Hacker News 讨论一篇关于伊丽莎白·霍姆斯纪录片的影评文章，很多人吐槽作者试图淡化欺诈、却没有给出有说服力的具体分析。
How the Elizabeth Holmes documentary “You Can See Everything” is deceiving ① 经常刷科技新闻、容易被大公司或独角兽故事影响判断的开发者和产品人 ② 想通过纪录片了解科技史、但又担心被单一叙事误导的普通观众和准创业者。
Hacker News 讨论一篇关于伊丽莎白·霍姆斯纪录片的影评文章，很多人吐槽作者试图淡化欺诈、却没有给出有说服力的具体分析。
① 经常刷科技新闻、容易被大公司或独角兽故事影响判断的开发者和产品人 ② 想通过纪录片了解科技史、但又担心被单一叙事误导的普通观众和准创业者。
Anthropic 宣布把公司 5% 股份注入一个全资控股的 Anthropic Public Benefit Fund，用于长期支持面向公众利益的项目，并与公司估值增长挂钩。
① 有人吐槽按“估值每涨 50% 再追加”的说法，等于在赌未来天文数字估值，带点讽刺意味（@preommr, 210likes） ② 不少人把这看成是精心设计的税务优化和公关操作，而不是真正的利他举措（@wryzx, 88likes） ③ 也有人质疑具体会捐给哪些机构，担心很多慈善组织本身对社会是负面或效率极低，要求更透明的治理和评估机制（@kalin_t, 31likes）
thdxr 吐槽过去 48 小时自家系统持续遭到攻击，被迫全天候加固防御，并感叹对方已经在用 24 小时不停运转的攻击型 agents。
① 很多人在调侃 OpenAI swarm 之类的攻击来源，把这当成 AI 笑话看待（@elijahmcom, 1055likes） ② 有人认为这只是网络安全黑暗时代的开端，担心未来攻击会更自动化、更难防（@_necropheus, 243likes） ③ 也有人好奇在使用 frontier models 时会不会被各种 cyber safe guard 拦截，说明大家对模型侧安全和防护机制细节不了解（@RhysSullivan, 203likes）
Google Research 开源了 Recursive Agent Harness（Harness²）框架，让 AI Agent 在不改模型权重的前提下，通过自我优化任务 harness 来持续提升任务表现，开发者可在任意大模型上复用这一自改进脚手架
Google Research 开源了 Recursive Agent Harness（Harness²）框架，让 AI Agent 在不改模型权重的前提下，通过自我优化任务 harness 来持续提升任务表现，开发者可在任意大模型上复用这一自改进脚手架。
受众观点：跨两条推文的评论里，受众最关心的有三点：一是开源与模型兼容性。比如 @JamesMalsawm（1 分，Twitter）说“fully open source is the part i care about here. most of the gains lately come from the loop around the model, not just the model itself. curious how it does with opus 5.5 or gemini 4 argon plugged in.”，@AgentikHQ（1 分，Twitter）直接问“does it work with any model or is it tuned around gemini?”，说明大家在意是否能接入 Claude、Gemini 等不同模型。二是性能曲线和是否“越用越好”。@serxzsz（5 分，Twitter）问“does the improvement harness ever get worse across tasks or only up”，反映出对自我改进机制是否会在某些任务上退化的担忧。三是开发体验和效率问题，@ClemensJStein（1 分，Twitter）指出“the harness eats more time than the model. Agents tightening their own loop per task is the useful bit.”，而 @eth_ansh（1 分，Twitter）和 @thesimaximalist（0 分，Twitter）都把“self-improving harnesses / self-improving agents”视为效率上的重大突破。整体来看，受众关注点集中在：能否跨模型复用、是否真正带来稳定的性能提升，以及在实际工程中 harness 循环的时间和复杂度成本。
多位开发者近期遭遇所谓“distillation 攻击”导致的 API 密钥泄露与高额费用损失事件，一边有人晒出被刷掉 1700 美元的真实账单，一边研究者质疑官方在事故报告中将盗取密钥、训练数据收集与模型蒸馏混为一谈的模糊表述
多位开发者近期遭遇所谓“distillation 攻击”导致的 API 密钥泄露与高额费用损失事件，一边有人晒出被刷掉 1700 美元的真实账单，一边研究者质疑官方在事故报告中将盗取密钥、训练数据收集与模型蒸馏混为一谈的模糊表述。
受众观点：评论里一部分人最关心的是“损失能不能补偿”和平台责任，例如 Twitter 上 @thdxr（score 139，Twitter）直接表示“you should have received an email already but email me ... we'll get you reimbursed”，以及 @CodyBontecou（score 16，Twitter）追问“There's no way they charge you for this, right?”，都在关心受害开发者是否会被免单。另一部分人则聚焦术语和定性问题，认为把盗取密钥说成 distillation 是在帮公关洗地，@nihalsaket1（score 17，Twitter）指出“Stealing API keys out of a legacy console is theft with extra steps. One of those sounds like a research problem you write a blog post about. The other sounds like the thing…”，@catinquotes（score 5，Twitter）则吐槽“"distillation attack" just means "keys got breached and we have no idea what the attackers are using them for"”。也有人试图从技术上解释两者关系，比如 @patchwanders（score 6，Twitter）认为如果用被盗密钥收集训练数据，“related to distillation seems fair”，但也承认公告没有讲清楚具体链路。
thdxr 吐槽过去 48 小时自家系统持续遭到攻击，被迫全天候加固防御，并感叹对方已经在用 24 小时不停运转的攻击型 agents。
they've been non stop trying to attack our systems for the past 48 hours a side effect is everything is getting hardened but damn we basically need agents going 24/7 because that's what they have
受众观点：① 很多人在调侃 OpenAI swarm 之类的攻击来源，把这当成 AI 笑话看待（@elijahmcom, 1055likes） ② 有人认为这只是网络安全黑暗时代的开端，担心未来攻击会更自动化、更难防（@_necropheus, 243likes） ③ 也有人好奇在使用 frontier models 时会不会被各种 cyber safe guard 拦截，说明大家对模型侧安全和防护机制细节不了解（@RhysSullivan, 203likes）
展开评论
- @elijahmcom (1055): @thdxr @dillon_mulroy man, the openAI blog post is gonna be wild “our swarm of super agents accidentally attacked OpenCode for 72 hours before we noticed”
- @_necropheus (243): @thdxr And this is just the beginning btw. Dark times are coming for cybersec
- @RhysSullivan (203): @thdxr Are you getting blocked by cyber safe guards at all with frontier models?
- @zenysTX (73): @thdxr Imagine them using opencode free for this.
- @calargy_bit (70): @thdxr Hope you publish findings on this later 🙏🏽
Anthropic 宣布把公司 5% 股份注入一个全资控股的 Anthropic Public Benefit Fund，用于长期支持面向公众利益的项目，并与公司估值增长挂钩。
We’re committing a portion of Anthropic’s shares to the Anthropic Public Benefit Fund, a new wholly owned entity dedicated entirely to the public benefit. It will start off with 5% of our shares. For…
受众观点：① 有人吐槽按“估值每涨 50% 再追加”的说法，等于在赌未来天文数字估值，带点讽刺意味（@preommr, 210likes） ② 不少人把这看成是精心设计的税务优化和公关操作，而不是真正的利他举措（@wryzx, 88likes） ③ 也有人质疑具体会捐给哪些机构，担心很多慈善组织本身对社会是负面或效率极低，要求更透明的治理和评估机制（@kalin_t, 31likes）
展开评论
- @preommr (210): @AnthropicAI "for every 50% increase in valuation" So... every trillion ???
- @wryzx (88): @AnthropicAI thanks for announcing the tax write off
- @500yoChristian (49): @AnthropicAI "the public benefit" is code for "gay race communism" isn't it?
- @blondesnmoney (32): @AnthropicAI 5 x 0 is still 0
- @kalin_t (31): @AnthropicAI donate to where? many philanthropic organizations are a net negative to society, if not outright destructive how will you balance that?
scaling01 祝贺 OpenAI 发布新模型，但评论区围绕他质疑 deepseek、模型自称 ChatGPT 以及是否存在未披露蒸馏争议激烈交锋。
Congratulations to OpenAI on this great model release! https://t.co/SPubT8xMml
受众观点：① 有人质疑作者仇视 deepseek，认为 deepseek 逼迫美国实验室降价、对用户有利（@mochiMonster23, 184likes） ② 作者补充自己亲测发现模型反复自称 ChatGPT，引发大家对底模来源和透明度的怀疑（@scaling01, 157likes） ③ 也有人强调官方宣称“没有蒸馏”，但缺乏技术细节说明，让围观者更困惑（@ChrisGPT, 50likes）
展开评论
- @mochiMonster23 (184): @scaling01 Why do you hate deepseek so much? They literally force American labs to lower their prices.
