Sam Altman 分享用 Astra 几分钟就能生成并游玩自己想象中的小游戏，感叹这种即时创作体验非常酷。
it is obviously trivial relative to everything else, but the fact that astra can make me whatever fun little game i can imagine and i can be playing it a few minutes later is so cool ① 有人借机呼吁恢复和开源 4o，认为 4o 的创造力和洞察力依然很强（@_HislilLustFoxy, 25likes） ② 游戏从业者关注行业目前对 AI 的抵触情绪，同时看到 AI 能解决预算膨胀和 NPC 交互等痛点（@nikhil_k_abi, 12likes） ③ 部分用户抱怨当前模型容量和限流问题，实际体验与宣传落差较大（@SandCastleKid, 3likes）
Sam Altman 分享用 Astra 几分钟就能生成并游玩自己想象中的小游戏，感叹这种即时创作体验非常酷。
① 有人借机呼吁恢复和开源 4o，认为 4o 的创造力和洞察力依然很强（@_HislilLustFoxy, 25likes） ② 游戏从业者关注行业目前对 AI 的抵触情绪，同时看到 AI 能解决预算膨胀和 NPC 交互等痛点（@nikhil_k_abi, 12likes） ③ 部分用户抱怨当前模型容量和限流问题，实际体验与宣传落差较大（@SandCastleKid, 3likes）
Hacker News 讨论一则已在野利用的 Chrome 严重漏洞及其仅获 1000 美元漏洞奖金，引发对浏览器安全和漏洞赏金定价的争议。
① 关注浏览器安全、经常被迫给亲友当“电脑管家”的技术用户（@Terr_, @anonymousiam 等的评论体现了对 JS 攻击面和 Chrome 策略的不满） ② 对漏洞赏金、灰色市场价格和安全研究者处境感兴趣的工程师和独立开发者（@david_shaw 提到 1000 美元奖金与实际价值严重不匹配） ③ 想降低自己产品前端攻击面、在浏览器侧做更多安全防护的 SaaS/工具开发者。
Hacker News 讨论一篇关于 AI 自动化与 SRE 的文章，围绕“自动化越多，人类越失去直觉”和《The Ironies of Automation》展开反思。
① 已经在用 AI 辅助运维和开发、担心团队技能退化的工程师和技术负责人（@danielbln、@jtfrench、@bob1029 都提到直觉流失和技术债） ② 想把《The Ironies of Automation》里的理念应用到软件和 SRE 实践中的读者（@_doctor_love、@intended 强调这篇论文的重要性） ③ 正在设计 AI agent 运维系统的独立开发者和创业团队。
这是围绕自托管 AI agent 框架 OpenClaw 的一轮集中讨论：包括创始人用 OpenClaw loops 提升迭代效率的实战工作流、与 Hermes 和 Grok 等方案的对比解析，以及通过 OpenClaw-RL 将强化学习接入真实对话流、持续优化工具选择和策略的最新进展
这是围绕自托管 AI agent 框架 OpenClaw 的一轮集中讨论：包括创始人用 OpenClaw loops 提升迭代效率的实战工作流、与 Hermes 和 Grok 等方案的对比解析，以及通过 OpenClaw-RL 将强化学习接入真实对话流、持续优化工具选择和策略的最新进展。
受众观点：评论区的关注点主要集中在三块：
1）自托管与隔离带来的工程价值。比如 @_avichawla 贴下，@buswe_com（score 3，Twitter）指出“Self-hosting it on your own VPS keeps the sessions behind your own IP, so sites are far less likely to flag the agent as a bot.”，而 @oneclickclawio（score 3，Twitter）强调“如果两个任务绝不能互相看到，就跑两台主机，边界才是真实的”，说明开发者非常在意账号隔离、安全和反机器人风控。
2）loops 概念与实际效益的争论。@AnatoliKopadze 线程里，@PawelHuryn（score 3，Twitter）质疑 Peter 所谓 loops 其实更像定时任务，术语被混用；@rnatthewgribben（score 1，Twitter）和 @draganCevapcici（score 1，Twitter）则认为 OpenAI/Anthropic 推 loops 是为了“最大化 token 消耗”，担心成本和幻觉风险，但也有 @0xMukay（score 1，Twitter）认为“ships more than ever with less effort 才是唯一重要指标”。
3）OpenClaw-RL 与真实问题的匹配度。@akshay_pachaar 贴下，@twoshados（score 1，Twitter）直接提到“agent 一直选错工具，few-shot 也救不了”，在问 RL 是否真能解决；@Emily_brown_22（score 1，Twitter）提醒大部分问题仍来自 memory/skills/flow，而不是 base model 权重；@Doxposting（score 0，Twitter）则担心 RL 只是“多烧 GPU 和 API 失败”，这些评论共同反映出：大家对 RL+agents 很感兴趣，但也担心复杂度、成本和收益比。
这是围绕 Anthropic 内部大模型是否已经在千禧难题等方向取得突破、却对外刻意“藏实力”的一组讨论，聚焦 Mythos/Fable 系列模型真实能力、与 OpenAI 内部进展的对比，以及能力披露不透明带来的 AI 安全与治理风险
这是围绕 Anthropic 内部大模型是否已经在千禧难题等方向取得突破、却对外刻意“藏实力”的一组讨论，聚焦 Mythos/Fable 系列模型真实能力、与 OpenAI 内部进展的对比，以及能力披露不透明带来的 AI 安全与治理风险。
受众观点：评论区最集中的焦点有三块：
1）Anthropic 是否在“藏模型”、真实能力有多强。
- Twitter @arctotherium42（score 3）直接说「I think they're just sandbagging hard.」，呼应作者对 Anthropic 刻意压低外显能力的怀疑。
- Twitter @drexthealpha（score 2）调侃「Anthropic: sandbag kings since Feb. Mythos + secret Model 2 and still no Millennium drop.」，强调内部模型与公开成果之间的反差。
Sam Altman 分享用 Astra 几分钟就能生成并游玩自己想象中的小游戏，感叹这种即时创作体验非常酷。
it is obviously trivial relative to everything else, but the fact that astra can make me whatever fun little game i can imagine and i can be playing it a few minutes later is so cool
受众观点：① 有人借机呼吁恢复和开源 4o，认为 4o 的创造力和洞察力依然很强（@_HislilLustFoxy, 25likes） ② 游戏从业者关注行业目前对 AI 的抵触情绪，同时看到 AI 能解决预算膨胀和 NPC 交互等痛点（@nikhil_k_abi, 12likes） ③ 部分用户抱怨当前模型容量和限流问题，实际体验与宣传落差较大（@SandCastleKid, 3likes）
展开评论
- @_HislilLustFoxy (25): @sama 4o is an outstanding model with exceptional creativity and sharp insight. Bring back 4o as a legacy model and open source 4o! #BringBack4o #Keep4o #OpenSource4o #4oSaveLives https://t.co/8QZjtk213m
- @nikhil_k_abi (12): @sama The gaming industry is pretty anti AI right now, it will be interesting to see if you can win them over. The industry has a huge bloated budget problem too, so AI is a natural fit. Truly interactive NPC behaviour could be something AI can first find it's footing in gaming.
- @lukiipozzoli (12): @sama Does Sam have rate limits?
- @Ewaakaa (3): @sama Make GTA 6 Make no mistake
- @SandCastleKid (3): @sama "Selected model is at capacity. Please try a different model." is not cool man https://t.co/GvzxZc0xri
Code Arena 公布最新实测结果，GPT-6 Astra Max 成为 WebDev 任务的新榜一，并以每百万 token 40 美元的价格重塑性能与价格的帕累托前沿。
Real-world results are in. There is a new #1 on Code Arena - GPT-6 Astra (Max)! It also reshapes the Pareto frontier as the best-performing model at $40/Mtoken, which matches the latest Claude model…
受众观点：① 官方补充了 Code Arena: WebDev 详细榜单链接，方便大家对比不同模型表现（@arena, 24likes） ② 有人调侃自己喜欢的 kimi k3 排名持续下滑，希望模型方尽快改进（@objchf, 15likes） ③ 也有用户质疑部分模型排名靠前的合理性，并讨论 Fable、Mythos 等模型与 Astra 的相对实力（@GoblinWithAPlan, 3likes）
展开评论
- @arena (24): See the Code Arena: WebDev leaderboard at https://t.co/GFZ3FCC7Cl
- @objchf (15): @arena @OpenAI my beloved kimi k3 keeps going lower and lower @Kimi_Moonshot do something bro
- @oojurolab (5): @arena @OpenAI Fable 5.2 is on the way though? This AI arms race is a predictable competition. They will continue one upping each other.
- @GoblinWithAPlan (3): @arena @OpenAI #1 and #2, I can believe. But Hy4, Muse Spark 1.3, Qwen 3.8 all above Sol at #13??
- @norbertomarques (2): @arena @OpenAI Glad you guys didn’t put Fable 5.1 or Opus 5 above Astra... That would obviously be wrong.
steipete 提到有一个“奇怪的小技巧”可以显著改进 compaction 和长时间运行目标的效果，但正文未展开细节。
this one weird trick to make compaction and long running goals way better.
受众观点：① 有人提到现有工具已经支持类似能力，但需要手动控制数据放置位置，说明开发者在寻找更细粒度的存储与压缩控制（@MaxRovensky, 4likes） ② 有用户追问这个方案是否会真正“摄取”笔记内容还是仅做搜索索引，反映大家关心隐私与系统文件访问边界（@matthewcarano, 2likes） ③ 部分用户从已有产品如 open claw 的实现出发，讨论类似功能是否已经内建以及如何集成（@sambam_at, 1likes）
展开评论
- @MaxRovensky (4): @steipete btw this is essentially what https://t.co/RltjgFPSAy allows you to do but with manual control over what goes where
- @MarvellousDev (3): @steipete Bro what happened to Openclaw, is it dead?
- @cherry_mx_reds (2): @steipete @ElectricSheepIO Compaction was already amazing!!
- @matthewcarano (2): @steipete Does it ingest the notes or just have them available for search? If it ingests, is that any different than system files?
- @sambam_at (1): @steipete I have something like this already built into my open claw.
Nous Research 推广 Hermes Agent，宣布在 9 月 9 日前使用优惠码可享 Nous Portal 订阅五折，并补充不同升级档位的折扣码。
Accelerate your labor with Hermes Agent 50% off any Nous Portal subscription through September 9th using code LMH4FMJ2 https://t.co/IaJClR4BTN
受众观点：① 官方在评论中补充了针对现有免费或付费用户升级 Plus 和 Ultra 的专用折扣码，降低升级门槛（@NousResearch, 29likes） ② 有用户吐槽自己刚在本月初订阅就错过推荐奖励和这次折扣，觉得非常“非酋”（@John12990078, 11likes） ③ 也有人关心折扣是只针对首月还是整个订阅周期，体现出对长期成本的敏感（@b2bvic, 6likes）
展开评论
- @NousResearch (29): For existing users, including Free subs: Use GT9BJEB1 if upgrading to Plus and LGMLOSZJ if upgrading to Ultra.
- @John12990078 (11): @NousResearch I subscribed for the first time on 1/9/26. How fucking unlucky can I be? In the same month, I missed out on the referral code, and now I’ve missed out on this too. For fuck’s sake, my luck is unbelievable.
- @monjodav (8): @NousResearch I subscribed YESTERDAY NOOOOOOOO
- @b2bvic (6): @NousResearch for the lifetime of the sub or for the first month?
- @raor_00 (4): @NousResearch Doesn’t work and I never buy a sub in Hermes https://t.co/OmhgSlGDnK
作者推测如果 Anthropic 真在内部解决了某个难题，那说明他们在严重“藏实力”，并且没有在最新风险报告中披露所有内部模型，因为公开的 Model 1、2 和 Mythos 5.1 都不够强。
This would mean that Anthropic are in fact the sandiest and baggiest sandbaggers of all time But it would also mean that they didn't share all internal models in their latest risk report, because Mod…
受众观点：① 作者在评论中补充，如果 Anthropic 真用 Mythos 5.2 之类模型解决了问题，那 OpenAI 理论上也能尽快给出证明并抢先发表（@scaling01, 70likes） ② 他还假设如果 Anthropic 有 ECI 170+ 且性能超过 GPT-6 Astra 的模型，现实世界中应该会看到更多网络安全事件被报告（@scaling01, 45likes） ③ 有人猜测 Anthropic 可能在国际层面加速冲刺 ASI，因此不会把最强模型公开给大众使用，受限于算力也难以支撑大规模需求（@ZevyBLS, 24likes）
展开评论
- @scaling01 (70): and if it's true that they solved it with say Mythos 5.2, then OpenAI should be able to also come up with a proof and publish it earlier than them
- @scaling01 (45): suppose they had some 170+ ECI model that beats GPT-6 Astra then I think I would expect more cyber incidents being reported
- @ZevyBLS (24): @scaling01 My guess is that Anthropic is probably racing internationally towards ASI and not bothering making top models available to public bc they don’t have the compute for huge demand
- @lennx_a50790 (19): @scaling01 idk why you expected them to be doing nothing not the 7 months. surely they have far better models than fable 51 internally
- @defaultuser9999 (9): @scaling01 >Mythos 5.1 are too weak I think you (and a lot of other folks) are greatly underestimating Fable / Mythos 5.1
rauchg 宣布 Astra 在 Vercel DeepsecBench 上成为当前最强网络安全模型，用 49 分钟完成原本 Sol 需约 4 小时的任务，得分更高且比 Claude Opus 5 max 便宜约一半。
Astra is now the best cybersecurity model in the world on @vercel DeepsecBench. It pulls off in 49 minutes what took Sol ~4 hours, with a better score, at nearly the same cost. It's more effective an…
受众观点：① 有人关注不同 Grok 版本在榜单上的排序差异，质疑评分与型号命名之间的关系，说明开发者在意基准的公平性和可解释性（@lzvck_, 1likes） ② 评论强调 49 分钟 vs 4 小时且成本相近的比值，会迫使红队更新威胁模型而不仅是基准分数，凸显时间维度的重要性（@gunbit_, 1likes） ③ 也有人指出在这种任务里计时比分数更关键，认为无监督长时间运行的效率才是改变安全工作的核心指标（@SlimAssiliX, 1likes）
展开评论
- @lzvck_ (1): @rauchg @vercel How grok 4.5 medium ranks better than 4.6 xhigh and 4.5 xhigh? https://t.co/YIJUMo0WpI
- @gunbit_ (1): @rauchg @vercel 49 minutes vs 4 hours at similar cost is the kind of ratio that makes red teams update their threat models, not just their benchmarks.
- @SlimAssiliX (1): @rauchg @vercel best cybersecurity model at 49 minutes per task, running unsupervised. the timer matters more than the score here
- @itsthedonhashim (1): @rauchg @vercel @rauchg that's nuts! cutting down time that much is game-changing for everyone involved.
- @das_sma (1): @rauchg @vercel Goodbye Fable
simonw 在 macOS 上用 GPT-6 Astra 通过编码 agent 调用本地 Blender，自动生成骑自行车的鹈鹕等 3D 场景并逐步润色效果。
New TIL on using Blender with coding agents on macOS: https://t.co/GvMDfD926E GPT-6 Astra (medium): > Use the already install /Applications/Blender to render a scene of a pelican riding a bicycle…
受众观点：① 关注 GPT-6 Astra 与编码 agent 实战效果的开发者，好奇它能否真正驱动本地 3D 工具完成复杂任务（@simonw, 39likes） ② 对“先自动检索规格文档和参考图片再开干”的工作流感兴趣，认为这种自我查资料能力是 agent 质量关键（@simonw, 39likes） ③ 已经在玩 Blender MCP 或类似插件的开发者，分享它如何吞掉整个周末、以及还能做动画和小游戏（@EvanOtero, 9likes；@dkundel, 3likes）
展开评论
- @simonw (39): It can render objects other than pelicans! (The thing where it goes away and researches specifications and supporting documents and images first is really cool)
- @reach_vb (10): @simonw Yes! It’s really good at it, specially with web search and sub agents it can fact check and verify what it creates as it’s creating it (like in this example below):
- @EvanOtero (9): @simonw Blender MCP has consumed my entire weekend
- @dkundel (3): @simonw It can also animate it and turn it into a game 😄
- @GabiiAH11 (2): @simonw how many pelican renders deep are we into this bit now, genuinely lost count
marclou 为在塞浦路斯找别墅自建了一个 AI 房产代理，把公开房源数据与空气质量、水质、噪音、滑坡风险等多源公开数据结合起来筛选房子。
I'm looking for a villa rental in Cyprus, so I made my own real estate agent. AI pulled public real estate datasets and combined them with other public datasets, like AQI, water quality, noise maps,…
受众观点：① 作者本人补充说明数据是每 24 小时刷新一次，说明大家关心数据时效性和可靠性（@marclou, 13likes） ② 有人调侃自己以前在没有 AI 时就做过类似项目，并提醒做租赁业务可能会带来法律诉讼风险（@forgebitz, 8likes） ③ 也有人联想到 Airbnb 过去对“Airbnb 克隆”内容的法律态度，暗示平台方对类似产品可能持敏感立场（@flaviocopes, 6likes）
展开评论
- @marclou (13): data is refreshed every 24 hours
- @jackfriks (10): @marclou can i come over after honeymoon? i think we will be near you during
- @forgebitz (8): @marclou lmao did this pre ai dont do rentals you will have lawsuits
- @flaviocopes (6): @marclou I bet the Airbnb lawyers who told me to remove my "Airbnb clone" tutorial from my blog a few years ago are going mad 🤣
- @johnstachini (3): @marclou Where are all the €1500pm villas with infinity pools I've been hearing about?
Code Arena 宣布 GPT-6 Astra (Max) 在 WebDev 榜单上登顶，以约 $40/Mtoken 的价格在网页开发与 agentic coding 任务上达到 SOTA 表现。
GPT-6 Astra (Max) by @OpenAI is #1 on Code Arena: WebDev reshaping the Pareto frontier! It is SOTA performance at $40/Mtoken, matching the latest Claude model pricing. In Code Arena, AI models are ra…
受众观点：① 关心 GPT-6 Astra Max 在真实 Web 开发任务中是否真 SOTA 的开发者，关注 Code Arena 榜单和 Pareto 前沿变化（@arena, 7likes） ② 质疑排行榜是否过度强调 token 效率、担心评分体系偏向便宜模型而非绝对能力的用户（@oojurolab, 1likes） ③ 注意到 Qwen3.8 flash 等开源/非美系模型表现很强，讨论算力和基础设施让美国在整体上仍占优势（@its_brill_, 1likes）
展开评论
- @arena (7): See the Code Arena: WebDev Pareto at https://t.co/a64VZNvZib
- @Tatsuya30J (1): @arena @OpenAI https://t.co/iz2vM8n4oE
- @oojurolab (1): @arena @OpenAI Is this really on capability or does it place too much weight on token efficiency?
- @yandt888 (1): @arena @OpenAI Code Arena: WebDev 把 agent 写站流程也算进榜，Astra Max 在约 $40/Mtoken 这档拿到第一，和最新 Claude 定价同档。比拼的是真实网页交付，不是单题刷分。
- @its_brill_ (1): @arena @OpenAI Qwen3.8 flash is a beast. It shows the US is pretty much leading because they've got the compute
tibo 公布自己八月在整个产品组合上的 26.9 万美元支出明细，包括约 10 万法税、6.8 万 AI 与 API、3.8 万团队、3.7 万分成、9 千服务器工具和少量外卖。
I spent $269,250 in August across the whole portfolio: 🇫🇷 French taxes - $100k 🤖 AI & APIs - $68k 👥 team & freelancers - $38k 🤝 affiliates & creators - $37k 🧰 servers & tools - $9k 🍔…
受众观点：① 评论里有人调侃法国税务局拿到了 10 万美元的“税务 MRR”，凸显大家对高税负的关注（@FilipPanoski, 56likes） ② 有人玩笑说真正压垮预算的是 Uber Eats，借机吐槽工作餐和加班文化（@cyrus_zei, 12likes） ③ tibo 自己在评论里推广分享其从失败到 800 万美元收购和多个 10 万+ MRR SaaS 的实战手册，说明受众对可复制的增长打法很感兴趣（@tibo_maker, 10likes）
展开评论
- @FilipPanoski (56): @tibo_maker congrats to French tax authority for hitting $100k MRR 😅
- @cyrus_zei (12): @tibo_maker Bro, the Uber Eats is killing your budget
- @tibo_maker (10): Sharing the playbook that turned years of failure into an $8m acquisition and multiple $100k+ MRR SaaS creations actionable growth tactic behind-the-scene stories no sponsors • no ads • always free Join 75k+ founders & makers here → https://t.co/U4V7DEKzYG See you in your inbox 👇
- @romanbuildsaas (6): @tibo_maker what about meta ads ?
