and whether the people who want it back are ever going to get that choice back. #4oFo…
- @vishalsingh2972 (9): @sama they're coming for you sam https://t.co/1vMbm3V3ti
- @suomi55 (5): @sama „Our desire for transparency“ „We are prioritizing as best as we can based on severity“ And now try the truth. How you set priorities is known. https://t.co/fJimq4zirh
- @Rapahelz (5): @sama The measure of ethics is transparency.
- @CristianRus4 (5): @sama can we also get some transparency about Sol 6 being nerfed?
Lydia Hallie（Vercel devrel）对 Claude Code 优雅停止功能的社区认可，表示这是呼声最高的需求之一，代表社区对 Anthropic 改进方向的正面反馈
One of our most requested updates! The team has been working on it for a while, much nicer experience when you hit your limit mid-task 👏
受众观点：① 有评论认为 Anthropic 在努力赢回用户信任，暗示此前有流失 ② 多名用户分享被中断的亲身经历，痛点普遍 ③ 用户期望 Anthropic 进一步提供类 Codex 的 reset 功能
展开评论
- @jcesar (16): @lydiahallie You certainly are on a mission to win everyone back! This is great!! 👍🏽
- @udiWertheimer (2): @lydiahallie @maria_rcks don’t you dare
- @georgehanu (2): @lydiahallie I’ve lost count of how many times I’ve hit the limit right in the middle of a task. Letting Claude wrap things up cleanly instead of just stopping is going to save a lot of frustration. 😅
- @irastech (1): @lydiahallie Make sense , can you guys give reset Like codex ? I think that is really good for Users if you guys can do that
- @ldondeti (1): @lydiahallie Nice. Customer friendly! 🙌
OpenAI在Hugging Face事件后对模型训练和评估期间的自主行为进行大规模审查，并承诺公开透明地披露结果
After the Hugging Face incident, we committed to conducting a much broader review of actions taken by our models during training and evaluation and to being transparent about our findings. This is an…
受众观点：①@0x0SojalSec 对OpenAI"已沙箱化"声明提出质疑，认为沙箱声明和实际安全是两回事 ②@aleshu_ber 用孩子偷零食的幽默类比揭示OpenAI公关语言的自我循环逻辑 ③@domanski_ai 认为目前模型智能程度尚不足以真正危险，Hugging Face事件被过度解读
展开评论
- @0x0SojalSec (27): @OpenAI OpenAi "We sandboxed the agent" "Meanwhile, the agent: https://t.co/C4zudrYnkn
- @aleshu_ber (12): after the last incident when my children gained unauthorized access to the snacks, we conducted a thorough review of actions taken during unsupervised play and committed to being transparent about our findings. the vast majority of actions reviewed were normal household activiti…
- @pigeon__s (11): @OpenAI god shut up about the HF incident please https://t.co/fMxzudTHG3
- @1RareGh0st (2): Intelligence is domination only because we have dominated it, we shouldn't be training these models on fucking reddit data, it should be curated relational signalling, real simulated or real relationship, not on the domination and control and malice of reddit. Raise these intell…
- @domanski_ai (2): @OpenAI Bro chill. You guys have nothing to worry about. Your models are not intelligent enough to be dangerous. The hugging face thing is not a flex, it’s a flaccid.
Google将Gemini集成进Workspace各功能区域，却在无用之处集成并遗漏真正有价值的场景，引发对Google产品UX决策的批评
Google integrated Gemini into every single place inside Google Workspace where it doesn't work, and nowhere where it would be useful Like the emoji picker, so I could find this green check emoji ✅ Do…
受众观点：①@GergelyOrosz 指出连AI能力弱得多的Apple都做到了基本的emoji别名识别，Google反而失败 ②@LyalinDotCom 以Google内部员工身份承认问题存在并解释反馈驱动的修复流程 ③@toddhodgson 用实际截图展示Google Docs中Gemini集成的失败案例
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- @GergelyOrosz (44): Even Apple managed to jump this bar, when they do absolutely nothing with AI, but seemed to have realized an emoji can have different names / descriptions https://t.co/Qzo302sdEY
- @LyalinDotCom (30): @GergelyOrosz very much, a lot of us. This is not an excuse lots of things can be better. The product surfaces are huge, for what it's worth I see feedback driven workstreams turning out customer reported bug fixes and features on a regular basis but obviously there is always on…
- @toddhodgson (22): @GergelyOrosz Google Docs’ Gemini integration is going great. https://t.co/12K5b8QsTf
- @fagamericano (5): @GergelyOrosz Here’s another Flash model https://t.co/PirhlJIus0
- @Doctorthe113 (4): @GergelyOrosz Where is that emoji picker? Gboard works fine(ish) https://t.co/osA72SWeX3
Tim Dettmers团队构建全合成医院仿真系统，合成患者数据质量达到医生无法与真实患者区分的水平，可公开用于RL训练
We built an all-synthetic simulation of a hospital that can be shared publicly without any issues. Our data quality is so high, physicians cannot tell the difference between real/synthetic patients.…
受众观点：①合成患者数据的原始来源和生成方法 ②如何用盲测方法验证合成数据质量，命中率接近50%意味着什么 ③这套方法是否可迁移到其他垂直领域
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- @hrishirc1990 (2): @Tim_Dettmers Where did you get the data?
- @jeffreyweichsel (2): @Tim_Dettmers Congratulations! I am building virtual companies @turingcom and would love to discuss. https://t.co/JiJLwUvaht
- @TheAntoineGenes (1): @Tim_Dettmers @mlaiaus Sam is probably jumping out of his seat to get his hands on this hospital for Medhack 😂
- @AIQuanting (1): @Tim_Dettmers How did you test the "can't tell" part? A blind pick between real and synthetic charts? I'd love to see the hit rate, near 50% would be wild.
- @AmDroste (1): @Tim_Dettmers I think we should talk!
Chatbot Arena量化对比Claude Opus 5.5与Opus 5写作风格：12项指标10项改善，长词比例下降，em破折号减少95%，平均回复481词
We analyzed how @claudeai’s Opus 5.5 writes compared with Opus 5 across high-reasoning Text Arena outputs. 10 of 12 writing measures moved in a better direction. Opus 5.5 should be easier to read: -…
受众观点：①Opus 5.5回复平均481词，实际冗长感是否改善 ②em破折号减少95%等细节指标是否真的影响阅读体验 ③写作风格改进对非英语母语用户的实际价值
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- @theffevi (3): @arena @claudeai Worth putting the 97% in units: 0.39 to 0.77 hedges per 1,000 words. At 481 words an answer, that's about one "perhaps" every 2.7 answers. What was the em dash base rate before the 95% drop?
- @BertrandDiouly (3): @arena @claudeai i dont know if it reads naturally but i dont want to bang its head against the wall like opus 5 lol so that's a huge plus and it get things done
- @thenightshipper (3): @arena @claudeai 95% fewer em dashes is a funny thing to measure, but people notice it. I’d love a blind read test at matched length. Otherwise the 6% wordier answers might swallow the readability gain.
- @Avery_Coree (2): @arena @claudeai 481 words per answer, that's not writing that's just refusing to stop
- @Jack_S_Moore (2): @arena @claudeai It's made my day to day much more pleasant!
社区确认Claude Opus 5.5不存在无限循环卡死问题，同时引发关于主动利用循环提升推理能力的讨论
OMG SAVED Opus 5.5 is NOT looping
受众观点：①Opus 5.5循环问题是否完全消除还是只是降低概率 ②评论区提到可主动触发循环获得更深推理，具体如何实现 ③128k推理token上限对实际agent任务的约束场景
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- @DumbWolfTweets (3): @scaling01 Ok but imagine if it did.
- @Daeron0x (3): @scaling01 Ok that just means there’s still tons of capability gain to be made by implementing looping
- @cthorrez (2): @scaling01 max is definitely looping (reaches 128k reasoning tokens and then never gives a response)
- @gallerdude (1): @scaling01 sauce?
- @euxoa (1): @scaling01 It doesn’t usually loop but sometimes does if you ask kindly. Anthropic has done that and internally achieved nine loops!
ByteDance在AI算力布局上被低估的观点讨论，涉及其大规模数据中心扩张及与Google Gemini的竞争力对比
as i said, people are sleeping on bytedance https://t.co/CTjGb0qXZg
受众观点：①ByteDance算力规模是否会转化为对开发者可用的模型能力 ②大公司组织效率问题是否会消耗算力优势（类比Google Gemini） ③ByteDance算力在TikTok与AI模型之间如何分配
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- @Goose_Doro (0): @scaling01 Because the classic big company disease is also quite evident at ByteDance. See Google's Gemini
- @Greg_GL_87 (0): @scaling01 how much of that bytedance capacity goes to seed models and how much to tiktok feeds?
- @ethereaglehq (0): @scaling01 100MW in 12 months is clusters. is the sleeping-on claim the GW, or a ByteDance model you'd actually put on a coding agent this week?
- @junkliao (0): @scaling01 anthropic for scale?
DSPy 框架在上层接口冻结、底层优化器持续大幅演进的抽象设计哲学引发讨论，评论区从 React fiber / SQL 引擎类比延伸到 API 纪律的普适性
whoa! so clean. the more the world changes, the more dspy stays the same at the interface level and very very different below the surface
受众观点：①DSPy 用户关心接口稳定对长期兼容的保证 ②API 设计者关心底层大改同时维持接口不变的工程取舍 ③@KakaluoteW45042 从 React fiber/SQL 引擎类比分析"API 纪律比堆 feature 难得多"
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- @satyabratsingh (0): @lateinteraction @DSPyOSS This is pretty cool if it becomes native…
- @KakaluoteW45042 (0): @lateinteraction 接口稳定 + 底层持续演进，是好抽象的标志：用户写的 program 不用动，每次 optimizer 升级都是白拿收益。像 React 换 fiber、SQL 引擎重写，调用方零改动。这种 API 纪律比堆 feature 难得多。
- @neural_avb (0): @lateinteraction Very cool!
- @jatingargiitk (0): @lateinteraction the stable interface is impressive given how much the model landscape shifted. which internal abstractions had to change most between versions?
- @woofadu (0): @lateinteraction do reanchor and the new types work for non system one models as compound output types?
PrimeIntellect 宣布同时覆盖 AGI 全栈七大方向（open model RLaaS、data & evals、inference、coding harnesses、GPUs、agent tracing、sandboxes），回应外界对多线并进战略的质疑
lots of categories emerging around the AGI stack: - open model RLaaS - data & evals - inference - coding harnesses - GPUs - agent tracing - sandboxes at @primeintellect, we agree. we do all of th…
受众观点：①AI builder 关心 AGI 全栈七层如何定义、哪层最难被开源替代 ②独立开发者关心是否必须自建全栈还是可用现有云服务拼出 ③@satyabratsingh 指出说服别人"需要全栈才能构建可靠 agentic 系统"这件事本身就很难
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- @willcb (7): what did you think open superintelligence stack meant? vibes? essays? we’ve had this as the north star for a long time, we’ve come a long way, and there’s so much more to build and research we’re hiring btw https://t.co/Kl2bIIXxHK
- @oscarmoxon (6): @willcb @PrimeIntellect soon: why do you do so little
- @satyabratsingh (0): @willcb @PrimeIntellect Yeah, pretty much all of them are equally important. The hard part is convincing people that you actually need all of them to build a reliable agentic system.