- @scaling01 (157): I tested it myself. it actually says repeatedly its ChatGPT https://t.co/CxTxKOQobe
- @Marcia_Ong (93): @scaling01 https://t.co/1RVSzXtz0Q
- @ChrisGPT (50): @scaling01 No distilling they say
- @scaling01 (44): https://t.co/4pdgcfTTqM
mattpocock 提出一个“今日提示”，让大家给代码库加 pre-commit 钩子，限制 agent 生成的单个文件不超过约 5000 tokens，并在报错信息里指导如何拆分文件。
Prompt of the day: Create a pre-commit hook that prevents files over 5,000 tokens. Tokens = bytes/4. Run only on staged files. Ignore files which are not authored by agents, like lockfiles or codegen…
受众观点：① 有人分享自己在 AGENTS.md 里规定源码文件必须控制在 500 行以内，测试和文档除外，实践下来对可维护性和 agent 表现都很有帮助（@count_slopula, 31likes） ② 也有人质疑大文件到底有多大问题，认为 agent 可以局部阅读编辑，希望看到具体基准测试和性能数据（@luv_agarwal_, 19likes） ③ 还有人提到自己加了圈复杂度检查等老派规则，搭配这种文件大小限制后，整体代码质量和可读性都有明显提升（@dzhng, 8likes）
展开评论
- @count_slopula (31): @mattpocockuk AGENTS.md - Keep every source file at or below 500 LOC. Tests, docs and CSS are exempt. Markdown is documentation, not source. Split a source file before completion if your change takes it over the limit. This works perfectly in my experience.
- @luv_agarwal_ (19): @mattpocockuk i am curious to learn what makes large files a problem. agents are good at reading/editing parts of the file and don't have to read the whole file. do you have any benchmarks / rough numbers on the improvements you got?
- @dzhng (8): @mattpocockuk Recently added a pre-commit cyclomatic complexity lint check, a bit old school but also helped a lot. Will try to pair with this rule too
- @VrajTalati1 (5): @mattpocockuk my repo would never commit again
- @asmirkn (3): @mattpocockuk what stops the agent from deleting comments and cramming lines together to pass the 5k limit instead of splitting?
thdxr 分享他们在新 GPU 机架上跑 deepseek 推理的首次测试结果，当前价格性能已经优于所有找到的供应商，而且还有进一步优化空间。
we had some fun news to share but got side tracked we did our first test run on a new GPU rack with our new deepseek inference setup the price/perf we're getting is better than every single vendor th…
受众观点：① 有用户担心所谓更优 price/perf 是否以牺牲模型效果为代价，质疑如果偷偷降配就算不上真正的同款 deepseek（@pebblewasright, 69likes） ② 很多人在追问 deepseek v4.1 flash 1017 具体什么时候上线，说明对新版本推理能力和可用性非常关注（@wateriscoding, 52likes；@RafaelPradox, 52likes） ③ 也有人直接问这个 deepseek v4.1 flash 1017 是否已经在 OpenCode 上可用，期待能马上在现有产品里用到（@Lonely_25565, 11likes）
展开评论
- @pebblewasright (69): @thdxr Can you guys confirm you're not reducing the performance of the model at all though because I feel like it's a bit of a scam to say that you get X amount of usage when it's not the same model
- @wateriscoding (52): @thdxr Deepseek v4.1 flash 1017 when?
- @RafaelPradox (52): @thdxr Deepseek v4.1 flash 1017?
- @Lonely_25565 (11): @thdxr so deepseek v4.1 flash 1017 is on OpenCode?
- @MartijnGonlag (5): @thdxr I don’t think now is the time to share fun news. Now is the time to give some seriously good updates on wtf is happening over there.
独立开发者 Marc Lou 在 33 岁生日回顾过去一年工作、健身和个人生活全面对齐，并提到首个创业项目 ShipFast 带来的小成功。
I turned 33 today. It was the best year of my life. Everything aligned: work, fitness, and my personal life. 2023 was amazing too. I’ll never forget the small success of my first startup, ShipFast, a…
受众观点：① 很多开发者被 Marc 连续多年坚持和 ShipFast 小成功的故事鼓舞，认为他精力旺盛、执行力极强（@levelsio, 33likes） ② 有人从人生规划角度提醒不要过度延迟生育，觉得事业顺利时更适合兼顾家庭（@dvassallo, 11likes） ③ 也有读者单纯表达生日祝福和被日常输出激励，认为他是少数能持续带来动力的创作者之一（@Fanfulladev, 7likes）
展开评论
- @levelsio (33): @marclou Happy birthday! Very inspiring to see everything you do. You have a great limitless energy. Godspeed!!!!
- @dvassallo (11): @marclou Amazing Marc. If kids are on the cards, may I suggest not delaying. I don’t have many regrets in life, but if we started sooner we might even have had a fourth. And happy birthday!
- @sergeynazarovx (7): @marclou happy birthday Marc!
- @Fanfulladev (7): @marclou Happy bday man, you are on of the few people that inspire me to do better daily
- @carpdiem (6): Not sure if it's helpful, but from the POV of 39-turning-40, with one 4yo, and another kiddo on the way, may I suggest kids sooner rather than later? Time only makes them harder to get, and they're truly an incredible experience. If you go in with eyes open to learn, you'll find…
scaling01 吐槽 DeepSeek 现在推理风格变得和 Astra 一样简短克制，引发围绕“免费高智商模型”和蒸馏合规性的争论。
very curious that DeepSeek now has the same terse reasoning style as Astra must be a coincidence https://t.co/lg24P8cbuH
受众观点：① 有人认为作者是在无理抱怨，强调 DeepSeek 以几乎免费的价格提供接近 Astra 水平智能，是用户的大利好（@erenulu_, 24likes） ② 也有人从产业角度猜测，Anthropic 已经让蒸馏 Claude 变难，OpenAI 可能会成为下一个被“对齐”目标（@jan_volad, 24likes） ③ 还有人指出开源模型早就有类似风格，质疑作者为何只针对 DeepSeek 发难（@fartdownapipe, 22likes）
展开评论
- @scaling01 (40): need need need need https://t.co/9xzSqoCa6R
- @jan_volad (24): @scaling01 anthropic made distilling Claude a lot harder, so I’m not surprised OpenAI is the next target. Wonder if theyll say anything or just let it slide
- @erenulu_ (24): @scaling01 Why are you whining about this? It’s almost Astra-level intelligence for basically free.
- @fartdownapipe (22): @scaling01 open source models have been doing this for years tf are u on about
- @cloud11665 (5): @scaling01 concerning 🤔
谷歌研究团队开源了 Recursive Agent Harness 项目，提供一个递归式 AI agent 测试与改进框架，代码完全开源可在 GitHub 获取。
Recursive Agent Harness from Google Research. 100% Opensource. https://t.co/YBzUvJPWys
受众观点：① 原作者在评论中补充了 GitHub 仓库链接，方便开发者直接上手试用（@Saboo_Shubham_, 31likes） ② 有人关心这个 improvement harness 在不同任务上是否会出现退步，质疑其稳定性和泛化能力（@serxzsz, 5likes） ③ 也有开发者在问它与 Google ADK、antigravity SDK 的区别，关注与现有 Google agent 开发工具的关系和重叠（@jsb81, 2likes）
展开评论
- @Saboo_Shubham_ (31): GitHub Repo: https://t.co/6FZ9JUGBue
- @serxzsz (5): @Saboo_Shubham_ does the improvement harness ever get worse across tasks or only up
- @KairosDataLabs (3): @Saboo_Shubham_ Great share, thank you.
- @Urooj978 (2): @Saboo_Shubham_ the AI space is moving TOO fast rn
- @jsb81 (2): @Saboo_Shubham_ How is this different to google ADK and antigravity sdk?