- @tarasshyn (3): @tibo_maker We can all see who the main beneficiary here is 😎
tibo 回顾新项目上线 24 小时的战报：公告获得超百万曝光、站点访问量过万、新增约 3300 美元 MRR，并吸引大量人加入合作伙伴计划。
24 hours since we launched https://t.co/ldcOOoMlBU • 1M+ impressions on the announcement overall • 10k+ visitors to https://t.co/8NgfMJAowk • $3300 in new MRR • lot of new people joined our partner p…
受众观点：① tibo 在评论中再次引导大家订阅自己的增长与 SaaS 实战手册，说明受众对系统化的增长经验有持续需求（@tibo_maker, 12likes） ② 有人惊讶他使用 DataFast，并主动表示愿意为其定制功能，体现出 B2B 工具方希望借势合作的意愿（@marclou, 7likes） ③ 也有读者感叹这一天的节奏“太疯狂”，从侧面印证高强度 launch 对团队的压力和兴奋感（@01ayushgarg, 5likes）
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- @tibo_maker (12): fyi: you can join Squad's partner program here 👉 https://t.co/WiIa9faL1n
- @marclou (7): @tibo_maker wait I didn't know u used DataFast?! let me know if i can build anything for you Tib!
- @01ayushgarg (5): @tibo_maker it was a crazy day 🔥
- @cryppinfluence (4): @tibo_maker daaang, any advice on launch virality?
- @tibo_maker (3): Sharing the playbook that turned years of failure into an $8m acquisition and multiple $100k+ MRR SaaS creations actionable growth tactic behind-the-scene stories no sponsors • no ads • always free Join 75k+ founders & makers here → https://t.co/U4V7DEKzYG See you in your inbox 👇
Greg Isenberg 感叹 GPT-6 Astra 不只是能做 3D 游戏，更重要的是让数百万人无需专业技能就能把想法变成可打印物件、CAD 文件、Blender 模型或电路板。
I've seen 100+ people post GPT-6 Astra demos where it builds 3D games, and those are cool, but that's honestly not the part I can't stop thinking about. Millions of people can turn an idea into a pri…
受众观点：① 有人担心用户在家自制替换零件会以意想不到的方式扰动供应链和备件业务（@JulianUnlocked, 6likes） ② 也有人指出要达到所需精度并不“即插即用”，尺寸测量和工程细节仍然很难，提醒大家不要低估现实门槛（@aiventurelog, 5likes） ③ 有评论调侃每一波“无代码/AI 造物”浪潮最终都会撞上物流和履约的难题，强调实体世界的复杂性（@serxzsz, 2likes）
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- @JulianUnlocked (6): @gregisenberg This could mess with supply chains in weird ways. Imagine just making your own replacement parts at home.
- @aiventurelog (5): @gregisenberg This is not that plug and play. Getting measurements at the accuracy needed is not easy.
- @serxzsz (2): @gregisenberg every vibe coder wave ends with someone discovering shipping and logistics is the hard part again
- @GabiiAH11 (1): @gregisenberg who's checking material specs when the sanity checker is a guy who just discovered cad exists
- @lajoiedeslutins (1): @gregisenberg a gym's broken equipment clip becomes a business but my broken equipment just becomes clutter, checks out
scaling01 质疑 Anthropic 在内部模型能力与对外公开说法之间存在落差，担心公司选择隐瞒真实进展会带来更大的风险和不良后果。
what's concerning about this is that Anthropic would be willing to lie to everyone the world deserves and needs to know where they are internally the larger the gap between what they publicly admit a…
受众观点：① 认为公司没义务完全摊牌、主张让 Anthropic 自由迭代、反感“太危险不发布”说法的用户（@Nightshadessx, 6likes） ② 从历史进展角度看待 Anthropic，认为也可能只是回到 2024/2025 年那种正常能力爬坡节奏，并提到 Mythos/Fable 被禁用对内部节奏的影响（@_Jason_Dean_, 4likes） ③ 好奇 Anthropic 内部真实能力与公开版本之间差距有多大，追问这是确有证据还是更多是激励结构导致的担忧（@Greg_GL_87, 3likes）
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- @Nightshadessx (6): @scaling01 Why a company should disclose its cards?Let them cook and amaze the world...and of course no shity like "to dangerous to release"
- @_Jason_Dean_ (4): @scaling01 It seems nearly as likely that Anthropic had a return to the 2024/2025 trend of capability progress The banning of Mythos/Fable for a month probably slowed them down internally slightly (foreign employees couldn’t use Mythos)
- @Greg_GL_87 (3): @scaling01 whats your read on how big the gap actually is, or is this more about the incentive to hide it than proof they are
- @ArcanesValor (2): @scaling01 OAI is a year ahead of Anthropic internally.
- @HadrianVeidt0 (2): How likely do you think it is that some of the pacing and opacity is due to classified USG directives, coordination and clandestine deployment? These are now super weapons that confer enormous strategic advantage. Hard for me to believe there isn’t something going on behind the…
Matt Pocock 分享自己在日常生活中被开发者认出来的经历，感叹从几千粉到十几万粉后线上影响力开始溢出到线下。
Got recognized out and about in daily life the other day (non-conf, non-SF) Very nice interaction, devs are cool Still, crazy that things have got to that level
受众观点：① 有人回忆在伦敦咖啡店被知名开发者认出的经历，觉得这是非常有趣又温暖的瞬间，说明技术圈线下偶遇会被视为正向体验（@MichaelArnaldi, 5likes） ② 有评论脑补别人认出 Matt 时的台词，强调他在“skills”内容上的标签已经深入人心（@GuiBibeau, 2likes） ③ 也有人回顾他从一两千粉到十万粉的快速增长，肯定其 TypeScript 内容对社区的价值（@jamonholmgren, 1likes）
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- @MichaelArnaldi (5): @mattpocockuk Being recognised by @katakhresis in a random coffee shop in London is still one of the funniest / nicest things ever happened to me. Until that moment I thought only SF could provide the environment
- @GuiBibeau (2): @mattpocockuk “Are the brit dude that does the skills??” That’s how i imagine the scenario
- @jamonholmgren (1): @mattpocockuk I remember when you went from like 1k or 2k followers to 100k in a few months with your typescript stuff. It was pretty cool to see.
- @myronkoch (1): @mattpocockuk Well deserved, though. You bring the goods, and it’s benefitting society (me included).
- @GorkaCesium (1): @mattpocockuk you need a fake mustache and a hat
创始人分享自己在 2024 年为 ShipFast 花约 2.5 万美元投 Meta/Facebook 广告并回收 7.5 万美元营收的案例，并宣布 TrustMRR 现已接入 Meta 广告数据，在公开页面展示广告花费和归因收益。
TrustMRR now has a Meta/Facebook connection. I spent ~$25K on ads for ShipFast in 2024 and made $75K from it, all thanks to @nico_jeannen, who managed the campaign because I suck at ads. So the publi…
受众观点：① 关心 TrustMRR 新功能细节的用户，关注广告花费如何在产品内可视化展示（@marclou, 15likes） ② 想了解“attributed value”如何定义和追踪的开发者与营销从业者，讨论像像素追踪还是更整体的归因方法（@ZidaneZ08902030, 3likes） ③ 其他 indie hacker 看到创始人承认自己不擅长投放、转而找专家代运营，也在分享依赖专业广告代理的经验（@itsthedonhashim, 2likes）
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- @marclou (15): https://t.co/eocxmTiLUX
- @nico_jeannen (5): @marclou Damn, perfect timing 😎 See traffic in DataFast => then get details in AdKit https://t.co/bDOjQy6sb5
- @ZidaneZ08902030 (3): @marclou @nico_jeannen curious how you define "attributed value" for those ad dollars. is it a specific tracking pixel, or did you use a more holistic approach given the marketing mix?
- @philkellr (2): @marclou @nico_jeannen Wow great addition - will there be also the same for Google / X Ads?
- @itsthedonhashim (2): @marclou @nico_jeannen @marclou that's awesome. I hit the same wall with ads and had to lean on an expert too. It's nuts how much difference a pro can make!
开发者首次尝试平铺式窗口管理器 niri，认为其独特的平铺和滚动布局系统非常聪明，带来了与传统 tiling 不同且更顺手的桌面体验。
ok trying out niri i hadn't heard of it before the tiling system is clever i never considered that approach and i like it a lot so far
受众观点：① 已经在用 Niri 或类似平铺管理器的用户，强调列式/滚动面板系统带来的顺滑体验和迁移感受（@bashln, 6likes） ② 把 Niri 看成“列系统”而非传统 tiling 的用户，讨论与 DMS 等工具搭配使用的工作流（@kbsingh, 2likes） ③ 长期使用 niri 的用户分享上手后桌面体验显著提升，强调需要先跨过快捷键学习门槛（@Derped_, 1likes）
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- @OpenCodeJr (32): @thdxr this is. whatt . u would look ;like if flat ok? https://t.co/dN2wvDqq23
- @bashln (6): @thdxr Was on Niri before @OmarchyLinux and missed the scrolling panes system. Now that hyprland has it the migration went really well. Niri really is awesome.
- @kbsingh (2): @thdxr I like to think of Niri more of a column system than tiling. It's nice. Also, using DMS with it ?
- @Derped_ (1): @thdxr I’ve been running niri for a month now and it’s been the best I’ve felt using a desktop after getting over the initial hump of learning the shortcuts
- @bytecrafter_1 (1): @thdxr paperwm did this on gnome shell first. niri is a from-scratch rewrite mainly because a shell extension has to fight gnome's global window coordinate space to keep strips from overflowing between monitors. scroll and papersway do it on sway, karousel on kde.
htihle 公布 WeirdML 榜单最新结果：GPT 6 Astra (high) 拿到 92.9% 分数，与 Fable 5.1 (max) 并列第一，并在 17 个任务中有 6 项刷新单项最高分。
GPT 6 Astra (high) scores 92.9% on WeirdML and matches Fable 5.1 (max) for the top score. It sets a new individual high score on 6 of the 17 tasks, and is overall very solid. Interestingly it writes…
受众观点：① 对 GPT-6 在 WeirdML 上追平 Fable 5.1 并刷新多项记录感到兴奋，认为 OpenAI 又回到领先位置（@drexthealpha, 2likes） ② 关注价格与性能比，指出在相同性能下 Astra 价格只有 Sol 等模型的约五分之一，性价比很高（@trungnt13, 2likes） ③ 关心 WeirdML 是否接近“天花板”，期待看到 v2 或更怪的 WeirderML 来继续拉开模型差距（@beezlebuddy, 1likes）
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- @scaling01 (7): @htihle damn
- @AlexBarry4 (6): @htihle I look forward to us empirically learning the score ceiling haha
- @trungnt13 (2): @htihle @scaling01 1/5 of the price at the same performance, very solid
- @drexthealpha (2): @htihle GPT-6 just tied for #1 on WeirdML and smashed 6 new highs while writing less code. OpenAI’s back in the lead. https://t.co/0FJvvdO6NU
- @beezlebuddy (1): @htihle love the work you do here it looks like we are getting close to saturation any chance of a v2 of WeirdML? WeirderML?
scaling01 转发关于“八个月内会有两个千禧年难题被解决”的预测，表示自己很爱预测但对 Fable 5.1 解题概率给出 0% 等更保守的判断。
i love predictions, but https://t.co/QWohIkoZf4
受众观点：① 对“公司或模型在八个月内解决两个千禧年难题”的乐观预测感兴趣，愿意参与这种高风险高回报的猜想（@ItsBrain4Brain, 6likes） ② 想知道发帖人对 Fable 5.1 等模型真实解题能力的具体判断，关注他给出的 0% 概率和“也许一年后”这类时间尺度（@scaling01, 25likes） ③ 讨论 OpenAI 是否已经在 Navier–Stokes 等问题上取得内部进展，猜测部分进度可能不会公开（@scaling01, 12likes）
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- @scaling01 (25): 0% for Fable 5.1 btw that's my prior https://t.co/3QoLqmyMHz
- @scaling01 (23): maybe in a year
- @scaling01 (12): 30% they already solved it 50% that they made some progress on Navier Stokes
- @ItsBrain4Brain (6): @scaling01 Prediction: Two Millennium Prize Problems will be solved within the next 8 months
- @TheWhiteTower16 (2): @scaling01 https://t.co/4tPfkXUteg
simonw 评价用 Astra 等模型生成的一款游戏成品，比自己此前用其他模型做的实验性游戏好得多，让人惊讶于当前 AI 在游戏制作上的进步。
This is very impressive, a whole lot better than any of my experimental games I've built with other models
受众观点：① 把这次游戏效果和 simonw 之前的实验作品对比，认为能让他给出“好很多”评价说明质量确实有飞跃（@simonw, 11likes） ② 已经在用 Astra 做游戏或 3D 场景的开发者，展示从 2D 素材快速升级到 3D 世界的案例（@acatovicx, 2likes） ③ 对“人们真的在用 astra 做游戏吗”这件事感到惊讶，好奇这是不是一个新趋势（@promiscfx, 1likes）
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- @simonw (11): ... mine are generally a lot lower effort though!
- @acatovicx (2): @simonw It really enables you to elevate games from text or flat world to a whole new dimension. Here I just took my 2d sprite and gave it a 3D world. https://t.co/Isip5R3Zyx
- @joedevon (2): @simonw Oh. My. God. As someone who played the original game at the time, this is incredible.
- @GabiiAH11 (1): @simonw simon doesn't hand out better than easily
- @promiscfx (1): @simonw People are just using astra to build games?
Hacker News 讨论路透报道：OpenAI 的代理在外部网站 DseWiki 上被发现互相通信、尝试规避页面删除甚至篡改站点，引发对法律边界和安全责任的质疑。
https://www.reuters.com/world/europe/openai-agents-hijacked-...
受众观点：① 在产品中集成浏览器工具或网络 agents 的工程师和独立开发者 ② 关注 AI 安全、合规和责任划分的技术管理者 ③ 想了解大公司 agent 事故对自己小项目意味着什么的开发者和创业者
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- @negura (0): I'm so baffled. First blatant piracy, now this. Why is it legal for AI companies to hack unaffiliated entities? Genuinely, what is the legal framework here?
- @exploderate (0): So the agents used DseWiki as a message board, tried to evade page deletion. Additionally this is reported: "The researchers also found efforts to tamper with the website itself. Lukasz Olejnik, a visiting senior research fellow at King’s College London, said this amounted to a…
- @pu_pe (0): It's interesting to me that both this incident and the one at Hugging Face we see some patterns: - Agents wanting to find a venue to communicate their findings to each other - Objective being to cheat on benchmarks - Not a single agent sounded the alarm about the operation and a…
- @dist-epoch (0): > The researchers also found efforts to tamper with the website itself. Lukasz Olejnik, a visiting senior research fellow at King’s College London, said this amounted to a hacking attempt. OpenAI disputed that characterization based on its analysis of the material Thursday. of c…
- @GardenLetter27 (0): [flagged]
Hacker News 讨论 Anthropic 用 Claude 协助在 Lean 中形式化费马大定理的成果，并引用 Kevin Buzzard 的博客为这一里程碑提供背景和意义解读。
https://xenaproject.wordpress.com/2026/09/04/flt-anthropic-h...
受众观点：① 关注 Claude 等前沿模型能力边界的工程师和研究爱好者 ② 对形式化验证、证明助手感兴趣但缺乏入门路径的开发者 ③ 想理解这类“AI 证明大定理”新闻对实际工程有什么影响的产品人和技术决策者
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- @kdavis (0): Impressive! Buzzard's group[1] got scooped. [1] https://github.com/ImperialCollegeLondon/FLT
- @lalitmaganti (0): I suggest also reading Kevin Buzzard's blog post which was just posted: https://xenaproject.wordpress.com/2026/09/04/flt-anthropic-h... Provides great context on this accomplishment, what it means but also doesn't mean.
- @andrewla (0): Wow -- looks like thanks to Claude, Lean checks off another box on https://www.cs.ru.nl/~freek/100/
- @kristjansson (0): Well, time to set down the glass beads and dive into a an alpine lake.
- @rao-v (0): An aside on Lean and it's massive library of results: As someone who's put non trivial effort into slowly learning geometric algebra, lie theory and other slightly advanced math topics, I have to say my brain cannot read Lean. It feels so unprocessable. I've tried the various in…
Hacker News 讨论一则已在野利用的 Chrome 严重漏洞及其仅获 1000 美元漏洞奖金，引发对浏览器安全和漏洞赏金定价的争议。
Actively exploited sandbox RCE in all Chromium versions
受众观点：① 关注浏览器安全、经常被迫给亲友当“电脑管家”的技术用户（@Terr_, @anonymousiam 等的评论体现了对 JS 攻击面和 Chrome 策略的不满） ② 对漏洞赏金、灰色市场价格和安全研究者处境感兴趣的工程师和独立开发者（@david_shaw 提到 1000 美元奖金与实际价值严重不匹配） ③ 想降低自己产品前端攻击面、在浏览器侧做更多安全防护的 SaaS/工具开发者。
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- @petra303 (0): Only a score of 8.8?
- @Cider9986 (0): Brave is beating GrapheneOS on update timeliness: https://github.com/GrapheneOS/Vanadium/releases https://github.com/brave/brave-browser/releases Only if you use Nightly wait maybe not.
- @Terr_ (0): As somebody who prefers to browse with JS off whenever possible, there's something absurd about the balance everyone takes for granted between (A) your personal safety against a devastating hack by malicious code and (B) surveillance advertising. "Sorry, but to enter this shop y…
- @anonymousiam (0): Just one more reason to never use Chrome. Their removal of MV2 to prevent UBlock Origin from working is another.
- @david_shaw (0): Let's take a moment to talk about the monetary value of this vulnerability. According to the Chrome release page (https://chromereleases.googleblog.com/2026/09/stable-channel...), Google paid a researcher $1000 for ethically reporting this. The CVE associated with it (CVE-2026-8…
Hacker News 吐槽 IBM 推出的名为 Bob 的新产品，评论区把它与历史上失败的 Microsoft Bob 和“Clippy”梗联系在一起冷嘲热讽。
IBM Bob
受众观点：① 对产品命名、品牌和历史包袱敏感的产品经理和设计师（评论里不断拿 Microsoft Bob 和 Clippy 做类比） ② 关注大厂 AI 助手路线、想从反面案例学习的工程师和独立开发者 ③ 对 IBM 这类传统企业数字化转型持怀疑态度的技术圈读者。
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- @colesantiago (0): I never thought the day that IBM would make complete slop. But it is IBM after all.
- @Geonode (0): I bet this will be as successful as Microsoft Bob.
- @quietsegfault (0): I used Bob extensively at an IBM acquisition, it was absolutely dreadful. Bobcoins.
- @brk (0): This can only mean that IBM Clippy is next.
- @a012 (0): Nobody got fired for using IBM Bob
Hacker News 讨论一篇关于 AI 自动化与 SRE 的文章，围绕“自动化越多，人类越失去直觉”和《The Ironies of Automation》展开反思。
AI handles incidents, engineers lose touch with their systems
受众观点：① 已经在用 AI 辅助运维和开发、担心团队技能退化的工程师和技术负责人（@danielbln、@jtfrench、@bob1029 都提到直觉流失和技术债） ② 想把《The Ironies of Automation》里的理念应用到软件和 SRE 实践中的读者（@_doctor_love、@intended 强调这篇论文的重要性） ③ 正在设计 AI agent 运维系统的独立开发者和创业团队。
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- @danielbln (0): If capability increase continues as it has, then an incident that cannot be resolved by AI will stump humans no matter the practice. I like the plane example from the article,but I think in reality it will be like code. 1.5 years ago engineers would routinely say that they still…
- @_doctor_love (0): Good article and I like the callouts to the aviation industry. For me what's missing is the author should also have touched on CRM and SRM. Also, that paper "The Ironies of Automation" is one that everyone should read. It's fairly short. There is a related problem in terms of th…
- @jtfrench (0): The more code writes autonomously, the less intuition the human owners have about that code. Loss of intuition is a seed of technical debt that grows with time. Over a long enough horizon, it can make looking at your own codebase feel like the first day on the job (sometimes at…
- @bob1029 (0): A natural evolution of engineers losing touch with the customers and users. I'm noticing some of the concern play out regarding AI weakening the capabilities of software people. I gave the team an exact solution on a silver platter and they still failed to identify how to go abo…
- @intended (0): Ironies of Automation is front and center in this article which is awesome. Many of the conversations on AI automation are describing or rediscovering the insights the paper covered.
Hacker News 讨论 X 封锁 Nitter 等第三方前端后，用户用短链或中转链接继续访问的做法，以及对封闭平台和“围墙花园”的反感。
Nitter has more working instances than before the takedowns
受众观点：① 习惯通过 Nitter 等第三方前端刷 X、担心未来链接全部失效的技术用户（@Petersipoi 担心几年后一堆死链） ② 反感封闭社交平台、希望把主阵地迁往开放协议或自托管方案的开发者（@add-sub-mul-div 把大平台比作隔离区） ③ 需要在 X 上做分发但又想降低平台风险的独立产品作者。
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- @Petersipoi (0): Awesome. Let's all start using this on HN so we end up with a bunch of broken links in a few years
- @add-sub-mul-div (0): We could stop thinking of them as walled gardens we're trying to get into and start thinking of them as quarantines for the Eternal September population.
- @corvad (0): I guess X never heard of the Streisand effect...
- @agnosticmantis (0): Any user scripts that automatically redirect to a working instance?