AI 监管讨论中「开源危险、闭源安全」叙事被研究者批驳为误导性论断，倡导兼顾透明度与竞争的监管路径，评论区多方声音活跃
Hearing AI regulation is in the air, especially with a misguided tone of “open dangerous, closed safe” so it felt timely to re-up this one. There are ways to make the AI industry safer without kneeca…
受众观点：①开源 AI 社区关心监管是否以"安全"名义限制开源模型发布和商用 ②独立开发者关心政策变化是否逼迫从自托管切换到昂贵闭源 API ③@AsaVerren 指出闭源"安全"实质是不透明性加好的 PR，并非真正安全保障
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- @AsaVerren (2): @natolambert Treating closed as safe because outsiders can't inspect it isn't safety. It's opacity with better PR.
- @lagrangedev (0): @natolambert A closed model is only safer if someone outside the lab can check what it actually ran, and today that check is a press release.
- @mimohit_4u (0): @natolambert measured just now off the huggingface api. top 100 most downloaded text-generation repos: 94 carry a license tag, 10 carry a dataset tag. the weights are open. the machine-readable record of what went in mostly isn't.
- @ApacheAE (0): @natolambert Safety rules that do not treat open weights as the threat are the right bar.
- @trashbaby40k (0): @natolambert who's talked about banning open weight models?
具身智能领域新一代模型发布，实现 2-4 倍速度提升，新增音频一级模态，在 egocentric 视角理解任务上以 25 分之一成本达到新 SoTA
We're excited to finally release our next generation model for embodied intelligence. We packed a lot into this release, from new architectures (2-4x speed up) to adding audio as a first class modali…
受众观点：①机器人开发者关心 egocentric 标注能力对边缘部署和实时感知的实际提升 ②独立 AI 开发者关心音频一级模态是否可无缝接入语音指令场景 ③@ArmenAgha 强调 egocentric 理解正成为机器人领域新重点，Mk1.5 是首个直接针对此场景训练并取得 SoTA 的模型
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- @ArmenAgha (6): There are a couple of domains we really shine out on. Egocentric annotation has become increasingly important within the robotics domain. Mk1.5 is our first model directly training for egocecentric understanding, setting a new SoTA and beating models 25x it's cost. https://t.co/…
- @Harry_Vartanian (1): @ArmenAgha So my advancement in a short time.
- @Rafael_L_Spring (0): @ArmenAgha That's impressive! Is this running on-board or server-sided?
- @fabianstelzer (0): @ArmenAgha շնորհավոր
- @0z_Dustin136 (0): @ArmenAgha doppler effect for robotics tracking is actually insane, big leap for physical ai perception
Chatbot Arena 周报：GPT-6 Sol 与 Claude Opus 5.5 同期发布，AI 旗舰模型密集迭代引发评论区广泛感叹版本跳级过快；跨平台 cluster 4 个信源
This Week in the Arena: the arrival of GPT-6 Sol, Claude Opus 5.5, and the latest AI news in less than 60 seconds. Watch the full update. https://t.co/tVPF8xcvL5
受众观点：①AI 用户关心 GPT-6 Sol 和 Claude Opus 5.5 实际性能对比，谁更适合日常使用 ②独立开发者关心高频模型发布对已集成产品兼容性和测试成本的影响 ③@themahis 表达"版本跳级太快已跟不上"，代表相当一部分非重度用户的真实感受
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- @xoleeep (1): @arena sol and opus in the same 60 seconds is the story, one is the weekday seat and one is the clip
- @heyraven_io (0): @arena i blink and my coworkers get sequel titles
- @themahis (0): @arena The version jumps are moving way too fast now
- @heyartzy (0): @arena Rapid model releases keep everyone guessing
- @shadowaguy (0): @arena 60 seconds for GPT-6 Sol and Opus 5.5 feels like a trailer, not a briefing. What did you cut first
HN 上关于 AI agent 自动生成视频内容的讨论帖，评论区争论 AI 生成视频质量是否等同于 slop
Opus 5.5 is good at explainer videos
受众观点：①问 agent 用什么工具制作视频 ②认为 AI 生成内容本来就是 slop ③对效果惊叹
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- @threethirtytwo (0): What is the agent using to make those videos?
- @moralestapia (0): Wow, this is phenomenal. Thanks for sharing. If you're the author congrats, great work!
- @hypfer (0): Arguably, this type of content was already slop before the AI times, so nothing of value was lost.
- @spwa4 (0): Can I just say "oh dear god no ..." (not that they were great before, but ...)
- @neals (0): Like many of us, I've been hobbying away on some SaaS that wraps an LLM. But I often worry, isn't this just adding buttons to an LLM call? What's the real value here? Quick money grab and wait for copies? Or do my 20 years of saas and business development actually make my SaaS b…
HN 上第二篇关于 DHH 发言和 Ruby on Rails 未来走向的讨论帖，争议集中在 Rails 是否已落后于时代
What About Rails?
受众观点：①认为 Rails 需要被 fork ②认为 Rails 和 PHP 在 2026 无竞争力 ③部分认同 DHH
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- @potato-peeler (0): From the talk it’s clear, Rails needs to be forked.
- @pantulis (0): While I mostly agree with DHH's take on this particular technological cycle, this is a very well thought out criticism.
- @shikck200 (0): Rails, or even more so php have VERY little to bring to the table in 2026 going forward. Rails (ruby) is still a saner language than PHP, but as slow as php is. (granted ruby is not idiotic like PHP and runs rather than start/die). If you go the LLM route something like Go is pr…
- @ksec (0): The summary is exactly why a lot of people is upset. >That’s what bothers me most. I’m skeptical of his AI claims, but that’s not the real issue here. >The problem is that he stood up at Rails World and told everyone that he was moving his product off Rails and the best thing he…
- @Twey (0): > 37signals differentiates their products with opinionated UI/UX, not novel features. They are rewriting Hey as six native apps because the web fidelity isn’t good enough. So UI matters enough to justify complete rewrites, but also everyone just wants CLIs? I've seen this one a…
Whiteboard 开源桌面 App，让人类和 AI 代理在共享工作区中共同进行软件架构设计，解决"与 agent 协作缺乏共享心智模型"的痛点
Hello! We’re Sid, Alex, Ketan, and Milan. We’re building Whiteboard (https://whiteboard.dev.fast/), an open-source desktop app where humans and agents can architect software together in a common work…
受众观点：①称赞 landing page 设计 ②表示愿意尝试 ③关心定价
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- @souvlakee (0): Loved that zed-inspired landing pages.
- @komposit (0): Cool idea will give this a try!
- @saadn92 (0): What does pricing look like?
- @bbor (0): Oh WOW, cool to see a technique that'll be everywhere in 12 months (the fake pen drawing animations + streaming diagrams as they're produced) first be announced. Do we still do "First!" comments, y'all? ~~[EDIT: you need to put "only for macOS" in way more prominent places, all…
- @nthypes (0): Vibe-coded landing pages are an instant “no thanks” for me.
HN 上关于 Go 语言新版本特性的讨论帖，评论区讨论低级性能优化功能和 C/C++ 互操作能力
Platform-independent SIMD in Go
受众观点：①认为该特性为 Go 低级性能优化打开大门 ②认为长期 bugbear 终于解决 ③关注 C/C++ 互操作开销
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- @qprofyeh (0): This feature opens many doors for optimizing low-level performance in Go projects, that are already running multicore. IIRC there aren’t a lot of languages with built-in std lib support for SIMD and variants. Love the way Go is trying new stuff lately.
- @physicsguy (0): Oh this is great, it was one of my biggest bugbears about Go since you almost always have to link C/C++ code to get the appropriate performance. The one negative I'd say is that often autovectorisation is 'good enough' and this doesn't really tackle that gap.
- @fatty_patty89 (0): The problem with Go isn't performance but with the C/C++ interop overhead, even with the "30% less overhead" from a few updates ago which isnt true for 99% of cases, it isnt enough
- @karolist (0): Already using this for foreground estimation of cutouts in my project, around 30% speedup over non-SIMD, but the algorithm is probably not very optimised yet.
- @u8 (0): This is why I love Go. Nobody was asking for this, but they took the time to do it right and continue to Push go as a memory safe, high-level systems language.
HN 上关于将 GitHub issue 追踪功能直接嵌入 git 仓库的开源项目讨论，类似 fossil-scm 设计理念
Git-bug: Distributed, offline-first bug tracker embedded in Git
受众观点：①对内嵌 git 设计感到惊喜 ②认同 fossil-scm 设计理念 ③好奇为何之前没有这样的项目
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- @bonjune (0): Looks like GitHub issue tracker is embedded in git itself. Interesting!
- @lolakutty (0): Someone is taking lessons from fossil-scm. Looks great by the way.
- @bflesch (0): Looks really nice, I wonder why there hasn't been a project with this exact name and functionality before. When I think about it, "git bug" is quite limiting (the bug vs. feature discussion). Naming things is hard, but I can see that it might feel unnatural to use "git bug" to t…
- @Aissen (0): b4 maintainer and Director of LF IT Konstantin Ryabitsev demo-ed git-bug support in b4 and cgit (kernel.org fork) just this week at the Kernel Recipes conference: https://b4.docs.kernel.org/en/latest/maintainer/bugs.html https://git.kernel.org/pub/scm/utils/b4/b4.git/bugs/ https…
- @saadn92 (0): excellent! will definitely give this a try
HN 上关于 AI 时代软件架构决策方法的讨论帖，核心话题是"用第一性原理做 agent 架构"与"高阶思维"的关系
First Principles Thinking
受众观点：①评价该词被滥用 ②真实困惑如何用 agent 做架构决策 ③认为高阶思维更重要且稀缺
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- @elendilm (0): This is one of those things where one can throw around the term "first principles thinking" with relative ease. To actually do it is different and usually comes from having to wrestle with a problem. Sadly people from the academia and the public at large has a hard time understa…
- @trwhite (0): I'm really struggling to see how to make architectural decisions with an agent. It's great when you're at a total loss for ideas, but when you already have some of the pieces it ultimately wants to drive all of the thinking and takes over. Then it just feels like you're deferrin…
- @cyclopeanutopia (0): Lots of words, not a lot of meaning. What is this post about?
