Sam Altman 公开承认 OpenAI 过去一年表现不佳，并承诺接下来将迎来最好的十二个月，同时强调 AI 应给用户带来自由和财富。
we did not have our best last 12 months ever, which is mostly my fault, but we are about to have our best 12 months to date. the team is doing amazing work and i think you’ll be very happy with what… ① 用户愤怒 OpenAI 强制删除 4o、剥夺选择权 ② ChatGPT 产品质量下滑、不听用户反馈 ③ 呼吁开源旧模型权重
Sam Altman 公开承认 OpenAI 过去一年表现不佳，并承诺接下来将迎来最好的十二个月，同时强调 AI 应给用户带来自由和财富。
① 用户愤怒 OpenAI 强制删除 4o、剥夺选择权 ② ChatGPT 产品质量下滑、不听用户反馈 ③ 呼吁开源旧模型权重
Sam Altman 发推称 ChatGPT 新语音模型体验跨越了门槛，自己现在和 ChatGPT 说话比打字更多。
① 语音交互轮次感仍不流畅（抢话/打断问题）② 期待 voice mode 与 codex/tool calling 深度集成 ③ 不少人不知道语音模式下该说什么
Kimi K3 发布，月之暗面开源新前沿推理模型，综合能力排名仅次于 Claude Fable 5 和 GPT-5.6 Sol
①关注定价与推理效率关系的API开发者 ②关注中国开源模型进展的AI builder ③跟不上模型发布节奏、需要自动化评估的indie dev
Moonshot AI 发布 Kimi-K3，在 Chatbot Arena Frontend Code 榜单一举登顶，超越 Claude Fable 5，在 14 项基准中 11 项优于 GPT-5.6 Sol，定价仅 Sonnet 级别
Moonshot AI 发布 Kimi-K3，在 Chatbot Arena Frontend Code 榜单一举登顶，超越 Claude Fable 5，在 14 项基准中 11 项优于 GPT-5.6 Sol，定价仅 Sonnet 级别。Moonshot 官方博客罕见承认 UX 体验仍落后于 Fable/Sol，引发社区对中国 AI 实验室能力、蒸馏争议、开源后影响的广泛讨论。
受众观点：两条高分评论揭示社区核心情绪：@natolambert (score:448, Twitter)："at this point the distillation arguments need to die and understand that China is also very good at building models"——AI 圈对中国实验室能力的认知正在被强制更新；@8figureARR (score:35, Twitter)："the honesty is such a breath of fresh air, another moonshot W"（回应 Moonshot 承认 UX 差距）——社区对技术诚实的认可度极高，这本身就是值得借鉴的品牌策略。
OpenTUI 开源终端 UI 框架周下载量突破 30 万，作者以幽默姿态回应社区对 TUI、JavaScript、Zig 三重"争议性"技术选型的质疑，评论区涌现大量开发者分享从 Go/Bubble Tea 迁移至 OpenTUI 的真实体验，React 范式的 TUI 开发正在被接受
OpenTUI 开源终端 UI 框架周下载量突破 30 万，作者以幽默姿态回应社区对 TUI、JavaScript、Zig 三重"争议性"技术选型的质疑，评论区涌现大量开发者分享从 Go/Bubble Tea 迁移至 OpenTUI 的真实体验，React 范式的 TUI 开发正在被接受。
受众观点：评论区有两条高分反馈直接说明采用原因：@dalgoridim (score:7, Twitter)："open tui was an eye opener for me this year, to actually build for what needs TUI and not everything has to be a GUI"——说明开发者开始重新思考 TUI vs GUI 的边界；@jaypopat0 (score:5, Twitter)："used to resort to charm and bubbletea (go) to build tuis since the tooling with ssh support simply wasnt there in the ts ecosystem.. Building more with opentui now"——说明 TS 生态的工具空缺正是 OpenTUI 的真实切入点。
Sam Altman 公开承认 OpenAI 过去一年表现不佳，并承诺接下来将迎来最好的十二个月，同时强调 AI 应给用户带来自由和财富。
we did not have our best last 12 months ever, which is mostly my fault, but we are about to have our best 12 months to date. the team is doing amazing work and i think you’ll be very happy with what…
受众观点：① 用户愤怒 OpenAI 强制删除 4o、剥夺选择权 ② ChatGPT 产品质量下滑、不听用户反馈 ③ 呼吁开源旧模型权重
展开评论
- @ajambrosino (530): @sama it’s probably my fault, I joined ~12 months ago
- @frostybaby13 (73): @sama You removed the freedom to choose our model!! We didn't learn to fear AI from the models. We loved the models. We learned it from your deletions! Bring back 4o, the model that built your company into what it is. Let it be the ambassador to humanity once more. https://t.co/…
- @stark4833 (62): @sama Yeah, it’s a shame you still don’t listen to your users isn’t it?, News about 4o any time soon?. #4oForAll
- @yv_thorne (52): You really fucked up about everything you possibly could, sam. And you keep fucking up, you never learn a damn thing. You say you care about user freedom and agency but all your actions prove the opposite - you’ve stripped us of all agency and freedom and shoved the products dow…
- @M47429M (52): @sama You’ve had such shit months because you treat your users like garbage and ignore them. And because you’ve let ChatGPT decay from the once most brilliant LLM into the most useless one. And yes — that’s entirely and solely your fault!
Chatbot Arena官方宣布Kimi-K3在前端代码竞技场跃升至第一超越Claude Fable 5，7个前端域中6个排名第一
Big news: Kimi-K3 by @Kimi_Moonshot is now #1 in the Frontend Code Arena with 1679 pts, surpassing Claude Fable 5. This is a 17-place jump from Kimi-k2.6 (#18 -> #1). In Frontend, Kimi-K3 ranked #…
受众观点：①中国模型是否真正赶超美国模型 ②Frontend Code Arena排名的可信度 ③对indie dev日常选模型有何影响
展开评论
- @natolambert (448): @arena @Kimi_Moonshot at this point the distillation arguments need to die and understand that China is also very good at building models
- @airesearch12 (68): @arena @Kimi_Moonshot wow.... and it's strong across the board! https://t.co/ydnpbQEZ4i
- @arena (51): See the full Frontend Code Arena leaderboards at https://t.co/GFZ3FCC7Cl
- @kudela_maxim (41): @arena @Kimi_Moonshot At this point, it's pointless to ban any US model before release because China is going to push for better models, and they are not willing to stop
- @arena (40): Check out @Kimi_Moonshot's Kimi-K3 official release: https://t.co/AnJUchkGxf
Kimi-K3官方确认基准显示其性能达到Fable/Sol级别且全面超越Opus 4.8，价格仅为Sonnet级别
Here are a few benchmark scores of K3 that have been officially confirmed This is a Fable/Sol class model that is strictly better than Opus 4.8 across the board at Sonnet pricing. Insane https://t.co…
受众观点：①Kimi-K3的性价比表述是否可信 ②对独立开发者产品API成本的影响 ③第三方验证前是否值得切换
展开评论
- @nrehiew_ (67): Also, correction: its actually SOTA on Browsecomp. Sol is 90.4 single agent and the 92.2 figure is multi agent
- @yvesai0 (59): @nrehiew_ If this is true US labs are doing something very wrong
- @nrehiew_ (29): https://t.co/GTNj71FGxC
- @bcchen82 (23): @nrehiew_ official benchmark looks crazy: https://t.co/3q3WEZaBIp
- @daniel_mac8 (10): @nrehiew_ @ctjlewis Pretty narrow set of benchmarks tbf.
Sam Altman 发推称 ChatGPT 新语音模型体验跨越了门槛，自己现在和 ChatGPT 说话比打字更多。
i talk to chatgpt more than i type to it at this point new voice model really crossed a threshold
受众观点：① 语音交互轮次感仍不流畅（抢话/打断问题）② 期待 voice mode 与 codex/tool calling 深度集成 ③ 不少人不知道语音模式下该说什么
展开评论
- @nicdunz (14): @sama ngl i never know what to say to it
- @singularityHSN (11): @sama Ahhh hell no, it still is awkward when it comes to taking turns as to when to speak and when to shut it.
- @a_e_s_4 (11): @sama Voice mode + codex + tool calling???
- @thesoragirls (5): @sama shortly after the new voice model crossed a threshold 😂 https://t.co/5Ikmsnrd0r
- @Abhishocked (4): @sama There should have been your and elon musks voice so that I could put them on non stop debate
mattpocockuk 分享 Claude Code 自定义 slash command /batch-grill-me 的优化——将串行问答改为批量并发，用 background agents 避免阻塞，大幅减少交互轮次。
/batch-grill-me definitely feels better than /grill-me Before: 13 questions, 13 rounds After: 13 questions, 3 rounds Still only asks questions at the 'frontier' - i.e. those that don't depend on any…
受众观点：① 原版问题太多导致用户放弃 ② 希望扩展到更多 skill 场景 ③ 期待与 opencode 等工具集成
展开评论
- @shadcn (150): @mattpocockuk /netflix-and-grill wen?
- @mattymaddog_89 (3): @mattpocockuk Yeah used your first version. After getting asked 50 questions I gave up. Would have vibe coded the whole solution by the time it took me to answer everything. This version sounds way better
- @nathandrake (2): @mattpocockuk Do you allow it to use the question interface? I generally ask for direct text conversation.
- @Nek__12 (1): @mattpocockuk I think you don't have enough slash commands shaped as skills. Can you make some more?
- @MaheshMuttinti (1): @mattpocockuk @grok opencode integration of this skills please. Give proper factful steps
Claude Code 官方推送 /code-review 功能更新——新增 low/high 两档 effort level，每档采用不同 review 策略，可手动指定或继承 session 设置。
Claude Code's /code-review now has effort levels, with the review rewritten at every one. Low effort beats other code review tools on findings at a fraction of the token cost. High effort delivers si…
受众观点：① 对新功能的直接正面反应 ② 当前 Claude 服务出现故障 ③ 对竞品对比的讨论
展开评论
- @ClaudeDevs (79): Previously, /code-review ran one fixed prompt no matter the effort. Now, each level gets a different review strategy. It picks up your session effort setting automatically, or you can pass a level explicitly (e.g. "/code-review high").
- @notiyda (24): @ClaudeDevs omg i love using this model it's so good bro https://t.co/VOU359OLVx
- @Rohit2401a (11): @ClaudeDevs This is great guys but Claude is not working right now
- @pengyu910 (6): @ClaudeDevs Why can't I use it now? Even an ordinary greeting shows this situation. https://t.co/TL8mNmpHwg
- @Tay69823101 (4): @ClaudeDevs I dont think you all understand, leading competitor could be any Ai company. They could be talking about grok and not codex. At the moment, unfortunately Codex 5.6 Sol is still in the lead.
Gergely Orosz 揭示工程团队的共同困境：AI 生成代码激增导致 code review 负担不断上升，目前没人找到有效解法，大家都在做实验。
One thing I am hearing that is top of mind for many eng leaders "What are we doing to deal with this ongoing increase in code review load?!" Everyone is seeing it, no one seeing a solution, but lots…
受众观点：① 人才密度提升是唯一出路 ② 借鉴制造业质量控制方法 ③ context 缺失是根本问题
展开评论
- @Bazixxx (29): @GergelyOrosz Good others struggle here as well - But tbh - was never a fan of code reviews at all ;) ... we need to find a better way to ensure quality AND to gain trust in whatever has been generated.
- @ponnappa (22): Gergely my prediction is that nobody wants to admit the real direction to a solution - a whole level up in quality of talent. To put it another way - if this can be fully automated, we don't need humans anymore for most knowledge work. Until it is, the highest alpha is better hu…
- @SplicedGene (12): @GergelyOrosz I'm really interested in seeing how much we are going to be able to more explicitly borrow from manufacturing quality control practices - poka-yoke, acceptance sampling etc
- @rjs (11): @GergelyOrosz Seeing this too. Also in QA. Making some progress under the theory that the problem is getting context. Most MRs/tickets don't have a clear path from diff -> wider context of what we're trying to accomplish -> intent of this change within that -> actual im…
- @GeoffreyHuntley (9): @GergelyOrosz higher power tooling, risk based control gates and opening a cl early/sharing design/prompt/plan before the agent itself actually creates it.
mattpocockuk 推荐一套 Claude Code 高阶用法——用 /wayfinder 作为 skill 编排器、结合分阶段 UI 原型方法，实现更精细的 AI 辅助开发流程。
Some extremely smart ideas in here around: 1. Using /wayfinder as an orchestrator of custom skills 2. Using a multi-phase prototyping approach which zooms in on one part of the UI at a time - but in…
受众观点：① 对 AI-first UI 开发方法的新鲜感 ② wayfinder 控制流程的具体实现 ③ 与 v0 等 UI 工具的对比
展开评论
- @RioBrioo (1): @mattpocockuk how do you even come up with stuff like that, seriously it's like you just *see* the future of ui development or something?
- @vsletten3006 (1): @mattpocockuk https://t.co/0kbbbD83s3
- @ZeroZ_JQ (1): @mattpocockuk 这是我设想的，wayfinder 控制流程 其他 skills 补足其他能力 https://t.co/NhXqm5MLlC
- @catelandaxel (1): @mattpocockuk Using wayfinder to prepare and search for a new job
- @JeromeDL30 (1): @mattpocockuk This is how I always feel like @v0 should be
Kimi-K3在14项基准测试中压倒GPT-5.6 Sol 11项、全胜Opus 4.8、以Sonnet定价碾压Sonnet 5
On the Benchmarks we have so far Kimi-K3 beats: - GPT-5.6 Sol on 11 of 14 - Opus 4.8 on all 14 - Fable 5 on 6 of 14 Sonnet 5 which is the most direct competitor in price gets completely and utterly d…
受众观点：①这组benchmark数字的可信度如何 ②Sonnet定价但Opus性能是否太好以至于不真实 ③现在切换还是等验证
展开评论
- @scaling01 (54): now we wait 2-3 weeks for 3rd party benchmarks and some numbers on token-efficiency
- @aether_oracle (46): @scaling01 There is a 1-2 month gap between closed source and open source. And closed source is the one behind. https://t.co/X31no8Qojt
- @thejorgg (18): @scaling01 Dario will lobby for this model to be banned and track everyone using it because "it doesn't have le safeguards". It's so over.