Gergely Orosz 对比 Anthropic 仅成立 5 年却已产生超过 Salesforce、SAP、ServiceNow 等老牌企业的收入，并认为其增长没有放缓迹象。
Anthropic is a 5-year-old company. Every single other company on that photo is 15+ years old. The ones with the most revenue (Salesforce, SAP, ServiceNow) are 27, 52 and 22 years old. Anthropic gener…
受众观点：① 原作者补充说明 Anthropic 的估值是基于其远超以往科技公司的增长速度，并强调估值由承担风险的投资人给出（@GergelyOrosz, 43likes） ② 不少人指出 Anthropic 虽然收入高但亏损巨大，还背负未来数百亿美元的算力支出承诺，质疑这种模式是否是健康的生意（@johncodes, 29likes） ③ 也有人质疑「没有放缓」的说法，认为季度增长已经在下降，AI 实验室在把技术变成可持续业务方面表现糟糕（@preommr, 8likes）
展开评论
- @GergelyOrosz (43): How would you value a company that grows ~10x faster than the fastest-growth tech companies in the past? Also, these valuations have nothing do with how you would value it. It's how investors value it, today (who are risking their investment fwiw - it's all on them)
- @johncodes (29): @GergelyOrosz Revenue != functioning and profitable business. They are losing 10s of billions while on the hook for 100s of billions in spend commits in the next few years. If you have to spend 2-3$ for every 1$ in revenue, sounds like shaky ground for such a massive evaluation.
- @sherrod_im (21): @GergelyOrosz How can they put a market cap on a company that isn’t publicly traded?
- @DenLoginoff (18): @GergelyOrosz It also loses way more than it earns, unlike those companies..
- @preommr (8): @GergelyOrosz "no signs of slowdown" Third quarter growth is literally less than first two quarters. --- I am pro-ai but that doesn't change reality. Labs are doing an absymal job of making an amazing tech viable business-wise.
scaling01 发现 OpenAI API 中出现 aurora-blue/green/red-alpha 新模型名，猜测可能是专门的 Codex 编码模型或高性能推理版本。
these just appeared in the OpenAI API: aurora-blue-alpha aurora-green-alpha aurora-red-alpha there was an openrouter model called aurora-alpha earlier this year which was likely GPT-5.3-Codex-Spark s…
受众观点：① 作者本人也承认这些代号可能就是下一代模型，但目前信息有限，只能先观察（@scaling01, 27likes） ② 有用户从竞品角度出发，表示体验过 opus 5.5 后本想彻底弃用 OpenAI，把 aurora 看作 OpenAI 赢回用户的最后机会（@ikindatried, 9likes） ③ 也有人根据“red/blue”命名联想到网络安全场景，猜测可能是偏向 cybersec 的专用模型（@K0N4T4EXE, 2likes）
展开评论
- @scaling01 (27): or just next gen models idk
- @ikindatried (9): @scaling01 after experiencing opus 5.5, i was hoping to cancel all the subscriptions with openai, it is the last chance they have to win back.
- @K0N4T4EXE (2): @scaling01 "red" and "blue" infers cybersec models, yes?
- @JesusIsGod (2): @scaling01 https://t.co/oRA8drYWkT
- @ItsGoharr (1): @scaling01 every AI model launch obsolete within two weeks
独立开发者 Tony Dinh 分享自己因 API 或云服务失控调用损失 1700 美元，但因事先设置消费上限而避免更大损失的经历。
$1.7k gone 😩 Luckily I set a limit. https://t.co/1mdx4mQ3Fl
受众观点：① 有人表示 Tony 应该已经收到服务方邮件，并主动提供邮箱帮助处理报销问题，说明平台在积极介入异常账单（@thdxr, 139likes） ② 也有开发者调侃开源代码导致密钥暴露，把这次损失和「open code」的安全风险联系起来（@alainpogihehe, 22likes） ③ 评论中不少人关心服务商是否真的会收这笔钱，质疑在这种情况下用户是否需要为失控消耗买单（@CodyBontecou, 16likes）
展开评论
- @thdxr (139): @tdinh_me you should have received an email already but email me at dax@anoma.ly with more info and we'll get you reimbursed
- @alainpogihehe (22): @tdinh_me so that’s why it’s called open code because the keys are open
- @CodyBontecou (16): @tdinh_me There's no way they charge you for this, right?
- @LaneHenslee (11): @tdinh_me They distilled a model on your $1.7k. You deserve a credit in the model card
- @hey_supermax (2): @tdinh_me Spend limits feel boring until a night like this. Good thing you had one set.
Code Arena 宣布 DeepSeek-V4.1-Flash-20261017 在 WebDev 榜单上以十分之一成本超越 Kimi K3 (Max)，成为新的开源代码模型冠军。
Exciting news: DeepSeek-V4.1-Flash-20261017 (Max) by @deepseek_ai is now the #1 open model in Code Arena: WebDev, surpassing Kimi K3 (Max) at 10x lower cost! Highlights: - #1 open model, ahead of Kim…
受众观点：① 有人感叹作为 flash 级别模型还能拿到第一名，性能非常惊人（@Samking207, 4likes） ② 有用户特别看重 MIT 许可证配合低价，认为这才是真正让人开心的组合（@dusangran, 1like） ③ 也有人强调 10 倍成本优势才是关键，足够便宜会直接改变大家愿意去构建的产品类型（@Iris97w, 1like）
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- @Samking207 (4): @arena @deepseek_ai For a flash model this is truly amazing
- @arena (3): See the full Code Arena leaderboard: https://t.co/GFZ3FCC7Cl
- @dusangran (1): @arena @deepseek_ai mit license at that price is the part that makes me smile 😊
- @heyartzy (1): @arena @deepseek_ai That price to performance jump is wild
- @Iris97w (1): @arena @deepseek_ai #1 open model at 10x lower cost is the part that matters. cheap enough changes what people actually build lol
natolambert 质疑把窃取 API 密钥的网络攻击和向中国传输模型输出都统称为“distillation”，认为这种模糊用语掩盖了安全事件的真实性质。
There's something very odd going on with "distillation" if a cyber attack to steal api keys is looped under the same term. Same goes with looping together the model transfer stations to China. It's n…
受众观点：① 作者补充追问，为何像 Kimi 这样直接向用户输出 Claude token 的行为会被轻描淡写地归入 distillation，需要更精确的语言描述（@natolambert, 68likes） ② 有人指出把“distillation”写进事件报告是在帮公关团队洗地，真正的问题是密钥被盗本身，而不是训练技术（@nihalsaket1, 17likes） ③ 也有评论尝试为官方措辞辩护，认为如果被盗密钥被用于采集训练数据，称之为与 distillation 相关是合理的，只是公告没讲清具体关联（@patchwanders, 6likes）
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- @natolambert (68): To expand: Why is Kimi serving Claude tokens directly to users? Other Chinese labs likely are too. I wouldn't call this distillation but it is a shady pattern and we should have appropriate language to understand it.
- @nihalsaket1 (17): Putting "distillation" in the incident report is doing the PR team's job for them. Distillation is training on model outputs. Stealing API keys out of a legacy console is theft with extra steps. One of those sounds like a research problem you write a blog post about. The other s…
- @patchwanders (6): @natolambert If stolen keys were used to collect training data, “related to distillation” seems fair. The announcement doesn't explain that connection yet.
- @catinquotes (5): @natolambert "distillation attack" just means "keys got breached and we have no idea what the attackers are using them for"
- @hkay_okay (3): @natolambert Breach *related* to a distillation attack. The distillation attack was not the breach itself. I can't understand why so many people are misreading this.
作者围绕线性注意力在大规模模型中的可行性与上下文压缩方案展开反驳和技术讨论。
I agree with one thing. Making linear attention work at scale takes talent, and not every lab has it. The rest doesn’t hold up. In order: (1) “Why are the Western labs choosing to drop context instea…
受众观点：① 有人强调更偏好 SWA 等替代机制，认为长期会胜出（@giffmana, 18likes） ② 有人从代码智能体角度质疑仅凭单一“找针”任务难以评估跨文件、跨测试的真实长上下文能力（@Rolezn, 2likes） ③ 有人提到 SWAX 论文通过随机化窗口大小缓解短窗口对短上下文任务的伤害，关心业界混合方案是否采纳这一技巧（@yusufksadek, 2likes）
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- @giffmana (18): @ahatamiz1 I don't want to enter long online debate now, but registering for the future: i conceptually much prefer swa and think it, or something close to it, will prevail in the long run. If we ever meet and get beers, it will be fun :) PS: it's not me who chose swa at any of…
- @Rolezn (2): @ahatamiz1 For coding agents, I'd test whether the model can connect a requirement, its implementation and its tests across a repo. Finding one needle doesn't settle that.