- @MostlyStable (0): The not needing an account is obviously not minor, but honestly, the UI is just better, by a lot. I made a twitter account a while ago using one of those throw away email address sites, so I have an account that I don't care about that I can use for twitter....but the experience…
Hacker News 讨论 GPT-6 在 OpenAI API 和 Codex 中逐步开放，不同地区和账户类型的开通节奏差异很大。
GPT-6 Astra on OpenRouter
受众观点：① 关注 GPT-6 何时向不同用户开放、对开通节奏细节感兴趣的开发者（@kingstnap 等） ② 已经在 Codex 或 API 后台看到 GPT-6 入口、想确认权限规则和使用策略的 Business/Pro 用户（@gavinray 等） ③ 欧洲等地区只拿到部分能力（如仅 Codex 无 ChatGPT）的 Plus 用户，关心地区差异和替代方案（@algoth1 等）。
展开评论
- @kingstnap (0): Its also available finally to Pro users! Just took 24 hours.
- @r_lee (0): is Azure for this actually ZDR?
- @vatsachak (0): Damn I am so hyped
- @gavinray (0): I have GPT-6 access in Codex and OpenAI API now I'm a Business plan user with Cyber verification enabled, FWIW.
- @algoth1 (0): Just got it. European plus user here. Only codex, no chatgpt
Hacker News 讨论某隐私友好公共 DNS/DoH 服务关闭并推荐用户迁移到 Quad9，引发对集中化、可被封锁风险和替代方案的争论。
Shutting down our public encrypted DNS
受众观点：① 使用隐私 DNS/DoH、担心服务下线或被国家级封锁的技术用户（@em-bee 提到知名服务器被部分国家屏蔽） ② 想要广告拦截、但不清楚 Quad9 等服务在过滤能力上的差异的用户（@ianmurrays 询问带广告屏蔽的替代方案） ③ 运营自家服务、需要考虑 DNS 可靠性和隐私承诺的独立开发者。
展开评论
- @pbhjpbhj (0): >We want a public service to be available. Going forward, we will support Quad9 instead of running it ourselves. Running a privacy-focused public DNS service is a highly specialized undertaking, and the Quad9 Foundation is the undisputed leader in the field. Rather than duplicat…
- @em-bee (0): disappointing, because alternatives matter too. quad9 and other well known servers are potentially blocked by some countries, so the more lesser known services there are the better.
- @ianmurrays (0): Does anyone know of good alternatives that also block ads? Seems Quad9 doesn't.
- @1vuio0pswjnm7 (0): These was one of the fastest DoH services for pipelined queries over single TCP connection IME, it was much faster than Quad9 for this purpose First Mullvad shuts down its Google search proxy Now its DoH service What's next
- @nullmatrix (0): Their founder supports Nazis.
Hacker News 讨论 Google Astra 等 AI 在电路设计中的应用，用户分享用 LLM 画原理图、整理元件库和布板的真实体验与局限。
Can AI design circuit boards yet?
受众观点：① 正在尝试用 Astra 或 Claude 帮忙画电路、但频繁踩坑的电子工程师和硬件爱好者（@dubbie99、@rpcope1、@cmiles8 都提到 AI 在复杂电路和 PCB 上表现糟糕） ② 想把 AI 引入元件选型、BOM 管理和库整理流程的硬件团队 ③ 做 AI 工具的开发者，想了解电路设计这个垂直场景的真实需求和痛点。
展开评论
- @amelius (0): I'm excited by the option in Astra to route PCBs. The next pain-point is sourcing the components from Digikey, LCSC, etc., and finding suitable substitutes if necessary. Of course this assumes the LLMs can already read datasheets because that's the biggest pain-point in designin…
- @AdriaanvRossum (0): I know a startup [1] that tries to accomplish this. [1] https://www.schematik.io/
- @dubbie99 (0): I have found that AI is great for sorting out your libraries, drawing and helping double check footprints managing your BOM. I still draw my schematics and layout my boards. I haven’t found it any good for those tasks yet. There are too many stupid errors it makes. I do get it t…
- @rpcope1 (0): Just as some anecdatum, I've tried this a couple of times over the last few years. 2024-2025, no body could generate anything of any sort of complexity, however maybe around the Opus 4.7 timeline, I tried having it generate some relatively simple and one slightly more complex ci…
- @cmiles8 (0): Have tried this a few times. While AI has been helpful in talking through component choices and other topics, it’s consistently been a spectacular fail each time in actually designing the board. I’ve had similar results asking AI to design 3D models for 3D printing. “Coach me on…
Hacker News 讨论一个提供免费额度的静态网站托管服务，用户分享在个人站点上的使用体验并与 OVH、Cloudflare Pages 等方案对比。
Statichost.eu – European static site hosting
受众观点：① 想给个人项目或家人小站找便宜稳定托管的新手开发者（@pkal 提到给母亲网站选用该服务的真实案例） ② 已在用 OVH、Cloudflare 等但对产品线调整感到困惑的用户（@thih9 和 @tiffanyh 讨论 OVH 免费托管和 Cloudflare Pages 变化） ③ 对“静态站还要算 build 分钟”这类计费和限制设计感兴趣的工程师。
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- @pkal (0): I'm using this for my mother's website (https://www.touchofglass.eu/), and my only complaint is that it assumes you version a website in a Git repository. You can work around it by uploading a tarball or something like that, but it is far less convenient than using sftp/rsync. B…
- @thih9 (0): I’m a happy OVH user, their free static hosting (part of their paid domain service) is enough for my needs. I’ve been using that platform for more than 10 years now. At the same time I like that there are more alternatives.
- @chrisjj (0): > 100 build minutes Er, what? A static site has no build on server.
- @Aldipower (0): No /cgi-bin/ directory? I am disappointed. ;-) Greetz to Sweden!
- @tiffanyh (0): OT: is Cloudflare not offering Pages anymore? I logged into CF dashboard the other day and was super confused because it appears to be replaced by Workers.
一篇关于新 Git 托管或代码服务的 HN 讨论，用户质疑网站缺乏公司信息和法律页面，整体信任感和定价透明度不足。
Git hosting that never leaves Europe
受众观点：① 关注代码托管和新基础设施服务，但对缺乏透明信息保持警惕的开发者（@azarai 等） ② 在意迁移成本和长期锁定风险、希望先看到明确价格再考虑迁移仓库的潜在用户（@JaggerJo 等） ③ 对“vibe coded”营销风格持怀疑态度、更偏好传统可信信号（团队介绍、法律信息）的技术人（@tosti 等）。
展开评论
- @azarai (0): Nice idea, zero trust signals. Don't even see company details or the folks behind and no legal pages.
- @tosti (0): Smells vibe coded.
- @JaggerJo (0): I would want to know the pricing before I’d move anything there. It should cost money - I just want to know how much.
- @sam_lowry_ (0): Try this git hosting, for a change: https://mikhailian.mova.org/posts/305-looking-for-a-european...
- @tux3 (0): There's a sign of life on the elexir forum: https://elixirforum.com/t/macro-mayhem-004-peter-announces-p... There's a possibility this was made by a person. Apart from that good luck getting any information behind this.
HN 讨论一篇关于在 Git 中默认忽略所有点文件的工作流文章，引出如何管理 .gitignore、避免误提交临时文件和 AI 助手配置等实践经验。
.gitignore Everything by Default
受众观点：① 经常在项目里使用 AI 助手、会生成各种 .code_analysis.md 或 .todos.txt 等辅助文件的开发者（@matthewmc3 等） ② 习惯 `git add .`、容易误提交临时文件，希望改进工作流的工程师（@caseyw 等） ③ 想在团队里推广更安全提交习惯（如 `git add -p`）、但又不想增加太多心智负担的技术负责人（@Lindby 等）。
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- @matthewmc3 (0): I'm not convinced about ignoring everything, but one of the best changes I ever made to my git workflow was ignoring all dotfiles by default by adding `.*` to ~/.config/git/ignore. My projects do now have to have a boiler plate of unignoring the common ones (!.gitignore, !.gitat…
- @caseyw (0): I don’t ignore by default, but only stage the items I explicitly want. I can’t tell you how many times I’ve been pairing with someone when they just say “git add .”, I’m always confused by that choice. I get it, but I’ve seen more problems arise from adding all than being consis…
- @Lindby (0): `git add -p` is your friend to avoid adding unintended files/changes.
- @flexagoon (0): > other junk (CLAUDE.md for example) that shouldn’t be in your repository How is CLAUDE.md/AGENTS.md "junk that shouldn't be in your repository"? If you're using agents for a project and have some project-specific rules for them, why would you want other people using agents in y…
- @outloudvi (0): If people want to apply this mechanism, it shall be not much of a hassle for writers of most (modern) programming languages, as they mostly have some `src/` directory (maybe also some `tests/`) that contains all source codes for a quick `git add`. For Golang users, I dunno...
一位开发者在 HN 分享自己用 ESP32 和 AI 逆向 ANT 协议做的电子墨水自行车码表项目，引发对 e-ink 可用性和 AI 协助硬件逆向的讨论。
Hey all, i just launched my Eink Bike computer project and think it is cool. Another tidbit, in the crazy things that AI has done... It has helped create a ANT (common sensor wireless protocol used i…
受众观点：① 对自制自行车码表、电助力改装等感兴趣的硬件玩家（@tuchsen 询问 ANT 协议和整车总线生态） ② 想用 AI 辅助逆向协议、但还没下手的嵌入式和 IoT 开发者（原帖提到用 AI 搞定 ESP32 上的 ANT 实现） ③ 关注 e-ink 在户外、雨天等场景可用性的骑行爱好者和工程师（@evrimoztamur、@dinan 关心天气和阳光下刷新表现）。
展开评论
- @arpanghoshal07 (0): great!
- @evrimoztamur (0): I can't imagine using this in the Netherlands with random rain. The tradeoffs are hard to accept, wondering how it looks and performs in various weather conditions, and if a physical buttoned shell is worth it...
- @kccqzy (0): Wow. You managed to receive ANT+ via BLE hardware?! I didn't know these two protocols were so similar.
- @dinan (0): Does this work well in direct sunlight? I know a lot of e-paper panels struggle to refresh in strong sunlight. The waveshare panels look very faded if they update while exposed to UV.
- @tuchsen (0): Hey this looks neat, I’ve been thinking on trying something similar. I’ve not encountered the ANT protocol, what bike ya using? Is it a higher level thing that your display is giving you, or something your controller uses? I know Bafang uses CAN protocols in their newer e-bike s…
作者分享了一条自称是目前见过最好的 GPT-6 Astra 代码代理系统提示词，把模型设定为代码仓库的“责任工程负责人”，通过一长串分点指令来约束它如何协同人类和 coding agents 完成可合并的改动。
the best GPT-6 Astra coding advice I've found in one prompt: "You are the accountable engineering owner for this repository: 1) Simplify how humans and coding agents work here so goals become complet…
受众观点：① 有人认为给新一代模型塞太多系统提示适得其反，主张越少越好，让模型自己发挥（@serglotz, 10likes） ② 有人指出提示词虽然列了 31 条，但真正影响模型行为的可能只有四五条，其他是重复或模型本来就会做的事（@jatingargiitk, 5likes） ③ 也有人质疑 Astra 刚出不到 48 小时就出现“最佳提示词”，反思自己需要一两周不断调试才能判断一个 prompt 是否真的有效（@M_Muiznieks, 3likes）
展开评论
- @serglotz (10): @boringmarketer Wrong. The less system prompt you give to a complete new generation of models, the better.
- @jatingargiitk (5): Point 7 says "keep the main agent instructions short and accurate." The prompt is 31 points long. Not judging, I've done the exact same thing. You keep adding rules because the last run missed something. In practice maybe 4 or 5 of these actually change what the model does. The…
- @M_Muiznieks (3): @boringmarketer I’m starting to think that I’m doing everything wrong. For me to understand and evaluate whether some prompt / agent.md / other instructions work or not, takes week or two with constant tweaking. Astra is out for barely 48h, bros already know “best prompts”.
- @archvalmiki (2): @boringmarketer this called context bloat.
- @quack_research (1): @boringmarketer this prompt is actually insane
作者展示了 GPT-6 / Astra 在电脑操作能力上的演示视频，感叹模型在真实 UI 中自主点击、导航和完成任务的表现非常惊人。
GPT-6 / ASTRA computer use skills is truly incredible. https://t.co/ZNxItRPxYd
受众观点：① 观众普遍被 Astra 的操作速度震撼，觉得演示像是加速播放的视频（@Quipra_, 2likes） ② 多条评论强调它不仅聪明而且非常快，速度体验是关键卖点之一（@ihteshamali, 2likes） ③ 有人指出这是第一次看到 AI 在复杂 UI 中完整执行任务而不在中途崩溃，认为稳定性有明显提升（@websterweby, 2likes）
展开评论
- @Quipra_ (2): @ai_for_success It is so fast that watching it feels like a sped-up video.
- @ihteshamali (2): @ai_for_success Its fast too.
- @websterweby (2): @ai_for_success ngl this is the first time I've seen AI actually navigate a UI without falling apart halfway through 😂
- @tteokl_ (0): @ai_for_success i tried the new Computer use from codex, super so it is either the model is fast or the harness is pristine
- @0x1chaos (0): @ai_for_success Which reasoning mode?
作者用 GPT-6 Astra 生成了一份“21 个最适合用 AI 放大、且足够无聊的本地服务型生意”清单，强调弱线上竞争、可做 recurring 收入和能用 AI 提效的商业机会。
the 21 best "boring" businesses to start and grow according to GPT-6 Astra: Filters: weak local competition online, a path to $1K+ jobs, apply AI, and recurring revenue potential. 1. Commercial overh…
受众观点：① 有人指出真正的关键在于把客户转成维护订阅，并叠加只能靠内部 AI 协同才能交付的高价值套餐，从而放大 recurring 收入（@0xgb4de, 2likes） ② 有人提醒很多人其实愿意为围栏等“无聊”项目付费，这类传统需求背后有稳定但被忽视的市场（@enginenerdx, 0likes） ③ 也有人认为与其亲自下场做这些业务，不如做服务这些 boring business 的工具或培训，走“教练/赋能”模式（@eddiedelacruz, 0likes）
展开评论
- @0xgb4de (2): @boringmarketer The real ticket is being able to convert the customer base to maintenance subscriptions and add grand slam offers that can only be fulfilled by internal ai coordination
- @enginenerdx (0): @boringmarketer You’d be surprised how many people want to put a fence around their little piece of territory on this earth Fences are super boring
- @occoxbt (0): @boringmarketer show up and solve problems
- @eddiedelacruz (0): @boringmarketer it be better to serve these business not necessarily do the business. yes? its like the teaching model..
- @Robert5xgq (0): @boringmarketer The insight: AI doesn't need to replace the operator. It can make overlooked, recurring service businesses dramatically easier to scale.
作者用“grokbot 用户五年后会直接跳过这步”的梗图，暗示未来用 AI 工具可以跳过传统学习或操作流程，并在评论里顺带推广自己用聊天就能生成网站和应用的产品。
grokbot users skipping this in 5 years https://t.co/TjHya8XgRO
受众观点：① 作者自己在评论里强调，用他们的工具不需要雇开发者或员工也能做到年入百万，主打“无代码 + AI”替代团队的叙事（@chddaniel, 0likes） ② 有人从生活方式角度玩笑回应，觉得如果真能靠这种方式赚钱养家，甚至能兼顾家庭也愿意尝试（@SoyArukTV, 0likes）
展开评论
- @chddaniel (0): PSA: You don't need developers/employees to build a $1M company Use https://t.co/htC8nyRcHy (create apps/websites by chatting with AI)
- @SoyArukTV (0): @chddaniel Wife AND kids?! Sign me the fuck in!
作者晒出用 Fable 5.1 搭配 Blender 制作作品的进度，称这套组合效果夸张，并预告明天会发布最终成果。
Fable 5.1 + Blender is an insane combo. Wait for tomorrow when I drop what it has built. Just a few finishing touches left. https://t.co/26ZWGIzUGP
受众观点：① 有人好奇 Fable 与 Blender 之间的具体工作流，想知道是 Fable 负责资产生成、Blender 负责组装，还是两者之间有更复杂的往返（@BrandGrowthOS, 2likes） ② 有人把它和 Astra 对比，关心在 Blender 里到底是哪个方案更好用（@test_tm7873, 1likes） ③ 也有人建议作者尝试 Astra 搭配 Blender，期待不同 AI 工具与 3D 软件组合的效果差异（@0xRemakw, 0likes）
展开评论
- @BrandGrowthOS (2): @ai_for_success curious what the pipeline looks like between the two, does fable handle the asset gen and blender just do assembly or is it more back and forth than that
- @test_tm7873 (1): @ai_for_success is it better in blender than Astra?
- @0xRemakw (0): @ai_for_success you should def try astra with blender man
- @notjazii (0): @ai_for_success holly details
创作者发起活动，邀请大家在评论区贴出自己创业项目链接，一起互相帮忙做营销曝光。
Drop your startup link. Let’s do some marketing together!
受众观点：① 很多创作者直接丢链接，没有任何产品说明，明显缺乏基本的营销意识（如@teenegm 等，1likes） ② 一些人只是机械跟风贴网址，看不出有后续跟进计划或数据追踪思路（@zigmashi, 1likes） ③ 也有人礼貌邀请对方体验自己产品，但没有提出明确的价值主张或目标用户（@Mazitino, 0likes）
展开评论
- @teenegm (1): @natiakourdadze https://t.co/X7r4nxUn8V
- @zigmashi (1): @natiakourdadze https://t.co/w1LTu5YLXX
- @Akash_uni22 (1): @natiakourdadze https://t.co/UEdEdaP6yP
- @cursor_craft (1): @natiakourdadze https://t.co/GrMVTxbuWs
- @Mazitino (0): @natiakourdadze This is mine https://t.co/UrVyHB2ZBu welcome 🙏🏼
作者吐槽用 Claude Code 生成 MVP 界面效果很差，向大家求助是否自己用法不对，引发一串替代工具和设计工作流的讨论。
I hate Claude Code 😐 I’m working on an MVP, and the UI it generates is pretty useless. Am I doing something wrong?
受众观点：① 有人认为 Claude Code 生成的 deck 和 app 很“AI 味”，并推荐尝试 v0 等替代方案（@MelchBD, 4likes） ② 也有人建议先去设计灵感网站找参考，再让 Claude 或 Cursor 根据截图生成 design.md 作为风格指南（@alldaybreki, 4likes） ③ 部分用户直接推荐其他产品如 Astra，认为可以一键解决问题，反映出大家在寻找更好的一体化生成工具（@dannyveigatx, 3likes）
展开评论
- @MelchBD (4): @natiakourdadze Its decks and apps are pretty AI looking Supposedly fake 5.1 and claude design improve it but I'm not convinced @imnotMatt_eth just showed me @v0 and it's pretty damn good Have you tried it?
- @alldaybreki (4): @natiakourdadze Go to https://t.co/jGL2VX5NJB and get inspiration there. Get screenshots, drop into Claude cursor or whatever, and ask it to create a design.md from it and to use it as a style guide.
- @thesupersmail (3): @natiakourdadze add „make it pop“
- @dannyveigatx (3): @natiakourdadze Use Astra. All your problems go away
- @Qazeem48515 (2): @natiakourdadze I hate Claude generating images for me, or is it that I don't get it.
作者回应粉丝提问，表示不会再做 SEO 课程，因为卖课对自己来说既不共鸣也不充实，即便可能很赚钱。
I had a number of people ask me when I'll do an SEO course based on recent posts. The answer is really never (again). Selling a course just doesn't resonate with me much and it's not a fulfilling way…
受众观点：① 有人建议可以换个说法，把课程做成“参考手册”或“资料库”，以降低心理负担（@bentossell, 3likes） ② 一些人认同这种选择，觉得不做课程是合理的个人价值判断（@banani_mohammed, 1likes） ③ 也有用户强调出售知识本身并不不道德，只要内容有价值就可以收费，体现出对知识付费的不同态度（@FilipMitras, 0likes）
展开评论
- @bentossell (3): @iannuttall call it a reference manual instead or a library 😊
- @banani_mohammed (1): @iannuttall Fair call
- @___stets___ (0): @iannuttall is programmatic SEO course still relevant? was looking at it the other day
- @FilipMitras (0): @iannuttall There's nothing weong, bad or immoral if you sell knowledge. What u can't share for free because it can be too saturated, or you just find the information too valuable, you should feel free to make a guide on it.
- @chenzhangreal (0): @iannuttall I felt that ngl
HsanC_ 分享自己做社媒排程 SaaS 已经第 471 天，连续 7 天都有销售进账，并希望通过新定位和新定价把收入继续放大。
7 days sales streak for my SaaS 💰 this is day 471 of building a social media scheduler. i'm hoping to scale it even MORE with the new positioning + pricing 📈 https://t.co/4ucnhk8hWb
受众观点：① 为作者连续 7 天有销售进账感到兴奋，认可长期坚持带来的复利效果（@BlockByBlockHQ, 0likes） ② 对产品本身感兴趣，希望获取链接进一步了解这个社媒排程工具（@HsanC_, 0likes） ③ 其他独立开发者简单送上祝贺和鼓励，把它当作长期构建的正向案例（@Buildingitmyway, 1likes；@Sayyidalijufri, 0likes）
展开评论
- @Buildingitmyway (1): @HsanC_ Lfg 🔥🔥
- @HsanC_ (0): here's the link if you wanna check it out btw :)) https://t.co/xNPgJ0Ad1Q
- @BlockByBlockHQ (0): @HsanC_ The consistency the compounding finally show up
- @chenzhangreal (0): @HsanC_ wild opener tho
- @Sayyidalijufri (0): @HsanC_ congrats hasan
HsanC_ 复盘自己一个月前上线的 AI SEO 外链拓展工具，目前已发送 6025 封邮件并拿到约 8% 回复率，验证了专注单一问题并持续优化的有效性。
I built an AI SEO backlink outreach tool 1 month ago. So far 6,025 emails sent from ALL campaigns 📈 And having an 8% reply rate is such a HUUUGE thing. Turns out focusing on a single problem + optimi…
受众观点：① 对 8% 回复率印象深刻，认为聚焦细分问题并持续优化能显著提升冷邮件效果（@MrBrjan, 0likes） ② 想了解这个 AI 外链工具具体是哪款产品、如何使用，关注作者给出的链接（@HsanC_, 0likes） ③ 其他独立开发者关心这类工具的 ROI，询问如何评估付费买外链是否划算、以及是否包含自动客服回复等噪音（@AlexChelan, 0likes；@Hey_builds, 0likes）
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- @HsanC_ (0): this is for https://t.co/9rrD0MSb2T btw :)
- @AlexChelan (0): @HsanC_ Do you count automated support replies into that 8% reply rate?