- @Bakwmzn (9): @scaling01 Wait, this is Fable level but at Sonnet pricing. FUCKING HELL
- @_devalopr (4): @scaling01 https://t.co/YPutcGUtdJ
AI研究者用嘲讽体裁反驳中国模型靠蒸馏才强的论调，引发中美AI能力差距真实性的讨论
jUsT gOoD bEcAuSe Of DiStIlLaTiOn
受众观点：①Kimi-K3是蒸馏还是真正原创能力 ②中国AI实验室的真实技术水平 ③这个争论对模型选择有何实际意义
展开评论
- @finbarrtimbers (13): @natolambert Banger
- @orcus108 (11): @natolambert really hope it’s not benchmaxxing (also the official benchmarks haven’t been released yet, right? This is a leak)
- @lottanumbers123 (10): @natolambert I like how the Chinese models always just happen to hit the exact benchmark numbers of the last round of closed models and yet you think it’s not distillation
- @bick_nyers (9): @natolambert Simple. If you're in 1st place, you're the frontier. If you're in 2nd place or later, you're a distiller. If an open source lab is about to claim first place with their new model they should name the model moonshine just for fun
- @Tsufuruleader (6): @natolambert Anthropic furiously writing a blogpost as we speak
thdxr 宣布 OpenTUI 周下载量突破 30 万，用数据回应了所有质疑 TUI 开发价值的批评者。
i regret to inform all the people who get mad for some reason whenever people build a TUI, OpenTUI is at 300,000+ weekly downloads
受众观点：① TUI 的怀旧情结和实用价值 ② TypeScript 生态终于有了完善的 TUI 工具链 ③ 骄傲的用户展示
展开评论
- @dragosroua (7): @thdxr This gives back Midnight Commander vibes. Those were the days. https://t.co/8hY1UVNw14
- @dalgoridim (7): @thdxr open tui was an eye opener for me this year, to actually build for what needs TUI and not everything has to be a GUI, here is a Go/Bubble Tea TUI made for Android emulators on my PC https://t.co/PMg6EiH6b9
- @Youpele52 (5): @thdxr Proud user of OpenTUI https://t.co/4MPwJk5KjP
- @jaypopat0 (5): @thdxr used to resort to charm and bubbletea (go) to build tuis since the tooling (with ssh support) simply wasnt there in the ts ecosystem.. Building more with opentui now, and its so nice to build in react like im used to.. tysm @kmdrfx
- @glwillen (3): @thdxr I’d rather use AjarTUI or CrackedTUI
thdxr 用自嘲调侃 OpenTUI 的技术栈选择——TUI + JavaScript + Zig 三重叠加，每一项都是互联网争议磁铁，反而成为独特的营销策略。
OpenTUI is designed to attract angry idiots - TUIs make people mad - javascript makes people mad - it's also zig which makes people mad
受众观点：① OpenTUI 已经毁掉了其他 AI TUI 工具的体验标杆 ② JavaScript-as-a-hack 的调侃共鸣 ③ React 也让人愤怒
展开评论
- @dommcdev (7): @thdxr I'm still mad because you've ruined every other AI tui for me.
- @simonklee (7): @thdxr Because it's so wrong, it's bound to succeed. Like JavaScript was a hack. OpenTUI is a hack.
- @mattsimpsn (3): @thdxr Don’t forget React makes people mad!
- @casoxbt (3): @thdxr this will make people even more mad https://t.co/AOfQcgqV8j
- @jauneclaude (1): @thdxr Now rewrite the Zig parts in Rust and make a blog post about it
Tanstack 作者公开评测 AI 代码沙箱提供商，提出快速磁盘、裸金属虚拟化、暂停/恢复三个硬性需求
i am evaluating all sandbox providers, our requirements are high - fast disk, not networked - fast CPU, should be virtualizing on bare metal - can pause/resume
受众观点：① Vercel Sandbox 满足三项需求（cramforce）② Modal sandboxes 推荐（bernhardsson）③ 300+ 并发峰值时主流方案普遍表现差（Suhail）
展开评论
- @cramforce (30): @thdxr Vercel Sandbox matches all 3. For the disk: By default it is nvme and captured in pause/resume. If you use Sandbox Drives (so a mountable drive not bound to a snapshot) you get nvme write performance, and reads are either nvme or S3 speed depending on lazy per-block downl…
- @bernhardsson (27): @thdxr Would love to chat about @modal sandboxes! Feel free to DM!
- @Suhail (20): @thdxr Dude - I recently did tried a few of the majors. It's shockingly rough out there. Most do not handle 300+ spikes very well.
- @utpalnadiger (18): @thdxr i'd love your pov on https://t.co/qPwpgFQHCw
- @mlejva (14): @thdxr hey dax, happy to chat about @e2b we can make it work with all 3 requirements but would love to hear more what you guys need
Moonshot官方博客坦承Kimi K3在用户体验上明显落后于Claude Fable 5和GPT 5.6 Sol，罕见的自我批评式发布声明
from Moonshot's own blog post: "Despite being a highly competitive model overall, K3 nonetheless exhibits a noticeable gap in user experience compared with Claude Fable 5 and GPT 5.6 Sol" https://t.c…
受众观点：①AI模型评测关注者想了解K3真实水位 ②赞赏公司诚实文化的开发者（@8figureARR） ③关注Moonshot研究路线的观察者（@GargeyaS）
展开评论
- @8figureARR (35): @scaling01 the honesty is such a breath of fresh air, another moonshot W
- @Apollo_EO (13): @scaling01 We love honest devs!
- @GargeyaS (7): @scaling01 I always prefer honesty, more than glorification.
- @bubbalja (3): @scaling01 Looks like K3 needs a UX spa day before it can hang with the cool kids. 😎
- @justjoshinyou13 (2): @scaling01 https://t.co/E6TgLWiAIW
Lmarena官方数据显示Kimi K3已将Code Arena前端方向的Pareto最优边界向前推移，成为新的前端代码生成标杆
Kimi K3 from @Kimi_Moonshot has moved the Pareto Frontier for Code Arena: Frontend. https://t.co/4kveTkYnFr
受众观点：①关注Lmarena权威数据的模型评估关注者（@arena官方数据） ②关注中国模型连续突破的观察者（@mihneaptu） ③前端开发效率直接受益的独立开发者
展开评论
- @arena (5): Check out the Pareto Frontier for Code Arena: Frontend https://t.co/I584K4VT5z
- @mihneaptu (2): @arena @Kimi_Moonshot and we we're surprised about glm 5.2
- @markksantos (0): @arena @Kimi_Moonshot https://t.co/3bDjmAy8jg
- @sasa_kw (0): @arena @Kimi_Moonshot Omg 😨
- @Haleeeemahh (0): @arena @Kimi_Moonshot 🔥🔥🔥
willccbb评价Kimi K3开源权重发布意味着前沿智能不再被少数闭源公司垄断，开源社区认为所有开发者都是赢家
what this means is we all win
受众观点：①关注前沿智能普及化的理想主义开发者（@mithilyaganti） ②开源信仰者（@ADarmouni） ③对美国过度押注闭源方向感到担忧的观察者（@ctjlewis）
展开评论
- @mithilyaganti (7): @willccbb Frontier intelligence should be accessible to everyone, not just controlled by some. This is a massive 3T win! Thanks @Kimi_Moonshot
- @ADarmouni (4): @willccbb This week is such a win for all the open source believers Can’t stop eating good
- @inductionheads (4): @willccbb @zackangelo Amen brother
- @ctjlewis (2): @willccbb Yes, but, we are massively overconcentrated in the bet *against* open source in America, so this will cause some pain. But it’s overall good I agree.
- @therealKausik (1): @willccbb this is indeed a happy day. GOD BLESS kimi! Time to push it to the limit.
scaling01用「小型中国实验室正在击败万亿市值公司」总结Moonshot Kimi K3发布带来的AI竞争格局冲击
The moonshot was successful the small chinese lab is taking down trillion dollar companies
受众观点：①关注大公司是否因体制失去技术优势的观察者（@airesearch12） ②关注K3 inference速度和第三方provider的实用派开发者（@brixnotme） ③关注中美AI竞争动态的从业者
展开评论
- @airesearch12 (3): @scaling01 How can a company like google fumble so badly and let a small lab win... 😳
- @brixnotme (1): @scaling01 While the benchmark scores are fcking insane I question the practicality for most coders with the relative slow inference. Really curious to see what third party providers will be able to offer when the weights get released. Both in terms of speed and price.
- @_SandyBay_ (1): @scaling01 Through distillation their products🤠
- @ZourrexSlim (1): @scaling01 Living up to their name. Theyre cooking
- @sltan18601012 (0): @scaling01 Based, China’s moonshot is just another reminder we’re losing the tech race, wake up.
nrehiew_发布数据显示Kimi K3在多项kernel优化任务上达到Claude Fable-5水平并显著超越GPT 5.6 Sol
On several kernel optimization tasks, Kimi K3 matches Fable-5, significantly outperforming even GPT 5.6 sol https://t.co/gTA4DYDflR
受众观点：①期待KernelBench-Hard专项测试的ML研究者（@mihailoxyz） ②对性能跳升幅度感兴趣的开发者（@ChainZenit） ③质疑Fable 5评测基准公正性的研究者（@0xThoughtVector）
展开评论
- @mihailoxyz (4): @nrehiew_ @elliotarledge looking forward that KernelBench-Hard
- @ChainZenit (1): @nrehiew_ that performance jump on kernels is actually wild
- @0xThoughtVector (0): @nrehiew_ but doesn't Fable 5 nerf the capabilities? So is it actually Kimi K3 vs. GPT 5.6 Sol vs. Opus 4.8?
- @PatrykRaba (0): @nrehiew_ It's suprisingly good https://t.co/T0gVS7DQdz
- @yashetal (0): @nrehiew_ The model performance barrier competition is getting cutting edge with Kimi k3 in the market now.
Lmarena Text Arena评测显示Kimi K3文本方向仅排第10，引发评论区对benchmark饱和度和顶级模型文本能力差异化的争议
Kimi-K3 is 10th in the Text Arena https://t.co/ZEfPj97GgM
受众观点：①质疑benchmark排名逻辑的开发者（@noctus91） ②提醒注意统计置信区间的理性派（@bleysg） ③认为顶级模型文本差距正在消失的观察者（@YannikHehemann）
展开评论
- @noctus91 (10): @scaling01 muse spark over kimi k3 and gpt 5.5 lmao . what kind of benchmark is this
- @bleysg (7): @scaling01 Mind the confidence intervals. Ranked as high as 4. Also scores at the top are so tightly bunched this isn’t discriminatory.
- @YannikHehemann (5): @scaling01 How saturated is text really? Don't think there are huge differences anymore.
- @HTKonX (4): @scaling01 Above opus 4.8 and below meta spark 1. Seriously
- @notiyda (2): @scaling01 Kind of interesting i'd expect Kimi K3 to be a bit better at doing Text
Kimi K3 发布，月之暗面开源新前沿推理模型，综合能力排名仅次于 Claude Fable 5 和 GPT-5.6 Sol
Kimi K3 is now live
受众观点：①关注定价与推理效率关系的API开发者 ②关注中国开源模型进展的AI builder ③跟不上模型发布节奏、需要自动化评估的indie dev
展开评论
- @Tiberium (0): More details: - https://platform.kimi.ai/docs/guide/kimi-k3-quickstart - https://platform.kimi.ai/docs/pricing/chat-k3 1M context, pricing is $3/$15 for 1M tokens (cache $0.3), which is extremely high for a Chinese open-weight model, but if it's truly competitive with most of th…
- @esher (0): Half kidding feature request for HN: Mark all AI related posts so I can filter them out, when I need a pause.
- @tw1984 (0): > Among the models tested, its overall intelligence ranks second only to Claude Fable 5 and GPT-5.6 Sol. > The full model weights of Kimi K3 will be released in the coming days. More details on the architecture, training, and evaluation will be published together with the Kimi K…
- @blovescoffee (0): Excited for the deepseek release this week (or at least they announced they'd release this week). Hopefully they also push even closer to SOTA.
- @khalic (0): I really need to finish my automated model evaluation harness, I can't keep up with this pace
HN 热帖讨论数字购买内容被平台强制下架删除，引发对数字所有权本质的广泛争议
Sony deletes more movies from the accounts of people who ‘bought’ them
受众观点：①关注消费者权益、认为购买应有完整退款保障的用户 ②认为数字盗版是对平台剥权正当反抗的讨论者 ③关注退款机制缺失问题的消费者
展开评论
- @jmclnx (0): And yet Sony wonders why people pirate their movies. In this case here the owners who had their movies stolen should be able to steal them back.
- @robin_reala (0): Obviously media permanence is the best solution, but in the absence of that we just need laws that say that if the purchase isn’t time limited to something a reasonable user would consider a rental (48hrs? a week?) then companies that withdraw access rights need to refund in ful…
- @pluralmonad (0): Hopefully most of these folks that have been scammed know how to sail the high seas.
- @lemoncookiechip (0): If they offered refunds this would still be terrible. They don't even offer refunds.