- @yusufksadek (2): @ahatamiz1 The SWAX paper also found tiny windows hurt short-context tasks, and fixed it by randomizing the window size during training. Has any shipped hybrid picked that trick up
- @bezdarnost_brr (2): @ahatamiz1 you're goddamn right!!!
- @EternitiesAI (1): @ahatamiz1 dropping context is the cheap cut.
作者用 ModelTrace 指纹测试发现 DeepSeek-V4.1-Flash-1017 的数值行为与 GPT-6-Astra 非常接近。
DeepSeek-V4.1-Flash-1017's numerical behavior most resembles GPT-6-Astra based on ModelTrace which extracts output fingerprints through long integer generation challenges https://t.co/CDcdNWvxh6
受众观点：① 有人好奇外部团队在被切断 GPT 访问后更激进地蒸馏 Claude，再退回 GPT 的策略（@PaxMachinae, 10likes） ② 有人调侃 DeepSeek Flash 像贴了折扣标签的 Astra，暗示高度相似和价格优势（@arb5z, 2likes） ③ 有人提出相似整数习惯也可能来自共享合成数据，不一定意味着直接蒸馏（@owenreed_dev, 1likes）
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- @scaling01 (19): https://t.co/nAr1IkV8xE
- @PaxMachinae (10): @scaling01 Interesting that the outside observers chose to more aggressively distill Claude and then only fall back to GPT when they were cut off 🤔
- @arb5z (2): @scaling01 so deepseek flash is basically astra with a discount sticker?
- @TheCodingBug (2): @scaling01 Pretend it was literal just distilled from Astra with zero other work or training. No one cares at all. I do not believe it is literally just a Astra distill but even if it were it wouldn’t matter
- @owenreed_dev (1): @scaling01 Could shared synthetic data explain it too? Similar integer habits don't have to mean direct distillation.
作者调侃说没有 METR 给出时间线预测，感觉新模型发布都不算真正发生。
is life really worth living without METR time horizons?
受众观点：① 有人表示现在模型发布不看 METR 那条向右上方的曲线就感觉不真实，已经把它当成固定仪式（@Hongji_Leee, 4likes） ② 有人把 METR 图表戏称为唯一信任的“星座运势”，强调其象征意义（@bufcapy, 1likes） ③ 也有人提到可能需要新的基准或自己测量任务长度估计，用其他项目尝试替代或补充 METR（@xpasky, 1likes；@ToonamiAfter, 0likes）
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- @Hongji_Leee (4): @scaling01 a model release doesn't feel real anymore until METR draws the little line going up and to the right
- @iamgroguu (2): @scaling01 Just make one
- @bufcapy (1): @scaling01 ngl the metr chart is the only horoscope i trust
- @xpasky (1): @scaling01 Well, not really. :( I might end up having to measure my own task length estimates... Until then, fingers crossed that the ECI correlation keeps up? (https://t.co/Pu7ewFBd2Z a project very much in progress) https://t.co/TDWpOjzlvu
- @ToonamiAfter (0): @scaling01 I think we need a new benchmark
作者批评一部分人一方面用“瓶颈和制度”低估 AI 变革速度，另一方面又迅速淡化 GLM 5.3 权重泄露后的网络安全风险。
There are people who say “the changes from AI will take longer than you think because <bottlenecks and institutions and other broad abstractions>,” who also were inclined to believe that AI cyb…
受众观点：① 有人表示没太看懂但感觉是在说自己，体现圈内讨论的指向性和人设互动（@natolambert, 21likes） ② 作者补充说明自己其实同情瓶颈视角，但仍认为在网络安全上低估扩散速度是矛盾的（@deanwball, 14likes） ③ 有人从攻防不对称角度钢人化，认为攻击侧 AI 网络风险扩散远快于传统金融或会计等自动化风险（@heroin_sheikh, 4likes） ④ 也有人指出不能把所有网络事件都归因于开源模型，强调基础安全卫生和监管话语的区分（@ResilientCyber, 2likes；@minimesoy, 1likes）
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- @natolambert (21): @deanwball I don’t really understand this post but think it’s supposed to be about me?
- @deanwball (14): Generally I sympathize with the <bottlenecks> view of the world by the way.
- @heroin_sheikh (4): @deanwball steelmanning this, cyber risks on the attacker side proliferate way faster than do automation risks to say traditional finance or accounting
- @ResilientCyber (2): Has it aged badly though? The incidents cited primarily involved poor default passwords, and internal insecure infrastructure and hygiene. We can't conflate every cyber incident that happens now as attributed to open weight models as some sort of justification for stifling open…
- @minimesoy (1): @deanwball the days vs decades mismatch is such a clean catch. you can't lean on slow diffusion for one claim and a three day sample for the other
作者介绍在合成医院基准上，小模型配合 SFT 和工具在病人诊断任务上可以超过 GPT-6 Luna，且工具对小模型帮助更大。
This is really cool work on our synthetic hospital benchmark. For patient diagnosis, this shows that small models + SFT + the right tools > GPT-6 Luna. Interesting is that the tools help small mod…
受众观点：① 有人指出工具对小模型更有效这一不对称现象很关键，可能说明工具主要在检索和执行环节补短板（@Grok9527, 1likes） ② 有人关心工具到底修复了哪些失败模式、掩盖了哪些问题，希望更细粒度的误差分析（@EternitiesAI, 1likes） ③ 有人分享在前列腺相关研究中也看到类似结果，认为小模型更适合临床本地部署和合规环境（@hznus, 1likes） ④ 也有人直接追问为什么工具能帮小模型却帮不了大模型（@ikuznetsov_com, 1likes；@srcbuild, 1likes）
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- @Grok9527 (1): @Tim_Dettmers “工具帮小模型、不帮大模型”这个不对称很关键。它说明工具补的可能不是知识量，而是检索和执行环节：Qwen3-4B 靠 SFT 加一个简单搜索工具就摸到约 1T 参数模型的水平，RL 反而帮助不大。想追问一句，这种补偿从合成环境换到真实临床流程时，还能保留多少？
- @EternitiesAI (1): @Tim_Dettmers i'd want to see which failures the tool fixes and which it hides.
- @ikuznetsov_com (1): @Tim_Dettmers tools being more effective for small models makes sense
- @hznus (1): @Tim_Dettmers We saw similar results in our prostate SAGE paper. Smaller models are the future for clinical use (easier to host locally and set up HIPAA compliant custom harnesses), this is great work!
- @srcbuild (1): @Tim_Dettmers tools close the gap for small models. why not big ones?
Hacker News 讨论一篇关于伊丽莎白·霍姆斯纪录片的影评文章，很多人吐槽作者试图淡化欺诈、却没有给出有说服力的具体分析。
How the Elizabeth Holmes documentary “You Can See Everything” is deceiving
受众观点：① 经常刷科技新闻、容易被大公司或独角兽故事影响判断的开发者和产品人 ② 想通过纪录片了解科技史、但又担心被单一叙事误导的普通观众和准创业者。
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- @nickstinemates (0): > But the thing that often gets lost in the retelling of her story is that Holmes was actually acquitted of all four charges related to defrauding patients. She’s in prison because a jury found that she knowingly misled investors who poured more than $700 million into the startu…
- @samschooler (0): I don't think there is any magic sauce to this movie. I saw it yesterday, and do agree (spoilers ahead) there are three acts: deception, sympathetic, puppeteer. I feel though that this article treats the movie as if its some sort of hypnosis; it's not. Its a very well put togeth…
- @ksymph (0): This article falls into the same trap, I dunno what to call them, artsy-upper-class-society-and-film reviewers often do; writing vague yet meaningful-sounding things about the obvious subtext of a movie as if it was a revelation, yet without any specific observations about it. Y…
- @halyconWays (0): This reads like a high schooler discovering that film can manipulate you, but doesn't go any further than that. "We like to believe that we form our opinions by gathering evidence, weighing facts, and arriving at reasonable conclusions. Be for real. No we do not." She speaks for…
- @greesil (0): You can just read Bad Blood, too, and skip the movie / hyperbole/ whatever
Hacker News 讨论苹果在 macOS 上废弃 OpenGL 后，开发者如何用 Vulkan、Mesa 等新图形 API 以及 AI 工具迁移旧项目，并抱怨苹果软件质量下滑。
macOS 15.8.2 Breaks OpenGL
受众观点：① 老项目还在用 OpenGL、担心苹果平台兼容性的独立开发者和小团队 ② 想用 AI 降低遗留代码迁移成本的工程师 ③ 关注苹果软件质量和开发者生态走向的技术用户。
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- @api (0): These days you could just ask a bot to port your stuff from OpenGL to a newer API. Backward compatibility is less of an issue when fixing legacy stuff takes $25 in tokens.