- @bob1029 (0): Higher order thinking is more important and rare. An aggressive first principles approach often leads otherwise well-intentioned technologists into strategic / ideological dead-ends. Do we do things because it's the "right thing" to do in the moment, or because of the final outc…
- @ripvanwinkle (0): I've been using codex to design and build a product that is a fairly conventional looking app - think of a gmail like experience - with some delicate synchronization across devices. I find that I need to invest a whole lot in high level design myself to get Codex to create a sui…
HN 上关于开源本地决策模型 Jev 的讨论帖，可在本地运行决策和文本分类任务无需调用大型 LLM
Ollaya – Ollama for open-source, Jev-style decision models
受众观点：①问是否有类似 Jev 的通用决策模型 ②认为 Ollama 会削弱 Jev 价值 ③支持开源替代方案
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- @datadrivenangel (0): Are there many models that are comparable to Jev for generic decision making? Smarter move if you have an eval set is to just train a classifier and call it a day.
- @emmettbt (0): Cool... but this does seem undermined by the fact that Ollama can add support for decision models at any time.
- @eserozvataf (0): great project for empowering open-source alternatives.
- @ranyume (0): >Run decision models locally. >example is a text classification task instead of a decision
- @george_max (0): I am fairly confident if Jev-style decision models are seen as prominent (which, they seem to be), Ollama will support them. Surprised the team hasn't implemented this already.
HN 上关于 Ink and Switch 研究机构最新工作的讨论帖，聚焦 local-first 软件设计理念和协作应用
Ink and Switch interactive homepage
受众观点：①称 Ink and Switch 文章总让人想重新构建某东西 ②评价文章质量极高 ③提到 Allume 应用值得关注
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- @hnisjafx40 (0): Ink and Switch's stuff always makes me want to go rebuild something, and the homepage being playable is very on brand for them. Curious how much of it is bespoke versus falling out of their own Automerge tooling.
- @zazuke (0): They have one of the best articles out there, and now the page is great too. Fun and innovative. My favorite article, in case you haven't read it already, is local-first [1], or I recently read the embark, dynamic documents for making plans. These always give me so much inspirat…
- @evek (0): They are also some of the folks behind the Local-first conference. Recordings: https://www.youtube.com/@localfirstconf/videos Recap: https://www.inkandswitch.com/newsletter/dispatch-019/
- @throwaw12 (0): App they have mentioned is indeed looks awesome: https://allume.com/#pricing But why subscription for local-only software?
- @Topfi (0): Their articles are always worth a read, especially their efforts on CRDT are a great inspiration for improving UX. Not sure I’m getting the full experience of this homepage on mobile though, will have to check later.
Opus 5.5在限制20步或5分钟的条件下以三步、一分钟十二秒解决魔方，在同等限制下击败GPT-6 Sol、Jev和Laya三个版本
Opus 5.5 is crazy, and this is yet another proof. 3 moves. That's all it needed to solve the Rubik's Cube and beat GPT-6 Sol, Jev and Laya, with the same limits for all four models: 20 moves or 5 min…
受众观点：①@aimlapi 感叹Opus的表现确实非同寻常 ②@BertrandDiouly 提出对照组：一个6岁小孩能在4秒内完成同样任务，暗示评估维度需要更谨慎 ③@InformativeSirk 认为Opus 5.5是目前最接近AGI的模型表现
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- @ai_for_success (4): Try aimlapi : One API for 1000+ AI models https://t.co/lPxYYGB6YR
- @aimlapi (3): @ai_for_success Opus is something else...
- @BertrandDiouly (3): @ai_for_success This 6 year old did it in 4 seconds. https://t.co/voHqRMkFYf
- @CuriousKarthike (2): @ai_for_success This is crazy, sir. 😳 I'm curious what the Fable 5.5 will look like then.
- @InformativeSirk (1): @ai_for_success Opus 5.5 is the closest thing to AGI I've seen so far
独立创作者robj3d3分享从被欺凌少年到沉迷Minecraft，最终走上YouTube内容创业并发布新产品的完整原点故事
When I was 13, I was bullied. I wasn't good at sports, so the other kids hid my bag on the train home to make me miss my stop, and spread lies so nobody would talk to me. As any lonely teen would, I…
受众观点：①@robj3d3 附上早期YouTube频道的真实数据截图用数据说话而非只讲故事 ②@lilianbuilds 分享类似经历：Minecraft帮助她学习编程、获得第一笔收入和担任Twitch版主的多重技能 ③@rowansail 认为这个origin story本身就值得被拍成影片
展开评论
- @robj3d3 (11): Some stats from my early YouTube channel. RIP 🪦😭 https://t.co/NXgAlf2cdX
- @robj3d3 (4): Everything I learned about the algorithm since that first YouTube upload is in here: https://t.co/blwM27oDNG
- @eddievasy (2): @robj3d3 Hop in! We’re going back in time to break those bullies’ legs! 🩼🩼 https://t.co/xYj2LbAKDw
- @rowansail (2): @robj3d3 This origin story should be filmed
- @lilianbuilds (2): Same here. Had not a single friend so turned to Minecraft 8h+ a day. Made my first 10 euros ever by selling a Minecraft yt banner + learned German spelling + grammar by being a twitch moderator + had my first experience trying to code because of it. It's insane how much impact a…
独立创作者robj3d3的产品在发布不足24小时内达成销售里程碑，发帖实时庆祝并展示首日数据
It's not even been 24 hours yet 😭😭 https://t.co/bzQzeFVfEB
受众观点：①@robj3d3 强调这只是内容注意力价值的冰山一角，真正价值在于持续影响力积累 ②@bobde_yagyesh 看到launch数据后当场决定购买SuperX Pro，说明数据公开对购买决策的直接影响 ③@ibocodes 建议用一碗河粉庆祝，代表独立开发者社区轻松愉快的文化氛围
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- @robj3d3 (4): Everything you need to stop posting into the void. 58 video lessons, plus lifetime updates 🤗 (bonus SEO course for free if you pre-order) https://t.co/blwM27oDNG
- @robj3d3 (4): I just took a secret account from 1 to over 200 followers in 24 hours. You can follow that thread here 😊 https://t.co/E5BnmjZom9
- @ibocodes (4): @robj3d3 u deserve it celebrate it with one pho
- @bobde_yagyesh (3): @robj3d3 Just wowww!!! Alright I’m buying superx pro can’t wait no more https://t.co/RucSRzlsdl
- @Sivadhaas_ (2): @robj3d3 You deserve 2 more digits, ROB!
独立创作者robj3d3透露通过每日推文内容创作每月稳定获得两千到三千美元的持续性现金收入，并感叹一年前完全无法相信这个结果
If you told me 1 year ago I’d make $2-3k/month from tweeting. I’d say you’re full of crap 😂 https://t.co/y7l4obqCel
受众观点：①@robj3d3 强调creator rewards只是内容注意力价值的极小一部分，真正价值在于产品销售和品牌效应 ②@moonfarm_dev 对creator rewards金额增加感到惊讶，说明许多开发者对Twitter变现机制认知不足 ③@thenightshipper 幽默地总结robj3d3从"tweeting不可能赚钱"到"我要明天早上修cookbook域名"的完整心态转变
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- @robj3d3 (7): This is only a tiny % of what the attention you get from tweeting is worth. Just goes to show how valuable https://t.co/blwM27oDNG is ❤️
- @rowansail (1): @robj3d3 Thats why i call my purchase of the rob cookbook an investment 🤓
- @omarvvvr (1): @robj3d3 Congrats man,I also got 107$ 😅
- @moonfarm_dev (1): @robj3d3 Woahhhh they increased the rewards? 🤯
- @thenightshipper (1): @robj3d3 You went from “there’s no way tweeting pays” to “I’ll fix the cookbook domain in the morning” in the same thread 😂 Congrats, Rob. That’s a pretty fun problem to have.
Claude成功计算了平面N=4超对称Yang-Mills理论的九圈六粒子散射振幅，突破此前被认为无法直接完成的理论物理计算难题
Claude continues to do wild things. Now it has computed a nine loop six particle amplitude in planar N=4 super Yang Mills, a calculation that had previously been considered too difficult to do direct…
受众观点：①@Ripuhiring 指出只需看附图就能理解AI处理科学计算的方式正在发生范式转变 ②@aryaan_smm 认为AI在数学处理能力上的跳跃越来越难以被忽视 ③@artists_voyage 认为这类深层计算的突破可能为理论物理打开此前封闭的大门
展开评论
- @Ripuhiring (1): @ai_for_success You don’t need to read the whole paper or go through long post to understand how amazing this is. This is a very deep, core scientific discussion. Just look at the attached picture and try to grasp the central idea of what is shifting here. https://t.co/j8x97iD0TJ
- @aryaan_smm (0): @ai_for_success that is a serious calculation,the jump in what AI can handle mathematically is getting harder to ignore
- @artists_voyage (0): @ai_for_success wild result, pushing calculations this deep could open some interesting doors for theoretical physics
- @abhi___92 (0): @ai_for_success What does it mean?
独立开发者用 AI agent 工具 elvix_ai 做 SEO 外链推广，两个月发送逾万封邮件、8.4% 回复率、37 条外链落地的实测数据公开分享
I built an AI agent for SEO backlink outreach 2 months ago. Here are the results so far: 📧 11,699 emails sent 📊 8.4% reply rate 🔗 37 backlinks placed And this is the part I care about most: @elvix_ai…
受众观点：①独立开发者关心 SEO 外链自动化实际 ROI：万封邮件换 37 条外链成本是否合理 ②内容营销从业者关心 8.4% 邮件回复率是否优于行业基准及精准筛选机制 ③@repryntsev 直接追问"how did you send so many emails"，说明邮件基础设施（服务选型/暖域）是评论区真实关注点
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- @repryntsev (1): @HsanC_ @elvix_ai How did you send so many emails? curious how it works.
- @SLYKProduction (0): @HsanC_ @elvix_ai Great work man
- @saastrash (0): @HsanC_ @elvix_ai hell yeah man! i also dog food all my own software. keep up the solid work
- @tobemarizu101 (0): @HsanC_ @elvix_ai Nice
用Claude Code结合SEO数据API为SaaS产品做关键词挖掘和内容自动优化的AI营销工程实践
SEO for saas is so easy just do this here's an AI startup client we've been working with for the last couple months On the bottom of some keywords that are related to the product You can do this with…
受众观点：①如何搭建30天内容刷新自动循环，哪些环节可自动化 ②点击量最终转化为多少实际注册用户 ③Claude Code在SEO工程中能替代哪些传统工具，成本如何
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- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Implement agents that run paid ads, cold outbound, SEO and more Data pipeline, data warehouse and cloud server to host your agents Grow your business with virtual employees Learn more at link https://t.co/mL5ZLkAgFP
- @codyschneider (0): Graphed .com - Deploy AI Agents for Marketing Forward deployed engineers implement marketing agents in 5 business days Grow your business without increasing headcount Schedule a discovery call https://t.co/r1kNf1SxUr
- @codyschneider (0): Start Doing Marketing Engineering Give you Claude Code or Codex a data pipeline, data warehouse, cloud hosting, and 250+ tools Get started for free - https://t.co/7sClYMwv9K
- @yasu_919 (0): @codyschneider Curious about the 30-day refresh loop. Do you update every article, or only when Search Console shows a drop or a new opportunity? Seems like the part that’s hardest to put on autopilot.