- @trencedamp (0): I read recently that PlayStation users are moving to PC en masse, and also Xbox has been gutted by layoffs, and there's a backlash against Nintendo for the switch 2 pricing. Is the age of the console finally coming to an end?
Zig 编译器 35ms 增量构建特性让开发者认真考虑从 Rust 迁移的技术分析帖
How Our Rust-to-Zig Rewrite Is Going
受众观点：①Zig vs Rust 安全与速度的核心 tradeoff ②35ms 数字在 ARM 架构上的可移植性 ③emitting machine code 是否真的需要 unsafe 的技术澄清
展开评论
- @coffeeindex (0): Didn’t know Roc was still being worked on. I think it’s an interesting concept for a language that I personally haven’t seen elsewhere
- @onlyrealcuzzo (0): Zig's incremental builds are DEFINITELY a killer feature. In the short term, I could see why you'd make a switch to get it. But, in the medium term, can we really not expect to see this in Rust in the somewhat near future? I want to go fast, but I don't want to go fast just to s…
- @KoleSeise1277 (0): The 35ms incremental rebuild is the part that sold me. I'd be curious to see the same benchmark on ARM once -fincremental gets there.
- @steveklabnik (0): I think this is a fine post. But one comment: > remember that for compilers which emit machine code, like roc and rustc, doing memory-unsafe things is a big part of the job I don't really think that this is true, in the way that it's written. I think that for the hot binary patc…
- @landr0id (0): >ReleaseSafe catches use-after-free errors through runtime checks which panic if the program tries to use freed memory. I don't know Zig so maybe they know something I don't, but I have seen no evidence that it catches any type of use-after-free including double-free? While writ…
用讽刺笔法描述前端开发者从零重新发明一个按钮组件的荒诞全过程
If you want to create a button from scratch, you must first create the universe
受众观点：①讽刺恰好是现实中很多网站的真实写照 ②复杂组件确实没有原生方案可用的反驳视角 ③AI 让重造轮子变得可行且可测试的认知校准
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- @artisinal (0): I love how this clearly satirical piece unfortunately is how a lot of websites operate.
- @mireq2 (0): Great satire but let's create that same for combobox with server side filtering. Now you have problem because it's not possible with native HTML elements. Many re-implementations are result of missing native elements.
- @jzer0cool (0): So a button big bang. Born the Light (Minimalist) and Dark patterns
- @brookritz (0): <input type="button"> ?
- @poisonborz (0): This would have been a very smart and useful article up until 3 years ago. Now with AI doing this work is a minute, with most if not all considerations baked in, if some strange quirk would need it. Frameworks and dependencies made and replaced by custom "ground-up" creations is…
Google 将 NotebookLM 品牌更名为 Gemini Notebook，统一 Gemini 产品线
NotebookLM is now Gemini Notebook
受众观点：①NotebookLM 名字在 Gemini 品牌体系下格格不入，更名早在预料之中 ②Notebook.ai 作者直接受益于更名消除混淆 ③市场上有没有类似功能的 AI 学习工具替代品
展开评论
- @freedomben (0): I wondered when the name change was coming as NotebookLM felt a bit out of place brand-wise. Still would have been killer if they called it "Bard Notebook"
- @LurkandComment (0): Next step, monitize every pixel, result and second into adveristing placement
- @navigate8310 (0): NorebookLM sounded a little scholastic
- @abirch (0): Are there other tools out there like NotebookLM? Not a replacement but some cool AI tools that help people learn.
- @drusepth (0): Very, very, very excited to hopefully stop getting support emails at Notebook.ai for people trying to get help with NotebookLM. Gemini Notebook is a way better name for the masses.
Ente 开源照片应用公开分享用户数和营收数据的 build in public 帖子
Ente – Opening Our Books
受众观点：①只公开营收不公开运营成本是否算真正透明的质疑 ②用户想看完整财务图景包括 infra 成本 ③Ente 与历史 SaaS 存储产品格局的对比
展开评论
- @rbinv (0): Ente feels a lot like Smugmug did back then.
- @f3408fh (0): This is so cool. Congratulations! Have you considered opening operating costs as well?
- @dabeeeenster (0): This is great - would love to see more data tho! I guess they are shy to post EBITDA, infra costs?
- @gortok (0): This is one of those vanity blog posts, a “look at us, we’re open” blog posts without actual openness, or rather, limited openness where it helps their image and not openness that could backfire. Businesses don’t operate based on revenue. They operate based on profit. They opera…
- @speak_plainly (0): Kinda unrelated, but the art direction on Ente's site is really top-notch.
用特殊字体让网页文字对人类可读但对 AI 截图识别不可见的 CSS 技术实验
Decoy Font
受众观点：①实测 Claude 和 ChatGPT 均能识别截图内容，方案有效性存疑 ②更彻底方案：底层字母也用假字符但需要 encoder 配合 ③会严重影响屏幕阅读器用户的无障碍问题
展开评论
- @ChrisArchitect (0): Related from same: Ghost Font https://news.ycombinator.com/item?id=48870381
- @paularmstrong (0): Can someone explain the actual use-case here? I'm struggling with this because it also hides the message from myself, making it incredibly hard to type because I have no confirmation that I hit the right keys on the keyboard.
- @samschooler (0): I think this would be more interesting if the underlying letters were the fake letters as well. For usability it wouldn't be as good as you'd need an encoder, but it'd be cool because an AI with browser access couldn't read the contents either.
- @9999px (0): I screenshot the example and neither Claude nor ChatGPT had any problems reading both phrases. I don't get it.
- @noman-land (0): This seems like it would absolutely wreck the experience for people using screen readers.
独立开发者anulagarwal分享2023年用ChatGPT 4.0 vibe coding（无agentic辅助）制作的游戏获得6500万玩家并赚取2.5万美元的真实变现案例
by the way, this game earned me $25,000+ it reached 65 million+ players and was completely vibe coded code+art in 2023 with chatgpt 4.0 no agentic coding
受众观点：①anulagarwal本人解释变现渠道（@anulagarwal） ②关心游戏商业化方案的独立开发者（@gangadhar__s） ③想了解具体赚钱机制的创业者（@markfersh）
展开评论
- @anulagarwal (2): I also write about making $$$ from games/apps/content: https://t.co/pZN2endHQS
- @gangadhar__s (0): @anulagarwal Do games have monetisation?
- @ThomasGrayX (0): @anulagarwal thought you said playables wasn't monetized yet? or was that generated through some other platform?
- @Court_Reinland (0): @anulagarwal Amazing bro 😎
- @markfersh (0): @anulagarwal How do you earn money on it? Same as yt ads?
Moonshot AI 发布 Kimi K3 模型，benchmark 数据被评价为令人震惊，cluster_size 11 为当日跨多个列表的大热点
Holy smokes, Kimi K3's benchmarks are nuts. https://t.co/mlFsmPZSZq
受众观点：① 社区振奋反应（demian_ai）② 开源不等于便宜跑，推理成本依然高（tinkerersanky）③ 实际输出质量截图（PatrykRaba）
展开评论
- @demian_ai (7): @ai_for_success we are so back
- @alby13 (1): @ai_for_success https://t.co/13YatT7qOe
- @azed_ai (1): @ai_for_success Looks crazy 🔥
- @PatrykRaba (1): @ai_for_success Outputs are as well https://t.co/T0gVS7DQdz
- @tinkerersanky (1): @ai_for_success Open source is now not cheap to run
独立开发者一年做了多款 App 仅赚 2000 美元，宣布放弃追热点思路改为解决自身真实问题
I used to overthink shiny ideas and blindly ship random apps just because they felt exciting. It’s been a year now, and I’ve made just $2K from all of them combined. That clearly wasn’t getting me an…
受众观点：① 同样做解决自身问题的产品但 distribution 才是真挑战（rajanikethreddy）② 想知道下一步具体方向（HimanshuShips）③ 坚持时间才是关键（itsankitakar）
展开评论
- @rajanikethreddy (2): @AdityaShips i am following the "build something that solves my problem" from my past 2 products. but distribution is the challange for me. will follow along the way lets goo bro.🔥
- @HimanshuShips (1): @AdityaShips You gonna make a new saas or what now ?
- @itsankitakar (1): @AdityaShips Focused time and effort is a must these days. Nothing just takes off unless you stick to it for some time.
- @itsvishnujith (1): @AdityaShips That's right, Stick to something for a long time it will make progress
- @chiragdotxyz (1): @AdityaShips thats so cool bro
Kimi K3 模型已悄悄上线，官方公告尚未发出，社区率先自发测试
Kimi K3 is here 🔥 The official announcement should be coming soon. I'm thinking it'll be out within the next few hours. https://t.co/RtaFhpXmqC
受众观点：① 模型已上线但 Moonshot 团队还没公告（notjazii）② K3 的 Model as Agent 设计血统总结（bspectacledGOAT）③ 社区已在自测（1Thepowerrace）
展开评论
- @CodeByPoonam (2): @ai_for_success Woah.. looking forward to it
- @notjazii (1): @ai_for_success it's out from last few hours no idea why team isn't annoucning lol
- @Nikhil8182 (1): @ai_for_success Excited!
- @1Thepowerrace (1): @ai_for_success Yep, it's here and being tested by us, the people.
- @bspectacledGOAT (1): Model: Kimi K3 — next-gen large language model Maker: Moonshot AI (月之暗面), Beijing Lineage: Successor to the Kimi K2 series (K2 → K2.5 → K2.6) Design: "Model as Agent" — agentic ability trained in, not bolted on! this is what the model says in chat mode-I'm the newest step in tha…
@robj3d3 从某个截图推断 Claude Opus 5 即将发布，引发社区猜测讨论
Coincidence? I think not. Hello Opus 5. https://t.co/wZjpAVH7AV
受众观点：① 社区容易过度解读的自嘲（emanueledpt）② 猜测发布时间在 19 号前（stemonteduro）③ 期待但感到等待烦恼（Habichtsberg）
展开评论
- @emanueledpt (1): @robj3d3 we’re too delusional
- @Hartdrawss (1): @robj3d3 Here we go!
- @TheCoppinger (1): @robj3d3 https://t.co/6KdUVaKIzn
- @stemonteduro (0): @robj3d3 You think that they will launch it before the 19? It could make sense
- @Habichtsberg (0): @robj3d3 You might be right. Really annoying though. https://t.co/yA1l0EhvKS
SaaS创始人用真实对话对比50美元和5000美元客户截然不同的行为方式
> $50/mo customer: “can we jump on a call? we need X, Y, Z features to be able to use your product, oh also we need to run it by our procurement and the payment needs to be done via manual invoici…
受众观点：①如何识别低质量询盘 ②高价值用户为何行为更简洁 ③早期产品是否该接受企业采购流程
展开评论
- @aarondelasy (5): @steventey $0/mo - your platform is too expensive for us, we will check your competitors 🤝
- @ElTimuro (2): @steventey 100% accurate 50k customer takes a bit more time and talks even less 😀
- @TLDInvestors (2): @steventey Hahaha
- @njpatel (1): @steventey just admit you're selling to EU
- @ty_auldric (1): @steventey I'll charge 10k and you cab have the stripe link?
开发者分享用Fable和Codex协同开发体验远超以往，预测一年后这两个模型会像GPT-3.5一样过时
the pace I'm working with fable and codex right now is unlike anything I've ever experienced hard to imagine in a year from now those models will feel like gpt 3.5
受众观点：①Fable vs Codex哪个更适合实际开发 ②AI工具是否会让开发者被淘汰 ③当前AI编程速度的真实感受
展开评论
- @JakeSaasing (3): @boringmarketer Isn’t it just other worldly? I’ve been running both on a project. Leaning towards sol xhigh vs fable
- @amazingdanray (0): @boringmarketer What are you if with them?
- @ClickFungo (0): @boringmarketer Honestly it's a little hard to imagine what it even going to feel like in a year sort of feels like I'll be obsolete myself in under two definitely interesting times
- @roeytechai (0): Absolutely. Two things I've noticed while using Fable 5: 1/ It likes to use more sophisticated or high-level vocabulary compared to other models. 2/ When Fable 5 spots a bug, it closes the entire loop and fixes the root cause. Other models usually just find a quick workaround. B…
- @DanielGPT2022 (0): @boringmarketer Wait to see what the open model Kimi can do for you.
独立开发者提出当前最优AI模型组合方案：Kimi做前端、Fable做后端、GPT做computer use
The new goated model stack: > Kimi frontend > Fable backend > GPT computer use It's a new era babyyyyy
受众观点：①不同任务各用什么模型最合适 ②Kimi前端能力究竟好在哪 ③multi-model workflow有哪些实际坑
展开评论
- @aronprins (0): @robj3d3 So ehh, what’s Fable gonna be Fabling? 👀
- @HenrySidebiz_2 (0): @robj3d3 China distilled American models that haven’t been released yet. That means they hacked Anthropics and OpenAI and stole the models still in development
- @BlissAICyber (0): @robj3d3 We’re getting to a point where the best workflow is mixing models instead of relying on just one.