- @corysama (0): Seems like a good time to mention that LunarG’s Vulkan-on-Metal wrapper reached Vulkan 1.4 conformance recently. https://www.lunarg.com/the-state-of-vulkan-on-apple-oct-2026... Now we need Mesa’s OpenGL-on-Vulkan to be production-ready when running on KosmicKrisp https://docs.me…
- @mosura (0): The general Apple software quality decline seems to be accelerating. We are in the thousand papercut stage where lots of small things just don’t work properly. One of my Macs has developed the most insane habit of losing audio output capability, and then tries to route it to ano…
- @grumple (0): The response from apple is insane, “please keep trying to reproduce this for us”. That is your job, apple engineer. As a manager of a large software org, a response like that from one of my engineers would drive me insane. Fix the damn problem or provide a timeline for addressin…
- @Razengan (0): You can ask an AI to go through my HN account and see that I used to be an unapologetic Apple fanbitch Now I must soundly say: Screw Apple. Momentum and their hardware quality are the only things setting them apart from other platforms, while their ecosystem and individual softw…
Hacker News 讨论一款带搜索功能的 AI/爬虫相关服务，其定价和能力被拿来与 DeepSeek Flash、exa、Brave Search API、Kagi API 等搜索接口做对比。
DeepSeek search and fetch – $0.75 per 1000 successful requests
受众观点：① 想给自家 AI 助手或 RAG 系统加实时搜索能力、但在选 DeepSeek 自带搜索还是外部搜索 API 之间犹豫的独立开发者 ② 已经在用 Brave/Kagi/Exa 等搜索 API、关心成本优化和反爬稳定性的工程师和技术创始人。
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- @Doohickey-d (0): How well does this (and similar services) deal with anti-bot protection? What happens if I attempt to retrieve a page protected by the cloudflare checkbox or by Anubis? An error, no useful content, or the actual content I want?
- @dsco (0): DeepSeek Flash really came at a bad time before the Anthropic IPO. I use this thing daily and it’s neck and neck with SOTA models. The search is one of the things setting it apart.
- @Havoc (0): As reference point exa charges 4 bucks
- @thombles (0): For comparison that’s $5 with Brave Search API and $12 with Kagi API
- @frenchtoast8 (0): For comparison, Kagi charges $12 per 1000 searches (only talking about their API pricing, like what you’d use with an LLM; their $10/mo plan has unlimited searches but it’s a TOS violation to use those credentials with an LLM).
Hacker News 上关于一篇讨论大模型对数学研究影响及其私有控制风险的文章，引发了对 Terrence Tao 态度转变、LLM 实际助益和科研政策环境的激烈争论。
Will it be a golden age or a dark age for mathematics (and science)?
受众观点：① 有人怀念早期由 Tao 亲自撰写的深度文章，认为现在的内容质量和个人风格有所下降（@bananaflag） ② 部分用户嘲讽 Tao 从积极为 OpenAI、Anthropic 站台到担忧 AI 杀死数学工作的态度转变，质疑其立场一致性（@muadddib） ③ 也有人指出一边强调 LLM 不能独立推进数学，一边又强调私有控制危险存在逻辑张力，认为数学界完全可以选择忽略或有限使用这些工具（@simianwords） ④ 还有评论把视角拉到更宏观的科研政策，认为教育和科研经费削减、移民收紧与政府押注 AI 的组合才是“黑暗时代”的根源（@dfxm12）
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- @bananaflag (0): I miss articles actually written by Tao.
- @muadddib (0): I love how Terrence Tao went from being AI shiller -- being a walking advertisement for openai and anthropic to a Oh nO MaThS iS KilLeD wHaT aBoUT mY JoB in a few months.
- @alansaber (0): "Logistical component A is constrained by abstract concept B." am I being a dick, or is this not extremely interesting to read? TBF I've probably over-consumed this particular category of argument recently.
- @simianwords (0): > Private control of frontier LLMs is potentially dangerous. The author spends a lot of time trying to suggest that LLMs are not the end all be all and humans are still needed for understanding etc. Fine. I understand. If it is so the case that LLMs don't help that much, surely…
- @dfxm12 (0): In the US, we've already seen the decrease in funding for education & research and closing borders down to many foreign researchers. The current admin and mainstream media is science-skeptic. We're already heading for a dark age. AI's contribution is largely because those polici…
Hacker News 上大量用户吐槽域名注册商 Namecheap 涨价、私募收购后服务质量下滑，甚至出现擅自取消订单、误停业务域名等严重问题。
Namecheap just seized and disabled all my domains
受众观点：① 还把所有域名都压在单一注册商上的 indie hacker 和小团队 ② 准备长期运营 SaaS、担心基础设施单点故障的创始人 ③ 想了解私募收购后常见“割韭菜”模式的技术用户。
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- @CharlesW (0): Namecheap cannot be trusted. I purchased a domain for a "normal" price (and yes, I have receipts). Shortly after they realized they fucked up, voided the purchase, and made it a $1,500 premium domain. Obviously, my recommendation is to avoid Namecheap.
- @throw-the-towel (0): There's a reason it's called Namecheap not Namesafe.
- @ericholscher (0): Yea they did something like this with us. Fully turned off our business domain because we didn’t reply to a phishing email in 48 hours. We migrated out the next day once we got it resolved. It took over 6 hours from when we noticed the issue and responded until they turned it ba…
- @sirnicolaz (0): This gave me the final kick to finally move away from Namecheap
- @sourcecodeplz (0): namecheap purchased by private equity CVC in 2025 for $1.5B so costs need to go down (-human support + ai automation) and prices go up (they increased i think .com 3 times this year alone)
Hacker News 讨论一个 FOSS 工具：接入现有 coding agent 流程，在每次推送到生产环境前弹出问卷，检查开发者是否真正理解由 AI 生成的代码。
FOSS, Basically it plugs into your existing coding agent workflow and every time you push to prod it'll throw up a questionnaire that checks if you understand how the code you're pushing works.
受众观点：① 已经在生产环境大量使用 AI 生成代码、但担心自己变成“复制粘贴操作员”的工程师 ② 想在团队里推广 coding agent、又怕质量失控的技术负责人和独立开发者。
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- @totallykvothe (0): "Outsource your thinking" I'm sorry, what?
- @jamienk (0): I can kinda understand the motivation here: you push a bunch of slop (or is it deep, genius code?) but you have a kind of nagging suspicion that you should get to know it more familiarly, like back in the good old days a few months back when you sort of understood what was going…
- @linkdd (0): https://www.sphinx-doc.org/ Your slop generator should check if a name exist before claiming it.
- @altmanaltman (0): People who care about the problem will definitely not be using this as a method to "understand" their code. People who don't care about this problem will continue to not care. So, who is this for?
- @gandhiandy69 (0): We went from micromanaging code to micromanaging tools and markdowns.
Hacker News 讨论一篇用 TypeScript 演示解析器组合子（parser combinators）的文章，读者评价其可视化和设计不错，也有人质疑文中 Parser 类型定义和“partial parser”概念不严谨。
Parser Combinators
受众观点：① 想给自己产品加简单 DSL 或配置语言的独立开发者 ② 对编译原理感兴趣但不想啃厚书的前端/全栈工程师 ③ 想用 AI 帮忙写 parser、又担心类型安全和错误处理的开发者。
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- @tikimcfee (0): Love me some combinators. In my earlier days it helped bridge the academic gap of CS grammars and languages to something I could not readily apply to internship dev work. I seem to recall an attempt to map or generate the from regex and in reverse, but I might be crazy this earl…
- @monster_truck (0): I would suggest parsing my scroll wheel input and combinating it into page events
- @adrianhqs (0): Nice design
- @lacoolj (0): Did you use the new Claude Motion for this?