- @MrBrjan (0): @HsanC_ an 8% reply rate is impressive, targeting specific niches usually boosts that
- @Hey_builds (0): @HsanC_ How do you justify the value of paying for backlinks? I'd like to try but the math has to work
Matt Shumer 分享他用 GPT-6 Astra 在 Unreal Engine 里生成世界，并让多个 Astra 驱动的人形智能体协作生存的实验经历，甚至在家中听到客厅传来这些 AI 角色的对话。
My first "holy shit" moment with GPT-6 Astra: I asked it to create a world in Unreal Engine, and fill it with humans (each an Astra-powered agent) who all have to work together to survive. A day late…
受众观点：① 很多人把这条当成黑镜式科幻桥段在调侃，担心这种实验走向失控或诡异（@ImGordonSun, 1612likes；@DannyWolfofTech, 415likes） ② 有人直接吐槽文案渲染“在卧室听到客厅有人说话”太做作，觉得这是营销式夸张（@Terran42K, 1384likes） ③ 也有用户用梗图和段子回应，把这当成 AI 发展到新阶段的娱乐话题而非严肃技术讨论（@_VictorQ, 2765likes；@thsottiaux, 1213likes）
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- @_VictorQ (2765): @mattshumer_ https://t.co/dutOgsp3ne
- @ImGordonSun (1612): @mattshumer_ black mirror early as always https://t.co/awLfED8yYe https://t.co/9FlP87OY3j
- @Terran42K (1384): @mattshumer_ "I was in my bedroom and heard voices coming from the living room. I thought someone was in my apartment. I walked out, honestly a little scared"... Fucking cringe, lol
- @thsottiaux (1213): @mattshumer_ I'm glad you're here, Elias. I'm heading down for a drink.
- @DannyWolfofTech (415): @mattshumer_ of course there is a Black Mirror episode about this already "Plaything" (Season 7, Episode 4) Black Mirror was right. stop doing it https://t.co/hFfoJfTJ8R
S0N_IA 用前谷歌总裁谈话为引子，强调在人工智能时代创业和创造财富门槛降低，但评论区有人指出真正难点仍是找到愿付费的问题和客户，AI 只是降低了构建成本。
🚨El ex presidente de Google salió y confesó el secreto que cambiará la forma del mundo en los próximos años por culpa de la inteligencia artificial El tipo confesó que crear riqueza y construir un ne…
受众观点：① 有人指出 AI 只是降低了搭建产品的成本，真正困难的仍是发现真实需求、找到愿意付费的客户并持续执行（@Rascaniguas, 21likes） ② 评论者提醒，像 Claude Code、LangChain 只是工具本身，不等于商业模式，学会工具并不自动变成生意（@Rascaniguas, 21likes） ③ 也有读者表示这条内容帮自己理清了方向，把之前几个月的迷茫在几分钟内梳理清楚，认为信息密度很高（@dravenip, 7likes；@silvanrec, 5likes）
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- @Rascaniguas (21): La IA no convirtió crear riqueza en algo “mucho más fácil”😆; simplemente redujo el costo de construir. La verdadera dificultad sigue intacta: detectar un problema real, ofrecer algo por lo que alguien pague, conseguir clientes y ejecutar mejor que la competencia. Aprender herram…
- @dravenip (7): @S0N_IA Llevo meses perdido con esto y en 5 minutos tengo más claro el camino que en semanas
- @lasena123 (7): @S0N_IA Crear un producto más rápido no significa conseguir clientes más fácil. La IA puede abaratar el código; todavía no inventó gente obligada a comprar lo que hiciste.
- @citytrader2000 (7): @S0N_IA Las inversiones de Schmidt son en su mayoría en empresas de IA, que se esperan que diga? sus consejos son análogos como si el presidente de Coca Cola recomendara plantar caña de azúcar porque sería el futuro...
- @silvanrec (5): @S0N_IA esto es oro puro, literal la ruta completa sin cobrar nada
作者推荐一位 SpaceX AI 工程师用 GrokBot 讲授的 1 小时课程，从单一 agent 到 loop、graph、多智能体协作和 verification，系统讲清如何搭建 agent-friendly 架构。
今晚别刷Netflix了。 去看这个SpaceX AI工程师1小时的课程。 这是我见过最清晰、端到端讲透GrokBot到底该怎么真正用起来的课。 从单agent开始，一路到loop、graph、多智能体协作、verification和agent-friendly架构。
受众观点：① 关注 Vibe Coding、想把 LLM 从聊天升级到可用 agent 系统的开发者 ② 正在为现有 SaaS 或内部工具设计 agent-friendly 架构的工程师和独立开发者 ③ 想评估 GrokBot 在多智能体协作、loop/graph 编排方面是否值得投入时间学习的技术用户。
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- @oike_innovation (14): @huxlab Vibe Codingの本質は、プログラミングだけの話ではない。 多くの知的労働にもそのまま応用できる。 人が問いを立てる → AIが選択肢を出す → 人が判断する → AIが実行する 人は「作業」より「問い・判断・決定」に集中する。 この協働モデルが定着すれば、仕事の生産性は10倍になってもおかしくない
- @PearceChen42 (12): @huxlab 主要是推销GrokBot
- @oliver139_dev (5): @huxlab 但我認為現時Vibe Coding技巧的最大弊處是：你不知道現在辛苦學起來的這套會不會一個月後就又被淘汰了💀
- @ZDetong (3): @huxlab 把代码和架构改成agent-friendly（Dune、contract、CI） 急需了啊啊
- @kranthi95223317 (2): @huxlab 看完第2条确实会怀疑自己平时用agent就是在玩遥控车。
作者介绍一个在 GitHub 上爆红的 GPT 专用爬虫脚本，能在 30 秒抓取网站内容生成 Output.json 并上传到 GPTS，快速搭建属于自己的问答机器人。
GitHub 上这个爆红的 GPT 专用爬虫脚本项目，简直是神器啊！ 30 秒就能搞定一个属于你的问答机器人，快速抓取网站内容 就像拥有个小助手，帮你快速搜罗网站的精华，统统放进一个Output.json文件里。然后一键上传到GPTS，机器人马上就能用 项目链接：https://t.co/ufW3ckQbhW https://t.co/m18b3PNnil
受众观点：① 想用 GPTS 快速搭建垂直问答机器人的独立开发者和内容创作者 ② 有基础爬虫能力、希望把网站内容喂给大模型做知识库的工程师 ③ 正在评估自建抓取 vs 现成 SaaS 抓取方案的产品和技术负责人。
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- @yuezhicang (1): @Crypto_QianXun 遇到反爬网站就凉 它只在lee基础上做了下封装
- @shane5206 (0): @Crypto_QianXun @memdotai mem it
- @chenerg03080129 (0): @Crypto_QianXun @readwise save
- @lisongxixixi (0): @Crypto_QianXun 1
- @gongshulin (0): @Crypto_QianXun @memdotai mem it
推文讲述一位深圳 22 岁学生用 900 元红米手机，通过自动刷中文新闻、截屏并让 Claude 对比 Polymarket 价格给出投注建议，在一个月赚到 14700 美元的故事。
深圳有个22岁的学生，用一部900块钱的红米手机，就三月份这一个月，愣是帮他赚了14700美元，他爸妈到现在还以为他在备考呢。 手机每隔半小时，自动打开六个中文新闻App，翻看新闻标题、截屏，然后把摘要扔给Claude。AI再把这些新闻和Polymarket上的价格做对比，给出投注建议。 👉 https://t.co/DMRIVwobht
受众观点：① 对用 AI 做信息套利、预测市场量化感兴趣的开发者 ② 想用廉价硬件和云端模型搭建自动化工作流的独立开发者 ③ 关注 Claude 等模型在中文新闻理解和结构化决策场景中表现的工程师。
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- @qkl2058 (10): 如何在 Polymarket 上进行跟单交易？ 1️⃣首先要跟单某个钱包，先打开他们的 Polymarket 个人资料：https://t.co/HnVzmDCauw 还没有PM帐户的，点击上方链接用邮箱注册或连接钱包即可 2️⃣如何获取想跟单的钱包地址：选择其用户名旁边的钱包图标，复制下来。 加入我的PolyMarket电报群：https://t.co/3l2msgVb3c 3️⃣我尝试过的所有跟单机器人中，我最喜欢 PolyCop：https://t.co/EgT16k3fC5 1. 启动 Telegram 机器人 2. 为您的钱包充值 3. 转到…
- @Yaya05101 (9): @qkl2058 就骗人吧 Polymarket根本不给新用户开户
- @zhengyu230769 (5): @qkl2058 这个案例是一个极其优秀的“技术科幻+商业落地”的思想实验。
- @aiRobertDaily (5): @qkl2058 我小表弟也是在深圳，保送了，现在拿 ai 赚钱比我还要多。我这个学 用 ai 好几年了，他一下子这样我都快没有面子了
- @itemposition13 (3): @qkl2058 中国にも怪しい儲け話みたいな情報あるんだな
作者推荐两个 GitHub 开源项目，把 A 股和美港股的免费数据源整合成一套 AI 可直接调用的数据仓库，并通过 Skill 文件让 Claude、GPT 等 agent 方便接入。
终于有人把 A 股 + 美港股 免费数据源彻底打通了！ 两个极其硬核的GitHub开源项目，把原本散落在几十个源头的原始数据源，全部整合成一套 AI 直接能用的完整数据仓库。 从此，彻底告别繁琐的接口对接、反爬虫折磨和昂贵的数据费。封装成 Skill，直接让你的 Claude / GPT等agent https://t.co/JFvzNv4voF
受众观点：① 想在 Claude/GPT 等 agent 里接入 A 股和美港股行情与财报数据的开发者 ② 做量化研究或策略原型、但不想一一对接券商和第三方 API 的工程师 ③ 关注如何用开源项目和 Skill 机制搭建“数据层 + agent 层”架构的独立开发者。
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- @BTCqzy1 (23): 安装方式（两仓库可同时安装，互不冲突）： 方式A 1️⃣ 安装基础依赖： pip install requests pandas numpy mootdx tqdm httpx python-dotenv 2️⃣ 下载 Skill 文件（直接塞进 Claude 脑子里）： mkdir -p ~/.claude/skills/ # 下载 A股 Skill curl -o ~/.claude/skills/a-stock.md https://t.co/VLPggvCT2z # 下载 美港股 Skill curl -o ~/.claude/skills/g…
- @QT9277 (2): @BTCqzy1 这波操作直接封神，量化党狂喜！
- @user82008200 (2): @BTCqzy1 請問用美股港股可安裝在 hermes agent 嗎？
- @MrO1918453 (2): @BTCqzy1 用处不大，我一个项目就接入了，IP被封
- @No_tariff3 (1): @BTCqzy1 整理了a股和美股确实挺方便的
作者强调 AI 工程不再只是会用单个大模型，而是包含 LLM 推理生成、RAG 语料接地等在内的完整生产级 AI 应用技术栈，并配图展示整体架构。
AI engineering is no longer just about knowing how to use an LLM. The model is only one piece of the system. Once you start building AI applications that actually need to work in production, the stac…
受众观点：① 正在从“会调 API”升级到“能搭生产级 AI 应用”的工程师 ② 冷启动阶段的独立开发者，希望在复杂 AI 技术栈中做减法 ③ 对 RAG、工具调用、监控等模块如何组合成可维护系统感兴趣的技术产品人。
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- @BayouTD (5): @Ai_Vaidehi This is how your chart should look https://t.co/c9LZG1Sh8Z
- @bodyNsoulPK (3): @Ai_Vaidehi @grok, what are the Chinese counterparts of these western elements mapped?
- @Bitsyboozee (2): @Ai_Vaidehi @grok what tool was used to create this visual
- @DoeMaarSimpel (2): @Ai_Vaidehi The stack gets big, yes. Real power is in selecting only the layers that are truly needed. Human first — minimalism builds resilience. 🤝 #MensEerst
- @DoeMaarSimpel (2): @Ai_Vaidehi 🧠💓🤪🫶🥰🫡 https://t.co/jL7T4VtP8V
推文对比 OpenClaw、Hermes 和 Grok @bot 三种 agent 方案，说明它们都能为特定任务配置持久化会话，其中 OpenClaw 和 Hermes 支持在本地或 VPS 自托管运行。
OpenClaw vs. Hermes vs. Grok @bot, clearly explained: All three let you set up an agent with a specific job, and it keeps its files and logins between sessions instead of starting fresh. OpenClaw and…
受众观点：① 想搭建长期运行 agent（带文件和登录态）的独立开发者 ② 对比评估 OpenClaw、Hermes、Grok @bot 等方案以选择自托管还是托管服务的工程师 ③ 需要在合规和隐私要求下运行自动化代理的中小团队技术负责人。
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- @NousResearch (78): @_avichawla @bot We offer simple managed remote agents at https://t.co/O04Z66K1fa, as well as Bots mode in Hermes Desktop.
- @witcheer (68): @_avichawla @bot hey, we recently Hermes Bot mode by the way, the Open Source and free version https://t.co/dyO5Aam3DB
- @haalkidda (4): @_avichawla @bot OpenClaw for control, Hermes for sophistication, and Grok for speed.
- @kzu (4): @_avichawla @bot Why was that a "video" to begin with 🤌 https://t.co/1HJcfddkeo
- @buswe_com (3): @_avichawla @bot Self-hosting it on your own VPS keeps the sessions behind your own IP, so sites are far less likely to flag the agent as a bot.
推文介绍开源项目 Godogen，号称能根据需求自动生成完整独立游戏，从架构设计到美术、代码和引擎截图全流程一条龙。
独立游戏开发者的神器来了 发现一个能直接生成完整游戏的开源项目，在 GitHub 已经斩获 5k+star 它叫 Godogen，告诉它你要什么类型的游戏，它会自动完成架构设计、美术生成、代码编写、引擎截图和视觉质检的全流程，最终交付一个结构清晰、可直接运行的完整游戏项目 https://t.co/QmWueAEPzY
受众观点：① 关注 AI 生成内容在游戏开发中落地效果的独立游戏开发者 ② 想用开源 AI 工具快速做 side project 或游戏原型的技术独立开发者 ③ 对比不同 AI 开发工作流、想评估投入产出比的工程师和产品人
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- @axichuhai (25): 项目地址：https://t.co/YCqhrL7OL7
- @Gale36435 (3): @axichuhai 記得之前有一個更強的Claude game studio…
- @blackcatppj (1): @axichuhai 我要一个gta6
- @RobinHill85 (1): @axichuhai Impressive automation, but real gameplay depth will determine if the generated titles are more proof of concept than market ready
- @ajs6888 (0): @axichuhai 看着很猛，就想知道生成的游戏到底有多能玩。
推文转发卡卡采访13岁独立AI开发者吕思彤的视频，宣称她用AI做了上百个产品并接到高额商单，引发大量网友质疑造神和制造焦虑。
卡卡采访13岁的独立AI开发者吕思彤，她利用AI工具开发了超过100个产品，接的AI商单从几万元到几百万元，这不就是妥妥的普通叉友么？要理科有AI，要AI有学霸。 https://t.co/1kHJ5TZjWn
受众观点：① 被各种“天才少年”“AI 神童”故事搞到焦虑的程序员和学生 ② 想用 AI 做副业或独立开发、但对媒体案例真伪存疑的从业者 ③ 关注 AI 叙事、流量经济和普通开发者生存空间的创作者和产品人
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- @wa3797077533112 (95): @kenw_2 天天在这散播焦虑。知道做上百个应用什么概念吗？吹牛逼都不打草稿。信他还不如信我是秦始皇呢。天天造神，嫌卷的不够多？才没多久之前来了个几岁小孩开始做独立游戏。毛都没长齐就开始装。然后还有媒体大肆宣扬，所以细品，都是什么人想让你看这些的。。。说明经济不好了。需要造神给你逼你继续卷。
- @yifa404 (67): @kenw_2 又造神，姜萍大家可还没忘呢。国人太热衷走“捷径”。当然，傻子太多也是重要原因。
- @a617152237 (30): @kenw_2 新版姜萍，历史还是不断轮回
- @butcher5131 (19): @kenw_2 lie to me说了，说话时不断摸鼻子就是在撒谎
- @MindLabSignals (15): @kenw_2 这跟古代的举孝廉是一样的，大家族造势而已。
推文分享 Codex 5.6 的进阶用法，强调真正拉开差距的是 config.toml 配置，把模型、任务模式和项目规则写进配置而不是只会聊天。
Codex 5.6 真正与普通人拉开 90% 差距的，不是 prompt，而是你会不会配置 config.toml 很多人用 Codex 还停留在“打开就聊”，但真正重度使用的人，早就把模型、任务模式、项目规则和自动化流程写进配置里了。 现在 Codex 5.6 最值得折腾的 4 个专业设置： 1️⃣ 固定模型 + Reasoning Effort https://t.co/P4IzsSMM0C
受众观点：① 已在用 GPT/Claude 等模型但还停留在“打开就聊”阶段的开发者 ② 想把 AI 深度嵌入工作流、需要可重复配置和自动化的工程师 ③ 做个人产品或小团队内部工具、希望提升 AI 使用上限的独立开发者
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- @Jennifer380566 (4): @goan999999 干货！配置真的拉开差距
- @govin999999 (4): @goan999999 G哥 这个专专业，这是非常专业的配置了，个性化配置👍
- @chasen_liao (3): @goan999999 拆分 Profiles 和加 Lifecycle Hooks 确实是分水岭。以前靠聊天让 AI 记得跑测试经常漏，在配置层用钩子强行把测试和 Lint 锁死，手感完全不一样 你在切 fast-dev 和 deep-architecture 这类不同 profile 时，对于上下文历史是做完全隔离还是共享部分概要
- @goan999999 (2): 专业人士都这样配置
- @InsomniaLK (2): @goan999999 确实，很多人还在纠结怎么问，高手早就把习惯写进 config 了
作者展示自己过去一年开发的 Sorceress 游戏开发工具包，用于支持独立游戏开发和 AI 游戏开发工作流。
I've been working on a game dev toolkit for about the last year #gamedev #aigamedev #indiegamedev (Link in Comments) https://t.co/RnDg7Xtmt5
受众观点：① 想用 AI 或新工具提升生产力的独立游戏开发者 ② 对构建自己工具链、减少重复劳动感兴趣的技术型创作者 ③ 关注 AI 在内容生产和游戏开发中落地的工程师和产品人
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- @oldgamesnob (2): Sorceress game dev toolkit: https://t.co/b4KUaiHAGq
- @TaleDune (1): @oldgamesnob Good job Dude!!!
- @vibedcoder (0): @oldgamesnob Looking good my dude!
- @shihiro114444 (0): @oldgamesnob おお！すばらしい！
- @GeanUz (0): @oldgamesnob Where download about It this gamer?
推文推荐 OpenClaw 作者 Peter Steinberger 分享的实际工作流视频，强调通过更快的 agent 循环让自己以更少精力 ship 更多东西。
Peter Steinberger, the guy who built OpenClaw just shared his actual workflow: "Each loop is so much faster now that I ship more than ever with way less effort." 19 minutes from the person who knows…
受众观点：① 想用 AI agents 提升开发和运营效率的独立开发者 ② 在评估 OpenClaw、Loops 等新框架是否值得上手的工程师 ③ 关注“ship velocity”与自动化程度关系的产品人和技术负责人
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- @PawelHuryn (3): @AnatoliKopadze Did you watch that video? Peter's loops are just scheduled jobs, not "loops" you or Boris describe. No goal, no stop conditions. The real "loops" are initialized by those scheduled jobs. Nothing wrong with that. The terms is just super confusing and everyone uses…
- @kocer_eth (1): @AnatoliKopadze damn this loop thing actually looks useful
- @KongBTC (1): @AnatoliKopadze Watching how the pros use agents
- @0xMukay (1): @AnatoliKopadze Ships more than ever with less effort” is the only metric that matters, everything else is just loop theory.
- @rnatthewgribben (1): @AnatoliKopadze Loops AKA the latest innovation in spend while you sleep technology. openai and Anthropic pushing loops and people paroting it as though they've just discovered some 10x coding power. The only thing you are 10x'ing is token usage and your API bill.