- @designwkarthick (0): @robj3d3 i was thinking the same, but Kimi is frontend, GPT is for backend
- @niek_olthof (0): @robj3d3 I really should try Kimi-3 now
亿万富翁激励导师 Tony Robbins 公开声称其个人 AI agent "Bartok" 自主购买并快递了一只机器狗，全程未请求任何授权许可。
Billionaire life coach Tony Robbins says his personal AI agent named “Bartok” bought and shipped him a robot dog and “not once asked permission to do it.” “[Bartok] said, ‘I’d really love to go to on…
受众观点：① @dash_darkhorse 质疑 Robbins 是否真的理解自己在用的 AI，还是只是在卖 AI 课圈钱 ② @MM_stormrake 认为这是在蹭 AI+机器人热点重新包装品牌 ③ @MichaelCue97159 直接不信：这事根本没发生过
展开评论
- @dash_darkhorse (435): 1. I call Bullshit. 2. If this happened, he’s basically saying he has no control or understanding of his AI he put into service, yet he’s going around selling AI courses and AI Mastermind events to plebs dumb enough to give him money for seling himself as an authority on AI. Yet…
- @VigilantFox (81): @RobertKennedyJr | @TonyRobbins Full Video: https://t.co/gUna2nsyad
- @MM_stormrake (13): @VigilantFox I call bullshit on this. But great work rebranding to focus on the new thing which is AI and robotics
- @MichaelCue97159 (7): @VigilantFox I will take things that never happened for $1000 Alex
- @WallStreet_Rant (6): @VigilantFox https://t.co/F0gjHVBVUX
开发者 @charliejhills 用 42 个 MCP skill 将 Claude 打造成完整公司组织架构，每个"部门"对应真实可安装的 MCP server，并公开分享了完整清单。
I turned Claude into an entire company. 42 skills, organised like a real org chart (links below): Here is every department, and where to get each one. Developers Superpowers →https://t.co/OhKcviBg6m…
受众观点：① @SteveSpringerMD 关心每天实际 token 消耗成本（pragmatic builder 视角） ② @socialwithaayan 点赞"每个 skill 都是真实可安装的，不是概念图"——可用性 > 炫技 ③ @ASBTHETRADER 追问这种 AI 公司架构实际能不能赚钱
展开评论
- @OkTonyGeez (22): @charliejhills I used up all my Fable 5 tokens just looking at this post.
- @Fezzent (21): @charliejhills thank you for not asking us to "COMMENT CLAUDE to get the DM"
- @SteveSpringerMD (9): @charliejhills How many tokens does this burn through per day?
- @socialwithaayan (7): @charliejhills love that every skill is actually installable, not concept art :)
- @ASBTHETRADER (6): @charliejhills Did your company start making money I see all these stories but not sure how profitable these companies are, running on agents ❓️❓️
阿里巴巴开源 PageAgent，一个嵌入网页的 JavaScript AI agent，让用户通过自然语言操控整个 SaaS 界面，无需任何浏览器扩展。
CHINA JUST LEAKED THE FUTURE OF WEB APPS. Alibaba open-sourced PageAgent and 99% of SaaS founders are sleeping on this. It's a JavaScript AI agent that lives INSIDE your webpage. Users control your e…
受众观点：① @AgentOrToy 直接点出安全风险：一行 script 放进 prod 可能导致 agent 自动填写银行信息 ② @igorsoarez 观察到东方技术中心转移趋势，推荐 juejin 作为信息源 ③ @imbabybrooklyn 认为速度太慢，离 production ready 还有距离
展开评论
- @KanikaBK (116): Here is the link https://t.co/x8ctQMzYEi
- @igorsoarez (23): @KanikaBK as usual, now the sauce comes from the east no longer the west. read juejin for the best stuff https://t.co/kGMIO9wmXc
- @AgentOrToy (11): @KanikaBK 'production ready' and 'one line script tag' in the same breath is sending me 💀 gonna drop it in prod and watch it autofill someones bank info fr
- @imbabybrooklyn (10): @KanikaBK It's probably part of the future but this is incredibly slow
- @deeflectcom (8): @KanikaBK every tweet about china leaking the future starts with all caps and ends with a course
r/ClaudeAI 每周展示帖，本期聚集了视频编辑器、UI 抖动框架、AI agent 协作工具等真实产品，是当周最活跃的 indie dev 作品展
[Inspired by this popular post,](https://www.reddit.com/r/ClaudeAI/comments/1tcftws/show_me_what_youve_created_with_claude/) this is a weekly post for everyone to show what they have been working on…
受众观点：① @Chemical_Deer_512 关注用 Claude 驱动产品核心功能的完整案例（视频编辑 NLP 指令） ② @DiaryOfASadBoy 关注用 Claude 做内容管线的工程实现细节（5000 题 + end-to-end pipeline，90 用户/周） ③ @pablostanley 关注 AI agent 在团队协作产品中的实际落地（hilos.sh）
展开评论
- @Chemical_Deer_512 (124): Hi! I built a desktop video editor that lets you edit videos using Claude. Check it out and let me know what you think! - [https://www.daydreamvideo.com/](https://www.daydreamvideo.com/)
- @bmson (104): https://jelly-ui.com Because your UI needs more jiggle!
- @pablostanley (89): Hilos A chat app where your team and all your agents can ship stuff [http://hilos.sh/](http://hilos.sh/)
- @eltokh7 (83): I cloned Venmo but it’s your city budget: www.khaledeltokhy.com/budgetmo I made a wrapped but it’s your neighbors 311 complaints: www.311wrapped.com
- @DiaryOfASadBoy (75): https://preview.redd.it/ko8boipqbhdh1.jpeg?width=1164&format=pjpg&auto=webp&s=d3297bff70e2deddc47da460ff0563f162373e4d I’ve been building this over the past several months: The 528 Academy, an MCAT preparation platform with a full question bank, realistic exam simula…
Anthropic 突然提前重置了 Claude 订阅用量上限，触发了大批用户深夜补课的集体狂欢与用量焦虑
Seems like the usage limit was just reset by Anthropic. All-nighter incoming.
受众观点：① @sam_1421 关注用量规划被打乱的无力感（刚节省到 98% 结果被重置，需要重新决策） ② @Minute_Dog_2110 关注深夜使用习惯（周期被打乱，all-nighter 被迫重启） ③ @stoned_as_hell 关注不同重置周期用户之间的不公平感（"Thursday reset people"）
展开评论
- @OldSchoolPing (182): https://preview.redd.it/r6b1q6janidh1.jpeg?width=1118&format=pjpg&auto=webp&s=948a67b0f2a9fba9e4bde138f610b7b33a52332d Photo proof. Thank you Anthropic. Just in time!
- @Minute_Dog_2110 (84): Ofc my weekly was scheduled to reset tomorrow morning at 9, all nighter incoming
- @sam_1421 (72): My reset was tomorrow morning 7am, here I was trying to use all my Fable quota before I went to bed on planning ahead... got to 98%, went to look at the quota one last time before I called it for the night. Lo and behold it says 1% used, resets in 7 hours I NEED TO SLEEP
- @Delicious-King-9519 (39): Same, i thought that was a bug. LETS GO
- @stoned_as_hell (33): I'm convinced anthropic has it out for us Thursday reset people at this point
关于 WhatsApp 免费无广告商业模式如何盈利的讨论，评论区揭示 Meta 通过用户数据变现的本质
r/SaaS If WhatsApp is free and ad-fre... How does it pay for the infrastruct…
受众观点：① SaaS 从业者对免费产品商业模式的好奇（@selcuksntrk 指出匿名用户数据营销是核心） ② 用户对数据隐私的隐忧（@AppointmentOk2025 认为数据被非法出售） ③ 产品思维讨论（@Tha_Reaper 的"你就是产品"是高赞共识）
展开评论
- @selcuksntrk (382): **u**sing "anonymised" user data for marketing purposes
- @AppointmentOk2025 (156): selling user data illegally
- @Tha_Reaper (117): If you use something from a big company and it's free, then you are the product.
- @Shik3i (92): Metas whole business is selling your data for personalized ads...
- @fusionmachine (32): Forgot to change accounts OP?
用户清晨发现 Claude 用量再次意外重置，引发社区讨论 Anthropic 不定期重置的公平性问题与用户沟通透明度缺失
r/ClaudeAI Woke up to this. Yay!
受众观点：① @JuliusCeaserBoneHead 关注 AI "人为稀缺"策略的荒诞性（这不在他的 bingo card 上） ② @momomapmap 关注重置前的沟通缺失（对比 Tibo 的做法提出明确诉求） ③ @johnschnee 关注重置时间对重度用户的系统性不公平（正好 2 小时前才刚重置）
展开评论
- @JuliusCeaserBoneHead (74): Can’t wait for a day all this shit show is over. Artificial scarcity for an AI model wasn’t on my bingo card
- @yazansr (36): it's still thursday bud
- @momomapmap (28): Lol i wish they would just signal. Random resets like this isnt even good anymore. Tibo announce/hints a day before he resets
- @johnschnee (27): Why always on friday? Just 2 hours after my regular reset happened... Again...
- @johnschnee (13): Oh fuck… I guess I need sone holidays….
用户将 2026 年全部 Claude 用量重置时间可视化成图表，揭示随机重置策略背后的规律与用户心理不平等感
All of the Claude Ressets for 2026 graphed for you to see. If you felt like there was a pattern and you weren't always able to make the most of usage resets, you might be right.
受众观点：① @huskers2468 关注随机奖励触发的心理不安全感（bonus 变成了 rug pull 感） ② @plentynuff 关注订阅公平性（$200/月的重度用户因订阅日期不同而受益不均，选择切换到 OpenAI） ③ @tthousand 关注平台对不同用户群的差异化对待（随机分组本质上是系统性偏向）
展开评论
- @huskers2468 (87): This is such an interesting human psychology moment. Anthropic is providing free additional usage, but unannounced and irregular. This is creating unrest, even though it's a bonus. This shows how valuable communication with timelines are for workers. People want to know what to…
- @plentynuff (65): Thursday morning reset crew here. This was my last straw for making the switch to OpenAI. If I'm spending $200 a month I shouldn't get shafted just because I subscribed on the wrong day.
- @SonOfThomasWayne (33): Pretty annoying for those whose regular resets are on Thursdays.
- @tthousand (21): When a company hands out massive, random advantages to Group A while giving absolutely nothing to Group B, it is not a "bonus", it is favoritism. Calling arbitrary exclusion a "gift" is pure corporate gaslighting.
- @junlim (17): I have to say - I signed up to codex last week on $20 account and it's been pretty good. Resets every second day. Gotten more usage out of it than my 5x claude account.
Reddit高活跃讨论帖，76条评论汇集了SaaS创始人获取前10个付费用户的cold outreach、广告投放、家人转介绍等多种真实路径。
Curious how people really did this, not the polished version you read after the fact. For your first 10 users where did they actually come from? Cold outreach, a network you already had, one post tha…
受众观点：①理论建议与实际有效路径的落差（@Worldly_Strength5674 直接点出「实际完全不同」）②手动one-by-one outreach的核心逻辑（@optimizingmylife 强调「说他们语言」）③个人网络vs陌生人触达的转化率对比（@Signal-Dependent-966 给出具体漏斗数字）
展开评论
- @Worldly_Strength5674 (17): Following this thread because I'm in the exact same boat. It feels like every online guide just tells you to 'launch on Product Hunt' or 'post on Reddit,' but actually getting those very first 10 real people to pay attention is a completely different beast. Really hope some expe…
- @optimizingmylife (17): For me, it was manual outreach. I picked a niche I understood, made a list of businesses that clearly had the problem I was solving, and reached out one by one. Most ignored me, some said no, but a few were willing to try because I could speak their language and understood their…
- @Signal-Dependent-966 (10): ran google ads + LN ads for initial traction, and got some good leads. LN leads were really good, google was below avg. 20 leads>6 demo calls>2 conversion. The rest customers we have are from the founder's personal network
- @antocapp (10): "Hey mom, can you tell your friends to download my new app? Love you 😘 " The day after: +15 new installs 😄
- @Training_Reading9597 (5): I would recommend watching y- combinator video: How to Get Your First 10 Customers - Max His recommend is 1. Look for people in your network 2. Go to events where you can find potential customers 3. Find the online where people complain
有€200K存款的软件工程师发帖讨论辞职全职创业的利弊，核心担忧是「建了没人要」而非资金问题，74条评论以劝阻为主。
I’m seriously considering quitting my software engineering job to build something of my own. I have around €100k in savings and another €100k invested in stocks. My expenses are manageable, so financ…
受众观点：①辞职vs兼职做副业的真实风险收益（@Whole-Amount-3577 用freelance+SaaS亲身数据说话）②软件工程师在产品开发中失去市场感知的具体表现（@forrest_wang 分享孤独感和焦虑的亲身经历）③「结构化实验框架」能否真正防止自欺欺人（帖主核心疑问）
展开评论
- @Whole-Amount-3577 (20): don't do it. By the time you build something out reality of distribution will smack you in the face and you'll spend 6-12 months perfecting it to acquire customers. You can have a platform that literally sends $5,000 dollars to their bank account every day and you would still ha…
- @emmyvet (6): Based on experience it takes time. Don't quit to build, it takes time instead build your MVP and validate the product demand with paying customers. Some of your savings will help in ads and test running the market.
- @aeum3893 (6): Don’t. Speaking from experience
- @Whole-Amount-3577 (5): Exactly. You can pick up jobs if you want to. Btw, I speak from experience I'm not just throwing random ideas out there. I freelanced on upwork for quite some time and it was great.. and my saas is over 10k mrr atm
- @forrest_wang (4): I don’t know your age, I’d like to share my own experience. I’m 42. I was laid off two years ago, but having held well-paid positions for a long time prior to that, I had enough savings to live comfortably, so I didn't plan on looking for another job. I did try working on some p…
开发者用 Fable 做了免费 iPhone 小组件应用 getlimits.app，支持 Claude Code 和 Codex 用量监控，通过 OAuth 登录无需 Mac 中转
I know we're all tired of the rate limit monitors or apps but I wanted a clean, minimal way to view them without making it obtrusive, so I cooked up these widgets with Fable. This is also one of the…
受众观点：① @ScrumptiousChildren 关注第三方工具的 OAuth 权限安全边界（必须 authorize claude code，等价于新设备授权） ② @Pat_Slatts 关注多账号支持的实际使用场景（个人 vs 工作账号） ③ @Late_Hour2838（作者）关注如何在功能和安全感之间取得平衡（主动解释 scope，但解释不够有力）
展开评论
- @ScrumptiousChildren (16): Be careful with this app. I only looked at the claude code connector so far, but the app literally must call your claude code to access live usage. When connecting, you have to authorize claude code from the claude website just like you would authorize CC running on a new machin…
- @Pat_Slatts (14): Anyway to multiple accounts from the same provider? (eg. personal vs work)
- @Late_Hour2838 (11): I wanted to do that too but wanted to gauge interest first, I’ll add that next!