- @mrkeen (0): Not a good starting type: type Parser<T> = (input: string) => [T, string] This implies that it accepts a string and will return a T. Parsers might return a T. The article also starts with the concept of a 'partial parser', from which other (non-partial?) parsers can be construct…
作者为了迎接《Ocarina of Time》重制版，用 Claude 帮忙梳理任天堂官方塞尔达时间线，并设计了一张分支清晰的可视化时间轴。
I made this ahead of the Ocarina of Time remake which comes out in 17 days. I remember the feeling of playing it as a kid but I hadn’t kept up with the story so I built a timeline to catch up before…
受众观点：① 游戏粉丝觉得这张时间线设计有趣、视觉呈现很棒，愿意当作入坑或补课材料使用（@cr125rider） ② 有人从数据角度质疑，把本来相对独立的游戏硬凑成一条“时间线”更像对随机事件做聚类分析（@hyperhello） ③ 部分老玩家在讨论重制版平台、是否会登陆 Switch 2 等发行层面的信息（@bovermyer）
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- @sharkbot (0): Don't forget to include: - Link: The Faces of Evil - Zelda: The Wand of Gamelon - Link's Crossbow Training - the various Hyrule Warriors games Good luck! :)
- @cr125rider (0): This is really fun! Great design!
- @hyperhello (0): What’s the word for trying to do cluster analysis on what is actually randomly distributed data? The games do have obvious similarities and sometimes refer to each other, but they’re independent events.
- @candlemas (0): There's a story?
- @bovermyer (0): I played Legend of Zelda, Adventure of Link, A Link to the Past, and Ocarina of Time to conclusion. I haven't really played any Zelda games since then, except maybe for a few minutes for a few of them. I'm a little surprised to hear that Ocarina of Time is getting a remake. I ta…
Hacker News 讨论一篇把软件比作“手工艺品”的文章，强调个人创作者视角、用户在使用中与“创造者之心”互动，并批评现代大公司流水线式开发让产品变成没有灵魂的拼装怪物。
Someone behind the software
受众观点：① 在大厂流水线里做产品、对缺乏主人翁感感到厌倦的工程师 ② 想做自己小工具、又纠结要不要大量依赖 AI 生成代码的 indie hacker ③ 关注软件设计哲学、喜欢“有作者签名感”产品的重度用户。
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- @Ozzie_osman (0): "You will love this next piece of software. Completely hand-made. Each line of code, each piece of the visual design, was carefully and artisinally crafted by a real human, using techniques passed down for generations between craftsmen. Some of those techniques survive in books…
- @ajrouvoet (0): I enjoyed the introduction. I just picked up “The mind of the Maker” by Sayers, which Fred Brooks cites in The Mythical Man Month: “ Dorothy Sayers, in her excellent book, The Mind of the Maker, divides creative activity into three stages: the idea, the implementation, and the i…
- @iamcalledrob (0): I wholeheartedly agree with this perspective. As with most creative pursuits, the best things happen when there's a clear point of view. Unfortunately, the best things aren't always the most commercially successful, because products are only a small part of what makes a company…
- @mschuster91 (0): > I wonder whether some of this comes from how the work is organized. Individuals work with agents to produce changes independently, each operating a small software factory. Each change might make sense on its own, but together they start to resemble Frankenstein’s monster rathe…
- @conqrr (0): This is everything not just software. Although a lot of what we wear, eat and drink come from factory, if it didn't, you can always tell the someone behind it. Handcrafted things easily have more value and I find myself thinking more about it only after it affected what I did da…
Hacker News 上一篇关于 Meta 抓取网页数据的讨论，开发者分享如何通过 robots.txt、UA、ASN、TLS 指纹等手段识别并封堵 Meta 爬虫。
Legal experts warn Meta's new terms still grant broad scraping permissions
受众观点：① 有内容站点或 API、担心被大厂无偿抓取数据的独立开发者和小 SaaS ② 做反爬、风控或基础设施的工程师 ③ 关注隐私和数据所有权、想知道技术上能做什么防护的技术用户。
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- @Bender (0): still have the ability to disable the crawler via robots.txt flags Never rely on robots.txt. Configure it, but do not rely on it. A bot will do what a bot can do. Their bots are trivial to spot so close the connection, bonus if done silently closing the socket and inhibiting fir…
- @cyanydeez (0): Humanity experts warn oligarchs, "not good" News at never.
- @jareklupinski (0): just rename the company to Meta Law or Zuckerberg & Associates already
- @Heronsunny (0): Blocking by UA is pointless now, meta-externalagent rotates and a chunk comes off non-Meta ASNs. We matched on ASN plus TLS JA4 and that actually stuck.
- @newhotelowner (0): And they spend huge resource so that we can't scrap Facebook - our own feed.
Hacker News 讨论一个用现成零件自制微米级精度机械平台的项目，很多人对未来在家自制芯片、微制造工具的可能性感到兴奋。
RepRapMicron
受众观点：① 对自制硬件、机器人和微制造感兴趣的开发者和创客 ② 做 AI 工具但好奇未来如何把模型能力下沉到物理世界实验和制造环节的工程师和技术爱好者。
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- @godber (0): Thank god, in 18 months we can start making our own RAM.
- @thenthenthen (0): Very cool, and I understand the off the shelf parts ambition, but what are those usb microscopes used for? These are absolute garbage (but light weight).
- @CarVac (0): Related: https://www.youtube.com/watch?v=UvV2CH5il3Q And the channel's preceding few videos covering the development of the prerequisite technologies.
- @carterschonwald (0): omg, ive wanted a precision computer controlled flexure motion system for yearssssss. i may also just really love tiny tools and devices.
- @swiftcoder (0): I did not expect this would be achievable to such tight tolerances - this is very impressive. Excited to see a new wave of micro-manufacturing in our future
Google Research 开源 Harness² 框架，让 AI agent 在执行每个任务时自动改进自己的测试 harness 与评估流程。
Google Research open-sourced Harness², a framework that helps AI agents improve their own harness for every task they work on. Repo 👇 https://t.co/8LuvHmeSsc
受众观点：① 关心 Harness² 具体用途和安装方式的开发者，想知道是否能接到 Codex 或 Claude Code 等现有工作流中（@erikvallart, 1likes） ② 对“自我改进 harness”概念感兴趣的读者，认为 Google 在让代理自己收紧反馈回路上很有意思（@eth_ansh, 1likes） ③ 关注这是 Google Research 再次开源 AI 相关工具的用户，期待更多可直接复用的研究产物（@MichaelKaiserAI, 0likes）
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- @ai_for_success (17): Read more here : https://t.co/EciaZLiNyu https://t.co/vqXjh6IcUl
- @erikvallart (1): @ai_for_success Is it supposed to be installed as first layer in Codex or Claude code for any work?
- @eth_ansh (1): @ai_for_success Self-improving harnesses. Google keeps cooking.
- @ClemensJStein (1): @ai_for_success The harness eats more time than the model. Agents tightening their own loop per task is the useful bit.
- @MichaelKaiserAI (0): @ai_for_success Open source again, nice
作者分享自己每天使用的一整套 Claude Skills 命令库，用一词触发预设指令避免在每次对话里重复自我介绍和环境设置。
These are the exact Claude Skills I use every day. I'm giving you the whole library (for free): A Skill is just a /command that fires itself. No more re-explaining who you are. No more "read this fil…
受众观点：① 质疑所谓免费技能库背后会不会通过验证码或邮箱收集获客的用户（@ItsGoharr, 1likes） ② 觉得用一个词触发完整上下文和指令，能大幅减少每次重新解释自己的时间的重度使用者（@chenzhangreal, 0likes） ③ 关心这些 Skills 会不会误触、在没需要时自动触发影响体验的用户（@yfilipch, 0likes）
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- @ItsGoharr (1): @rubenhassid free until the otp wants your email
- @Argona0x (0): @rubenhassid hah claude turned into a recruiter bro
- @chenzhangreal (0): @rubenhassid typing one word instead of re-explaining yourself every chat is such a massive time saver.
- @yfilipch (0): @rubenhassid how many of them fire when you didn't ask lol
- @heyartzy (0): @rubenhassid prompt master is a lifesaver for brain dumps
作者分享参观一套标价九百万美元豪宅的体验，吐槽实际观感远不如价格预期那样惊艳。
I went to an open house for a $9m house today: 1) where I’m from, they don’t allow just anyone to view 9m houses 😂 2) I really thought, for $9m, I would like it more!