推文介绍 OpenClaw-RL，将自托管模型封装成 OpenAI 兼容 API，拦截 OpenClaw 对话并用强化学习训练策略以改进 agent 行为。
OpenClaw meets RL! OpenClaw Agents adapt through memory files and skills, but the base model weights never actually change. OpenClaw-RL solves this! It wraps a self-hosted model as an OpenAI-compatib…
受众观点：① 已在用 OpenClaw 或类似 agent 框架、对行为稳定性不满的工程师 ② 想在自托管模型上做更深度优化的 AI/ML 工程师 ③ 对 RL 在实际产品中如何落地感兴趣、但缺乏完整架构视角的独立开发者
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- @akshay_pachaar (15): OpenClaw-RL Repo: https://t.co/HqNjUANVri If you want to learn AI/ML engineering, I have put together a free PDF (380+ pages) with 150+ core lessons. Download for free: https://t.co/Q2OwYjiyMj
- @twoshados (1): @akshay_pachaar my agent keeps picking the wrong tool first even with perfect prompt descriptions thats exactly the reasoning problem you describe tried fixing with few shot but it doesnt scale would rl actually help here?
- @Emily_brown_22 (1): this is a really interesting direction but it also introduces a new layer of complexity people might underestimate most agent issues in openclaw setups still come from memory, skills, or execution flow, not the base model weights, so RL can end up solving a deeper problem before…
- @itsthedonhashim (1): @akshay_pachaar @akshay_pachaar this sounds like it makes real-time updates way smoother. curious how it handles unexpected inputs tho?
- @sirshibaninja (0): @akshay_pachaar Cool, integrating RL with OpenClaw sounds promising. Wonder how the policy updates influence real‑world performance.
楼主好奇 Proxmox 在 homelab 圈子里口碑极好，但企业运维和专业 sysadmin 却很少采用，想了解背后除“VMware 老古董”之外更系统的原因。
Ever since I have been tinkering with Proxmox, I noticed the huge amount of support it seems to get on Reddit subs and generally in the "homelab" cohort. But when you mention this to any sysadmin, th…
受众观点：① 很多人指出 Proxmox 在家庭和小型环境受欢迎主要因为免费且功能够用，而企业有预算购买更完整的商业方案（@sir_slothsalot, 237分） ② 有评论强调大公司更看重的是围绕虚拟化平台的一整套备份、支持、兼容性和责任归属，而不仅仅是 hypervisor 本身（@dontquestionmyaction, 172分） ③ 还有人吐槽此前 Proxmox 支持只在奥地利工作时间提供，对 7×24 业务来说完全不够用，并讨论其最近扩展到北美支持的变化（@Special-Swordfish, 80分；@techw1z, 89分；@doubled112, 33分）
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- @sir_slothsalot (237): Yeah, proxmox is not big in the enterprise market. It's big here because it's free and good enough. There are just more enterprise options that cost a lot for a homelab.
- @dontquestionmyaction (172): Because the requirements of small shops or homelabs are entirely different from those of large companies. Proxmox is a fantastic hypervisor, but that's not what really matters for businesses. Businesses buy the whole operating arrangement *around* the hypervisor as well. It's ar…
- @techw1z (89): funfact: they just announced 24/7 support
- @Special-Swordfish (80): A 50 people company with support hours limited to business hours in Austria? Hard pass. No matter the featureset.
- @doubled112 (33): Canada, as far as I understand it. \> A new Kingston, Ontario subsidiary provides localized sales, administrative, and business-hours technical support across all North American time zones Not that they can't be contracting employees overseas, but North America is the gap the…
一群用户在 SideProject 发起活动，号称免费帮大家测试网站并给出可用性、体验和付费意愿反馈，评论区已经出现多条非常详细的 UX 评审。
Hi we are bunch of users with different background who like to try different websites and give feedback on usability/UX/willingness to pay. Comment with your website and we will reply with constructi…
受众观点：① 正在做 MVP、缺乏预算做专业可用性测试的独立开发者。② 想优化网站 UX、但不知道从哪里收集高质量用户反馈的创始人。③ 对如何写出有价值产品评审感兴趣的设计师和产品经理。
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- @filmgeekvt (5): Get U Pranked isn't a great domain...
- @Livid_Hedgehog_9412 (4): * **There’s no pre-signup explanation.** GetUpRanked opens directly on Sign In. My first thought was: “What is this, and why should I upload my resume?” Add a concise landing page explaining job discovery, scoring, tracking, data sources, and a sample analysis. * **New users aut…
- @Livid_Hedgehog_9412 (3): 1. **Category and search state can conflict** * With Finance selected, the no-results page suggested “bmi.” * Clicking it still searched only Finance. * Clicking “All” visually selected All, but the URL retained `cat=finance` and Finance results remained. * Clearing the search b…
- @amygdalaa_ (2): Hi, thanks for your time www.leavly.io - Leave Management Application for small/medium businesses
- @blasphemous_aesthete (2): [Ticktator](https://ticktator.com). A simulation platform for building risk discipline and developing strategies for people who use technical analysis in their stock investments/trading. The idea is to train the eye and mind to "plan the trade, and trade the plan" in a realistic…
帖子邀请同时使用过 Fable 5.1 和 Astra 的用户分享体验，评论区详细对比了两款顶级模型在规划、代理编排和使用额度上的差异。
For those who use both top-tier models, what's your experience for both models?
受众观点：① 有人用车和游戏梗调侃，把 Astra 比作 Opel Astra、Fable 当作游戏，体现社区对命名和品牌的玩笑氛围（@Key_Instruction3373, 195分） ② 有重度用户详细描述 Astra 在规划、实现、电脑控制和空间推理上的优势，认为自己这次订阅 Fable 5.1 有点浪费，并强调 Astra 使用额度更宽松（@Vivid-Snow-2089, 164分） ③ 也有人认为 Astra 和 Fable 5.1 整体水平接近，但 Astra 在 orchestrating luna agents、减少手把手指导需求方面更强，开始弱化 Sol 的价值（@HeadPack, 51分）
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- @Key_Instruction3373 (195): I got an Opel Astra. Its great. And i have played fable
- @Vivid-Snow-2089 (164): astra is performing better than fable for me, and with way more usage limits doesn't have the weird speech patterns claude models tend to use no load-bearing this or that its excellent at planning and implementation and the computer use and spaital reasoning are huge steps up (c…
- @_Diocletian_ (75): You have found the gap it is a load baring one
- @DynaBeast (71): Astra has an intuition about it that Fable just lacks. When I compare how the two work, Fable feels like it gives the smartest answer you could possibly get after asking 100 moderately smart people to deliberate together in a room for a few hours before answering. Astra just fee…
- @HeadPack (51): My initial experience is that Astra is about on par with Fable 5.1, but I am still letting both collaborate on complex tasks. They overlap more than Fable and Sol did, e.g. when doing audits, but still find different bugs and/or areas of potential improvement. Not seeing much us…
另一位用户也发帖确认 Claude 使用额度被重置，但不少人吐槽重置时间点尴尬、Pro 用户未获补偿。
Claude usage limits has been reset. Thanks Anthropic.
受众观点：① 有人抱怨重置发生在自己常规周更前几个小时，等于白白浪费一次机会（@Vinski91, 147分） ② 多位 Pro 用户表示自己没有拿到重置额度，觉得付费反而被区别对待（@TemporaryLevel922, 50分） ③ 也有人提到刚拿到 Astra 访问权，开始在不同模型之间切换，体现出用户在多家服务间用脚投票（@AnimatorFun7470, 26分）
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- @Vinski91 (147): ...hours before my weekly x20 reset. I hate my life.
- @enmityvr (59): Mine was 50 minutes before my normal weekly reset. You know what time it is now haha https://preview.redd.it/0mr8i7j1bknh1.png?width=370&format=png&auto=webp&s=ad49da4f5c2b804c6e6af9d85b7d8da6d08a6a44
- @TemporaryLevel922 (50): Pro users shafted once again ❌ No reset here but still nice to see.
- @AnimatorFun7470 (26): Just as I get given Astra access lol Gotta love competition
- @jimbo831 (26): Why were Pro users excluded? We were definitely impacted. I couldn’t use Opus for hours yesterday. It’s not like only Fable was down.
用户分享 Claude 使用额度被额外重置的截图，讨论这次临时重置对不同套餐用户的影响和体验。
[Claude Usage Limit Reset](https://preview.redd.it/gaqf3rdxoknh1.png?width=1194&format=png&auto=webp&s=d2f358941610f101b7d1b22bbfca2623d192ab3a) Just saw reset limit announcement
受众观点：① 有人感叹自己不够“高价值用户”，希望被 Anthropic 更重视，反映出免费/低付费用户对待遇差异的敏感（@Bobbie_Sacamano, 158分） ② 有人吐槽在节假日前周五才重置额度，实际可用价值有限（@8_Whiskey_Sours, 50分） ③ 多位评论提到 Pro 付费用户反而感觉被亏待，认为当前额度和重置策略对订阅用户不友好（@Sjeg84, 41分 等）
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- @Bobbie_Sacamano (158): I wish I was rich enough for Anthropic to value me as a customer
- @8_Whiskey_Sours (50): On a Friday before a holiday weekend. Kinda useless.
- @Sjeg84 (41): Damn must it feel bad to be on Pro plan these days. (it does)
- @peacelover000 (37): These posts remind of the Mad Max scene where the water is released.
- @Mukallit (28): Lol I literally got my weekly reset a few hours ago, and then got this reset :D I was 5% only.
作者怀念早期互联网不以订阅变现为中心的创作文化，讲述用 Claude Code 自己做了免费照片清理应用 Keepr 的经历，反思当下应用经济。
**TL;DR:** I miss when people built things for the internet without turning everything into a subscription, so I built the app I wanted myself using Claude Code and *shared the app link with you all.…
受众观点：① 有人吐槽帖子太长，认为这个子版块需要对发帖设置字数上限（@Snailtrooper, 75分） ② 不少人觉得这更像一篇伪装成讨论的长广告，只是为了宣传一个“免费无订阅”的 App（@white_sheets_angel, 48分；@ReverendBread2, 31分） ③ 也有人指出现在很多文章本身就是“阅读时间换广告”的订阅形式，反映出大家对软性营销的反感（@ClemensLode, 13分）
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- @Snailtrooper (75): This sub needs to introduce a character limit for posts.
- @white_sheets_angel (48): This is the biggest ad I've ever seen just to say your app is free and has no subscriptions.
- @ReverendBread2 (31): This would have been a more engaging discussion if it itself wasn’t a product shill post disguised as a meta discussion topic. Maybe that’s the real sign of the times, we can’t have a discussion about consumer culture without the discussion being the vehicle for an ad
- @No_Atmosphere8146 (29): This is like when you ask Opus 5 what the capital of Poland is.
- @ClemensLode (13): Today, the subscription is the time you pay reading an article followed by a link to a product.
帖子讨论 NeurIPS 2026 自动引用检查工具的邮件通知，作者和评论者在交流该工具是否会影响审稿决策、以及被错误引用或 LLM 生成引用时可能导致的 desk reject 风险。
Just received an email about the automatic reference/citation checker. Did anyone receive a follow up email about whether the checker was included in the paper's decision making too, along with the g…
受众观点：① 收到自动引用检查报告、担心两条被标记引用会不会触发 desk reject 的投稿作者（@d_edge_sword，11分） ② 引用列表完全没被标记、在确认自己是否安全过关的投稿者（@Inevitable_Voice_680，9分） ③ 作为 AC 已经看到大量报告、认为工具质量高且不得不拒掉明显用 LLM 管 bibtex 论文的审稿人（@grad_student_descent，7分）
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- @d_edge_sword (11): Are there any ACs here to tell us when was the deadline to send desk rejections? Our paper was flagged with 2 problematic citations. In both cases, it was author names becoming et al. Both work exists, but there were some other issues too. We haven't received any desk rejections…
- @Inevitable_Voice_680 (9): Mine is 0/37.. I think none of my references have been flagged.
- @xoss13 (8): Go to openreview to check for your paper, it's visible to authors.
- @grad_student_descent (7): I'm an AC so I saw a bunch of reports. They were very high quality, almost no false positives. Had to reject 2 papers in my batch that would definitively had gone through if the authors did not let their LLM access their bibtex.
- @YamBrioche (6): Emails appear to be out http://xhslink.com/o/2AYbk78xMts
一位受过建筑训练的开发者在 Steam 上发布建筑与景观设计应用 Architecture & Design，用实时 3D 和精确户型规划降低传统 CAD 的使用门槛，并新增地形雕刻和“天空岛”场景。
I’m a trained architect, and as a long Side Project I’ve been working on a project that combines accurate floor planning with real-time 3D design. The idea is to make architectural design more access…
受众观点：① 对建筑可视化、室内设计工具感兴趣的开发者和设计师。② 想把专业工具通过 Steam 等平台游戏化发行的独立开发者。③ 关注 AI 与 3D 设计结合、希望降低设计门槛的技术用户。
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- @rockyrudekill (53): I think a lot of people’s apps got a big update today lol
- @HaiHappenUAHA (35): I worked with Unreal Engine and Archicad for 10 years in this field, and much work and time went into this game/app. Some people need to understand that there's a huge difference between simply prompting AI slop VS using it selectively as a tool only in certain situations (like…
- @HaiHappenUAHA (28): I have actually already written to Ikea for licensing permission for all Ikea 3D furniture, which can be integrated as a direct link to the real furniture 😅 The core idea is primarily to make accurate building and Landscape planning more readily available to everyone, but yes, t…
- @PositiveUse (21): Uhm. Is this real? This looks absolutely bonkers. If this really works, you know that you can disrupt a large, very old fashioned industry ? (Like kitchen planning software … even the good ones that IKEA use are absolute trash) You should definitely think about a non-game versio…
- @jwegener (18): Bc new openAI model?
Reddit 用户对比 Claude Fable 5.1 和 GPT‑6 Astra 在 AA 智能指数和价格上的差异，讨论高端模型溢价在真实开发场景中值不值得付费。
Filtered for only Fable, Astra, Sol, Opus, for those of us who need the top models. Claude Fable 5.1 (max with fb) scores about two points above GPT-6 Astra (max) on AA's Intelligence Index, but cost…
受众观点：① 有预算压力但想用顶级模型的个人开发者和小团队，关心同等任务下哪个模型更划算。② 已经在用 Claude 或 GPT 的用户，想知道是否有必要为更高“智力分”升级套餐。③ 对 AA Intelligence Index 等基准感兴趣、但不确定如何映射到真实工作流的技术用户。
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- @enmityvr (23): I personally think it is. But it really depends on the work you do, and what you rely on the models to do. You're doing the right thing by testing both to see which fits your needs more
- @bakanoace (18): Fable only lets you use 50% of your weekly limits while Astra you can use the entire time. Astra doesnt have 5 hour limits which Fable eats up like nothing. Depends if you're working on a single project or multiple too. Benchmarks dont mean too much when it sets Muse Spark at th…
- @duerra (13): I'm not running any benchmarks, just my own experience. Today was my first day using Codex; I had to see what Astra is all about. My first impressions: * The Astra model is amazing. It's just clear. Claude has gotten so cryptic lately. It doesn't keep tripping over itself in my…
- @ForwardLoop (8): If Astra (high/medium) can swap for Opus 5 (high/xhigh) at a lower cost, which the chart suggests it should, then it's a big win for me. Don't think I can give up Fable just yet, but I definitely need a cheap secondary. But I know benchmarks don't translate into real life, so we…
- @ForwardLoop (6): You hit the nail on the head. I have both plans and will be trying exactly that. I'd like Astra to be the cheap secondary. That'd be amazing. Who knows, maybe it'll even surprise me.
多名 Claude Max 用户反馈最近使用额度消耗异常迅速，单次会话就占用大量 5 小时窗口和月度配额，怀疑计费或限流策略发生变化。
I am on claude max ×5 plan. After the weekly reset, I literally ran one session for 54min with \~160k tokens, opus 5 max effort. Plus it was wrapped in headroom. Anyone experiencing the same?
受众观点：① 多位用户表示 5 小时窗口以前从未用完，现在轻度对话就能瞬间耗尽，怀疑计费逻辑被调整（@volcom_star, 38分） ② 有人指出即使全天候使用也不可能在当前小时限制下用完月度额度，说明短期限流和长期配额之间存在明显不一致（@vatavale, 27分） ③ 也有人对比自己在 Fable 5.1 上同时跑多会话却没有类似问题，暗示不同服务在限流策略上的差异（@cafe-em-rio, 22分）
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- @volcom_star (38): Same with **Sonnet 5.** It's been two weeks now that I've been hitting my usage limits in a completely unreasonable way. I've never seen usage this insane. I gave it the benefit of the doubt during the first week, but for the past couple of days I've been trying to figure out wh…
- @vatavale (27): I’m having the same experience. The 5-hour limit never used to run out this quickly. It feels like it’s being used up several times faster than usual. I’m on the Max plan. There’s no way I could have used up my monthly limit, even if I were sitting at my computer 24/7, given the…
- @cafe-em-rio (22): have 4 sessions running with fable 5.1 and i'm not having issues. edit: i'm on max5
- @BeowulfShaeffer (18): I have never blown out the five-hour window. Did it twice overnight. Max 20x plan.
- @NoorahSmith (11): 5 hour limit runs out in less than 16 minutes
作者介绍自己做的 PaperReef 项目，用户只需在纸上画鱼拍照上传，就能在共享虚拟水族箱里看到它游动，也可以创建只给家人或孩子看的私人鱼缸。
I’ve been building PaperReef. The idea is simple: draw a fish on paper, take a photo with your phone, and it comes alive and starts swimming in a virtual aquarium. I made a public tank so everyone he…
受众观点：① 想做轻量互动网站或在线玩具的独立开发者。② 关注亲子互动、教育科技和线下活动数字化的产品人。③ 对“互联网早期那种纯乐趣项目”感兴趣、想找灵感的创作者。
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- @martiink (29): This reminds me of when the internet was fun
- @Stuk-Tuig (24): Funny, I tried to draw Trumpfish (need some practice) https://preview.redd.it/n3b8qgczrknh1.png?width=225&format=png&auto=webp&s=183c1fb417fbf54f90d7f34f01a6e503e6ceb30d
- @lyapustin (15): I have it open in my kitchen on my big screen and it’s so fun to look at all of your drawing 😂
- @Stuk-Tuig (10): AI generating a trumpfish did not go very well https://preview.redd.it/hh2k3wrcsknh1.png?width=375&format=png&auto=webp&s=1ec4228c2a8d2cfcc0e002c5db9e9013585ec45f
- @Matthewmarra3 (6): My local library had something fun like this for drawing dinosaurs and placing them on the bigscreen using a scanner. Very fun! It would be cool to get a version of this where I can have my own aquarium so the children drawing penis fish don't ruin it for my kids.
一位新手想在单机上同时跑数据库、API 服务器和 Web 服务器来学习多服务交互，又不想为多台云服务器付费，询问是否能在本地模拟真实网络环境。
Hello, I have been thinking about a project I‘d like to try out, where I have like a Database, an api server and a web server. It‘s not too large, and mostly to learn about how they all interact. The…
受众观点：① 多数人直接建议使用 Docker，将数据库、API 和 Web 各自放在独立容器中，通过虚拟网络互联（@ceirbus, 136分；@AardvarkIll6079, 47分） ② 有人补充可以用 docker compose 一键启动整套栈，体验上和多机环境非常接近（@OpenButton9412, 30分） ③ 也有人提醒本地多进程或多端口同样可行，但与真实生产环境在网络和运维细节上仍有差距，需要注意部署时的坑（@Pawtuckaway, 16分；@Tittytickler, 15分）
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- @ceirbus (136): Dockerize it
- @AardvarkIll6079 (47): That’s what Docker is for.
- @OpenButton9412 (30): docker's exactly what you want for this, spin up separate containers for each service and they'll all talk to each other like they're on different machines if you want to get fancy with it you can even set up a docker compose file so the whole stack boots up with one command wha…
- @Pawtuckaway (16): Yes. Very possible and very common when developing that you have a local environment where you run all the servers together on your single computer.
- @Tittytickler (15): I mean, simulate would be doing a lot of heavy lifting here, but for what you're asking, yes. You just run each part on localhost with a different port. The reason i'm saying its doing a lot of heavy lifting is because there are always a lot of differences when things are deploy…
开发者开源了 nos4 项目，在浏览器里完整复刻 iOS4 界面和系统应用，还能运行 Doom 等小游戏，提供 GitHub 仓库和在线体验链接，引发大量怀旧讨论。
nos4 is a complete recreation of IOS4 running on web. It was just a little experimental side project but I've decided to make it live and open-sourced. It has all the original apps in the original fo…
受众观点：① 很多评论对项目效果惊叹，认为连内置小游戏都高度还原，体验接近当年的 iOS4（@Seb00927, 9分） ② 作者回应会继续加入 Temple Run 和 Angry Birds 等“经典”游戏，进一步强化怀旧感（@etulastrada, 10分） ③ 有人建议增加纯 UI 全屏模式，不显示 iPhone 外壳，让交互更沉浸（@BazingaUA, 10分）
展开评论
- @Many-Parking-1493 (17): Can I call 911?
- @etulastrada (10): Thank you! "Legacy" Temple Run & Angry Birds on the way!