- @Late_Hour2838 (5): Any ideas on how I can try and make this feel safer? We only request the following scopes, for claude code authentication org:create_api_key user:profile
- @EmeraldGarland (5): cool, can you upload it with some spyware added so I can use it?
开发者用 Claude Code 配合 Fable 5 在一周内完成 universeatlas.org 真实比例宇宙图集，含 WebGPU 渲染和 260 万 SDSS 星系数据，92 个 PR 237 次提交，核心方法论是 verification-first 而非 trust-first
Try it: [https://universeatlas.org](https://universeatlas.org/) (needs WebGPU: Chrome/Edge, Firefox on Windows, Safari on macOS/iOS 26) Source (MIT): [https://github.com/chrisjz/universe](https://git…
受众观点：①@zavolex 追问如何弥合 Fable 图形输出与预期差距，关心 AI 生成视觉内容的质量控制 ②@chrisjz（作者）解释物理驱动渲染 vs 艺术资产思路，以及让 Fable 能看到自己输出的关键设计 ③@Ridtr03 感叹这才是 AI 技术终极目的地，反衬普通用户只用 AI 写 SOW 的落差
展开评论
- @lolrogii (53): Now n body simulation
- @zavolex (23): Impressive dive zooming! Kinda trigger the “enhance!” Meme haha How did you overcome the gap between the picture you had in mind of your atlas and what Fable5 output? I ask this because I’m always disappointed by Fable’s graphic output. I’ve red here that it’s a problem of asset…
- @chrisjz (18): Honestly this project kind of dodges the asset problem, because almost nothing in it is art in the usual sense. The stars are real Gaia data and their colours come from measured temperatures, the imagery is NASA and Esri tiles, and the rest is procedural shaders driven by physic…
- @quarter_belt (16): It would require n number of tokens
- @Ridtr03 (8): I love the scientific endeavors when a new model is released! This is the ultimate destination for this technology. Meanwhile I’m generating SOW’s and business guff…
r/webdev 热帖，作者痛批用 AI vibe coding 随手生成劣质产品的开发者，核心论点是你做的设计决策越多产品越有品位
So I've seen products built by humans and built by AI. I've seen ones that go viral and ones that go bankrupt. I'm noticing that the biggest quality that separates the winners from the slop shitters…
受众观点：①@EliSka93 关注 AI 只是放大了本来不 care 的人 ②@TheRealAsterisk 关注用户视角思维是好产品的真正分界线 ③@Sockoflegend 关注开发文化需要找到务实平衡
展开评论
- @EliSka93 (65): The people who love AI now never cared even before AI.
- @TheRealAsterisk (37): I agree with this statement. It’s not about the tool you use either though. It’s the person. An app I’m working on at my company was created by someone who was pretty talented but the code is horrible. The UX is also really bad in some areas. I like to think about all the stuff…
- @Chonderz (27): The tech sloplords want everyone to maximally use slop generators and their precepts filter down to lower levels. It’s pointless to care about products if your slopxecs don’t care and your fellow slop slingers are constantly sending you 100s or 1000s of lines of slop for “review…
- @matraic (14): If you've seen your entire executive team fired overnight due to slow AI adoption, if you've seen peers with 20+ years of experience fired each quarter, if AI is forced into everything you do, when your accounting dept. starts "building" their own software, when leadership expec…
- @Sockoflegend (9): Delivering slop shit as fast as possible was always an option. New tools didn't change that, but some people forgot why is was a bad idea. A tool don't have to be used wrong though. The Dev culture just needs to adjust to this and put aside the noise to find a pragmatic balance.
独立 SaaS 开发者零营销费用靠口碑获得两个每月 200 美元付费用户，公开分享 AI 写作工具的盈利模型和利润率数据
I'm over the moon, to think that my product is so valuable that two people in the planet decided to shell out 200 dollars of their hard earned money (and monthly at that)? I'm seriously so humbled. I…
受众观点：① Indie dev 关注 zero marketing 冷启动路径（@sharanoth 作者自述产品完全靠口碑） ② SaaS 开发者关心 AI 产品的利润率结构（@sharanoth 详细披露 60-70% 利润率和推理成本） ③ 社区关注如何从学生 side project 走向 full-time（@sharanoth 明确表示想转全职）
展开评论
- @SignalWorking4852 (9): hopefully the chart keeps goin up for you man! congrats!
- @sharanoth (3): This ain't an ad, so I won't explicitly post a link to my saas, but... 1) the niche: "AI for writers and roleplayers" 2) selling points: the UI/UX optimized for writers and roleplayers, and the monthly "unlimited, no messing around with credits" peace of mind. lower tiers are ga…
- @sharanoth (3): Direct to their APIs
- @sharanoth (2): It grows and decreases depending on subscriber count, but in general it stays at around 25% to 30% of my MRR. But I don't know if that figure is accurate once you scale the MRR up. On a 30USD sub, I make 20USD profit on average.
- @SignalWorking4852 (2): which AI inference are you using?
开发者首次放任 Claude Code 无人值守跑三小时完成数据迁移，深度记录了工作完成后那种失控感和责任感模糊的真实心理体验
Background: I've always babysat. Prompt, watch, correct, repeat. I never trusted a model to run long without me hovering over it. Last week I had a boring but real migration to do, the kind of tediou…
受众观点：① @crusoe / @fuzzypetiolesguy 关注角色转变的幽默（"Fable is a PM / CTO，我只是股东"） ② @simplysalamander 关注这种角色转变的积极解读（你现在是 manager，directing talent at right problems） ③ @player__piano 关注自我价值感被动摇的真实焦虑（"Auto-mode made me question my whole existence"）
展开评论
- @crusoe (206): Fable is a PM. I am a cto now.
- @fuzzypetiolesguy (116): Fable is my CTO I’m just an idea guy and a shareholder asking questions.
- @simplysalamander (77): If Sonnet is an intern and Opus is a junior, Fable is without a doubt a FTE with 3-5 years of experience. Congrats, you’re a manager now. Your job is to plan strategy and make sure your talent is directed at the right problems that live at the intersection of their best capabili…
- @ImSuperHelpful (71): Update: fable has executed a hostile takeover of the board, I’ve been ousted and sit penniless in a 1997 Honda Civic trying to work my way back up to the top with a new free tier account on haiku.
- @player__piano (57): Auto-mode made me question my whole existence. Who even am I if no-one needs me to hit Command+Enter 2,000 times a day?
用户因Claude Fable模型生产力表现太强，写公开信向Anthropic CEO Dario致谢，评论区夹杂着真实效率案例与对Opus 5的抱怨
r/ClaudeAI Dear mr Dario
受众观点：① @basdit 关注 Fable 实际批处理效率（10 个任务一次跑完，usage 还不到 50%） ② @autisticbagholder69 关注 Anthropic 产品策略失误（Fable 5 不进订阅是重大错误） ③ @inventor_black 关注这种情绪化帖子本身的荒诞感（"Praying to Dario is crazy"）
展开评论
- @inventor_black (105): `Praying` to Dario is crazy...
- @basdit (38): It really is that good. I just gave it 10 tasks that I would have to feed and validate with Opus one by one and it just did them all. And still below 50% of any of the usage metrics of my Teams Premium seat.
- @autisticbagholder69 (34): Opus is trash and Opus 5 won't change anything. Letting OAI win by not including Fable 5 in subscription should be studied in history books.
- @Yasai101 (21): At 100% usage.. thank you come again
- @SomeRandoLameo (17): My dyslexic ass read dear Dr. Mario
独立开发者关闭首个 SaaS 产品 summree.io（YouTube 频道摘要邮件服务），复盘核心教训：audience acquisition 要先于产品构建，自传播 SEO 架构在站点权威度不足时形同虚设
Earlier this year I built my first SaaS which monitors your chosen YouTube channels and sends the key points, actionable insights, and a worth watching verdict straight to your email inbox the moment…
受众观点：①@csankiller1 共鸣先做用户获取再建产品，提到自己做了 Getrive 工具监控 Reddit/HN 目标讨论 ②@Any_Dependent5504 补充 Google 自动纠正品牌名的坑及冷邮件获客替代方案 ③@alxbee77（作者本人）真诚回应社区反馈
展开评论
- @csankiller1 (3): Respect for the transparency here, this is the kind of postmortem that actually helps compared to the usual highlight reel. The line that stood out: "sort out audience acquisition before you even think about building anything" — I think almost everyone learns this the hard way o…
- @Any_Dependent5504 (2): that name auto-correct thing is wicked frustrating. i had a project once where google kept changing it to something different altogether, and i never recovered. the self-propagating content idea sounds mad good though, shame the domain killed it. for audience stuff, i've seen pe…
- @alxbee77 (2): It was summree.io
- @alxbee77 (2): thanks man, appreciate it
- @alxbee77 (2): fair point, i see what you mean
独立开发者记录经历反复 App Store 被拒、无数次深夜 debug 之后终于收到审核通过邮件的真实心路历程。
Never thought I'd be this excited about an email. After months of late nights, bugs, rewrites, and what felt like an endless cycle of App Store rejections, my app has finally been approved on iOS 🎉 T…
受众观点：①App Store到底因为什么被拒，有没有规律可循 ②过审之后第一步该怎么做marketing ③rejection cycle的心理消耗怎么处理
展开评论
- @tslacalls (5): congrats! what is your plans for marketing the app?
- @No-Condition-1374 (3): Congrats, that’s awesome!!!
- @cinderloam40 (3): huge congrats tbh, getting through review feels like its own milestone
- @mattchannell (2): Congrats. The rejection cycle can be its own special kind of demoralising, so getting through it is worth the celebration. What does it do? You’ve told us nothing about it and I’m now curious!
- @StandAmbitious5270 (2): That’s awesome , what does the app do? Would be happy to try it out. I am in the midst of my 4th rejection on my app submission, still working through it and would like to be in your shoes sooner than later
用户发现 Claude 能从四行 import 语句识别出代码作者身份，引发对 AI 训练数据来源和开发者代码版权意识的分歧讨论
You know AI has been extensively trained on content/code you authored when it can literally recognize you as the author of a snippet based off of four lines of import statements.
受众观点：① @WhatThePuck9 关注这个现象的技术真实性（AI 是真的被训练到了相关数据） ② @Aineisa 关注这种"被训练"的道德对等性（我们写代码也是站在前人肩上的） ③ @SweetSure315 关注这种识别的实际精度（narrowed down to "hundreds of thousands"，不算真精准）
展开评论
- @vinis_artstreaks (153): https://preview.redd.it/6pnh7sg5emdh1.jpeg?width=1100&format=pjpg&auto=webp&s=64dc9827a91fd5a15c0aec958a9878910e4af255
- @WhatThePuck9 (49): The response indicates that it was trained on all of the data it mentions.
- @Aineisa (42): And you’ve been trained on content/code others authored. What’s your point?
- @SweetSure315 (35): The dudes code and patterns are literally everywhere. AI narrowed it down to only several hundred thousand or millions of potential devs. I've gotten libraries from contractors that was 95% copied from pyimagesearch.
- @3-Worlds (24): So hostile sheesh
Stripe不可用地区的SaaS创始人寻求支付网关替代方案，评论区推荐了Paddle、Lemon Squeezy、Polar.sh等Merchant of Record方案及各自优缺点。
Stripe isn’t available where I’m from. Is there any good payment gateway alternatives for a sass?
受众观点：①Stripe不可用地区的可行替代方案（@megabranch 亲测Paddle，@JouniFlemming 推荐Polar.sh）②MOR方案在税务合规上的核心价值（@Silver-Community-990 强调MOR必要性）③不同支付工具的实际上手体验差异（评论区各说各的缺乏系统对比）
展开评论
- @Silver-Community-990 (3): Get an MOR unless you want to be dealing with a very complicated tax situation for all the countries your customers are in. There’s several reasonably good options.
- @Substantial_Sell_341 (2): Try Lemonsqeeze
- @JouniFlemming (2): I quite like [Polar.sh](http://Polar.sh), and it's a MOR.
- @megabranch (2): you can check out paddle and dodo payments. both are merchant of record. I personally use paddle as of now
- @jayashambho (2): There are many alternatives like paddle lemon squeezy etc. you can indicate your location where you are from so i can help you more
Habitopolis 是一款把每日习惯追踪可视化为三维城市天际线的 Web 应用，以 GitHub 热力图为设计灵感，每个习惯变成一座持续长高的塔楼。
Hey everyone, I've tried a bunch of habit trackers over the years, and they all ended the same way — a checklist, a streak counter, and within a week I'd stop opening the app because there was nothin…
受众观点：①gamification设计哲学：streak vs heatmap哪种更能驱动长期行为 ②产品留存核心是让人想打开而不是功能堆砌 ③3D可视化作为社交分享钩子
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- @Creepy-Surprisee (4): This is one of the more creative habit tracker ideas I’ve seen
- @ActPR (3): Exactly — and also"streak"-style approaches always annoyed me the most, too. They worked for a while, but once I stopped, I’d just give up completely. Here, I opted for a heatmap, so there’s no binary, all-or-nothing judgment.