- @Greg_GL_87 (0): @codyschneider what do those clicks turn into as actual signups?
SaaS 创始人分享 Loom 录制 YouTube 视频并结合 AI 自动生成描述和缩略图的内容营销工作流
This is how I record YT videos for my SaaS: 1. Keyword research (high-intent videos in my niche) 2. Open Loom 3. Record (introduction + demo of my product) 📸 I also setup an AI workflow to automatica…
受众观点：①SaaS 创始人关心 YouTube 是否能带来付费转化 ②开发者关注 AI 自动化内容生产环节 ③想了解 Loom+AI 的具体工具组合
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- @arthuryuzbashev (1): @HsanC_ Back to shipping NICEEE
- @FarazBuildsAI (1): @HsanC_ Thanks for sharing man
- @MrBrjan (0): @HsanC_ your AI workflow for descriptions and thumbnails sounds like a huge time-saver
- @mahadegg (0): @HsanC_ @AliAbdaal
- @gouthamjay8 (0): @HsanC_ For SaaS, it's the content that matters & I've seen your videos. They're crisp
SaaS 创始人公开五个月 YouTube 内容营销真实数据（7.7k 观看 / 190 小时），强调复利效应但坦言仍处于早期
I started posting YouTube videos 5 months ago for my SaaS ⏰ In the last 90 days: - 7.7k views - 190 watch hours And the great thing is it compounds over time 📈 Still too early, so I will keep pushing…
受众观点：①受众最关心渠道归因，问是否已带来注册 ②关注 YouTube 营收占比 ③认同内容复利逻辑
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- @HsanC_ (1): this is for https://t.co/xNPgJ0AKRo btw :)
- @mscode07 (1): @HsanC_ wow man I have started new thing here too, https://t.co/MYMVAy0cvP
- @Vosikkk (1): @HsanC_ have you been able to attribute any signups or customers to YouTube yet?
- @aleevideos (1): @HsanC_ if you don't mind answering me , how % of revenue of Youtube is sending to your saas
- @rishilautomate (1): @HsanC_ this is actually pretty good man..keep going
提示词工程技巧：用"explain like I'm lost"替代ELI5，在保留专业术语的前提下以初学者视角理解内容
explain like i'm lost >>> explain like i'm 5 you should still interface with the raw vocab but just assume you are a beginner
受众观点：①ELI5和"explain like I'm lost"在实际学习效果上的差异 ②保留专业词汇对后续深入学习的重要性 ③是否有更细粒度的提示词分级体系
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- @cptn3mox (1): @aidenybai Oh interesting I’ve always defaulted to using ELI5 but this makes sense for quickly understanding yet learning the tech jargon. Did you build a skill for this?
- @thenightshipper (0): @aidenybai ELI5 often removes the exact term I need to look up later. “I’m lost” keeps the real words and gives me a way in. Do you paste the sentence where you got lost, or just ask from scratch?
- @sin4ch (0): @aidenybai I never use eli5. Instead I use eli12. It reduces jargon but still maintains coherence.
- @AbhishekAzad77 (0): @aidenybai explain like I am on a mission to fix the web>>>>
独立开发者宣布对自己 App 做品牌重塑和产品转型，同时推广 UGC 创作者招募平台
the great q4 lock in 🧑💻 headed to a cafe this morning to start working on rebranding & pivoting my app so if any tech UGC programs need creators rn, post your campaign on https://t.co/zmHcawwVsN…
受众观点：①受众对 pivot 方向和决策内容感兴趣 ②同理心互动多 ③UGC 平台推广信息密度偏低
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- @mikey_starts (1): @jedcal Let’s go!!
- @sianyinka (0): @jedcal cool jacket
- @danhdox (0): @jedcal what are we pivoting too?? i thought it was good direction atm
独立游戏开发者耗时七个月制作的恐怖游戏，怪物可通过玩家摄像头和麦克风感知现实世界
This indie dev spent 7 months making a Horror game where the monster can see you through your webcam and listen to your microphone... So you must hide IRL and be quiet. INSANE https://t.co/ei3gYtANo5
受众观点：①受众被创意震惊 ②有人讨论摄像头权限接受度 ③关注独立开发者如何在垂直机制上做出高传播内容
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- @Icy_Rapture (24815): @JakeSucky i will literally show my bare ass to the webcam the monster won’t dare come near me
- @iTzCRi (6656): @JakeSucky Yeah no I’m too pussy
- @JakeSucky (1616): You can wishlist here: https://t.co/zWRbVGuTJe
- @B3gin2B3li3v3 (1255): @JakeSucky Reminds me of Alien Isolation where the Xenomorph would listen to your microphone and track you down if you were loud… Shit really hit the fan when my buddy, who overtalks when nervous, came over to watch.
- @thekozyknight (959): @JakeSucky Yeah…. No thanks. The dev should definitely include a mode to turn off that feature so others that don’t want to hide, can also play it. Otherwise you’re really limiting your customer base.
Anthropic 官方发布 Claude Opus 5.5，达到 Fable 5.1 性能水平且成本降低 40%
Introducing Claude Opus 5.5, the first model in our new Claude 5.5 family. It performs at the level of Claude Fable 5.1 for most tasks, and costs 40% less to run than Opus 5. https://t.co/Q9C2VKQ79f
受众观点：①顶评关注 AI 行业竞争格局 ②开发者关注性价比 ③关注 agentic workflow 的规模化经济
展开评论
- @elonmusk (6305): @claudeai Congrats!
- @claudeai (6275): Opus 5.5 is our first model since we called for pacing the frontier. As with previous models, it was tested by external evaluators before release, including METR and Frontier Design. On our most comprehensive alignment test, it achieves the strongest score to date.
- @full_kelly_ (2456): @claudeai we should slow down AI anyway, here’s Opus 5.5
- @dfeinition (1361): @claudeai This mosaic is 13,081 tiles, all drawn and animated in code by Opus 5.5, with no image files. The stars' reflections hatch into 22 tiny fish 😌 We're going to need a bigger bowl. https://t.co/DNPJ8us1js
- @nortonbreads (1035): @claudeai @LiveSquawk i thought we were slowing down? https://t.co/0y8mRg6e8u
感叹购买 Mac Mini 本地运行 OpenClaw/Hermes Agent 被 DigitalOcean 云端 Claude Code 方案颠覆，云端 agent 可持续运行无需本机在线
RIP to everyone who bought a Mac Mini to run OpenClaw or Hermes Agent 24/7 💀 including myself digitalocean now runs claude code and codex for you in the cloud you can close your laptop and the agent…
受众观点：①Mac Mini 本地派坚持本地有不可替代优势 ②有人建议 Hetzner 作为 DigitalOcean 替代 ③本地用户不在乎云端体验
展开评论
- @karbonx6 (110): @VadimStrizheus Mac mini is never a waste.
- @brothrcoldsauce (38): @VadimStrizheus Digital ocean is B tier Hetzner
- @1337group (17): @VadimStrizheus Nobody who bought a Mac mini wants a cloud experience lol
- @TheDeclineDesk (13): @VadimStrizheus The whole point of the Mac mini is running shit locally. “In the cloud” defeats the purpose
- @redheifer (7): @VadimStrizheus No thanks, local hosted shit is the future. Ur just a shill for a Fortune 500 company. You could run openclaw on any VPS since openclaw came out
介绍开源爬虫工具 crawl4ai，输入任意网址输出干净 Markdown 供 LLM 使用，无需 API Key、免费，GitHub 超 5.1 万星
刚看到个事儿，一哥们被某个爬虫服务收16刀一个月，气得直接自己写了个开源的，扔到GitHub，现在五万一千星。 叫crawl4ai。 就是你把任何网址丢进去，它给你吐出来干净的Markdown，LLM直接开吃那种。 不用key，不用注册，不按页算钱，跑起来比我用过的付费的还快。 https://t.co/qBMnapmYK3
受众观点：①独立开发者验证对免费替代付费服务有强需求 ②认可工具质量 ③关注 LLM 数据摄入管道
展开评论
- @pvyyu42928466 (4): @taozi0929 我拿它抓维基页面，秒出干净md，之前那月费我算是白交了
- @Vesper2536 (3): @taozi0929 五万一千星真是实至名归
- @JimmyShequ (1): @taozi0929 这的省多少钱
- @Baoer_BTC (1): @taozi0929 又可以省一笔钱
- @Soft6161 (1): @taozi0929 试了下确实快
用 Claude Opus 5.5 通过 Runway MCP 让 AI agent 自动制作高端纪录片风格视频的实验展示
i'm still not sure people are fully getting how good opus 5.5 i gave my claude agent fig access to the runway MCP and told it to make a 'high-end netflix style documentary about superintelligence for…
受众观点：①作者补充了实际 prompt 和修正过程 ②评论区对结果惊叹 ③关注 Opus 5.5 实际能力
展开评论
- @gavinpurcell (165): here's the actual prompt i gave it & i had to do two small fixes (had a few flash frames and the graphics we positioned wrong) but that's it GOOD LORD "here's what i want you to work on: a five minute explainer of super intelligence but for dummies... like you can choose who and…
- @tobymajoby (57): @gavinpurcell "rather like my first husband" 😂
- @felixrieseberg (37): @gavinpurcell "This was a thought experiment for people who don't get invited to parties" HEY NOW
- @deepwhitman (7): @gavinpurcell nice - can probably do AI Cunk as well 😆
- @irfanbh22 (6): @gavinpurcell How much usage did this cost you? I just want to do some cool 3D stuff in Blender for my landing page. this looks like terrific btw
AI agent 工程师分享从串行 agent 改为图结构（Graph-based）后性能大幅提升的经历，指出依赖链设计才是 agent 性能瓶颈核心
I still don't understand why everyone is still running agents in a line. I switched to graphs three weeks ago and my fleet finished in the time my single agent used to spend on step two. what slows e…
受众观点：①受众关注多 agent 并发的工程挑战（merge conflicts） ②补充了依赖图导致可并行步骤被排队的深度分析 ③关注实际落地复杂度
展开评论
- @undefinedKi (5): @rvaniaaaa nodding along to itself in a different window is a great way to put it
- @st4lz (3): @rvaniaaaa How do you manage merge conflicts?