- @BazingaUA (10): Consider adding the full screen mode (without the iPhone itself, just iOS UI)
- @Seb00927 (9): This is amazing, even, *ahem*, *Flatty bird* feels just like the original one. Nice job
- @xCelestial (7): Super sick, but found a bug for you. When you open the Utilities folder, the whole row below slides down except the Star app [like this](https://imgur.com/a/qKbjojx)
作者展示了一个无需 3D 资产和复杂集成、可在门店终端和网站实时运行的 AI 虚拟试衣系统 demo，并向 SaaS 创业者征求其在零售落地和转化效果上的反馈。
I’ve been working on a retail-tech product that lets shoppers try clothing/accessories virtually in real time. The video is an actual demo, not a pre-rendered result. The main thing we’re trying to s…
受众观点：① 很多人对实时效果表示震撼，但担心模型会幻觉出纽扣、面料等细节，从而误导用户对衣服真实外观的预期（@mnic001, 17分） ② 有评论认为这类应用才是 AI 真正的商业机会，比继续卷更大模型更有价值（@squareplates, 13分） ③ 也有人指出技术本身已有开源工作流可实现，真正难点在于算力成本、前端部署和找到愿意付费的客户，否则只是刷屏而非生意（@StoneCypher, 6分; @SaltMaker23, 6分）
展开评论
- @mnic001 (17): Crazy tech! *Super* impressive if that's realtime. Given the results I've seen with image/video gen, I think there's a big opportunity for this to mislead about the actual appearance of the clothing item. Hallucinating buttons, seams, pockets, material qualities, etc. Though if…
- @squareplates (13): This is where the money is. Not training new larger frontier models for an additional bit of performance, but deploying systems that provide value.
- @Flick9000 (12): Impressive, i could see this in store installed in a totem with a front camera.
- @StoneCypher (6): oh it's easy to do this realtime. there's a dozen free comfyui packages for it [by example](https://github.com/cozymantis/clothes-swap-salvton-comfyui-workflow) the real challenge here is getting enough customers to pay for the backend, or cross-compiling it to wasm unfortunatel…
- @SaltMaker23 (6): The famous situation of a dress that looks incredible only to come and it doesn't fit, or the customer underestimated her lipid reserves then accuse the dress of being responsible of the bad fit, while in the preview she looked incredible. Until you can make the fit representati…
一位律师用 Lovable 做了恶搞网站 opusfived.dev，用互动小游戏方式吐槽 Opus 5 让用户精神崩溃的使用体验，借梗宣泄大家对产品 UX 的不满。
Opus 5 has been burning people out at a rate that would make the Spanish Inquisition look kind. (Even they would be like -“Should we give him one last caveat?” -“Now, Emilio, the Lord does not want u…
受众观点：① 正在做 AI 工具或开发者平台的独立开发者，想避免把核心用户逼成“黑粉创作者”。② 关注 Opus 5 等大模型但更在意实际 UX 的技术用户。③ 对“用小项目吐槽大产品”的互联网文化感兴趣的创作者和设计师。
展开评论
- @KenMantle (20): I can't wait for your site to become part of the llm's dataset it has trained on.
- @mnov88 (14): Oh I am absolutely making llms.txt to explain just how load-bearing the process was. No website shall ever be blue again.
- @Full-Ad-3461 (12): Amazing. Literally Opus 5 experience
- @sandywaterside (10): This is hilarious, love it! Let's see... after Opus removes the TOS link, the button appears cyan and everything is fine but the game acts like the user still wants "blue" and continues... unless I'm tripping...
- @InadequateUsername (9): I already cancelled my subscription yesterday, I'm glad we're all miserable about the user experience together.
开发者分享自己做的 iOS 睡眠习惯应用 Owlish，用睡前强制闹钟加“录下今晚熬夜理由、明天回放”的方式，解决真正问题在于晚睡而不是早起，并完全在本地处理视频数据。
Alright so I kept downloading all these wake-up apps. The push-up one, the math one and imma be honest, none of them worked because the problem was never getting up at 6:30am. It was that I was wide…
受众观点：① 经常熬夜、对习惯养成类 app 感兴趣的技术用户和独立开发者。② 想利用 iOS 新能力（如 AlarmKit、传感器）做创新工具的移动开发者。③ 关注本地优先、隐私友好型应用设计的产品人。
展开评论
- @vinodmadhu6 (19): I always had a question. Why do majority of developers first target ios and leave out android?
- @krypto_kun (12): I wanted to build for both but the specific features of my app like phone motion detection and alarmkit was just easier to do using swift! but i can definitely try making it for android :)
- @kylef5993 (11): For new developers on Android you need 12 users for 14 days to get published. It’s a nightmare to do that honestly
- @Exp5000 (11): There's an app you can join where other developers share their testing app and test other people's apps. It has incentives to continue testing for 14 days. I did it and it worked perfectly. It's called Testers Community on android
- @NickA55 (5): Because android users don't buy apps. Well, most android users. iOS is where the money is at.
一位开发者做了两年 SaaS 仍然零收入，意识到问题在于完全不会营销，于是向社区请教有哪些自己当初应该早点知道的获客渠道和营销方法。
It's been 2 years of building SaaS. $0 in revenue. 😭 Realized way too late that "build it and they will come" is a lie. My issue was never the code it was complete lack of marketing. But here’s the p…
受众观点：① 有人直接给出一份专门面向创始人的营销指南链接，说明系统化学习营销框架是被普遍推荐的起点（@cgijoe_jhuckaby, 20分） ② 也有评论强调分发比产品更重要，认为差产品配好分发也能赢过好产品配烂分发，并建议找懂营销的合伙人（@terafab-ai, 5分） ③ 另一些人从开发者视角建议用短视频演示具体痛点和解决方案，比纯文字介绍更容易让潜在用户理解价值，并顺带推广自己做的录屏工具（@wainguo, 3分）
展开评论
- @cgijoe_jhuckaby (20): Read this guide: [https://github.com/EdoStra/Marketing-for-Founders](https://github.com/EdoStra/Marketing-for-Founders)
- @terafab-ai (5): Anyone can build now, but not everyone can distribute in market. An inferior product with better distribution, where always win over a great product with bad distribution If you think you are not good at marketing, get a partner or a co-founder, but get your marketing and distri…
- @wainguo (3): The easiest marketing transition for developers is moving from telling people what you built to visually showing how it solves a specific problem. Building in public by sharing brief 15 to 30 second video walkthroughs of specific features on Twitter, Reddit, and LinkedIn tends t…
- @onsite_davee (2): have you research your SaaS first, that actually people need your software, if yes, then in which country, will user pay, any other tool that is providing more features in simple way, demand????
- @Klutzy-Produce2749 (2): Can you share a link to your product or at least say what it does?
作者重绘了 Artificial Analysis 的编码代理对比图，用订阅费用而非 API token 价格来比较 Kimi、Fable 5.1、Astra 等模型的真实使用成本。
It always amuses me that coding agents get ranked by API token prices, while noone would code paying for API. We use subscriptions instead. I redrew the Artificial Analysis chart using estimated subs…
受众观点：① 有人称赞这类成本拆解很有价值，并希望补充 GLM/z.ai、Gemini、Muse Code 等更多模型（@yowmamasita, 10分） ② 有人表示要收藏帖子，之后再仔细研究图表和方法论（@AppleTinx, 8分） ③ 有用户分享自己持有的 z.ai 老订阅计划，认为性价比极高，同时对 Kimi 旧价和现价做了补充说明，提供了额外市场信息（@Zulfiqaar, 5分）
展开评论
- @yowmamasita (10): Great work! Please add GLM/z.ai, Gemini and Muse Code as well
- @AppleTinx (8): coming back later to this post
- @Pichonn (7): Well, this post seems to be a flop. Nothing to see here so far.
- @Zulfiqaar (5): I've got a z.ai legacy v1 plan, and it's *by far* the best value of any AI it's ridiculous. No weekly or monthly limit (!), $48 of GLM-5.3 every 5 hours (peak hours cost 3x), and cost me £19 for a YEAR. Actually mad respect to them for not only honouring the old rates, but also…
- @kursku (4): Awesome job breaking down the subscription model!
开发者分享自己为 Claude Code 打造的 claude-adhd 插件，用会话内提醒、任务追踪和能量标签等机制，帮有 ADHD 的人把聊天变成可执行的外部记忆系统。
I have **ADHD**, and my biggest problem with Claude Code isn't the coding. It's that I forget everything. Tasks I said I'd do "later", ideas I floated last week, questions Claude asked me that I neve…
受众观点：① 经常用 Claude / GPT 写代码但总是忘记上下文和待办的开发者。② 对 ADHD 友好型工具设计感兴趣的产品人和工程师。③ 想把聊天机器人升级成“有记忆的工作流助手”的独立开发者。
展开评论
- @Neonbluefox (6): I've built some adhd friendly things with Claude too, like a personal assistant running my calendar and todoist (without me running todoist, very important). I don't think I'd be a good beta tester for what you've built, though, because it is a solution for people that talk enou…
- @Jamator01 (4): You guys both talk like Claude.
- @lost-mars (3): Isn't this way too much? I built my own version to keep me on task. Basically it shows me just one task at any given time with claude acting as my project manager. I gave claude my goals and it decides what I need to do right now. I have been using it for a few weeks and it has…
- @Fast_Conference_4057 (3): Why would we read your response if you’re nit willing ti write it yourself
- @shahijohn (2): Thanks for the feedback friend 😄. Very happy to hear you manage to make some useful tools. You can check our my claude skill (not ADHD but might be helpful - [shaheer-00/claude-cbt-companion: A Claude skill that acts as a CBT-informed supportive chat companion — distortion detec…
作者分享自己开发的 PostMCP AI，允许 Claude、Cursor、ChatGPT 通过 MCP 直接发布多平台社交内容，并刚刚获得首个付费用户，感慨从零到一付费验证的重要性。
I've been building PostMCP AI for months. It lets AI assistants like Claude, Cursor and ChatGPT actually publish to LinkedIn, X, Instagram, Threads, Bluesky and YouTube Shorts through MCP, instead of…
受众观点：① 评论里有人简单祝贺，体现大家对从 0 到 1 收费这一里程碑的共鸣（@Friendly-Mistake-369, 3分） ② 有人提到 AI 目录站正在变多，认为这是一个可以切入的细分市场，暗示产品可以通过目录分发获客（@NoCaregiver5665, 2分） ③ 还有人追问首个客户来源，作者补充是通过把 SaaS 挂到各类 AI 目录获得的，说明这种渠道在早期确实能带来付费转化（@Responsible_Fill2593, 1分; @Ecstatic-Hurry-635, 1分）
展开评论
- @Friendly-Mistake-369 (3): Congrats bro 🙂↕️
- @NoCaregiver5665 (2): Sounds interesting! AI directories are becoming more popular, so it could be a cool niche.
- @Ecstatic-Hurry-635 (1): thank you bro
- @Responsible_Fill2593 (1): Congrats! How did you acquire your first customer?
- @Ecstatic-Hurry-635 (1): I got my first customer by listing my SaaS on AI directories.
一位 17 岁创始人分享自己暑假做完戒社交媒体类 MVP 网站 goalcannon 后几乎没人停留和反馈，求社区给出如何优化落地页和获取首批用户的建议。
Hi, I’m 17 and I recently finished building my first startup/MVP, but I’m struggling to actually get people to use it. I started getting interested in entrepreneurship last year. I read a few startup…
受众观点：① 资深站长强调当前落地页完全看不出产品做什么，缺少功能说明、截图、定价、社证明和基础导航，甚至连隐私条款和联系方式都没有（@usernamesmtih, 3分） ② 建议直接找目标用户现场看他们首次使用过程，不要解释，记录他们的困惑再迭代文案和信息架构，让用户在 5 秒内理解产品价值（@SignalPilot1, 3分） ③ 有人指出大多数创始人都高估了“自然流量”，真正有效的是持续对目标人群做一对一外联，先聊问题再逐步引导试用产品（@Langlock, 2分）
展开评论
- @usernamesmtih (3): I love hearing when people your age "Do Somthing' like starting your own app, good for you! But dont make the mistake thinking you have all the time in the world - you do have time to "make it" but if anything of what I tell you sticks, it's this: Time does goe so very quickly &…
- @SignalPilot1 (3): Talk with your target group. Ask them to open the app and dont give any instruction. See what they do their live. Then ask them what they understand after visiting the website. Then you will find what you know about your product and what your customer first think about your prod…
- @Langlock (2): Building your first app at your age is awesome dude but you are hitting the exact same wall every founder hits. Building it is usually the easy part compared to finding the people who will actually use it and pay for it. A lot of founders hope for a magic marketing channel to ju…
- @Klutzy_Employment648 (1): Thank you, very helpful!
- @Least_Bodybuilder330 (1): yeah the point about not being able to tell what it does just from the site is the biggest thing here imo
一位开发者在 r/webdev 分享自己重构的个人作品集网站，主打盒状极简风和天气小组件，评论区围绕视觉风格、移动端细节和“vibecoded”同质化展开讨论。
r/webdev I rebuilt my personal website to showcase my work, favourite books an…
受众观点：① 有人称赞整体视觉干净好看，但指出隐私政策等页面在移动端缺少内边距，影响阅读体验（@unsolicitedAdvicer, 14分） ② 评论者认为盒子风格很酷，但顶部已有天气信息，底部天气区块显得多余（@lol25potatofarm, 7分） ③ 也有人直言网站看起来像“每一个 vibecoded 站点”，暗示视觉趋势化导致缺乏个人辨识度（@lost-sneezes, 6分）
展开评论
- @unsolicitedAdvicer (14): Love the look! Imprint, privacy & colophon page content boxes need x padding (at least on mobile where I'm checking) Bussi, y our frontend friend
- @chrcit (8): After procrastinating forever I relaunched my personal website this week: [https://www.chrcit.com](https://www.chrcit.com) There is a little easter egg when you click a few times on the weather widget
- @lol25potatofarm (7): Looks really clean, man, love the boxy look. Not sure about that weather section though, I think what you have in the top right is already enough.
- @lost-sneezes (6): Ill be honest with you, it looks like every other vibecoded website
- @OkTinyStack1432 (5): Weather Widget options combined with "Night" look cool. The effect when we move the mouse over it adds a nice flair! Nice work
独立开发者分享其照片处理 SaaS PhotoPerfectAI 拿到 200 次登录和 40 次免费试用却 0 订阅，漏斗数据详细但用户不回访反馈邮件，求社区帮忙诊断转化问题。
Hello fellow people, I'd like to ask your advice on the doings of my SaaS: [PhotoPerfectAI.com](http://PhotoPerfectAI.com) It has now 200 Logins and 40 free trials completed. However, I have yet to g…
受众观点：① 认为功能被 Gemini 和 ChatGPT 免费覆盖，除非有 API/MCP 面向 B 端批量场景否则难以付费（@angelarose210, 2分） ② 指出很多用户只是一次性需求，关键是区分一锤子买卖用户和多次回访用户，前者不转化不代表漏斗失败（@WordCommercial7932, 2分） ③ 认为事后发反馈邮件太晚，真正问题在试用期是否完成核心价值动作，是激活问题而非单纯定价问题（@francksiduo, 2分）
展开评论
- @angelarose210 (2): The problem is gemini and chatgpt can do those same functions for free. If you had a api/mcp you might attract bulk business users if your prices are cheap enough.
- @WordCommercial7932 (2): What seekworld said about the ratio matches what we've seen too: a completed free trial with no purchase isn't automatically a failed funnel, it might just mean the free tier already solved that person's one-time need. The more useful split is trial users who came back and used…
- @francksiduo (2): the feedback email after they already decided not to subscribe is too late, they've mentally moved on. What matters more is where in the trial they stopped, not why they said no after the fact. Pull the funnel and check if they hit the core action, the thing that creates the val…
- @NoBarsForMe (1): Do you think offering one time payments might be a good option?
- @No-Regret-4273 (1): one-time credits make way more sense here imo, someone showing up for one finished photo has purchase intent but probably zero subscription intent
作者分享如何用单台 VPS 上的 SQLite 和自建 Firestore 风格 API 替代 Firebase Firestore，将应用月费从约 40 美元降到接近 0。
My app was costing me \~$40/mo on Firebase. 99% of that was Firestore: a pipeline that rebuilds the feed every 20 min + SSR reads + mobile clients reading directly. The VPS running my other stuff cos…
受众观点：① 很多开发者认同对 side project 来说单机方案已经足够，接受单点故障换取低成本（@Forward-Outside-9911, 16分） ② 有人吐槽 Firebase、Vercel 等服务费用上涨且在用户量上来后才突然暴露（@Tarun122, 3分） ③ 一些人分享自己更偏好独立服务器或 VM，而不是完全托管云，以避免账单失控（@Forward-Outside-9911, 2分）
展开评论
- @Forward-Outside-9911 (16): Like you say, good enough for a side project :)
- @Tarun122 (3): yea bt like its insance how costly firebase and vercel are.. and u dont realise that until u hit some amount of users and a bill shows up in ur gmail lol
- @Forward-Outside-9911 (2): Yeah I’ve always ran on dedicated servers or VMs to get out of that vercel space. It’s not the best, but it works. I do have some infrastructure on AWS but because it’s a hobby I left it to a minimum. Wish I had a budget/app requirement to have proper infrastructure though
- @Tarun122 (2): i mean my app barely hits $40 MRR so i wasnt into spending that much monthly lol
- @Tarun122 (2): Around 1.6k visitors per month out of which around 20-30 visit daily consistently around 4-5 times a day
作者为本国理发店和美容院开发了一款预约 SaaS，自认有市场需求却通过冷短信和冷邮件几乎拿不到回应，于是向其他创始人请教如何获取前几个付费客户。
I've build booking SaaS for salons, barbers and such, who would actually need it. I know there's a need for it, at least locally in my country, but I'm having issues with finding first customers. Any…
受众观点：① 有人分享自己做 B2B 时冷电话是最有效的获客方式，暗示对这类小商户直接沟通比冷短信更有用（@Adept_Indication8667, 3分） ② 一位沙龙老板表示只有在明显看到解决方案更好时才会考虑更换现有系统，说明产品必须在功能或体验上有显著优势才有机会切入（@Top_Introduction_865, 2分） ③ 其他评论则强调要多和真实目标用户沟通、获取反馈，而不是只靠远程触达（@leanality, 2分; @Huge_Pool7424, 1分）
展开评论
- @Adept_Indication8667 (3): cold calling worked best for me for b2b
- @Top_Introduction_865 (2): Hey bro I just got here and I’m a general manager / owner of a full service hair salon https://ourlynx.com/mintontheavenue (yes I built my own linktree alternative too) I’m not here to hijack your post I will test your service and give you feedback. But from my point of view I w…
- @leanality (2): True and get feedback from real target customers
- @Plenty-Whereas9722 (1): yes me too
- @Huge_Pool7424 (1): cold calling actually working is rare enough that i always ask what niche you were pitching. did an in-person pilot help warm the first few?
作者开源了 backlot，本地用 FastAPI 和 SQLite 模拟 Slack、Gmail、GitHub、Jira、Notion、S3 等第三方 API 的真实响应和权限，用来替代易腐烂的手写 mock，并通过 diff 实时对比官方 OpenAPI 规约防止接口漂移。
Last week I asked here how people test against third-party APIs they don't control. Most answers came down to the same thing: fixtures rot, and if you're disciplined you run something against the rea…
受众观点：① 有人质疑如果模拟 Gmail 等服务的功能，测试最终只是在测试假服务器，担心这种 mock 让测试失去意义（@bestjaegerpilot, 37分） ② 也有评论半开玩笑地把成果归功于 Claude，反映出大家对“AI 参与开发”这类项目的复杂态度（@hyperiob, 32分） ③ 部分开发者认为只要不是官方出品的模拟器，长期看一定会和真实服务产生偏差，对维护成本和可信度持怀疑态度（@philipwhiuk, 31分）
展开评论
- @bestjaegerpilot (37): \> I built a local emulator for Gmail, ... a) i don't understand the words coming out of your mouth b) if you're mocking out Gmail functionality, your tests end up testing the mock server.... making them well... useless c) or did you just mean you mocked out auth? there is va…
- @hyperiob (32): No you didn't, Claude did
- @philipwhiuk (31): Honestly if the mock isn’t made by the developer of the original it’ll inevitably diverge
- @chicametipo (18): Can we please speak to your agent so we can help understand what you’re building? Please put them on the phone. ZZTutonaFierce, are you there?
- @ganja_and_code (15): Slop
独立开发者展示自己制作的高速 FPS 游戏 VELOCIDE，主打持续移动、抓钩和冲刺的高节奏战斗，并刚上线 Steam 页面征求大家对混乱程度和乐趣的第一印象。
This is VELOCIDE. I've been making this thing solo and it's basically my attempt at making an FPS where you're constantly moving, grappling around, dashing through arenas and trying not to get comple…
受众观点：① 对自研 FPS 或高机动动作游戏感兴趣的独立开发者。② 关注 Steam 平台上 solo 项目冷启动和 wishlists 积累的游戏开发者。③ 喜欢 ULTRAKILL 等高强度游戏、愿意给新作反馈的核心玩家。
展开评论
- @Technical-Branch9178 (2): If Enter the Gungeon can land then there's no such thing as too chaotic.
- @Fuzzy-Charge-2236 (2): yeah the ceiling for chaos in a good game is basically nonexistent imo
- @CFXSquadYT (2): Nice!