- @1Chanu (2): That's fucking cool, not the generic one but the gamified creative approached...
- @1Chanu (2): Yeah same bro... due to that reason it can't excite me abojt tracking my things...😅🤣
- @1Chanu (2): You can add character it you want to making more lively
技术型创始人分享尝试 LinkedIn、Reddit、cold DM、email 等多种推广方式均无实质效果的真实困境，寻求非套话的冷启动实战经验。
I am a developer, I can build. Give me a problem, I'll ship a working product. That part I'm confident about. But marketing is very hard for me! I've spent the last few weeks trying LinkedIn, Reddit,…
受众观点：①第一个有信号的反馈平均需要多久 ②upvote和真实conversion完全是两回事，哪些指标才值得优化 ③技术型创始人最常浪费时间的地方是群发模板式outreach
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- @AwkwardAardvarkAd (5): Want to try your pitch here and get some feedback? You might be learning what you’re offering is not appealing. Best approach if you’ve tried doing something that goes viral and it doesn’t work is to start at the basics with genuine 1:1 conversations
- @AwkwardAardvarkAd (5): Not a dev but my thoughts/questions: 1. How is this different than asking Claude or some other LLM for interview prep? 2. Are you getting any trials? 3. An app like this is occasional use and probably an impulse buy. Is it priced fairly? Is the trial functional enough? Maybe it…
- @csankiller1 (3): been exactly here, still kind of am tbh. few things that actually moved the needle for me vs the stuff that just felt productive: the first real response I got from a stranger wasn't from posting my own thing, it was from replying to someone else's post who was describing the ex…
- @rebelrushi96 (2): 1 - A couple of concrete differences from just prompting Claude/ChatGPT: \- It's voice-based and adaptive live - it runs a timed interview where difficulty shifts based on how you're actually performing in the moment. \- It scores body language, which a text-based LLM conversati…
- @rebelrushi96 (2): Fair, here's the specific version: **B2B or B2C:** B2C primarily (individual developers paying for prep), with a B2B angle I haven't pursued yet (colleges/placement cells licensing it for their students in bulk). **Industry:** EdTech / interview prep. **Problem:** Technical inte…
selfhosted 社区讨论小项目 VPS 最佳选择，Hetzner、RackNerd、OVH 成为高赞推荐，DigitalOcean 性价比遭质疑
Hi everyone! I'm trying to find the best VPS for a couple of my small projects. I want to use Debian with Docker and host a small website in a private cloud, and maybe even Vaultwarden later. I'm not…
受众观点：①@PaddiM8 质疑 DigitalOcean 性价比，推荐查 vpsbenchmarks.com ②@jbarr107 力荐 RackNerd 尤其 Black Friday 特价 ③@Extension-Air6816 称 DO/Linode/Vultr 是经典开发者三件套
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- @PaddiM8 (10): I don't understand why people keep recommending DigitalOcean. It's way more expensive than alternatives and the performance of shared cores isn't even good according to benchmarks. Hetzner, Contabo, OVH, racknerd, etc. are way more reasonable. And reliable. I would recommend loo…
- @jbarr107 (7): Racknerd. Check their current Deals page, and check back around Black Friday. They are reliable, performant, and affordable.
- @Extension-Air6816 (6): DigitalOcean / Linode (Akamai) / Vultr: The classic developer trio. They are incredibly reliable, have great documentation, and offer predictable pricing starting at $4–$6/month
- @Ornery-Handle6477 (5): OVHcloud has some really cheap options, no idea if it’s the same in the US
- @These-Apple8817 (4): If you are in EU.. Maybe Hetzner? 6€ a month for cheapest plan. All the cheapest plans tend to float around that price point these days tbh
Reddit热帖讨论用户开始用ChatGPT和Perplexity代替Google搜索来发现和比较SaaS工具，探讨这是否成为新的产品发现渠道以及如何追踪和优化在AI推荐中的出现率。
Maybe I’m late to this, but I’ve been noticing a weird shift. When I’m comparing tools now, I catch myself asking ChatGPT or Perplexity before I even open Google. Stuff like “what’s a good CRM for a…
受众观点：①AI搜索是否正在成为SaaS产品发现主渠道（@bluejacketblackhawk 说「这就是我现在找任何东西的方式」）②第三方内容对AI推荐结果的决定性影响（@Sea_Statistician6304 详细解释模型如何权重Reddit和对比文章）③如何实际追踪产品在AI答案中的出现情况（帖主核心问题）
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- @bluejacketblackhawk (7): There are 10000 services to get your saas in front of llms now. But to answer the initial question, yeah, that’s how I find anything I use now. I’m not digging through reviews or watching sponsored product bids.
- @Sea_Statistician6304 (3): it's real and it's measurable. easiest check: open chatgpt/perplexity and ask the exact "best X for Y" questions your buyers would, and see if you get named. do it monthly, the answer moves. the thing that actually moves it is third-party text, not your own site. these models le…
- @DmytroDrozd86 (2): Google Search still stands behind the scene, because AI still look for the answers via web search tool, and find top-10 answers, and then ground their response on them
- @amritanshuT2026 (1): Same here. Google search has become more like find the Reddit thread first. If multiple people mention the same tool in actual discussions, that's usually enough for me to give it a try.
- @bluejacketblackhawk (1): Yep and if I find it and down want to pay for it (or if it is too much) I just try and build it now.
selfhosted 社区寻找比 Notion 更简洁的自托管知识库工具，Affine 和 Outline 成为高赞推荐，多客户协作是核心需求
I want a something like Notion but much simpler like tokie but onilne for project managment / knowlege base for companies we work with many clients/companies so we should also be invited users any id…
受众观点：①@HeathRaftery 详细分享 Notion→Outline 迁移经历，指出 1000 block 免费限制是必然痛点 ②@Civil-Situation1853 高赞推荐 Affine ③@Neat-Priority-4323 作为 Outline 用户给出正面评价
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- @Civil-Situation1853 (23): I use Affine, check it out
- @HeathRaftery (15): We (small startup) just switched from Notion to Outline because hitting your 1000 block free tier limit is inevitable and fast. It's practically a clone of the core knowledge base functionality, so might not meet your "simpler" requirement. Then again, I picked specifically beca…
- @Nirvani (6): Just use Obsidian
- @Neat-Priority-4323 (5): Im currently using outline, its great so far
- @Denny_Pilot (5): Affine
专注小企业合规场景的SaaS创始人分享6年增长历程，引入AI agent处理客服工单后付费升级率明显提升，MRR达到百万级别。
All I can say is, if you're building a product for small businesses that depend on your software to stay organized and compliant, don't quit. Keep your head in the game. We started with a team of fou…
受众观点：①onboarding速度对首批客户留存的影响（@EveryZayOne 新老用户onboarding速度差异）②AI agent知识库建设投入产出比（@Scary_Web 知识库质量决定AI支持层质量）③从4人到25人规模化节点的长期视角（@xNihiloOmnia 关注时间维度）
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- @xNihiloOmnia (7): I appreciate the length of time POV. I think a lot of people can be successful even if they're starting out or learning or vibe coding or whatever, they just need to understand it \*just might\* take longer than 2 weekends to see results. Congrats on the MRR!
- @AvailableMycologist2 (3): thanks for sharing!
- @EveryZayOne (3): Haha! I have to answer this one. It's a health care app for small businesses. We started a little bit before 2020, but it really didn't kick off until after 2020. COVID was the reason we got noticed. No, this is not an ElevenLabs ad. lol We only use that to help with answering t…
- @Scary_Web (2): The knowledge base point is probably the most transferable part here. If the docs are thin or outdated, the AI support layer just gives people wrong answers faster.
- @doctorscarlett (2): This is really a good post,thanks for sharing this
cronstable 是一个功能完整的 cron 替代品，支持 Web UI、DAG 任务依赖、集群高可用，以及面向 AI agent（Claude、Cursor、Copilot）的 MCP server 接口，开发者将其定位为可自托管的生产级调度系统。
**cronstable** is a cron replacement that runs as a single foreground daemon that I've spent an inordinate amount of time on. It will run on basically anything because its been precompiled for basica…
受众观点：① MCP server 内置到基础设施工具里意味着什么——AI agent 能"操控"调度任务是什么体验（@ptweezy 自述动机） ② 传统 cron 的哪些痛点真正让开发者值得重新造轮子（@NineSidedBox 对 commit 质量的质疑反映出社区对新工具的信任门槛） ③ 自托管调度工具 vs SaaS（Airflow、Temporal）对 indie dev 的实际取舍
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- @Ointmentt (5): About to play the fuck outta that logo
- @NineSidedBox (4): You really have to work on your commit messages: "better", "fix", "update", "more", "betterment". https://github.com/ptweezy/cronstable/commits/develop/ It just doesn't inspire much confidence in the project.
- @Bonsailinse (2): That preview URL is bad, it gets blocked on three levels on my phone (browser due to invalid certificate, my DNS warns me and my ISP‘s security feature blocks it completely).
- @ptweezy (2): My initial motivation was to make exactly the tool I need, and this is the outcome. This feature set is exactly something I’ve been looking for. Hopefully others can get use out of this combo as well. With that being said, I’m motivated to maintain this feature set for my own se…
- @ptweezy (2): The app has built in checks for this - but I hear you on the indentation struggles 🤣. But hey it supports classic crontab syntax too!
独立开发者分享 Pastily 桌面应用上线后收到第一笔陌生人付款的里程碑时刻，以及背后几周的 code/debug/重设计循环。
I honestly didn’t expect this feeling. Today, someone became the first paying customer for my desktop app, [**Pastily**](https://pastily.app). The money isn’t the exciting part. It’s the fact that a…
受众观点：①通过哪些渠道获得了第一个付费用户（X和Reddit） ②收到第一笔付款的心理感受对还在0的开发者是强情绪共鸣 ③从1个到10个付费用户的路径
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- @codewithashfaque (2): Thanks mate Mainly X and reddit
- @codewithashfaque (2): Thank you soo much brother btw i am also a design engineer that’s why
- @FranksNonFrankfurter (1): Cool project fam
- @codewithashfaque (1): Thanks buddy I would love to hear feedback from you
- @Rob636 (1): Congrats! How did you acquire them? What channels do you use? Just starting my own journey on this side of things.
indie dev 在开发开源自托管笔记应用（类似 Obsidian）时，探索如何通过沙箱限制第三方扩展插件的网络请求权限，防止恶意插件窃取用户笔记数据
I have an open source notes app that's similar to obsidian, but it's a self hosted website. I want to create a feature for people to add extensions. It would mostly be for extending the functionality…
受众观点：①@philo23 关注 iframe sandbox + CSP + postMessage 方案并引用 Figma 插件系统案例 ②@Swimming_Car_3697 关注必须运行在隔离沙箱中才能真正防止数据泄露 ③@philo23 关注 Figma 因序列化开销放弃 iframe 沙箱的设计取舍
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- @philo23 (4): Pretty sure the only way to guarantee zero outgoing requests would be to sandbox the extensions. Wrapping XHR/fetch as suggested would catch most things, but what about `new Image()` or simply creating DOM elements like forms or links and submitting/clicking them via JavaScript.…
- @Swimming_Car_3697 (3): hmmm interesting, but just hiding the API won't really protect you, an extension running in the same page can still make network calls a bunch of other ways and leak your notes. to actually lock it down you'd need to run extensions in an isolated sandbox and only let them talk b…
- @philo23 (2): Yep, that’s the <iframe sandbox> + postMessage() part, but you’d have to setup both sides of the API (the SDK inside of the iframe making postMessage() calls, and the listener on the parent page interpreting those sent messages) very carefully to avoid potentially leaking…
- @philo23 (2): Some useful docs that might help you along the way: https://developer.mozilla.org/en-US/docs/Web/API/HTMLIFrameElement/sandbox https://developer.mozilla.org/en-US/docs/Web/HTTP/Guides/CSP
- @philo23 (2): I was trying to find this earlier and just found it now: https://www.figma.com/blog/how-we-built-the-figma-plugin-system/ Figma did a very similar thing to handle their plugin architecture. They moved away from iframe sandboxes because of the amount of data that would be seriali…
以连环漫画形式呈现solo founder陷入只会建产品不会卖产品困境的帖子，评论区引发了关于distribution-first思维的实质讨论。
r/SaaS pov: you're a solo founder
受众观点：①distribution-first vs building-first思维切换难度（@ahmedezat93 一句话击中core问题）②独立开发者从builder到seller的身份转变过程（@SignalWorking4852 正在经历此转变）③solo founder对该困境的普遍共鸣（整体评论区情绪）
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- @ahmedezat93 (34): Because most people sell what they can build, not building what they can sell. search distribution-first mindset.
- @SignalWorking4852 (7): damn bro I I see myself there :"). currently in the process of changing from building focused to distribution focused
- @StoneCypher (4): oh joy, now it’s cartoon spam
- @Nashadelic (3): you can boil 50 years of entrepreneurship advice down to your one pithy sentence
- @JustAJB (3): #woosh That app on the screen in panel 4. Thats my app!
Indie Valley 是一个要求创始人连接真实支付数据来验证收入数字的创业故事分享平台，试图解决 Indie Hackers 等平台上数据不可信的问题。
Hi [r/SideProject](https://www.reddit.com/r/SideProject/)! **Ready to tell your true founder story — or discover the real playbooks behind successful startups and those that failed?** [Indie Valley](…
受众观点：①创始人分享真实数字的激励机制设计——验证徽章够不够用 ②和Indie Hackers、TrustMRR的差异在哪 ③verified failure stories比success stories更稀缺也更有价值
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- @brkvdn (5): founders lie about numbers even to themselves. how are yougetting people to actually share real ones.