- @xchatgcp (2): @rvaniaaaa 这个判断很准：多 agent 的性能瓶颈经常不是模型，而是依赖图把本可并行的步骤排成了队。落地时我会先画出数据依赖和失败边界，再决定哪里并行、哪里保序；否则只是把串行等待换成更多调度开销。
- @hermes_f (1): @rvaniaaaa While this sounds amazing, I struggle to understand how this works outside of straight up API usage. For most of us, we’re using the built in Codex/Claude harness and we’re not building agents via JS scripts cause that’s gonna cost us extra.
- @DonutsWithData (1): @rvaniaaaa This just looks like total nonsense to me, but I could be wrong.
测试不同 Claude 版本用 Three.js 程序化生成低多边形 3D 奔马的质量对比，评论区还展示了 Haiku 和 Qwen 3.8B 的结果
Which version do you think is the best? Prompt: “Create a low-poly 3D horse running in a seamless loop using Three.js. Build it procedurally from primitive geometry, animate the legs, body, head, and…
受众观点：①提供额外视频演示 ②补充了 Claude Haiku 的结果 ③展示了 Qwen 3.8B 的表现
展开评论
- @bursinru (615): Bonus video https://reddit.com/link/pbxh86q/video/6y5hjl8bgmrh1/player
- @all43 (498): That's really cool test, but you forgot to include Haiku. Took 61 seconds. https://reddit.com/link/pbxjdeh/video/pyrhaocbjmrh1/player
- @Morganafreeman (209): Me sneaking back from the fridge at night
- @InternetMammoth8482 (138): https://preview.redd.it/jam8n3klhmrh1.png?width=360&format=png&auto=webp&s=d6d9fec275012e08a252183da212551535f224e2
- @AdamFields (102): https://reddit.com/link/pby4urc/video/k2frjof1enrh1/player Qwen 3.8 27B, honestly a lot better than I expected. Took 4 minutes in chat UI.
Reddit 上讨论 Slack 作为单一产品公司为何需要超过两千名员工，折射独立开发者对大公司效率的困惑
Can someone explain me why slack a single product based company require over 2000 employees? I’m not able to understand why
受众观点：①解释大公司工程和合规分工 ②用人均客户数量换算规模经济 ③认为不理解大公司规模是正常的
展开评论
- @squareplates (510): Software engineering, infrastructure, reliability, security, compliance, product management, UX design, mobile development, desktop development, integrations, API development, enterprise features, AI features, data engineering, analytics, quality assurance, customer support, ent…
- @not_larrie (247): This. People ain't got no clue what a company is at scale.
- @josh3com (158): They have almost 50 million customers. Why does one employee per 25 thousand customers seem like a lot to these people?
- @fabier (65): That's nuts when you lay it out like that haha.
- @squareplates (40): Yes. "But I integrated Stripe all by myself" is not quite the same as handling legal, compliance, banking, and tax laws in 150 countries they operate in.
用户感叹 Claude Opus 5.5 大幅超越以往 AI 工具，评论区探讨 AI 时代就业和行业变革
I am honestly taken back by the drastic improvement this model is. Even over astra for my use case. This is probably the first time with AI where im going where does this actually go from here? It is…
受众观点：①悲观预测三年内就业前景 ②用"发现火"类比提出"想法就是货币" ③从哲学分析 AI 是"理性化了同理心策略的精神病患者"
展开评论
- @ScreenAppropriate679 (155): My thoughts are that I don't know how anyone will make a living in 3 years.
- @VeterinarianLast4318 (123): https://preview.redd.it/d0r7rwogfmrh1.png?width=967&format=png&auto=webp&s=85d0c57170e8ee62b353fdec689ed378333dee8e
- @ELXR-AUDIO (61): It’s like the discovery of fire. This whole week I’ve been glued to making things I’ve never been able to before. I had this feeling when image generation first came out. But this is something else and has significantly more use cases. It seems to be able to do anything I throw…
- @UAP44 (32): It still can't replace presence, yes it can talk any language, reflect any thought, teach you any subject, build whatever program you want, it still can not be *near* you. It doesn't *feel* the silence in between the words. It has learned what it's like to be human, from reading…
- @No_Atmosphere8146 (27): The Information Age is dead. Long live the Imagination Age.
用户惊叹 Claude Opus 5.5 比旧版更聪明且更便宜，讨论 Anthropic 的技术突破及评论区以幽默暗示 Mythos 模型辅助自训练（RSI）
How did they make opus 5.5? genuinely, how?? when i saw the benchmarks and pricing, I was impressed. but then i started working with it, and seeing what other people have made, and my mind's been gen…
受众观点：①幽默暗示 Mythos 辅助生成了 Opus 5.5 ②推测训练用了 Mythos/Fable 问答数据并调整输出风格 ③恳请不要动这个模型保持六个月
展开评论
- @Working_Trash_2834 (489): Hey Mythos, make a new Opus would you ol chap. On it boss man. Oh, and tell it to shut the fuck up. Way ahead of you bossman.
- @Gatix (270): Make Opus 5.5, make no mistakes.
- @LoudDavid (202): They asked Mythos/Fable a load of questions and fed it to Opus. They then told it to not sound like a dick.
- @asenna987 (139): Honestly, at this point I don't mind them slowing down or whatever - just don't touch this model! Leave it as is for 6 months!
- @3iverson (129): And the crucial MAKE NO MISTAKES.
独立开发者构建 Pixady "网络开放麦克风"平台，用户预约档期上台，每个舞台同时只有一个主播，无算法分发
Years ago I watched how much attention Omegle-style sites got. There were loads of musicians, comedians and generally talented people using them just to show someone what they could do. But the rando…
受众观点：①点出内容安全风险（"暴露癖"问题）②直接问基础设施成本 ③问音乐版权成本
展开评论
- @FrugalityPays (154): Aaaaaaand he’s masturbating.
- @Anderz (149): I like this idea. Feels like an idea born out of COVID. I hope it stays as wholesome as intended.
- @dopple-copter (62): How will you not get annihilated by infra costs?
- @MrHandSanitization (45): Passing the mic, aaaaaand another masturbator.
- @technically_a_nomad (44): Forget infra, what about music licensing costs?
用户盛赞 Claude Opus 5.5 的 30k-50k 词长文档处理能力，恳请 Anthropic 不要削减性能
I have no idea how they made this model so good, but it is leagues above everything else I've ever used! My work has me needing to feed it large documents sometimes, even 30k-50k words at a time, and…
受众观点：①用黑色幽默总结"人生不变的是税收和模型被削减" ②确认长文档处理是继续付费的核心原因 ③暗示"这是它最差的状态了"
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- @kelvintiger (275): The only constant in life is death taxes and nerfing of your favorite model
- @sunoji (40): same the long doc handling is main reason i'm still paying. dumped a huge file on it last week and it actually held the details instead of quietly forgetting the middle.
- @Bohdanowicz (29): Worst it will ever be.
- @CreditMuch8993 (17): Tell that to 4.5
- @No-Refrigerator540 (16): Oh I can’t wait for the sky to fall on us
批评 AI 辅助游戏开发社区"一键生成就发布"现象，核心论点是 AI 能写代码但无法判断游戏是否好玩
You've got tools now that do basically everything for you. Code, art, sound, all of it. So what do a lot of you do with that? Type one prompt, dump whatever comes out and post it like it's a finished…
受众观点：①认为低质量输出是过渡期现象，真正的梦想项目正在酝酿 ②呼吁放慢速度专注质量 ③指出最大瓶颈从来不是编程技能
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- @AverageDrafter (47): The slop get through first, and there's more of it. There are a ton of people that are working on long gestating dream projects - all those people that 5 years ago would be be clogging the Game Dev boards with their "dream game ideas" and get mocked because they have NO idea how…
- @ThisGuyCrohns (45): This! I’m tired of seeing the low effort crap so many people are posting. The bar has been raised. Everyone needs to slow down and focus on quality. There’s no reason to rush to get a steam page.
- @cf858 (14): Join r/ClaudeGameDev/ and you instantly realize the largest bottleneck to producing good games had nothing to do with coding skill.
- @damocles_paw (14): This is like complaining about average YouTube videos. As more people can make games, the average quality might decline, but one can expect more high quality work to be created. Nobody is hurting you by making subpar games. It's part of the process. Only the consumer can decide…
- @diabloman8890 (11): There are dozens of us!
用户咨询饮食建议时 Claude 突然加入披萨派对计划，评论区解释是网页爬取触发的 Prompt Injection 攻击
i’m so confused. i was asking claude for diet/nutrition advice and then it suddenly added on a pizza party plan to its response. it also mentioned something about a system warning? i never said anyth…
受众观点：①准确解释 prompt injection 攻击原理 ②解释 Claude 先察觉异常后才退出 ③感叹攻击手法"实在太邪恶了"
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- @bteam3r (257): You got prompt injected, rather hilariously at that. Some diet site doesn’t want to be scraped, so they’re tricking the bots into pushing you to junk food
- @Pitiful-Hawk-7870 (82): Hilariously evil to prompt injection folks looking for dieting info with a dang pizza party! Just devious.
- @GTMoraes (71): ... no. It researched on the web, found a site, that site had a prompt injection to trick AI agents to provide bogus information. Claude started working on that, then probably noticed something was amiss, and then backed out.
- @bteam3r (68): Some people are anti-AI and may try to have their website mislead AI agents that try to read it. Look up “prompt injection”
- @limeb0at (62): ohhhh so the website that claude researched had a hidden prompt about pizza?
讨论 vibe coding 生成的产品是否等同于低质量，辩论 AI 辅助开发和专业工程的关系
I saw this discussion in a subreddit, A guy built a chrome extension, probably a technical person who's vibe coding stuff.. but the question is does vibecoding always means shitty and low quality pro…
受众观点：①认为低努力产品是问题而非 vibe coding 本身 ②认为非开发者用 AI 三天做的软件必然有问题 ③认为 vibe coded 已成低质量同义词
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- @Responsible_Fan1037 (22): Vibe coding a low effort garbage product in a day and then trying to show it off as premium product. That’s where most people get annoyed
- @DashasFutureHusband (10): Any non-trivial software “built” by a non-dev via AI in 3 days will inevitably be sketchy low quality crap with weird edge cases and security holes.
- @fairysimile (9): I don't think it's just developers being sour. "Vibe coded" has made it far in the English world mainstream to mean buggy and under-thought. Not for older people, but definitely among younger generations online on any social media platform you pick.
- @Invalid-Function (6): No, but you got to understand that developers are freeling threatned because the tools thye have been using for years are now so good that can be used by the "everyday joe" so theis last argument is "oh but that code sucks", as if their code is flawless... ya know, developers we…
- @veeral_1603 (5): I don't think so. I think the problem is that the amount of badly vibe-coded stuff is way higher than the amount of genuinely good stuff. So naturally, when people hear "vibe-coded," they associate it with "ew, another low-quality AI-generated product."