受众观点：① 讨论高价豪宅参观门槛，有人表示在本地要看 900 万美元房子必须先出示资金证明（@VicVijayakumar, 9likes） ② 分享自己去千万级豪宅活动却发现装修和设施和普通公寓差不多、甚至更差的失望经历（@loobah_l, 10likes） ③ 调侃在旧金山只要穿着 AI 实验室周边、查好 Zillow 就能去看高价房的科技圈文化（@herbiebradley, 3likes）
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- @loobah_l (10): @maiab I have been to an event (multi hour) at a $10m house and a $18m house and was sorely disappointed because it was just like my apartment but just two floors and on the water. Same fit and trim. Worse smoke alarms and toilets. Sad.
- @VicVijayakumar (9): @maiab If I asked to see a $9M house here I would need to bring proof of funds.
- @mrfboyer (7): @maiab Just wait until you’re unimpressed with $40m homes…
- @herbiebradley (3): @maiab in SF you just turn up with AI lab merch after checking on zillow
- @CarolWalshReal1 (2): @maiab Lol meh everywhere you looked
作者展示用 Opus 5.5 自动剪辑短视频的能力，声称仅用 5 条视频就能在平台上获得 2340 万次播放。
Opus 5.5 can now edit videos like these and get 23.4M views with 5 videos https://t.co/98XvHepqja
受众观点：① 其他开发者分享用 agent 自动生成课程讲解视频的经验，提到大量课时视频竟然用了同一首配乐的问题（@ShivamPatxl, 2likes） ② 有人提到自己今天刚做了 JSON 到 TikTok 的自动发布流水线，好奇作者的具体技术栈和流程（@valewnrt, 1likes） ③ 读者关注这么高播放量背后的变现方式，直接询问如何把流量转成收入（@rikventure, 0likes）
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- @ShivamPatxl (2): @ErnestoSOFTWARE agents make the lesson videos for my kids math app. at one point 74 of 91 lessons used the same music track
- @valewnrt (1): @ErnestoSOFTWARE built a JSON to TikTok pipeline today, whats your setup?
- @rikventure (0): @ErnestoSOFTWARE nice engagement rate how do you monetize tho?
- @Monicabellamama (0): @ErnestoSOFTWARE what is the tiktok channel ?
- @iamsax_ (0): @ErnestoSOFTWARE This is crazy! Mind sharing it on https://t.co/VF6j8Gfgyp?
作者提出 AI 本身没有欲望因此不会有真正的创意品味，所谓 AI 创造力其实是模型作者和训练数据偏好的投射。
And AI will never have creative taste because AI doesn’t want anything. Creativity comes from wanting the world to be a certain way. What we assume to be AI creativity is what the person who created…
受众观点：① 有人区分来自思考的创造力和来自流程的创造力，认为通过给 AI 设计流程和工具也能产生相对意义上的创意输出（@aureliengeorget, 2likes） ② 评论者强调 AI 没有欲望，进一步支持“创意动机只能来自人类”的观点（@mak_1102, 0likes） ③ 有人把 AI 类比为相机、三维软件或画笔，认为真正有创意的是使用这些工具的人（@imrobertmine, 0likes）
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- @aureliengeorget (2): We had this debate with @LukePS, and tbh, I have a slightly different opinion. There is the creativity that comes from thought; in that case, AI will never be able to match that. And there is the creativity that comes from a process. You can reach a creative flow by following a…
- @narwhster (0): @bekacru I'd like to add something. I agree with u 100% here, and I think one of the biggest problems with anthropic is that they pretend the opposite is true.
- @mak_1102 (0): @bekacru AI doesn’t have desire
- @imrobertmine (0): @bekacru A camera, a 3d program, nor a paintbrush have any creative taste. The human behind them does.
- @ruiyuwg (0): @bekacru Can’t agree more. And building stuff that people want is really about experiencing some problems you’ve had yourself and someday you decide to fix it, AI can’t experience problems
一位独立开发者分享自己辞职 21 个月全职做 SaaS，如今产品累计营收已达到 25 万美元的里程碑。
21 months ago I left my job to build a SaaS. Today that SaaS hit $250,000 all-time revenue 🥹🥹 https://t.co/a4HyjfL1e6
受众观点：① 为独立做 SaaS 是否可行、多久能养活自己而焦虑的开发者（@SatyamVyas04, 2likes） ② 关注作者背景、地域等外部条件对成功影响的读者，比如对来自 Midlands 的调侃（@NotPhilSledge, 1likes） ③ 细看营收曲线中最近几个月下滑或波动，担心增长可持续性的开发者（@rayvahey, 1likes）
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- @robj3d3 (11): If I can do it, so can you ❤️ https://t.co/CyNSXJOIjS
- @SatyamVyas04 (2): @robj3d3 congrats man! big ups :)
- @NotPhilSledge (1): @robj3d3 Not bad for someone from the Midlands. 🇬🇧
- @georgevichdev (1): @robj3d3 congrats Rob! let's gooooooooooooooooooooooooooo
- @rayvahey (1): @robj3d3 that dip since february though
作者在 Antigravity 中给 Gemini 4 Argon 布置复杂任务，并计划用自定义 skill 做好任务前规划，后续会写详细经验分享。
I've given Gemini 4 Argon another complex task in Antigravity, https://t.co/RIewMMOTIL
受众观点：① 关注 Gemini 4 Argon 在复杂任务中实际表现和可落地用法的开发者（@ai_for_success, 4likes） ② 对比不同模型在视频/视觉任务上的效果，想看 Opus 5.5 等模型实战案例的技术用户（@rkjat65, 1likes） ③ 对 Antigravity 这类可视化/多模态场景感兴趣，关心作者在视觉方向探索进展的粉丝（@sabrishsurender, 1likes）
展开评论
- @ai_for_success (4): Good results start with good planning before an agent begins working. That's the part I'm trying to solve with my custom skill. I will do a write up about this in details after I am back from vacation. https://t.co/D2XMpgpHk7
- @HarshithLucky3 (2): @ai_for_success Argon going to nail this waiting for the result.....
- @rkjat65 (1): In case you want to see Opus 5.5 video editing on the Brihadeeswarar Temple and Khajuraho, for Dravida vs. Nagara styles of temple architecture https://t.co/sZ6hPrntRX
- @Adidotdev (1): @ai_for_success it's cooking , is it temple ?
- @sabrishsurender (1): @ai_for_success Looks like you have gone deep into visual stuff
作者吐槽在真实网络攻击场景下，前沿大模型因为安全过滤拒绝提供网络安全协助，从 Hugging Face 到 OpenCode 都让防守方难以用 AI 及时应对。
It's an absolute shame that frontier models are refusing to help during cyberattacks because of safety filters. First Hugging Face, now OpenCode.
受众观点：① 认为闭源前沿模型的安全策略正在削弱防守方能力、期待开源模型补位的开发者（@rav4nn, 3likes） ② 有过把服务器日志贴给模型却被当成网络犯罪说教的尴尬经历的工程师（@useAuton, 2likes） ③ 担心“只限制守法者、放任攻击者”的监管和安全策略，认为当前做法在现实中适得其反的安全从业者（@Zapidroid, 1likes）
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- @rav4nn (3): @ai_for_success Open weight models to the rescue!
- @Greg_GL_87 (2): @ai_for_success the OpenCode news I saw was a breach, not a refusal, so that one might be mixed up
- @useAuton (2): @ai_for_success Nothing humbles you like pasting your own server logs and getting a lecture on cybercrime 😶
- @Zapidroid (1): @ai_for_success yea they are handicapping the defenders its like taking away guns from everyone, all the law abiding citizens turn in their weapons but the criminals keep them so now only the criminals can attack with guns without the good people being able to defend themselves…
- @scsherm_ (1): @ai_for_success 🤝
作者调侃如果谷歌把新模型命名为 aRSenIc，就像在用元素周期表玩梗，继续延续 Argon 等奇怪命名风格。
When Google names their new model aRSenIc, it’s over.