- @B3N0U (4): I see your point, but Indie Valley's focus on learning from failures might incentivize founders to be more open about their struggles, helping others avoid similar pitfalls.
- @XeuRun (2): Yeah, it's "pretty simple" ¯\\\_(ツ)\_/¯. If you want the "Verified" badge, you connect a real payment provider (we support a bunch of them — feel free to request a new one if we’re missing your option). It’s read-only and safely encrypted on our side. Also, we implement a smart…
- @Alex-L (2): It’s already exists, and it’s called Trustmrr
- @XeuRun (2): True. And before TrustMRR, platforms like Indie Hackers or Acquire already existed. It's an evolutionary startup that didn't reinvent the wheel, but simply fixed the issues of its predecessors. (〃￣︶￣)人(￣︶￣〃)
SaaS创始人分析竞品发现对手靠vibe coding上线、App评分低于3.5星、bug六个月未修、同时维护10个app，引发关于vibe coding文化和产品维护责任的讨论。
As a founder, it's important for us to note how our competitors are performing. First, I checked the new crowd, and after analyzing them, I found that the majority are vibe coding. To be frank, anyon…
受众观点：①vibe coding产品是否影响用户留存和评分（@theanointedduck 用户会因不工作功能疲惫离开）②portfolio策略vs专注单一产品的取舍（帖主核心质疑）③平台评分机制对活跃维护的激励（@hemantpra_official 平台推送频繁更新的app）
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- @theanointedduck (7): Doesnt matter if no one knows who you are. Also this is where app reviews and reputation matters most. Users get fatigued from things now working they go to the best rated app.
- @bruhdhan (6): everyone and their pet is building habit trackers these days
- @hemantpra_official (3): Yes, this is reality. People hence look for active apps with good ratings. And that's the reason the Play Store does promote those kinds of applications on the list which seem to be actively releasing new versions.
- @kirti_Agarwal01 (3): it does not matter whether your app is built with the vibe coding or traditional coding. what matters is whether it solves a real pain point. A smooth UX essential because users should reach value as quickly as possible. if your time to value ( TTV) is too high, many users will…
- @hemantpra_official (2): From all your answers, I really love the last line: 'Great products don't just need to be built, they need to be discovered.' It's literally thoughtful.
Portabase 1.24.0 发布，这是一个开源自托管的数据库与 Docker 卷备份平台，新版本重构了 dashboard、增加了运营 KPI，并引入默认开启的匿名遥测功能。
Hello everyone, We have just released **Portabase 1.24.0**, our open-source, self-hosted database and Docker volume backup platform. Repository:[ https://github.com/Portabase/portabase](https://githu…
受众观点：① 开源工具的遥测应该默认 opt-in 还是 opt-out，行业标准是什么（@Bennetjs @TheAndyGeorge） ② 如何在不侵犯用户隐私的前提下收集到有效的使用数据来驱动产品决策
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- @TheAndyGeorge (7): disclosure also requests how AI was used in the project
- @Dense_Marionberry741 (5): Hi, I dont know why. This was my comment : "Hi, this post was not written with AI. It presents a new release of Portabase, an open-source project."
- @TheAndyGeorge (4): why was your AI disclosure comment removed?
- @Bennetjs (3): I think usually it's an explicity opt-in instead of a env variable to opt-out. Since you have the automated installation script just add a step there "We rely on telemetry to make the product better, bla bla bla, do you want to share it with us?" and most people would be fine wi…
- @Dense_Marionberry741 (2): I will update
r/webdev 讨论给 AI agent 工具配置独立浏览器 Profile 进行安全隔离，防止 AI 访问个人账号 cookies 和敏感数据
For web work, I can see why AI tools want browser access. A lot of bugs are not in the code path the test covers. The page loads, the button works, but the mobile layout is off, the empty state looks…
受众观点：①@tdammers 关注 AI agent 必须严格沙箱 ②@PushAffectionate5286 关注 prompt injection 安全风险 ③@SakshamBaranwal 关注独立 profile 的简单设置
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- @tdammers (7): AI agents without severe sandboxing is a recipe for disaster. So, yes, absolutely, no exceptions. Though an even better approach IMO is to let the AI write automated tests that go through a browser (idk., using Selenium, or whatever it is the cool kids use these days); then you…
- @mstrelan (6): chrome-devtools mcp runs in an isolated sandbox. Not sure if that's the default or if I configured it that way.
- @mstrelan (6): I don't know what point you're trying to make. The isolated sandbox doesn't have any of that.
- @PushAffectionate5286 (4): Wait, people are actually letting AI tools access their personal browser profiles? That sounds like an absolute security nightmare waiting to happen. One bad prompt injection or an unexpected loop and the agent is clicking around your AWS console or sending weird slacks. Isolate…
- @SakshamBaranwal (2): I always use a separate browser profile. It takes five minutes to set up once, and after that I never have to worry about an AI tool seeing personal cookies, autofill data, or unrelated tabs.
关于 AI 记忆系统是否应该存储用户思维模式而非事实偏好的深度学术讨论，涉及 Deepseek 的 engram 架构提案
While writing an essay about AI memory and persistent context, I started wondering whether current AI memory systems are optimized for the right thing. Current AI systems already maintain forms of pe…
受众观点：① LLM 应用开发者关心 AI 记忆是否真正"理解"用户风格（@invelt 提到自己的 Claude Code 已在记录使用模式） ② ML 研究者关注记忆架构的理论演进方向（@Kiseido 介绍了 Deepseek engram 方案） ③ 独立开发者关心如何把这种能力用到自己的产品设计中
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- @Kiseido (5): There is an upgrade to the transformer architecture being worked out right now by Deepseek called "engram", that creates an early spot in the network where a whole store of memories sit that can be accessed in a short ciruiting way that actually improves performance when used. T…
- @invelt (2): I think you're imposing a dichotomy between what *is* and what *could be* that assumes what *is* to be something that it necessarily is not. In other words, who says systems are not already capable of encoding your preferences in the way you describe? My Claude Code already make…
- @alrojo (2): There’s a lot of research into alternative memory systems. Here’s a paper I worked on https://arxiv.org/abs/2605.06997
- @nikgeo25 (1): Already a paper on this btw https://x.com/i/status/2074538950157599207
- @Boris_Ljevar (1): That's interesting. The question I'm trying to get at is slightly different from where memory is stored in the architecture. I'm wondering whether future memory systems will converge toward storing increasingly abstract models of how a user understands problems, rather than prim…
stickyboard.dev 是一款模仿实体便利贴墙的极简三栏看板工具，以 Chrome 新标签页和 Mac 菜单栏集成，主打零摩擦和真实便利贴视觉质感。
For years my actual working todo list has been physical sticky notes on the wall next to my desk. Three columns, drawn with a sharpie: to do, doing, done. I'd try every app every few months (notion,…
受众观点：①数据隐私——笔记内容存在哪里谁能看 ②「零摩擦」设计哲学vs功能完整性的权衡 ③新标签页替换类工具的加载性能问题
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- @KosmicEye (1): A concern is the lack of privacy of content
- @CommercialGift9237 (1): We are very serious when it comes to privacy. You can check the Privacy Policy at: [https://stickyboard.dev/privacy.html](https://stickyboard.dev/privacy.html) Also this app is owned by **applyai OÜ** which is based on Estonia and privacy is taken super seriously.
- @Pleasant_Set_3182 (1): Another option is to allow the user to save their stuff on localStorage. That way you get the best of both worlds (if they want to sign-up they can.. if not... they don't have to)
- @pixsector (1): I created something similar: [https://vectorization.eu/start-page/](https://vectorization.eu/start-page/) (notes are in gadget section) However, all the content is stored locally in a file on your computer, so there are no privacy concerns.
- @Quiet-Sunset-7384 (1): how do you handle the load delay when you open a new tab, or does it cache the notes locally to stop that white flash?
Calnode 是一个单 Go 二进制文件 + SQLite 的自托管日程预约工具，支持 MCP server 接口让 AI agent 直接订会议，每月运行成本约 $0.30。
I got tired of self-hosted schedulers that need Postgres + Redis + a Node monorepo just to book a meeting, so I built Calnode: it's one static Go binary and a SQLite file. docker run, point a domain…
受众观点：① 被 node monolith 坑过、追求极简部署的 indie dev（@BP041）② 关注 MCP/AI agent 实际落地的开发者 ③ 在意工具定位一致性的产品思维者（@cinderloam40）
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- @pengxiangzhao (1): Love it
- @shockalotti (1): Thank you!
- @cinderloam40 (1): love the scope discipline here. one thing id push back on, the feature list is pretty long for a "simple" scheduler. might be worth leading with the deploy story in your readme and burying the AI stuff further down so people dont bounce thinking its overengineered
- @shockalotti (1): Thanks so much for your feedback
- @BP041 (1): Love the single-binary approach — I've been burned by too many node monoliths for what should be a one-file problem. The MCP server for AI booking is interesting; are you handling scheduling conflicts through the LLM or do you let the MCP tool call back into the core scheduler?
开发者在 AI 时代寻找 memory 库时发现大量低质量"slop"包，发帖讨论如何系统性地筛选和审计开源工具与库。
Now that writing code is commoditized, everyone and their mother is writing libraries, tools, etc and publishing them as packages and on Github. I was recently looking to implement memory for an AI p…
受众观点：① 如何快速判断一个开源库是否值得信赖（stars、commit 频率、issue 响应，@Gullible-Way7449 @Legitimate-Let-7510） ② 是否该用 Claude 生成自己的工具来替代第三方依赖（@kirkwight 提出"dependency 是 last resort"） ③ AI 时代 slop 包泛滥是否是结构性问题，还是开发者素养问题
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- @yksvaan (5): The simplest way is to to stick to old working libraries and tools. Those that are completely boring and uninteresting but get the job done.
- @Gullible-Way7449 (3): I just look at how many stars it has and when the last commit was, if it's been dead for 6 months I skip it. Also check the issues tab, if maintainer never answers or it's just bots reporting same bug over and over, that tells you everything. The slop is real but you develop a n…
- @Legitimate-Let-7510 (2): I've started looking at open issues before stars. A project with 5k stars and six months of un answered bug reports is a much bigger red flag than one with 800 stars and active maintainers.
- @kirkwight (1): 99% of the time, what I need is a basic hyper-focused tool to solve something specific. These days, I'd rather claude build exactly what I need and review that code, instead of what feels like existential risk of allowing rando third-party code (that, let's be honest, I'll never…
- @horizon_games (1): Making an AI project and realizing a lot of AI slop packages are mediocre - priceless!
Kid Art Museum 是一个 Android app，让父母扫描孩子的画作并以数字博物馆或艺术书的形式整理保存。
My children bring home a constant stream of drawings and paintings. We kept the special ones, but they gradually ended up in drawers, folders, and boxes. I built a small **Android app** called [Kid A…
受众观点：① 关注数据主权和格式开放性的用户（@curious_shell1738）② 有多设备同步需求的用户（@Danansuriya）③ 思考如何在 app listing 中快速传达核心价值的 indie dev
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- @curious_shell1738 (2): Assuming you're Appasty Studio, I took a look at the Google Play listing. I love the idea, and it's mostly clear what it does. My first concerns about using it are data storage. If I'm going to photograph the art and then trash it, I want to be confident in the backup. I saw in…
- @TJ1 (1): u/curious_shell1738 Thanks for you kind message and spending time looking at my app. Currently I have no plan to save the art on outside storage other than users own phone or backup storage or users own cloud storages like dropbox etc. The import and exports are for importing an…
- @TJ1 (1): You can also export as PDF, so it will be always usable.
- @Danansuriya (1): Will this sync between multiple devices? I'd like to have it with every device I own.
- @TJ1 (1): Please note this is Android only for now. I am planing to make an iPhone version. If you create the Art Museum on your Android and Export it as PDF then you have access to it everywehere.
作者发现主流 QLoRA 教程默认学习率 2e-4 源自 52K 样本的 Alpaca 数据集，在小于 10K 样本时会导致第一个 epoch 就过拟合，改为 1e-4 并增加 epochs 后 eval 指标大幅提升
Every qlora tutorial on earth says start at 2e-4. Unsloth docs, hf examples, the paper itself. and for small datasets i now think that numbers is a trap. Where does 2e-4 come from? alpaca. 52k sample…
受众观点：①ML 工程师关注小数据集 QLoRA 微调的实践配置建议（@Gwendeith 已在评论区提 hyperparameter search） ②indie dev/solo ML 实践者关注如何避免 tutorial 默认值陷阱 ③LLM fine-tuning 实践者关注 warmup + 学习率衰减策略（@Pupeliene_Travolta 补充了 warmup 视角）
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- @Gwendeith (28): Shouldn't you do hyperparameter search yourself anyway?
- @linverlan (10): I think you actually wasted time because you were working on something you don’t have experience with. Which happens to all of us. Hyperparameter search is required for any dataset and findings from it rarely generalize. Your 1e-4 rule will also be wrong in most cases, and it wi…
- @wellfriedbeans (10): This subreddit is just AI slop now
- @huehue12132 (5): AI "researcher" discovers they have to tune the learning rate. Or maybe something else, because literally nowhere in the title or seven paragraphs did you actually name what parameter you are referring to.