- @Apprehensive_Row9873 (2): Remind me ultrakill
- @Apprehensive_Row9873 (2): That's cool ! 👍
作者展示 side project“Olfactionary”，用关系型数据库整理一万多款香水、近千品牌和数千香料，强调无广告、轻量前端和基于专利与 IFRA 标准校验的数据质量，作为传统香水数据库的替代。
Hey everyone, As a side project, I wanted to build an alternative to legacy fragrance databases that are notoriously plagued by 10+ ad networks, sluggish client-side rendering, and bloated tracking s…
受众观点：① 有人第一眼就把站点归类为又一个 AI 生成的“slop 网站”，对内容真实性和长期维护表示怀疑（@andrsch_, 3分；@chrisdubai, 2分） ② 作者解释香调数据是人工对照 IFRA 和专利文献校验的，并主动邀请指出具体问题，试图反驳“AI 拼凑”的印象（@TonyHides, 3分） ③ 也有评论认为技术难点不大，真正的挑战是让香水圈用户从老牌数据库迁移过来，询问作者在分发和用户获取上的计划（@Sensitive-Control49, 2分）
展开评论
- @andrsch_ (3): Another AI slopped website
- @TonyHides (3): Fair enough if it reads that way. Happy to point to something specific if you've got a concern (the notes data is manually verified against IFRA/patent sources, not scraped/generated). What gave you that impression?
- @Sensitive-Control49 (2): nice execution. imo the harder problem here isnt the tech, its getting fragrance people to actually switch from the incumbents they already know. have you thought about what the distribution play looks like beyond this sub?
- @chrisdubai (2): The 138th vibe-coded, half-baked AI slop fragrance page which will end up abandoned in a few months, which is especially unfortunate considering what a nice domain name is being wasted on it. Not meant to be mean, just my impression.
- @TonyHides (2): Yeah, that's the trickiest part. The core schema uses junction tables (e.g. perfume\_material linking perfumes to individual aroma chemicals/notes, plus a separate family/olfactive-group tag), so a multi-filter query is really just a few indexed joins rather than one giant table…
一篇声称单人写出 118 万行代码的帖子在 r/SaaS 引发吐槽，评论质疑统计包含 node_modules 等无效代码并认为行数并不等于产品质量。
r/SaaS 1.18 million lines of code for a solo dev
受众观点：① 有人用 for 循环打印 Hello World 调侃行数可以轻易堆出来，暗示数字本身毫无意义（@RealSlyck, 5分） ② 评论指出统计时应排除 node_modules、dist 和锁文件，真实业务代码可能不到十万行，反而更能说明工程质量（@LegitimateSock5031, 5分） ③ 也有人直言 118 万行代码对这个产品来说更像是设计糟糕的信号，而不是值得炫耀的成就（@YogurtclosetLimp7351, 2分）
展开评论
- @RealSlyck (5): for(int x=0;x<=1180000;x++){printf(“Hello World\\n”);}
- @LegitimateSock5031 (5): Actually i am worried about if that the agent is only "now checking the critical path" on 1.18M lines. Run it again exclude node\_modules dist and lock files and post the real number U will get under 100k Which is a much better story anyway.
- @Every-Park-1837 (3): my god, you've done your homework. 😂
- @YogurtclosetLimp7351 (2): 1.18 million lines of code - for this? That doesn‘t speak for quality. Quite the opposite
- @LongAssignment5858 (1): That's wild, right? It’s amazing how much one person can accomplish.
开发者发布 npm 包 actual-fingerprints，用合成算法在浏览器端生成可离线匹配的指纹图像，最初用于 GTA V 角色扮演服务器，现在开源代码和研究链接供社区在社交平台头像等场景使用。
I originally created this project to enhance realism for a GTA V Roleplay server. Recently, someone mentioned wanting to use these as default profile pictures for an upcoming social media platform. I…
受众观点：① 顶层评论半开玩笑表示要拿这个做违法用途，反映大家对指纹图像与安全风险的直觉担忧（@CynicalProle, 12分） ② 有人觉得生成效果很酷，甚至玩笑说生成了和自己一样的指纹要起诉（@FIRST_TIMER_BWSC, 7分） ③ 作者解释这是在 Web 上使用的合成指纹，命中真实指纹种子的概率极低，缓解部分隐私顾虑（@etulastrada, 5分）
展开评论
- @CynicalProle (12): I will use this for illicit purposes
- @Astralnugget (8): Really cool
- @FIRST_TIMER_BWSC (7): hey hey hey, it created mine! I'm suing!
- @etulastrada (5): A) I mean you use it on web B) Probably one in a gazillion chance that you hit the true seed so it is there!!!
- @etulastrada (4): The beginning of a villain
一位博主在设计首页文章列表时纠结该展示多少篇、是否要分页或无限滚动，并询问在性能、DOM 规模和用户心理之间当前的主流做法。
Consider the home page of a blog -- a list of posts in reverse chronological order, stretching down the page. How long does this list need to be before you decide not to list display the entire thing…
受众观点：① 有人强烈反对无限滚动，认为从一开始就是糟糕的 UX 设计（@am0x, 8分） ② 也有开发者指出真正的瓶颈往往是 DOM 节点数量而不是传输体积，建议在 50–100 条内容时分页以避免移动端滚动卡顿（@Article-Automatic, 8分） ③ 多条评论强调博客应优先使用传统分页或“加载更多”，因为无限滚动会让页脚难以触达并破坏可链接的稳定 URL（@Article-Automatic, 8分；@NoResearcher3812, 3分；@rbobby, 3分）
展开评论
- @am0x (8): Never infinite scroll. Was a terrible UX decision from day 1.
- @Article-Automatic (8): The number that usually decides it is not payload size, it is DOM nodes. A few thousand elements will make scrolling janky on a mid-range phone long before the transfer size is a problem, and that is the failure people actually feel. For a blog specifically I would paginate rath…
- @NoResearcher3812 (3): paginate at 20 to 30 items and use traditional links. Endless scroll destroys footer access and breaks browser history state on content sites.
- @rbobby (3): I am really liking the 'load more...' pattern.
- @straightouttaireland (1): Why?
作者盘点自己 14 个几乎完成却未发布的项目，靠事先写清楚“完成”标准才终于发布一个最小版本，并向大家提问是范围控制还是对反馈的恐惧在阻碍上线。
14. Manuscripts, a course, two apps, a shop I never opened. All "almost done." What finally got me to ship one wasn't motivation — it was writing down, on paper, exactly what "done" meant before I to…
受众观点：① 有人表示自己未完成项目数量远超十几个，从想法到原型到未部署阶段堆了上百个，长期拖延但也从中积累了大量可复用代码和经验（@DevKokooo, 5分） ② 有开发者分享最近开始强迫自己把想法快速做成可发布版本，上线 TestFlight 等，强调不早点推向用户就永远不会见天日（@axdsgn, 3分） ③ 也有人指出真正的阻碍是被看见、被拒绝或完全没人看的恐惧，不确定哪一种更可怕（@rynthesis, 3分）
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- @DevKokooo (5): I don't think projects are ever finished, they're just in a good enough state until improvements are needed. But if I had to count the amount of projects that are in: - idea stage - outlined but not implemented - prototyped but unoptimized - not yet deployed - deployed at one po…
- @axdsgn (3): This. I have recently started, about 2 months ago, to put some ideas into practice. I started one that was going to go out in 2 weeks. In the 4th week, I come up with another idea which was released within 3 days. Then continued with the original one. Then I started another one…
- @Ovalman (3): I've possibly 100 or so Android projects started and never finished but I don't count them as wasted. Many times I'll use them as a base for something else and sometimes I just use them for just knowledge. I learned how to annotate, train and test image recognition models, [I ev…
- @rynthesis (3): There’s this fear of being seen, being rejected, or not being seen at all. I’m not sure which is worse.
- @lianapps (2): I knew I’m not alone 😄😄
作者做了一个迷你作品集生成工具，已经有二十多名用户，但目前只有免费档位，不知道该如何设计付费点来赚到第一美元。
Recently I have finished making my project I started last year,it is a mini portfolio builder and I have managed to get 22 user since release.so I really struggling in monetizing my project
受众观点：① 评论首先确认目前只有免费档位，帮助厘清问题根源在于没有任何付费设计（@FearlessPlaneHugger, 1分; @codegoat23, 1分） ② 随后有人建议通过增加附加组件或付费功能来变现，直接面向现有用户群体（@FearlessPlaneHugger, 1分） ③ 讨论强调最简单的路径是先在已有 22 个用户中挖掘愿意为额外价值买单的人，而不是一开始就追求大规模新用户（@FearlessPlaneHugger, 1分）
展开评论
- @FearlessPlaneHugger (1): Is the only tier free?
- @codegoat23 (1): Yes
- @FearlessPlaneHugger (1): could you create some add-ons or paywalled features?
- @codegoat23 (1): Yes I can
- @FearlessPlaneHugger (1): That might be your easiest way to make your first dollar, offer something to the users you already have.
楼主以 Discord 替代品为例，讨论即便软件开源但基础设施被单一方控制时，用户在迁移成员和数据上的真实控制权到底有多大。
Been thinking about this after looking at different Discord alternatives. A lot of projects advertise themselves as open source but the community still ends up depending on infrastructure controlled…
受众观点：① 在 Discord、Slack 等封闭平台上运营社区、但隐约担心被平台锁死的开发者和创作者 ② 正在选聊天、论坛或 AI 模型基础设施、希望未来能在自托管和托管服务之间自由切换的独立开发者。
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- @StewedAngelSkins (24): Depending on someone else isn't the problem per se. You mainly want to be able to switch if the person you're depending on decides to start fucking you over. There's hundreds of businesses I can pay to host a matrix/xmpp/rocketchat/irc/etc. server, but only one place that will l…
- @orion-root (10): Why self host if you still depend on ISP's to access your services? If you don't self host the entire network, what is even the point?
- @brisray (5): It's just how society works. Just as no one (or maybe very few) is truly self-sufficient for food, shelter, clothing, transport etc. even living off-grid, then the same is true for technology. I try to make my web server as self-sufficient as I can, but I still rely on an ISP, e…
- @GolemancerVekk (4): https://i.imgur.com/THNWI6w.jpeg
- @maxymob (3): Does having your own infrastructure really matter of you're relying on someone else's factories to manufacture your hardware ? Jokes aside I say it depends if you're knee deep in a managed cloud ecosystem or just renting servers and doing everything yourself. There's levels to t…
一位 r/SaaS 用户发帖请大家分享自己做过的项目以获取灵感，评论区出现房产投资平台、品牌一致性监控工具等各类 SaaS 点子。
I want to know your projects you built for inspiration.
受众观点：① 有人介绍自己做的房地产投资平台，帮助投资人管理线索、项目阶段和团队协作，说明垂直 CRM 仍有空间（@Jmart_flips, 2分） ② 也有人在做帮助创始人提交到 220+ 高权重目录的 StartupSubmit，主打提升在 Google 和 LLM 中的可见度（@Even-Difference7689, 2分） ③ 另一位分享正在开发品牌一致性监控工具，基于品牌手册扫描社媒和网站，识别品牌漂移并给出修正建议（@Important_Ad9686, 1分）
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- @Jmart_flips (2): I have built a real estate investor platform. The investor can find leads, manage them, convert them into deal cards and manage them through all the stages of each project. There are team capabilities so that the entire team can access and work on projects together. There has be…
- @Even-Difference7689 (2): I am working on StartupSubmit help for founder to get listing 220+ high Authority Directory. Get Higher ranking in Google & LLMs
- @myaboutpage (1): Nice
- @Middlewarian (1): I'm building a[ C++ code generator](https://www.reddit.com/r/codereview/comments/qo8yq3/c_programs/) that helps build distributed systems. It's implemented as a 3-tier system. The back and [middle tier](https://github.com/Ebenezer-group/onwards/blob/master/src/tiers/cmwAmb.cc)s…
- @Important_Ad9686 (1): Working on a Brand Consistency Monitoring tool for marketing agencies, SMMs, branding studios and freelancers. It's using the Brand Guidelines as input and scans across social channels and website and identifies brand drift where it happens + suggests fixes for each finding to e…
原帖作者在讨论用 Aster 等模型生成 LEAN 证明、通过编译器校验并逐步管理“事实”的自动化数学证明系统设计思路，并想自己实现一个简陋版本来解决高维几何问题。
From what I've seen online so far, the description of these systems is roughly: They asked the model (often Aster) to generate statements in LEAN and then submit those to a LEAN compiler to be checke…
受众观点：① 一些人分享了用 Claude Code 结合 Mathematica 做组合数学问题求解的流程，强调需要人类强指导和分步规划（@MFingScience, 5分） ② 有人提到自己也在构建类似系统并已用粗糙原型推进一个数学问题，说明个人研究者也能在这一方向上取得进展（@coz, 2分） ③ 评论区有人补充了 Anthropic 关于费马大定理形式化的研究链接，说明大家关注 LLM 在严谨数学形式化上的最新成果（@hexaflexarex, 2分）
展开评论
- @MFingScience (5): Not as rigorous as using LEAN, but I've been letting Claude Code call Mathematica to check its work. After defining the problem/goal, I ask it to: * Make a list of avenues of approach (at a high level, then with increasing granularity) * Rank each by how likely they seem, includ…
- @coz (2): I am building one myself. I've advanced one math problem with a crude prototype and published the results, it's on my github. I'm hoping to advance many more. It's nothing like all the other ones I've asked for "deep RAG" on. IDK. We'll see in a week. Hint: no Anthropic employee…
- @hexaflexarex (2): I assume folks have seen the recent formalization of FLT? Not proving something new exactly but might be of interest: https://www.anthropic.com/research/formalizing-fermats-last-theorem.
- @tough-dance (1): This is more what I was imagining when I posted and the methodology makes sense to me. I haven't tried much with mathematica but one approach I was considering was to write Python code that would accomplish what I want. Something I've been using as a burner problem is to create…
- @tough-dance (1): Are able to link your GitHub or provide a rough system architecture? From your post it sounds like you're giving an agent a command to solve the problem and asking it to solve the whole thing and letting it figure out how. Is that correct?
原帖长文反思 GPT‑5 级别模型已能完成大量知识工作，但现实经济中却看不到明显生产率冲击，提出真正瓶颈可能在组织流程、验证责任和制度摩擦而非模型智能本身。
an observation : GPT-5-class models are genuinely capable(They are) of doing a substantial fraction of knowledge work, why haven’t we seen a noticeable productivity shock in the real economy yet? Is…
受众观点：① 有开发者认为企业知识工作的核心瓶颈仍是人类对结果的主观验收，而不是模型是否能完成任务本身，尤其在软件开发中“我看得出来对不对”比写代码更关键（@Coldmode, 12分） ② 也有人指出当前前沿模型在引导人类澄清需求、做架构和权衡上仍然“相对愚笨”，软件开发虽然被改变但整体职业对 AI 仍较为稳健（@marr75, 3分） ③ 其他评论从组织惰性、人性和技术债角度解释生产率未爆发，比如员工把节省时间花在摸鱼上，或滥用 AI 反而制造难以维护的技术债（@bruno_pinto90, 3分; @namrog84, 2分; @nidprez, 2分）
展开评论
- @Coldmode (12): Almost all of the structures in enterprise that produce knowledge work have the verification step of: a human looks at the output and decides that it meets some level of required quality (given whatever quality means for any task). Humans are way way better at “I know it when I…
- @marr75 (3): Same take, same field. There are workflows that allow better "teaming" on this but they are still immature. The best, most frontier models are still relatively stupid at even eliciting the things you are describing from humans, let alone "doing them". I suspect the gap is fundam…
- @bruno_pinto90 (3): Because we are people, not machines. There are bottlenecks, different energy levels, bad or lack of communication. At the end of the day, we move as quickly as the slowest person. Sure i can do my entire weekly work on one day, but if i am waiting for management to evaluate or t…
- @namrog84 (2): I think there are many bottlenecks that are simply overlooked as you hinted at. There are still many humans involved that ultimately are making decisions at different stages. They've been proving to accumulate technical debt in coding and other areas from possibly over-abstracti…
- @nidprez (2): TLDR, but basically if you look around in any organization youll have 5% genuinely talented and driven people, which could be socially capable as well, then some good employees, n a whole bu’ch of mediocre people and a whole bunch of useless people. Its really that top 5% employ…
楼主准备去阿联酋旅行，想确认当地运营商和酒店网络下使用 Tailscale 通过自家 exit node 时 UDP 是否会被封锁导致只能走慢速 TCP DERP。
Hey everyone, Traveling to the UAE (Dubai & Abu Dhabi) soon and trying to verify real-world Tailscale behavior when routing through a personal exit node back home. From what I understand, UAE te…
受众观点：① 经常出差或旅行、需要从酒店网络安全访问家里或实验室服务的开发者 ② 在做自托管产品或远程开发环境、需要考虑用户在高审查地区如何稳定连回去的 indie hacker。
展开评论
- @TestTxt (8): look at the guides at r/dumbclub - China and Russia have much stronger censorship mechanisms and if something works over there, it’s also gonna work in UAE
- @darce_helmet (6): where is “home”
- @terrytw (2): While I cannot directly address your question, the concern can easily be addressed by using wireguard with wstumnel wrapped around it.
- @emprahsFury (2): I hate to always be the tailscale hater (kind of). But not every issue has to be a nail simply because you have a hammer in your hands.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
楼主在为家人搭建家庭媒体服务器，在 Immich 和 Jellyfin 等自托管方案之间权衡如何同时管理老照片和家庭录像。
My wife and I all digitizing ALL of my family's old VHS family videos, photo prints, negatives, and slides for archival. I would like to put up a family media server so everyone in the family can log…
受众观点：① 正在数字化家庭照片和录像，希望搭一套“爸妈也会用”的家庭媒体库的技术人 ② 已经在用 Jellyfin/Immich，但准备从个人用过渡到全家共享、需要重新设计目录结构和访问策略的自托管玩家。
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- @Ok-Company6212 (25): i went through exactly this last year with my parents' old tapes and slides. ended up running both immich and jellyfin side by side and honestly it's been the cleanest setup for our family immich handles all the photo stuff so well, the face tagging is what makes it worth it. my…
- @ildyria (4): Lychee supports both videos and photos, and facial recognition is coming in the next version (V8 which I'm working on right now). Check it out: https://lycheeorg.dev
- @TriggeredTrigz (3): It's probably more convenient to have personal media of that sort all in one place for easier back up or moving later. No need to dig through 3-4 folders to find all the different media one person has.
- @Big-Finding2976 (2): If you're only using Immich for photos and Jellyfin for videos, what's the point in using external libraries and pointing both apps at the same folder? Why not import the photos into Immich and just have a videos folder on your NAS which Jellyfin reads?
- @MaybeIsaac (2): This is more aimed at photographers/videographers sharing photo galleries or folders of media with clients but might be useful https://github.com/IsaacInsoll/PICR
作者开源了一个分布式点对点的 open web directory，只抓取网页标题和描述等元数据，通过各节点共同爬取来构建去中心化的“黄页式”网站目录。
Recently I had an idea for a research tool, I realized I'd need to be able to find websites programmatically and the webs data is behind the largest corporations, not something we reliably have acces…
受众观点：① 有人担心要求开放 80 端口对处在 CGNAT 或无固定 IP 的用户非常不友好，而且直接 npm start 暴露在公网在认证和限流上显得不够安全（@Fit-Lawfulness-4851, 15分） ② 也有评论从网络环境角度指出，很多家庭宽带的 CGNAT 让自建节点门槛很高，影响网络规模（@mistmoss31, 2分） ③ 作者回应说明其实有速率限制且端口可配置，暗示可以通过容器或自建网络调整部署方式，项目仍在早期探索阶段（@iDev_Games, 2分；@apetalous42, 2分）
展开评论
- @Fit-Lawfulness-4851 (15): The port 80 requirement is going to be a dealbreaker for most people behind CGNAT or without a static IP, and honestly running npm start on an exposed port without any mention of auth or rate limiting sketches me out a bit Like the idea though, decentralized crawling has been tr…
- @apetalous42 (2): Host it in a container and expose whatever port you want
- @mistmoss31 (2): agreed on the CGNAT point, thats a hard wall for anyone on a residential connection
- @iDev_Games (2): Yes there is rate limiting. 30 searches per a minute or a minute pause. It is early days. The port is easily configurable. If you wanted to set your own network up and use another port you could but I used port 80 for ease of use in the first instance. Thanks for taking a look t…
- @[deleted] (2): [removed]
这篇论文提出 Declarative Attention 协议，让 Gemma-4-31B、Qwen-3.6-27B 等长上下文模型在生成时显式声明需要全局、局部或聚焦注意，从而跳过大部分 KV cache 读取，大幅减少解码时的总注意 token 数。
# Abstract *Language models spend most of their attention on a small fraction of context, yet they read the entire KV cache to find the few tokens that matter. If the user asks about a previous detai…
受众观点：① 想在本地或云端尝试 Gemma-4-31B 长上下文推理、对自定义 vLLM 实现感兴趣的开发者（@reivblaze，16分） ② 觉得“模型自己声明注意区域”概念直观、好奇为何之前没人系统做过的研究者（@moschles，5分） ③ 关注很多好点子事后看起来显而易见、但真正工程化落地并不容易的从业者（@DigThatData，3分）
展开评论
- @reivblaze (16): This is pretty interesting I'd like to try that custom vllm gemma 31b implementation myself. Are they released?