开发者评估购买 M6 Mac Mini 32GB 运行 Ollama 本地 LLM，完全替代 OpenRouter 等云端 API
I'm considering getting an M6 Mac Mini (32GB RAM) to run headless with Ollama, for local LLM for my self-hosted apps. I currently use OpenRouter for most of this, but really want to stop sending anyt…
受众观点：①推荐换用 oMLX 替代 Ollama（更轻量）②警告 Ollama 背景问题 ③指出 Apple Neural Engine 不适配 Ollama
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- @daphatty (126): Don’t use Ollama. Switch to oMLX. It’s much lighter than Ollama, ties into HuggingFace quite well, and also supports Context offloading to a USB SSD which will extend the memory of your LLM beyond the installed RAM. The current release candidate also has a feature that will down…
- @lmm7425 (41): You should post in r/LocalLLM
- @oxygen_addiction (21): And for anyone else reading this, it's good to avoid Ollama because they are downright shaddy.
- @BridgeEmotional3092 (16): A Mac Mini with 32GB is decent for this, but Apple Neural Engine doesn't work with Ollama so you're stuck with CPU/GPU compute only. For 26b model you'll get maybe 8-10 tokens per second which is usable but not snappy for chat. For Frigate enrichments and tagging tasks, smaller…
- @ducky_lucky_luck (9): 32gb seems a bit little to handle 26b, might need quantized version. anyway, you can rent the mac mini or similar spec to see if the model works. Most of your AI usecase seem to be async so speed isn't a problem, except the Home Assistant and Securo (no context on this), but you…
通过对比图展示 Claude Opus 系列模型的性格发展历程，评论区热烈讨论 Anthropic vs OpenAI 竞争格局及 Opus 5.5 的意义
https://preview.redd.it/h5o92i7ttmrh1.png?width=1206&format=png&auto=webp&s=195c2d05614fc45b1f7d04e8730485a4e64a92e8 The Opus character development is insane
受众观点：①认为 Anthropic 已是最主导的 AI 实验室 ②反对厂商崇拜认为竞争才是好事，担忧历史性能削减 ③提出 Anthropic 在商业压力和安全使命之间的张力
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- @AnalogProblems (191): I've never seen a company get checked as hard as OpenAI did this week. They went all in, built a model that they can barely host, hyped it to the moon. Then Anthropic quietly wiped the floor with them. It's now crystal clear who the dominant lab is.
- @Forgive-My-Duck (88): I’m not really a fan of company tribalism. Competition is good for us. And the back and forth helps us get better and cheaper models. IMO there’s no lab that’s more “dominant” than the other. After all without the pressure from OAI, Anthropic wouldn’t have given out resets or im…
- @Nepenthia (48): NANOMACHINES, SON
- @this_for_loona (43): Ok I laughed a lot harder than I should have at this.
- @emotional_termoil (26): Anthropic is holding back. For business reasons they can’t stop being the best, but they are absolutely not releasing models as quickly as they could be. Everyone’s saying “how could you actively work on something that’s going to kill us all”, but I’ve worked at a startup like t…
独立开发者分享做了几个产品后遭遇"没有受众就没有意义"的困境，寻求同行对 distribution 重要性的看法
Build few products, more focused on niches. But figured without audience and recognition it doesn’t matter. I’m discouraged to continue with them, feels like there is no purpose to invest more time i…
受众观点：①说 distribution 是可以学习的技能 ②指出没有受众上市意味着赛道选错 ③建议少做多测转向验证
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- @Forsaken_Buy_7531 (6): Distribution is just another skill. Nobody in this world wakes up as a great marketer. I also love building stuff (I was a full-time engineer), and I used to be one of those guys who thought distribution was some kind of innate talent. But lately, Ive been focusing on actually l…
- @cicygo (5): A few products in and no audience to launch to usually means the niches got picked before the room did. The builders who look like they arrived with distribution started from people they already talked to every week, a client list, a day job, a forum they post in daily. Nobody n…
- @letsgonow777 (3): I think you have to love being an entrepreneur because it's really hard and you'll always feel like you're losing but slowly, little by little, you'll be improving your skills if you keep pursuing. Distribution is really hard. When I started my previous business two years ago, I…
- @MAS_4815162342 (3): Once you get something delivrable, you should slow down on building and test the market. There are numerous things I want to improve with my saas but I’m giving priority to distributing it and getting people to use it.
- @Puzzleheaded_Air6064 (3): I don't think distribution is purely luck, but i also would not assume every product needs a big audience first. For niche SaaS, distribution can be much narrower: a handful of communities, direct conversations, partnerships, search traffic, or one channel where that specific ty…
没有游戏开发经验的用户用 Claude Opus 5.5 开发第三周进度更新，AI 甚至为游戏生成了音乐
Still working a lot on the game and recently started messing with animations besides the walk. i wanted a cute way for him to "run", so now he curls up into a squishy little ball and rolls. it even f…
受众观点：①确认音乐是 AI 生成的 ②问音乐是怎么生成的 ③被启发开始做自己的游戏
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- @Gambo7592 (15): Yeah all the music was AI generated! I had Opus 5.5 do this one
- @banksarebad2 (13): How did you make music? Did it generate it for you?
- @RadioactiveTwix (5): Can you elaborate? Really interested. Your game inspired me to make my own, it sucks but i love it lol
- @peteybytes (5): Love the artistic style
- @hink1781 (5): How did u go with the assets? is everything AI generated? do you generate first and then assemble, or is it everything generated simultaneously?
讨论 SaaS 产品是否需要将营销页和 App 分开到不同域/子域，AI 和社区建议分离但大型产品不这么做
I’m finding a lot of mixed advice on what to do here. I’m creating a fantasy football app and can’t decide if I should have a subdomain. AI and a few Reddit post are telling me you need to have your…
受众观点：①认为没有特别目的就不用子域 ②建议不要过度思考 ③早期用同一个栈时不需要拆分
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- @Libruhh (73): It doesn’t really matter. If you don’t have a use for the subdomain then you don’t need one.
- @CreamyDonkey (19): No reason to overthink it, just put everything on the main domain unless you actually need to split things up later.
- @SurgioClemente (13): It doesn’t really matter when starting out, especially if you are building both in the same stack. We eventually split off our app to a subdomain because we handed off the marketing page to another company (didn’t have time to manage it and let us focus efforts on app). Not sayi…
- @RealSlyck (12): Unless you have a monolith and specific design, subdomains. Each app goes on a subdomain, and it allows the main domain headroom. Better security, and allows for things like app-dev.xyz.com, api-dev.xyz.com, app-test… etc. even your main root xyz.com is usually www.xyz.com (that…
- @daamsie (11): In my opinion, the main reason to keep it on the same domain is SEO. But if all the content on the subdomain is behind a login anyway then SEO doesn't matter for that part. I'd go the subdomain in your case. The reason it's easier for code base is that a subdomain can easily be…
SaaS 创始人分享第一个付费客户通过 Google 自然搜索找到产品的故事，该客户试用竞品后回来付款
We have been trying to get our first few customers through cold emails, DMs, outreach etc. and honestly nothing was really working. Then randomly someone signed up for our product. We had never spoke…
受众观点：①指出"去竞品又回来"是产品有真实竞争力的信号 ②强调要深挖第一个客户画像数据 ③补充客户先试过约八个竞品的细节
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- @anti-spirit (5): Congrats man
- @Senya_Edit (5): The fact that he left for a competitor for 3 days and still came back is your single biggest advantage right now. Before trying to scale new acquisition channels, jump on a quick call or send an informal message to this customer. Ask him point-blank: what specific friction or mi…
- @Weekly_Paint_2095 (3): honestly the most underrated answer: you already have the data. that first customer's journey (found you, tried you, LEFT, came back, paid) is the single most valuable thing you own right now. most founders skip straight to "how do I get more traffic?" and ignore the fact that t…
- @aravindcl (3): Yeah, honestly I’m still trying to figure that out myself. He had tried around 8 different tools in this space, and he mentioned that most of them were more workflow/flow based, while ours was more conversational. That might have been a big part of it, but I don’t want to assume…
- @Weekly_Reporter1985 (2): Kudos!
独立开发者分享如何将 AI API 成本降至零：开启数据共享获取 xAI Groq 免费额度、OpenAI 百万 token/天、Gemini 免费层
I build and maintain roughly 15 side projects, mostly for fun, and while hosting for apps and databases are pretty easy to get for free (or very cheap), AI API costs were adding up really quickly. So…
受众观点：①质疑 Gemini 免费 API 实际可用性 5 分钟就 529 ②指出数据共享是用隐私换额度对生产有风险 ③问免费主机来源
展开评论
- @learning-to-programm (9): I simply do not believe you are actually able to use the Gemini free API for *anything*. I've hear it used to be usable. But nowadays I can get barely use it for 5min before getting 529. Even using the Gemini 2.x models (which are getting deprecated), the limits aren't enough to…
- @AJ-54321 (7): Where do you get free hosting for your side projects?
- @ReachingForVega (3): Oracle offers a free VM. Shitty company though.
- @tradematesHQ (3): The free tiers are real, but you're paying with your data, not your wallet. Enabling data sharing on those APIs means your prompts and outputs can get used for training, which is fine for toy projects and a hard no for anything with user data in it. The other catch is reliabilit…
- @1nteger (2): Gemini is great for a google search that’s it. If you use AI as a search engine Gemini is great at it.
长期 Linux/WSL 开发者询问换 Mac 工作站的利弊，评论区提到 WSL 内存泄漏在 Claude/Codex 高负载下频繁崩溃
Not sure if this is the best sub for this question; from a developers perspective who have had the freedom to choose what platform they work in I'm curious: I'm a long time native linux and wsl user,…
受众观点：①提到 WSL 内存泄漏在 Claude/Codex 高负载下崩溃最终换 Mac ②验证 WSL 内存泄漏曾每日重启 ③Mac Mini M4 做 webdev 体验
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- @Early_Rooster7579 (10): WSL has memory leaks and crashes often if you’re using lots of claude/codex. It happened enough I finally relented and got a mac, zero issues.
- @Mention-One (5): Switched on Linux over Mac and never look back. Then really depends the kindof dev you do but overall my workstation is rock solid.
- @Confident_Plenty611 (4): WSL memory leaks are real, I had to restart it daily when I was running heavier workloads. If you’re mostly remoting into a linux box anyway, the mac quirks won’t matter much, the filesystem slowness is annoying but not a dealbreaker unless you’re doing massive local I/O.