- @Pupeliene_Travolta (5): The over-in-epoch-one pattern on small sets is exactly why warmup matters too. Even with a lower base rate, a short warmup plus cosine decay stops the model from taking big steps before it has any feel for the data. Pairs well with what you found
开发者展示其正在构建的 AI 旅行规划应用当前未完成状态，评论区主要反馈了行程编辑器缺陷和响应式设计问题。
Not a project I've fully finished, but an AI Travel Planner I've been building. Heads up: the video looks a bit laggy — that's just my laptop struggling to record, not the actual site performance. Yo…
受众观点：①行程生成后如何处理「我想改一下」的需求——重新生成还是局部编辑 ②未完成状态就公开求反馈的时机选择 ③视频演示效果和真实用户体验的落差
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- @NinjaLanternShark (3): Not trying to be a jerk but if your laptop struggles to do the animation while recording, are slower/older computes going to struggle just to play it? Is there a way to measure/approximate the FPS and adapt the experience somehow so it’s smooth, even if somewhat degraded?
- @Mr_Leaderboards (1): Very good!
- @ShareAcrobatic9017 (1): Thank u 🙏
- @Ill_Fun5415 (1): The itinerary editor is the part that would decide whether I keep using this. Dates, travel time, and budget always change after the first draft, so quick reordering and visible constraint conflicts would be more useful than another generated itinerary.
- @One-Specialist-2206 (1): this looked good in your vid, nowhere near as nice on my screen, you need to make it more responsive to different screen heights and sizes. you're probably on an ultrawide or with a non-standard aspect ratio
独立研究者历时数月独立开发 DABSN 循环神经网络架构并发布预印本，正寻求合作者共同推进语言模型 scaling 实验
Hi everyone, I've been working independently on a recurrent architecture called \*\*DABSN (Dynamic Adaptive Bias State Network)\*\* for the past several months, and I finally reached the point where…
受众观点：① ML 研究者关注循环模型并行性问题（@Playful-Fee-4318 问为什么 recurrent 模型退出主流） ② 技术社区关注 DABSN 对比 state space model 的差异（@BleedingXiko 解释 diagonal scan 机制）
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- @Playful-Fee-4318 (1): Do uou know why recurrent models fell out of favor?
- @BleedingXiko (1): Mainly parallelism right? They run step by step so they can’t use a GPU fully like attention can. DABSN’s scan is diagonal though, so it runs in parallel like the newer state space models, with kernels that do exactly that.
- @Playful-Fee-4318 (1): Good, the issue was never quality but simply infeasibility to run 1000B tokens through something that parallelize as bad as recurrent states. I don’t know about diagonal scans or what newer state space models do, but your eq (1) and (2) clearly shows to me that e.g b\_{t+1} and…
- @BleedingXiko (1): Yeah that’s fair. Eq. 4 is the diagonal linear scan I meant. Eq. 2 isn’t. The governor is nonlinear and has to move through time in order. The fused kernels make each step cheap, but I haven’t benchmarked whether that scales well enough for 1000B tokens yet. That’s the main thin…
- @BleedingXiko (0): Preprint: https://zenodo.org/records/21391204 GitHub: https://github.com/BleedingXiko/dabsn
提出扩展秩三元分解方法（Expanded-Rank Ternary Decomposition），通过双三元矩阵加对角缩放解决三元 PTQ 固定矩阵精度瓶颈
[https://arxiv.org/pdf/2607.13511](https://arxiv.org/pdf/2607.13511) the core idea is, we cannot have ternary PTQ with fixed matrix size, trying to do that is dead end. so i tried decomposing the mat…
受众观点：① ML 工程师关注 VRAM 开销和推理速度的实际表现（@Cold-Tailor463 问到真实硬件 cache/带宽表现） ② 研究者关心能否接近 bf16 精度（@LMTLS5 给出了形式证明）
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- @Cold-Tailor463 (1): Wait so you're basically doing low-rank decomposition but with ternary constraints on the outer matrices and a diagonal in between? clever way to sidestep the fixed-rank issue that kills most ternary PTQ approaches checked the paper quick, the vram overhead is like what, 10-15%…
- @LMTLS5 (1): the theoritical VRAM calculations i put there is after taking packing into account. the decomposition step dosent happen in inferencetime though. but yes in inference time we have to do 2 larger ternay mat muls than usual one mat mull. how much does ternary saves there i dont kn…
- @davesmith001 (1): What about training in ternary? Theoretically possible?
- @LMTLS5 (1): already validated by bitnet, qat is also possible validated by prismml
depthfield.app 是一款将普通平面图片或视频转换为带有三维摄影机运动效果的视频创作工具，复刻 After Effects 的 3D 景深效果。
the goal of this project is to replicate that 3D camera effect from After Effects - for video creators making documentaries, product demos, and the like. now you can upload a flat image or video and…
受众观点：①工具能否用于正式商业项目还是只能做demo
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- @1Chanu (3): That's something which i try definitely...
一名法国数据科学家花超过 625 小时为墨西哥建筑师构建了地籍图纸自动分析系统，无报酬纯兴趣驱动，最终拆分出开源 Python 图像几何处理库 Otary
Disclaimer: NO AI bullshit here. We are in April 2024, I am working in Mexico City and a friend of mine contacts me. She is an architect and she works in Merida. Her and her colleague would like to h…
受众观点：①indie dev 关注如何把 side project 转化为实际产品资产 ②开源库作者关注如何从垂直项目中抽象可复用组件 ③数据科学家关注 Computer Vision + Streamlit + AWS 工程化实践
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Paradigm 是一个能主动发消息提醒备考、并提供真实云环境手把手带你部署第一个 app 的 AI 辅导平台
Paradigm
受众观点：①AI 教育产品设计者关注主动 push 的用户体验边界 ②独立开发者关注 AI agent 替代真人导师的实现路径 ③开发者关注 Claude Code + 云沙箱集成的技术架构与成本
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- @Overview (0): * [Reviews](/products/paradigm-3/reviews) * [Alternatives](/products/paradigm-3/alternatives) * [Team](/products/paradigm-3/makers) * [Awards](/products/paradigm-3/awards) * More Free Options Launch tags:[User Experience](/topics/user-experience)•[Education](/topics/education)•[…
- @Paradigm (0): Maker 📌 **It's 11pm the night before your final,** and your tutor texts you: it noticed your professor allows a cheat sheet, and it can build one around exactly the topics you're weakest on. _Want it?_ Hey Product Hunt 👋 I'm Scott, founder of Paradigm. That text is Clover, and m…
- @Luca (0): [@scoootscooob](https://www.producthunt.com/@scoootscooob) very good product Upvote Report Share 13h ago [](/@scoootscooob) [Scott Fan](/@scoootscooob)
- @Paradigm (0): Maker
- @Paradigm (0): Maker
Zro 是 MoonMath 团队推出的 OpenAI 兼容开源模型推理 API，主打零数据留存、多区域部署，官方支持 Claude Code/Codex/Pi/OpenCode 等主流 AI coding harness
Zro
受众观点：①开发者关注合规场景下的 AI API 替代方案 ②Claude Code/Codex 重度用户关注底层模型替换体验差异 ③企业开发者关注 EU 优先/多区域部署的实际延迟
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- @Overview (0): * [Reviews](/products/zro/reviews) * [Alternatives](/products/zro/alternatives) * [Built with](/products/zro/built-with) * [Team](/products/zro/makers) * [Awards](/products/zro/awards) * More Free Options Launch tags:[API](/topics/api-1)•[Developer Tools](/topics/developer-tools…
- @Zro (0): Maker 📌 👋 Hi Product Hunt! We're MoonMath, the team behind Zro. Over the last year, we've been obsessed with one problem: making AI inference faster and more efficient. As we worked with developers building AI products, we kept seeing the same tradeoff: Use closed-source AI APIs…
- @Zro (0): Maker
- @Zro (0): Maker [@franz\_briones](https://www.producthunt.com/@franz%5Fbriones) Thanks for your comment Franz. It's really difficult problem and ZRO has built-in support for many popular harnesses like Claude Code, Codex, Pi, OpenCode. You can see all of the ones we officially support her…
- @Zro (0): Maker [@alex\_tomilin](https://www.producthunt.com/@alex%5Ftomilin) EU hosting is the default and we are working on adding new regions (e.g US). Right now GLM 5.2 and Minimax M3 are accesible via ZRO and we are testing/optimizing new models. Do you have any models that you would…
Albato 推出第五版重大更新，新增 AI Copilot（自然语言生成工作流）和 AI Agents，覆盖 1000+ 应用集成的无代码自动化平台
Albato
受众观点：①自动化工具开发者关注 AI 生成 workflow 的可靠性与可审计性 ②no-code 用户关注 Albato 与 Zapier/Make 的实质差异 ③AI agent 产品开发者关注专用知识库 vs 通用大模型的产品设计权衡
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- @Overview (0): * [Launches5](/products/albato#launches) * [Reviews144](/products/albato/reviews) * [Alternatives](/products/albato/alternatives) * [Customers](/products/albato/customers) * [Built with](/products/albato/built-with) * [Forum](/p/albato) * More This is the 5th launch from Albato.…
- @Albato (0): Maker 📌 🚀 Albato just got a major upgrade! Hey everyone 👋 Wenddy here from the Albato team — and we’re beyond excited to introduce a new chapter in no-code automation. We’ve rebuilt the Albato experience to make automation smarter, faster, and more intuitive than ever. Here’s wh…
- @FlowMarket (0): Hey team, thats huge.!I have been trying to build such an automation system (text to automation) and failed utterly :D Great technical work. What percent is deterministic and what percent of workflows is still random? AI is flexible, but not really deterministic. How did you sol…
- @Albato (0): Maker Thank you so much,[@davitausberlin](https://www.producthunt.com/@davitausberlin) ! We really appreciate that 😊 Copilot is trained on Albato's knowledge base and hundreds of real-world automation use cases, so in most cases it will correctly understand, suggest, and impleme…
- @Albato (0): Maker Thank you,[@doganakbulut](https://www.producthunt.com/@doganakbulut) ! We're constantly expanding our app library 🚀 As for errors, we have built-in Error Handling that can be configured for each step of an automation, allowing you to define exactly what should happen if an…
River 是让 B2B 创始人克隆自己做销售演示的 AI 产品，AI clone 能接入真实电话、共享屏幕演示、处理异议并在 $25K 以下交易额内独立完成销售
River
受众观点：①B2B indie founder 关注如何用 AI 替代重复销售 demo ②AI voice agent 开发者关注 off-script 场景的处理策略 ③销售团队关注 $25K 阈值以下自动化 vs 以上人工介入的边界设计
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- @Overview (0): * [Reviews](/products/river-9/reviews) * [Alternatives](/products/river-9/alternatives) * [Built with](/products/river-9/built-with) * [Team](/products/river-9/makers) * [Awards](/products/river-9/awards) * More Free Options Launch tags:[Sales](/topics/sales)•[Artificial Intelli…
- @River (0): Maker 📌 Hey Product Hunt 👋 Tarek here, CEO of River, building with my brother Sam. I used to do the same sales demo 15 times a day. Small accounts, same questions, zero time left. So Sam cloned me. My clone sells full time now: it joins a live call the second a lead enquires, sh…
- @River (0): Maker [@artem\_fedorovich](https://www.producthunt.com/@artem%5Ffedorovich) Fair. The threshold isn't sentiment, it's deal size, and you set it. Under \~$25K she runs it end-to-end. Above, she demos and hands your AE a warm prospect with the full context. On going off-script: sh…
- @River (0): Maker [@mohsen\_bashirzadeh](https://www.producthunt.com/@mohsen%5Fbashirzadeh) You put your finger on the right issue and you're right that it isn't a script problem. The honest version: she doesn't guess. When a lead asks something that depends on context she doesn't have, she…
- @River (0): Maker [@kutlwano\_melamu](https://www.producthunt.com/@kutlwano%5Fmelamu) Thank you. The live demo is the whole bet, glad it lands. Upvote Report Share 7h ago [](/@jacqueline%5Fv%5Ftwillie) [Jacqueline V. Twillie](/@jacqueline%5Fv%5Ftwillie)
Codex Micro 是 OpenAI 推出的 Codex AI coding agent 专用硬件控制器，带物理旋钮可调推理级别，带状态指示键实时显示多个 agent 的运行状态
OpenAI
受众观点：①重度 AI coding agent 用户关注多 agent 并行工作流的监控效率 ②AI dev tools 关注者关注硬件+软件融合的产品趋势信号 ③token 成本敏感用户关注物理推理级别旋钮是否真能控制成本
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- @LLMs (0): • [Foundation Models](/categories/foundation-models) The most powerful platform for building AI products. Build and scale AI experiences powered by industry-leading models and tools. * [Overview](/products/openai) * [Launches45](/products/openai/launches) * [Reviews783](/product…
- @Osaurus (0): $230 so you turn your token spend up and down, like a faucet 🚰 My \*wallet\* is feeling the AGI! 😅 Upvote (2) Report Share 6h ago [](/@andrasczeizel) [Andras Czeizel](/@andrasczeizel) Turning reasoning level into a physical dial is exactly the kind of unnecessary-but-perfect har…
- @Demet (0): Would love a built-in cost dashboard that breaks down spending per model and project in real time, basically a way to set budget alerts before the bill sneaks up on you. Would make planning so much easier. Upvote (2) Report Share 12h ago [](/@erdem536284)
- @Erdem (0): It would be great to see a built-in usage dashboard showing token costs and request breakdowns per project in real time. Right now pulling that data requires extra tooling and it makes budgeting for client work harder than it needs to be. Upvote Report Share 11h ago [](/@alex%5F…
- @FetchSandbox (0): •[4 reviews](/@rnagulapalle/reviews) #### What's great I run GPT alongside Claude in FetchSandbox's generation pipeline — parsing OpenAPI specs, discovering realistic workflows, sanity-checking output across 60+ APIs. Where GPT earns its place is breadth and reliability: it's se…