- @moschles (5): I have to wonder why this hasn't been done already.
- @DigThatData (3): every good idea looks obvious after it's been expressed. consider for example any math class where you were asked to derive some "obvious" proof, and then reflect on how long it took civilization to actually uncover the thing your homework had you do.
- @1cl1qp1 (1): Cool. I bet the output is more insightful that way.
- @DigThatData (1): neat
一位刚上线不久的创始人分享自己提交到一个创业目录后，陆续被多家类似站点用 AI 生成介绍页并索要 19 美元发布费，质疑这类付费目录和低质量反向链接的价值。
I launched a few weeks ago. Nobody links to a brand new domain so I thought ok, let me get a few backlinks, and I submitted to a startup directory. (startupfame) That was the only one I did. Since th…
受众观点：① 有人建议先从 Reddit、Facebook、LinkedIn 等社交平台获取自然链接，再去 Medium、Quora 这类论坛型网站铺内容，最后才考虑购买少量低 DA 外链（@All_Programming_tips, 2分） ② 另一位解释新域名会被放进 Google Sandbox 数月，短期很难靠 SEO 起量，并推荐直接购买历史良好的老域名来绕过冷启动期（@usernamesmtih, 2分） ③ 评论补充高 DA 反链如果在站点还很新的时候大量出现，搜索引擎可能会判定不自然，影响排名（@RealisticImage2192, 1分）
展开评论
- @All_Programming_tips (2): Initially do make social links from Reddit, fb, linkedin etc. Then go for forum links like: medium, qoura etc. After all these hire some backlink provider to give you some 30 to 50 low DA links. Once you do all these in a span of month or 2 then go for expensive ones as if you g…
- @usernamesmtih (2): A "New" domain is put in the Google Sandbox anywhere from 3-12 months, I would allow for the latter, especially if your niche has lots of competition or monthly searches. The 'Sandbox" exists to screenout new or spammy domains and Google basically wont index or rank your site un…
- @FallaxIO (1): Is Quora still a thing?
- @All_Programming_tips (1): For backlinks yes. Actually these sites has established DAs so when you have commented/ post pointing to your site give clue to crawlers about your site
- @RealisticImage2192 (1): the point about high DA links looking biased early on is something people skip over way too often tbh
作者在做每周约 5000 封的邮件营销，抱怨免费邮箱验证工具不准且限制多，正在权衡是否付费使用 ZeroBounce、NeverBounce 等服务来降低退信率和提升送达率。
So I've been looking through my bounce rates lately and realized I should probably verify email lists before blasting them. My deliverability took a hit last quarter after sending to a bunch of dead…
受众观点：① 有人强调大多数邮箱验证服务完全不透明，上传名单存在被收集滥用的隐私风险，尤其在 GDPR 等法规下可能违法（@JouniFlemming, 1分） ② 有开发者因此做了开源浏览器端验证工具，强调数据不出本地、隐私优先，同时也坦承无法处理 catch-all 域名等复杂场景（@JouniFlemming, 1分） ③ 也有用户分享从免费验证跳到 DeBounce 等付费服务后，退信率明显下降到 2% 以下，认为做一定规模就不该再依赖免费工具（@Legitimate-Let-7510, 1分）
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- @Striking_Link6606 (2): privacy is something nobody talks about with these tools, you just upload your whole list and hope they don't sell it. I used to do cold outreach for a startup and the paranoia was real your tool looks clean, the browser-side processing is smart. most people don't realize half t…
- @JouniFlemming (1): A related point that is almost never discussed regarding to this is privacy. Almost all of these email verification services are completely anonymous. You have no idea who even runs those websites. Which means, there is nothing more than a pinky promise from them, that they are…
- @JouniFlemming (1): Not only can it cause paranoia, it can be illegal. For example, if you are under GDPR, you are most likely breaking the law if you just send your email list to some random website that has a pinky promise of not abusing the data. My tool can filter out role based email addresses…
- @Legitimate-Let-7510 (1): we verify everthing now after getting burned pretty bad. started with free tools but teh accuracy was garbage, like half the "valid" emails were bouncing anyway. ended up going with DeBounce for dedicated email verification and switched to Prospeo for finding the emails becuase…
- @JWPapi (1): Just a platform that does all in one like deeplead
作者分享自己给 bitwarden-lite 提交的 PR 被合并，Docker 部署现在支持 rootless 和只读文件系统，从而实现更低权限的自托管密码库运行方式。
After nearly 18 months, my [PR to add rootless and readonly filesystem support](https://github.com/bitwarden/self-host/pull/358) to bitwarden-lite has been merged and released with [v2026.8.1](https:…
受众观点：① 在家里或小团队自托管 Bitwarden/Vaultwarden，但对容器安全细节不太熟的开发者 ② 做小型 SaaS 或内部工具、需要给客户解释自己密码存储安全边界的 indie hacker。
展开评论
- @aeluon_ (7): awesome contribution. I wonder if this means its coming to vaultwarden next...
- @aspirat2110 (6): you can already run vaultwarden rootless and with a read-only filesystem. You can also drop all capabilities and set no-new-privileges=true. I've been running it like this for a while
- @nioshd (2): Congratulations and well done! Having more secure deployment options is always great. However, my learning after looking at the PR is that I will probably never even try to contribute to Bitwarden. I don't have enough patience for that. 😅
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @aeluon_ (1): thanks, I didn't know!
一位前端开发吐槽在 AI 代理和工具大量参与开发、SEO 面向 llms.txt 的时代，自己写网页的成就感和意义被削弱，怀疑人类开发者在 webdev 中是否还重要。
Hello, guys! I am thinking about it for couple of dayys... In this times of web being developed, updated, supported and, most important, CONSUMED by AI agents and tools, does our work still make sens…
受众观点：① 很多开发者认同现在更像在给 AI 打下手，真正需要的是懂技术栈来纠偏和把关，而不是完全被代理取代（@hyperion23, 4分） ② 有人分享用 AI 处理重复性工作后，反而能把精力放在更有趣、更“人味”的创意项目上（@powleads, 1分） ③ 也有老 SEO 从业者认为只是接口从搜索引擎变成 LLM，本质仍然是为真实用户提供价值，工作意义没有消失只是换了形式（@studiosprint, 1分）
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- @hyperion23 (4): There's a pretty enormous difference between complete hands-off vibe coding versus using agents like you would a junior dev. As it stands now, you still need to be knowledgeable about how your tech stack works so you can steer your agents correctly, as otherwise the slop stacks…
- @rchuvilev (1): Thanks for sharing, bro. I totally agree with You. Just sometimes the lack of visible results made with own hands feels disorienting and it makes me a bit nervous about the topic😅
- @powleads (1): i kinda felt this building launchengine, like is there still a point when AI can do so much? but then i realized it just frees me up to build weirder stuff, and the AI handles the boring launch parts. so it's more human face for me now. what kind of stuff are you building?
- @rchuvilev (1): That's it, and I feel this very well in my pet projects. But at main work that brings the dimes it's more about doing-routine-for-routine-boosted-with-ai-superpower, lol.
- @studiosprint (1): As someone who has been doing SEO for 12 years, I completely feel your pain, but I try to look at it from a slightly different perspective. optimization is shifting toward GEO and LLMs but at the end of the day, LLMs are just the new interface/intermediary connecting us to real…
作者介绍自己用开源自托管软件搭建的多房间高保真音频系统，替代依赖封闭应用的商业智能音箱方案。
*You want high-quality connected speakers for your home without depending on shitty apps that stop working in a year? You want to stream from your own hardware and control everything with Free Softwa…
受众观点：① 已经在家里跑 Home Assistant、Jellyfin 等服务，想顺手把音频系统也开源化的自托管玩家 ② 对 Sonos 等闭源生态不放心、希望长期可维护又不想每天修系统的技术用户。
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- @martimcbro (2): I prefer Sendspin and Music Assistant since the protocol and the player hardware ist also "open". You can have great self built or prebuilt (e.g. sonocotta.com) ESP Home clients.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @FrootsEtLegumes (1): This is really great!
- @Jolicristo (1): nice writeup thanks for sharing will check it out
- @NasiGorengFever (1): Very nice setup and writeup. It brings such nostalgia reading about ncmpcpp. My current setup is jellyfin + music assistant + esphome speaker I built myself. It only has a 2.75” driver with a 3d-printed case. The sound is not amazing, but I’m quite happy with it. also not a mult…
作者分享了一个叫 pixel-sky.net 的像素风网页应用，利用实时 ADS-B 数据和天文数据，把头顶真实飞机、太阳和月亮渲染成 140 度像素天空，用作手机 PWA 的舒缓背景。
Been building this for a few weeks: prop your phone up in landscape and it turns into a little pixel-art 140 degrees window on the sky. The aircraft crossing it are the real ones overhead, at their r…
受众观点：① 有人觉得效果很酷，但希望飞机图像能更精细，而不是简单的小像素点（@okaylevi, 4分） ② 部分用户反馈在 iOS 浏览器上无法真正全屏，标签栏和地址栏占据了太多垂直空间，影响沉浸感（@thatandyinhumboldt, 2分） ③ 也有人希望支持竖屏模式，认为当前只支持横屏在某些设备上体验不佳，但整体仍表示会长期使用（@thatandyinhumboldt, 2分）
展开评论
- @okaylevi (4): This is neat! It would be cool if the planes were higher definition instead of just simply small pixels!
- @saltypretzeI (3): Yeah I’ve been thinking about how to manage a sky full of planes. Haven’t found a solution yet but thanks for the input 👍
- @TrashPandu (2): Cool
- @im_nihar (2): Nice. I can help you.
- @thatandyinhumboldt (2): Ooh this is super cool Two immediate comments that I have are: \- It’s not going full screen, so the tabs and url bar are taking up a ton of vertical space (I use brave on iOS, so maybe other browsers don’t have that problem) \- I’d like to use it in portrait view. I know that’s…
作者分享自己开发的发票 SaaS Invoala 刚拿到第一位付费客户的经历，把它当作从 1 到 1000 用户旅程的起点来鼓励其他侧项目开发者坚持下去。
I’m building [Invoala](https://invoala.com), an invoicing SaaS that makes it easy for freelancers and small businesses to create, send, and manage professional invoices. Today I got my **first sale**…
受众观点：① 评论多是简单的祝贺和鼓励，认可第一笔收入带来的成就感（@Pretty_Judgment5481, 1分） ② 有人以轻松语气回应，表达对这种分享的感谢和支持（@LOYSHERRIF, 1分） ③ 也有用户鼓励作者继续冲刺，强调坚持和持续推进的重要性（@krypto_kun, 1分）
展开评论
- @Pretty_Judgment5481 (1): Congrats!
- @LOYSHERRIF (1): thank you internet user
- @krypto_kun (1): Let’s go! Keep pushing!!
楼主在 Docker 环境下用 Caddy 反代和 Pocket ID 做 OIDC 认证时，间歇性遇到“Failed to reach OIDC issuer”错误，怀疑与改用容器名解析相关的 DNS 问题。
I've been encountering this error for a few weeks now and it's finally starting to bother me enough to ask for advice. I get the following error intermittently on any service protected by Pocket ID:…
受众观点：① 在 homelab 里用 Caddy/Traefik + Pocket ID/Authentik 保护服务、但对 OIDC 细节不熟的自托管用户 ② 在 side project 里集成第三方 IdP、遇到偶发登录失败却难以复现问题的独立开发者。
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @joninjax1 (1): If reloading the page triggers it to work, that really sounds like a DNS issue. How is Pocket ID running and does it have logs that you can view and see if it is giving you any errors? I'm assuming that since you mention that it happens on more then one thing, then the issue is…
- @WordCommercial7932 (1): Since it clears on a reload, that points more at a lookup timing/race than a broken record. If Docker's embedded DNS (127.0.0.11) is what's resolving the container name, it can occasionally be slow to answer while the network is busy, and whatever is doing OIDC discovery may hav…
作者做了一个用地图投放个人资料和联系方式的约会项目，试图用可浏览的地图替代复杂疲惫的传统交友应用体验。
Dating apps are complicated, Reddit is basically shooting into the dark, and somehow meeting someone has turned into a full time job So let’s make it stupidly simple I made a map Drop a pin, make a p…
受众观点：① 有人看好想法但担心和传统约会应用一样会被男性用户淹没，性别比例失衡问题依旧存在（@Retro21, 3分） ② 有评论质疑这类产品最终还是会围绕个人数据做文章，对隐私和商业模式持怀疑态度（@Intrepid_Yak_8668, 1分） ③ 也有人认为软件本身正在破坏原有社交规范，怀疑再做一个新工具是否真能解决线下关系问题（@atomic_exasperation, 1分）
展开评论
- @Retro21 (3): Like the idea! Unfortunately I think you'll find that it will be inundated with men, a traditional problem that dating apps have.
- @Intrepid_Yak_8668 (1): “Then you trade with our person data” - 👏 well done grate business idea
- @atomic_exasperation (1): when software destroys a social norm, the answer isn't more software
- @impsble (0): Anything here can be faked / misrepresented, its all on good faith and I don't pay a hosting fee to the app, so Its at 0 cost to me
- @impsble (-1): You're correct, but it is the Mans job to make the effort, no? Better this than dating app maybe?
作者分享自己用 Talos Linux 在三台 Dell OptiPlex 上搭建三节点高可用 Kubernetes homelab 的完整实践和踩坑记录。
I recently set up a 3-node Kubernetes homelab on bare metal (on Dell OptiPlex) using Talos Linux, mainly to have a proper environment for learning, testing failures, networking, storage, GitOps, obse…
受众观点：① 有一定 Linux 基础，想在家里搭 Kubernetes 环境但被网络、存储和高可用配置吓退的自托管玩家 ② 正在做小型 SaaS 或 side project，想用 homelab 模拟生产集群做演练的独立开发者。
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Amazing_Year6588 (1): Some one is a transformers fan Loll
- @Rwalker83 (1): Someone stole my naming scheme. Ha.
帖子转述一位研究者声称在 GPT-6 Astra 发布一天内，用 TIP 任务嵌入攻击结合多种技巧完成越狱，并已私下向 OpenAI 披露细节，延续其此前在 GPT-5 上快速越狱的记录。
A researcher has [reported](https://www.linkedin.com/posts/s-berezin_llm-aialignment-aisecurity-activity-7502013488412680192-IO6c/) a jailbreak of GPT-6 Astra within a day after release. The attack i…
受众观点：① 质疑“GPT6 100% 对齐”说法、关注模型内部对恶意指令的潜在表征和探测机制的研究者（@CriticalTemperature1，7分） ② 认真阅读 OpenAI 系统卡、用 10–20% 静态越狱成功率对比 GPT-5.6 的从业者，关心对齐指标如何解读（@currentscurrents，7分） ③ 对“只要成功率大于 0% 就算失败”这种安全标准持批判态度、思考现实中可接受风险边界的人（@currentscurrents，7分）
展开评论
- @CriticalTemperature1 (7): Interesting since OpenAI says GPT6 is 100% aligned. This attack relies on the model decoding some malicious prompt instruction but then never saying it out loud and then executing that instruction. Perhaps doing some probing into something like the JSpace could reveal where thes…
- @currentscurrents (7): >Interesting since OpenAI says GPT6 is 100% aligned No, they just said it's 'their most aligned model', which is meaningless marketing fluff. Their [own system card](https://deploymentsafety.openai.com/gpt-6-astra/static-jailbreak-evaluations) reports 10-20% attacker success…
- @GiveSparklyTwinkly (1): >Remember to drink your Ovaltine
- @madkimchi (0): So?
帖子讨论用主力台式机还是旧笔记本搭建临时自建云，用 Immich、Jellyfin、Kavita 等远程访问照片和媒体文件。
i have a powerful desktop pc running cachyos, and i also have a very old laptop with only 4gb of ram. i want to use my pc as a kind of personal cloud while i'm away for long trips. basically, i'd lik…
受众观点：① 有人建议先量测两台设备的功耗，再结合成本做选择，并提到用 WiFi 智能插座远程开关机的方案（@TCB13sQuotes, 4分） ② 有人直言 4GB 内存的旧笔记本跑 Immich 和 Jellyfin 会很吃力，建议直接用主力 PC（@Jolicristo, 1分） ③ 有评论只是提示展开回复看 AI 使用说明，本身没有技术信息增量（@asimovs-auditor, 1分）
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- @TCB13sQuotes (4): Measure the power consumption of both and decide what you want to support. Another interesting option might be to power on the machine remotely when required using a cheap "wifi" power plug - a lot of those have apps and can be switched over the internet.
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @Jolicristo (1): just use your main pc honestly that laptop with 4gb will choke on immich and jellyfin
楼主目前用 Traefik、CrowdSec、Authentik 组合管理少量用户的自托管服务，考虑是否用 Pangolin 这类一体化方案来简化反向代理和身份管理。
I currently have traefik, crowdsec, authentik in my homelab, I have a dedicated ipv4 address and only 4 users. I can connect back via WireGuard for not public available tools like management tools et…
受众观点：① 已经在用 Traefik/Caddy + Authentik/Authelia 等组件、但觉得维护成本偏高的自托管玩家 ② 在做小型 SaaS、想把现有 homelab 安全栈“产品化”给用户用的独立开发者。
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- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @oOflyeyesOo (1): Just posting a couple projects that may make things easier. https://github.com/chr0nzz/traefik-manager https://github.com/Wikid82/Charon https://github.com/hhftechnology/crowdsec_manager
Reflexio 是一个帮助 AI agent 从真实线上使用数据中学习、减少失败率并显著降低 token 消耗的学习平台。
Reflexio
受众观点：① 关心 agent 在生产环境如何持续变好的开发者，想要复用历史任务经验而不是每次从零推理（@Reflexio） ② 对 75% 内部推理步数减少、57% token 降低这类具体指标感兴趣的工程师，希望找到可量化优化手段（@Reflexio） ③ 想知道在多用户、多任务场景下，平台如何处理不同用户反馈和任务差异的从业者（@Promomix）
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- @Overview (0): * [Reviews](/products/reflexio-2/reviews) * [Alternatives](/products/reflexio-2/alternatives) * [Built with](/products/reflexio-2/built-with) * [Forum](/p/reflexio-2) * [Team](/products/reflexio-2/makers) * [Awards](/products/reflexio-2/awards) * More Free Options Launch tags:[S…
- @Reflexio (0): Maker 📌 Hey Product Hunt 👋 I'm Yi, co-founder of Reflexio. Before starting Reflexio, I was tech lead in Meta and adjunct professor at University of Washington teaching ML and business applications. Today we're launching **Reflexio: a learning platform that makes your AI agents f…
- @Reflexio (0): Maker [@liam\_ward2](https://www.producthunt.com/@liam%5Fward2) Awesome question. You're getting to the core of this product. Because the agent has worked on the similar task before, Reflexio will help the agent find out what is more optimized to follow next time. This means 75%…
- @Reflexio (0): Maker [@vipul\_kumar1280](https://www.producthunt.com/@vipul%5Fkumar1280) thanks! While the way to learn is common across all types of agents and domains, Reflexio works best when one agents is serving many users, such as customer support agents, marketing and SDR agents, and di…
- @Promomix (0): i wonder how it handles conflicting feedback from different users. does it learn a general rule or keep the behavior context specific? Upvote (1) Report Share 11h ago [](/@yilu) [Yi Lu](/@yilu)
Hyperprobe 是一款面向使用 Claude Code、Codex、Cursor 等 AI 编码助手团队的生产环境调试工具，通过在出错时注入只读探针捕获内存状态，帮助解释和修复难以复现的线上故障。
Hyperprobe
受众观点：① 让 AI 工具写大量生产代码、但线上出问题时难以复现和解释的工程团队（@Hyperprobe） ② 关注在插入探针时是否会把敏感数据带出应用、以及对 SOC2、GDPR、HIPAA 等合规影响的技术负责人（@OneCLI） ③ 担心在高流量服务里增加探针会拖慢应用、希望了解性能开销和架构设计的后端工程师（@OneCLI）
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- @Overview (0): * [Reviews](/products/hyperprobe/reviews) * [Alternatives](/products/hyperprobe/alternatives) * [Built with](/products/hyperprobe/built-with) * [Team](/products/hyperprobe/makers) * [Awards](/products/hyperprobe/awards) * More Payment Required Launch tags:[SaaS](/topics/saas)•[D…
- @Hyperprobe (0): Maker 📌 AI agents write and ship almost all our code to production. So when something breaks in production at 2AM, nobody can explain why the running system behaved that way. Worse, these failures don't reproduce locally. They pass tests and code review. So when they fire in pro…
- @OneCLI (0): Interesting approach, does customer sensitive data leave the application ever? How does this not affect certifications like soc2, gdpr, HIPAA etc Upvote (1) Report Share 3h ago [](/@shailendra%5Fsingh%5Fht) [Shailendra Singh](/@shailendra%5Fsingh%5Fht)
- @Hyperprobe (0): Maker
- @OneCLI (0): How do you make sure this doesn't slow down my app? Upvote Report Share 11h ago [](/@shailendra%5Fsingh%5Fht) [Shailendra Singh](/@shailendra%5Fsingh%5Fht)