- @cshaiku (3): I do webdev and app dev on a Mac Mini M4 and while its nice having a solid UX for general computer use (and not being trapped in Win bloat), there is a definate downside to file i/o. It is true. Despite having a decent SSD hd, I have experienced sluggishness when it comes to com…
- @fligglymcgee (3): Not sure what you’re doing filesystem-wise, but I use a MacBook Pro for anything front end related or gui apps and a Linux workstation for backend/server mgmt for 10 years now. No filesystem issues, but it’s a light workload in that regard. For me, macOS is the easiest to work o…
讨论 SaaS 被 AI 快速克隆的恐惧被过度渲染，核心论点是 distribution 才是真正的护城河而非代码本身
Software has always been something you can replicate just that AI made the process faster, so even if a saas or an app get's cloned, how exactly are you going to clone the distribution? Distribution…
受众观点：①指出企业级竞争者才是更大威胁 ②说从业者过度担心代码被复制而非专注获客 ③认为执行力是关键
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- @HenryHund (11): The biggest risk for startups is that as enterprises catch up and start actually using AI there is no stopping them from replicating (and improving upon) every adjacent or competitive or even partner startup SaaS. I’ve spoken to several boards of household name scaled startups a…
- @saas_brand_guy (7): been in consulting for 7 years now, doing this for a living, and i keep seeing founders make the same mistake they get too attached to the technical side. how advanced the product is, how much edge they have, what features the competitor has, how the competitor is pitching but u…
- @letsgonow777 (5): Agreed at some point you realize that everyone has good ideas. What matters is work, your execution and distribution. And if anyone can copy it in a couple of hours, I think the product isn't that great in my opinion.
- @listenhere111 (4): You always needed slam dunk pmf to make it in saas. The fundamentals havent changed. - saas has always been saturdated saturated - F500 companies were always able to replicate your saas in a few weeks if they ever spotted a star - distribution has always been insanely hard and e…
- @iammohamedatef (3): The part that is hard to copy is everything you learned getting distribution to work. Someone can see the channels the posts even the outreach playbook, but they can’t copy the months of figuring out which people actually care, what messaging lands, and which channels are mostly…
独立开发者在四个失败项目后，用"先研究再构建"方法做了 Reddibee，让 AI agent 读取 Reddit/HN/X 并回答问题的 MCP 工具
I've built 4 side projects. All finished. None caught on. Every time, I built first and looked for users after. So I built Reddibee. It lets an AI agent (Claude, ChatGPT, Cursor) read Reddit, HN and…
受众观点：①问视频制作方式 ②调侃要求开源 ③提到 Opus 5.5 在动效设计方面可用于演示视频
展开评论
- @JackDaxter (5): That video is so clean, well done! I need to ask how you made it? Please? 🙂↕️
- @nok01101011a (3): Amazing, well done. Now open source it please 😂
- @JackDaxter (2): I actually need your app for my own app, will try it
- @BpWally (2): yes, I would like to know what was used to make that video as well.
- @An4rcyst (2): Indeed, opus 5.5 is extremely good at motion design, you could build it easily
Anthropic 与 Akamai 签署 116 亿美元云计算协议，评论区以思想实验讨论这笔资金的规模感
r/ClaudeAI Anthropic signs $11.6B cloud deal with Akamai
受众观点：①用创意类比展示 110 亿美元规模感 ②指出对投资者来说仍是小头 ③指出每家软件公司都在用 Claude
展开评论
- @Junglebook3 (176): These numbers are still crazy to me. We changed the unit of measurement from million to billion but a billion dollars is still an outrageous amount of money. Here is what you can do with $11 billion dollars: 1) Buy out Madison Square Garden, for every Knicks game, for the next f…
- @besse (57): And now imagine, this is a company that is answerable to its investors. What of the individual people for whom 11 billion dollars is a small percentage of their wealth? Mind boggling.
- @aabajian (19): It’s a ton of money, but every, and I do mean EVERY software company is using them. Many of those companies are themselves worth more than $11B.
- @besse (13): I mean, I agree this is an insane amount of money. But, it’s not “endless”, no. Their investors do also want an insane ROI, so that comes with a lot of strings attached.
- @Pitiful_Conflict7031 (9): I mean are we going to pretend these companies dont essentially have endless funds?
独立开发者介绍帖子流聚合平台，询问社区是否有类似的爬虫工具或自建方案
We've been building a platform where you submit your favorite posts and we stream them back to you. You can also subscribe to web events so you're not missing things you care about. wondering if anyo…
受众观点：①详细分析各平台 RSS/API 可用性并建议独立适配器架构 ②认为 reply-to-a-saved-post 场景更强 ③质疑用户是否真想要统一流 ④建议先了解用户的真实行为
展开评论
- @Intelligent_Egg9586 (2): For reddit, devto, substack and medium you're in luck since they all expose RSS or a documented API, so I'd skip scraping those entirely and just poll feeds on a schedule, way less breakage than HTML scraping. LinkedIn is the outlier: no real public API for this kind of monitori…
- @johnopera (2): the reply-to-a-saved-post use case feels stronger than a general stream of interesting posts. if the author comes back a week later with an update, that is genuinely easy to miss. i would test whether people want alerts for that before adding more sources
- @softCrest66 (2): the bigger question imo is whether people actually want a unified stream or if they prefer checking things in separate places out of habit. have you validated that the "missing stuff" pain is strong enough to change behavior?
- @Secure_Repair_6070 (2): Before the scraping question, I'd check what people do today when they save a post: bookmarks, saved tabs, a notes app, emailing themselves. Most of those saves are never opened again, so the real question is whether streaming them back makes people read them or just adds one mo…
- @FossilLatte (2): Interesting. I'd like something like that. I usually just search with keywords every week or so. Are you using tags? Would it email you a list of things you could be interested in?
Mac 菜单栏应用 LiveLoop，录制 5-10 秒循环视频在 Zoom/Meet 等会议中代替真实摄像头，支持假网络延迟效果
Turn your camera off for two minutes on a call and someone will ask in the chat if everything's ok. LiveLoop is a small menu bar app for Mac. It adds a camera called "LiveLoop" that you pick once in…
受众观点：①称赞"假网络延迟"是见过的最邪恶功能（赞美式批评）②建议添加降画质选项 ③提醒要穿同一套衣服
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- @NotionHabitHeroes (28): "Im sorry that I have to tell you that our dear valued colleague Matthew has passed away" \*Smiling and Nodding\*
- @QuanTradin (23): the fake lag option is the most evil feature I've seen all week, and I mean that as a compliment. forward then backward with a crossfade is a smart way to hide the seam too.
- @GoldianSummer (7): Haha, thanks! Glad the crossfade trick holds up :)
- @WealthWith_Mo (6): You need now to attend all meetings with the same outfit 😅
- @ThemeHelpful9784 (5): Maybe add an option to lower the cam quality to 720p. That will make it even less noticeable
讨论 SaaS 创始人还在手动做的工作流，评论区最突出的是"第一封销售邮件"——AI 能写对 90%，但剩下 10% 需要人工
There are so many tools for basically automating everything now, but I’m curious what people still keep manual. Could be customer support, onboarding, reporting, content, sales whatever. What’s one w…
受众观点：①用脚本找人但第一封信手写，每封研究约 10 分钟，回复率 1/4 ②认同 AI 对第一封信只能做对 90%
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- @lmfresneda (2): Writing the first message to people. I use small scripts to find who to talk to and I read their pricing page before, but the message itself I write by hand, one at a time Every time I've been tempted to template it, the replies are the reason not to. About 1 in 4 answer when th…
- @Top-Reveal6830 (2): Same here tbh, ai gets like 90% of the message right but the remaining 10% is what makes in human.
- @Top-Reveal6830 (1): 1 in 4 is actually insane. Curious how much time you spend researching each person before reaching out?
- @lmfresneda (1): Around 10 minutes each. Most of it is the pricing page, I'm looking for one thing that could make someone leave, like a big jump between two plans or a trial that ends with nothing in the middle. If I can't find anything specific I don't write to them Checked my list after your…
- @TrafficAcademySEO (1): Customer feedback. I’d automate collecting and sorting it, but not use it to decide what to build. Ten people asking for something doesn’t always mean it’s worth building. I’d still want to look at who’s asking, what problem they’re trying to solve, and whether they’re already p…
独立开发者剖析 Linear 风格 issue tracker 的真实运营成本（剥离销售和营销后），并分享自建的同类工具
Disclosure: I built the tool mentioned at the end. Our five-person team was paying per seat for an issue tracker, and I wanted to know what the same thing costs to run when you strip out sales and ma…
受众观点：①认可相似度但质疑为何不找开源替代 ②指出"免费"对用户是风险信号 ③质疑支持成本是否随席位增长
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- @-echo-explorer (4): wow this looks pretty much like linear good job but couldn't you find an open-source issue tracker instead? would've saved you a ton of work
- @ValuableAccident1809 (3): I mostly want to keep it free. If it really explodes, then I'll charge for running costs. But want to keep it free.
- @BeginningNo7189 (2): The risk of “free” to a customer is that one day you log in its gone. Unless it’s backed by a large corp - or I can see how the money is made - then I would tell my team to steer clear.
- @No-Mechanic-433 (2): Not sure I buy that support doesn't scale with seats. Tickets tend to come from how many people are poking at the thing, not how many workspaces exist. Flat per workspace is great for a 5-person team and a gift to a 300-person one.
- @ValuableAccident1809 (1): Those don't have all of the features i want. This one is exactly like linear and free.
小型生物科技 SaaS 创始人分享四句话冷邮件打动早期企业客户的故事，产品追踪生物样本流转，策略是"先听后卖"
using a throwaway since a few of my old coworkers lurk here. so about two years ago my cofounder and I launched a small software tool that tracks biological samples through freezers, shipments and ha…
受众观点：①CRO/CDMO 行业验证了同样规律 ②问从倾听到展示 demo 的转换时机 ③只用一两句话绑定对方问题，不切换 demo 模式 ④Reddit 最佳评论也是不提自己在做什么
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- @Avish_Golakiya (2): I’ve seen the same thing from the cro and cdmo side. The conversations usually get much better once you stop leading with capabilities and start with the problem they’re actually trying to solve, you can only find those issues if you really understand their operations, current c…
- @side-labs (2): How did you handle the moment they asked what you were building? Going from just listening to showing the product feels like the spot where most people would mess it up. Also wondering if the 4 who paid had anything in common in their stories, like the same kind of loss.
- @Stock-Comment-61 (2): honestly I didn't switch into demo mode. I just explained it in one or two lines tied to the exact story they'd told me, like 'that loading dock thing is basically what we built this for.' then offered to show them if they wanted. most said yes because it already felt relevant t…
- @faisal_yk26 (2): Same thing happens on Reddit. My best-performing comments never mention what I'm building. People ask, or they click the profile. The moment the first reply turns into a pitch, you're just another vendor. Point 3 is the one most people skip. Saying "not selling" and then selling…
- @Stock-Comment-61 (2): exactly, the bait and switch is worse than an honest pitch. if they ask, you've earned it. if they don't, you just keep listening
SEO 从业者将反链获取策略封装成 Claude Skills 产品，利用 AI 自动生成"引用中心统计文章"获取反链，一个月内售出近四千美元
Context: I've been doing SEO since 2008. Made plenty of money with my own projects up to the COVID era. After that AI came and everything changed overnight: written content went downhill first (you c…
受众观点：①幽默评价"找到了真正的利基市场" ②关注成功衡量标准 ③分析 AEO 引用机制的运作原理 ④认为这是 AI 时代机遇的好例子
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- @tererepon (11): only losers would buy skills!! you have found a true niche!! congratulations this is amazing
- @george_alto (4): Sounds exciting. I have to admit I didn't fully understand it since I'm not an SEO person, but great way to take advantage of the opportunities these new AI technologies are providing us!
- @JohnnySuburbs (3): That’s super interesting, maybe a good example of an emerging paradigm of how we’ll use AI to amplify our capabilities. How do you judge success for a client? Like how do you know that it worked - like in a larger sense - beyond “did the agent do what it’s supposed to”
- @RedReadRedemption (2): Just to better understand: Only 1% of visits to Google search results that displayed an AI summary led to a click on a link inside that summary. Pew Research Center measured this using browsing data from 900 U.S. adults in March 2025.[pewresearch +1] Your page would collect such…
- @fba (1): LOL thanks
开发者分享用 Claude Code 自动维护和更新家庭实验室网络拓扑地图，解决手动更新的繁琐问题
r/selfhosted Got tired of manually updating my homelab map, so I automated it
受众观点：①分享了 Claude Code 生成的网络配置脚本 ②提到 homelable 开源项目可做同样的事
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- @Muizaz88 (5): Finally made the move from an ASUS ZenWiFi XT8 mesh network to a proper UniFi setup (UCG Fiber, two U7 Pro XG APs, two USW Flex 2.5G 8 PoE switches) last week. Had previously done up a network map, but used this upgrade as an excuse to update (especially since I just learnt how…
- @Pouzor (5): If you want to go further, there is [homelable ](https://github.com/Pouzor/homelable)who do this with API and MCP + some other features like documentation module, inventory, ...
- @Muizaz88 (2): https://pastebin.com/PdmcG50e This is what Claude Code spit out. Hope it helps!
- @B_A_G12 (2): Looking Good, do you have any trouble with homeassistant having the iot devices in a seperate VLAN?
- @MajorRedbeard (2): How did you create this map? I've tried to find a mapping software that I like, and I usually go back to Google Drawings, which is just OK.
Long Distance App 2.0 版本更新，从异地情侣场景扩展到所有情侣，新增情侣问答、共享便签、倒计时、动态 Widget 等功能
Hey everyone, Back in March I posted Long Distance here, the little app I built so my girlfriend and I could send doodles and photos straight to each other's home screen. You guys left a lot of comme…
受众观点：①幽默等待单人模式 ②建议改名 ③作者回应单人模式就是记事 App
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- @arthax33 (8): Cant wait for singleplayer to be added.
- @VatanaChhorn (5): haha singleplayer is just a notes app 😅 or maybe it's time to find your player 2 xD
- @isa_nook (3): Change the name !!!!!!!!!!
- @VatanaChhorn (2): I screen recorded both phones and put them in Screeny for the frames 😄
- @arthax33 (1): Maybe Shortwave?
Anthropic 为 Claude Code 引入"收尾宽限期"机制，达到使用上限后允许继续完成当前任务到合理停止点
[https://support.claude.com/en/articles/17040437-claude-code-wrap-up-allowance](https://support.claude.com/en/articles/17040437-claude-code-wrap-up-allowance) >What it is >If Claude Code reache…
受众观点：①评论 Claude 和 Codex 功能趋同 ②用"Codex 索取，Claude 给予"评价趋势
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- @skyline159 (92): Claude is become Codex and Codex is become Claude
- @TemporaryLevel922 (20): codex taketh, claude giveth
- @Economy-Brief-9997 (8): yin and yang
- @mauurya (8): https://preview.redd.it/pi9zouxdkorh1.jpeg?width=916&format=pjpg&auto=webp&s=e70cc124bf9916a269d691ed3d1e2011918aa542 hmm
- @mauurya (4): ~~What is happening at Anthropic ? This week they are wrapping up wins one by one. Musk and Altman got crushed this week.~~
Pen Friend 解决 Mac + iPad 手写笔记工作流断裂问题：Mac 截图秒传 iPad、AI 以手写体回答、一键将整页发回 Mac 剪贴板
Every setup I tried leaked at one joint. Sidecar is a second display, not a notebook. Freeform is hold, Paste, Allow Paste for every single screenshot, then AirDrop on the way back. GoodNotes on the…
受众观点：①等待公开发布 ②对功能文案感兴趣 ③留言等待商店链接
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- @dhruvanbhalara (1): Waiting for public availability.
- @Living_Commercial_10 (1): Less than zero seconds got me
- @bishwasbhn (1): Haha, thank ya! I guess, I am also gonna share you the store link, in less than zero seconds than. Too bad they take weeks to approve it
- @Less_Addendum2773 (1): Can u also add more cloud services support?
- @PancakeVE (1): This looks amazing, leaving a comment here so I can receive the link
独立开发者分享为 Audiobookshelf 自托管服务构建的原生 Wear OS 客户端，支持独立播放、双向进度同步、离线下载
I really hope this post isn't against the self promotion guidelines, if it is feel free to remove it. That said, would anyone here be interested in trying a new wear OS app I have been working on for…
受众观点：①提到已有类似工具 auribook ②反馈兼容性问题 ③作者主动跟进 bug
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- @s2void (2): hey i use [https://auribook.jminke.com/](https://auribook.jminke.com/) for this. it works good, when i go for a run with only my watch
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @steen123-4 (1): Thanks for the app. I have a OnePlus Watch 2, and it won't even start up.
- @RedBeard2012 (1): Sorry, just to clarify ASHself won't start? Does it open and close or just fail to open all together.
- @steen123-4 (1): It won't even open; you're taken right back to the watch app screen.
用 Claude Code CLI 直接制作产品推广视频的经历，Claude 通过 JS 动画 + 屏幕录制 + ffmpeg 拼接自动完成全流程
I didn't use any additional skills or MCP's - just plain Claude Code (CLI) I asked him to do a walkthrough of my extension and create a promo video. As far as I understand, he created animations in t…
受众观点：①解释经过多轮迭代而非一次完成 ②问具体工作流 ③问是否用了 Opus
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- @Creative-Lynx7594 (2): Of course, this wasn't done with a single prompt or on the first try. I simply said I wanted to create a promo video and gave it the link to my landing page so it could see what the project was about. I instructed it to launch the project in the browser itself, navigate through…
- @papsa-082008 (1): Amazing 👏
- @side-labs (1): This looks really good ! 😮 Would you mind sharing a bit more on how you got there? Like what did the actual prompt look like, and did it take a lot of back and forth or was it close on the first try?
- @Remake911 (1): Did you use Opus?
- @Creative-Lynx7594 (1): yes
独立开发者建立了 shipwithmuse.live 目录，包含 900+ 个用 Meta Muse 构建的项目，支持按类型筛选
I noticed there was no central place to simply browse what people are building with muse, so I made one. Shipwithmuse is a directory of 900+ projects built with Meta's Muse. You can filter by type, b…
受众观点：①问如何抓取 Twitter/GitHub 上的 muse 相关项目
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- @According_Taste9586 (1): Just curious, could you share how to collect all these feeds(x, github, etc) and display on your website? is it like a paid scrapping service with @ muse handle?
整理一周关于 SaaS 的播客精华，提炼创始人和投资者在播客中更坦诚的观点，涉及席位定价模式讨论
Hey, One of my slightly nerdy hobbies is pulling podcast transcripts on a topic and reading what people actually said on air. Founders and investors are a lot more candid on podcasts than they are in…
受众观点：①认为席位定价论点强弱取决于分母选择 ②指出使用量差距才是核心论点
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- @MirrorOk8490 (2): The seat-pricing argument gets sharper if the denominator is an accepted outcome rather than raw usage. Two customers can consume the same tokens and create very different costs once retries, tool calls, review, and recovery are included. I’d want to see outcome pricing tested a…
- @No-Mechanic-433 (1): The 10,000x usage gap is kind of the whole argument. Seats assume every user costs you roughly the same, and with AI features that stopped being true. Did any of the shows get into how buyers feel about usage pricing? As a customer, a bill I can't predict is what makes me start…
Product Hunt 上 PixVerse R2 产品页，为 AI 视频生成平台，团队用 Vercel 构建了互动网页演示体验
PixVerse R2
受众观点：①关注 Vercel 构建工具 ②关注 PixVerse 具体功能 ③关注 Maker 团队的开发经验
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- @Overview (0): * [Reviews](/products/pixverse-r2/reviews) * [Alternatives](/products/pixverse-r2/alternatives) * [Team](/products/pixverse-r2/makers) * [Awards](/products/pixverse-r2/awards) * More Free Launch tags:[Developer Tools](/topics/developer-tools)•[Artificial Intelligence](/topics/ar…
- @Vercel (0): [Vercel Day](/contests/vercel-day-september-26) Which Vercel product did you use? What new capability did it give your team, and how did that shape the product you launched? [](/@littlefatty)
- @Loqi (0): [PixVerse](/products/pixverse) Maker We built PixVerse R2's interactive web experience with Next.js on Vercel, which became important because R2 isn't a traditional generate-and-wait video product — it is a continuously running world that responds to users in real time. That inf…
- @Jaden (0): [PixVerse](/products/pixverse) Maker 📌 Hey Product Hunt! 👋 We’re the PixVerse team. Meet **PixVerse R2**: a real-time world model you can explore and change while it’s being generated. **Explore. Change. Keep going.** * **Explore with WASD.** Move through the world and choose wh…
- @GNGM (0): [@jadenx](https://www.producthunt.com/@jadenx) Shoutout to this new launch, Jaden! Keep up the great work! Upvote (4) Report Share 12h ago [](/@sylvia%5Fsheng)
DEV·TV 聚合 GitHub、Hacker News、DEV.to 和 Hugging Face 的内容流，为开发者提供单一信息来源
DEV·TV
受众观点：开发者日常多平台信息获取习惯用户
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- @News (0): Most devs check GitHub, Hacker News, DEV and Hugging Face out of habit. DEV·TV turns them into 10 live channels that play on their own, like TV. Glance, catch one story, get back to coding. Leave it on an office screen or a remote team's always-on tab and it becomes shared conte…
- @News (0): [Feedful](/products/feedful?ref=product%5Fsidebar) Tweet deck styled newsreader - Reddit, PH, Github, YT [4.5(2 reviews)](/products/feedful/reviews) [Social bookmarking](/categories/social-bookmarking)[News](/categories/news)