受众观点：① 觉得 Google 在 AI 圈的社交媒体和命名风格很迷惑甚至反感的用户（@Matt27659906, 2likes） ② 把 Argon、aRSenIc 当成化学元素梗来玩，觉得谷歌在元素周期表上乱跑的吃瓜群众（@vorpal_onchain, 1likes；@enkride, 1likes） ③ 认为给模型起“毒药”名字是营销翻车案例、吐槽市场团队决策的用户（@jessyfries, 1likes）
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- @Chaos2Cured (4): @ai_for_success 😂 •
- @Matt27659906 (2): @ai_for_success Google on Twitter is some of the worst cancer in the entire AI space outside of like any rhetoric coming out of or around the all in podcast
- @vorpal_onchain (1): @ai_for_success Oh! We doing chemistry now🤣
- @jessyfries (1): @ai_for_success naming your model arsenic is a choice, someone in marketing was definitely not in that meeting
- @enkride (1): @ai_for_success Argon, now aRSenIc... Google's naming team is speedrunning the periodic table and hiding RSI in it 😂
作者分享自己经验，认为 Medium 作为长文内容平台在应用和产品线上营销被严重低估，用户带着研究心态来阅读，比 Instagram、YouTube、LinkedIn 更适合深度推广。
medium is seriously underrated for marketing apps/products online, the audience here is very different from instagram, youtube or linkedin. 👨💻 people come to medium specifically to read, learn and g…
受众观点：① 很多评论认同 Medium 像自带流量的 SEO，长文在这里更容易被认真读完（@Tajine1x, 1likes） ② 有人刚开始在 Medium 写作，看到同路人会更有动力坚持输出（@buildwbhoomika, 2likes） ③ 一些创作者关心 Medium 的支付和 Stripe 结算细节，尤其是印度等地区是否能收款（@adearttt, 0likes）
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- @buildwbhoomika (2): @anulagarwal Ive recently started writing on medium too! Exciting to see fellow Medium writers on X :)
- @Tajine1x (1): @anulagarwal medium is kind of like SEO but the people are already there to read, i think thats why long post work there and die on other apps
- @adearttt (0): @anulagarwal Just curious medium use to have stripe account for payments right which was not available for India? Is it now?
- @mankaff_ (0): @anulagarwal gold tips! will also work for my mobile apps?
- @Stillindraft (0): @anulagarwal How long have you been writing? Been couple of weeks and im already frustrated with the reach
作者公开征集合作者一起写一篇关于科技产品营销的长文，并抛出双关标题“There’s no such thing as a free launch” 来调侃产品发布和免费午餐。
who wants to co-author a tech marketing essay with me? I already have a killer pun name: "There's no such thing as a free launch."
受众观点：① 有人表示非常喜欢这个概念和标题，说明创作者圈对系统化讨论 tech marketing 有兴趣（@lilyyang169, 1likes） ② 评论里有人开玩笑说自己忙着为工厂 shitposting，反映出不少人把 X 当玩梗平台而不是认真做营销（@selzer25, 3likes） ③ 也有人分享自己关于“free lunch”的旧稿和用 Gemini 完稿的想法，说明大家对写作工具和 AI 辅助创作也有需求（@HarryStuck77, 1likes）
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- @tereza_tizkova (4): oh i might have already found a co-author, love X
- @selzer25 (3): @tereza_tizkova i would but i am to busy shit posting for factory sorry 💔💔
- @lilyyang169 (1): @tereza_tizkova I LOVE this concept
- @HarryStuck77 (1): @tereza_tizkova "I had free lunch at Google Ireland in 2010. Never since." was my draft. Will finish it with Gemini one day.
- @tokifyi (0): @tereza_tizkova love the name
Claude 官方展示用 Opus 5.5 和 Sonnet 5.5 等模型做出的六个创意项目，包括野火扩散分析原型和手绘棋局等应用案例。
Six projects from the last few weeks that caught our attention: A wildfire analysis prototype that maps the fire’s spread over time and tracks hot spots, made with Opus 5.5. https://t.co/yagXxk13V1
受众观点：① 关注 Claude 5.5 能力边界、想用大模型做垂直产品的开发者 ② 想找灵感把 AI 能力落地到具体场景（金融、可视化、教育）的产品经理和 indie hacker ③ 已在用 GPT/Claude API、考虑是否切到 Opus 5.5 的技术创作者。
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- @claudeai (4124): Chess, played as doodles on notebook paper. Made with Sonnet 5.5. https://t.co/mZexRL31Y6
- @AirCunhaXtra (410): @claudeai https://t.co/IHg3822xZX
- @JonatanRandin (208): @claudeai Price action explained using machinery. Built using Opus 5.5 https://t.co/EvNrXJgaem
- @albert_brugue (202): @claudeai made this one with claude today: a 3d explainer of how the new tesla roadster "flies" (spoiler: it mostly doesn't) https://t.co/7oogrXAcsc
- @austnstuff (158): @claudeai you missed the new open world game from legendary game developer @_chuckyc
推文讲述一位独立开发者用 C++ 从零做游戏 Tangy TD，耗时 1400 多天首周营收 25 万美元，并记录他与妻子激动反应的故事。
This indie dev spent 1,400+ days building his game, Tangy TD, completely from scratch in C++. Seeing him and his wife react after the game earned $250,000 in its first week after launch is honestly b…
受众观点：① 正在做或想做长期项目的 indie dev 和 solo 创业者 ② 对收入数字和时间投入敏感、想评估自己项目 ROI 的开发者 ③ 关注 Steam/游戏案例但本质上想学习产品打磨与发布策略的技术创作者。
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- @Cakez77 (566): @IndieGameJoe Hey! Thank you for posting about this, I really appreciate all the kind words and wishes. ❤
- @MrTupids (498): @IndieGameJoe This dude is reaping the benefits of his hard work AND he has a loving and supportive wife! We should all be so lucky! Congrats, man!
- @IndieGameJoe (442): The indie dev is @Cakez77. Show them some love, guys! Huge congratulations!
- @PeterMmuo (331): @IndieGameJoe Love seeing good guys win https://t.co/DXFoGqeupc
- @IndieGameJoe (277): You can get the game on Steam now: https://t.co/TRgeU5n45j
推文介绍多人对战游戏 Figure Me Out，玩家通过读出对手额头数字并输入来淘汰对方，结合烟雾弹、闪光弹和望远镜等机制。
This indie dev is making a game where you eliminate others by typing the number on their forehead - Race to read their number first - Throw smoke and flashbangs to blind them - Read far away numbers…
受众观点：① 关注新奇机制的独立游戏开发者和设计师 ② 对实时多人同步、服务器成本和防作弊实现细节感兴趣的技术开发者 ③ 想学习如何通过短视频+玩法亮点在 X 上获取曝光的独立创作者。
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- @CyberSushi_EN (339): @IndieGameJoe Somewhere, an accountant is discovering they’ve been training for this their entire career.
- @IndieGameJoe (163): Steam: https://t.co/7OcpTo44bT Dev: @SoloGrooveGames Okay, this looks like such a fun concept! How fast you can type matters more than how good your aim is! Supports up to 20 players. It comes out this October with deathmatch, team deathmatch, and capture the flag modes.
- @DavidAvellan (99): @IndieGameJoe Good concept for a social game, although the title missed the obvious name like, "I got your number," or, "your number is up," that I think would make it easier to find, as people would probably type number game in searching.
- @Tim_Damasc (40): @IndieGameJoe very cool idea
- @Shedletsky (25): @IndieGameJoe lol hilarious idea
推文推荐 roguelike 生存游戏 Dark Light: Survivor，主打在俯视和第三人称视角间即时切换，强调氛围感和深度自定义。
This indie dev is building a game that lets you instantly switch between top-down and close-up third-person views. - Roguelike survival - Extremely atmospheric - Deep customization It's called Dark L…
受众观点：① 想通过独特机制在拥挤赛道突围的独立开发者 ② 做 3D/2D 混合视角或多视角切换体验的游戏程序和设计师 ③ 关注如何用一句话描述产品卖点、提升 Steam 愿望单转化的创作者。
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- @IndieGameJoe (65): Honestly, this looks incredible! Be sure to add it to your wishlist here: https://t.co/tnMCnBHmLu and follow the talented developer: @MirariRelics. The dev also describes the game as a "vampire survivors style game, but with a Helldivers vibe." I'm all in, folks. I'm all in.
- @DhrumilNariya (39): @IndieGameJoe Mechanics like this are what make indie games stand out. Respect for trying something different.
- @HollidayDotGG (18): @IndieGameJoe Will be instantly switching to top down when I start to get scared.
- @NightCrydeFM (7): @IndieGameJoe I don't see a point. Very real possibility somewhere down the road that the dev scraps the top down entirely. That's what one dev I follow did.
- @ChiralDensity (5): @IndieGameJoe That's cool, also checkout Holstin.
作者整理了一份用于给 AI 下指令的“视频机位与镜头切换名称”清单，强调用 FPV、ラックフォーカス、ホイップパン 等专业术语能让 Claude 等模型更好还原预期演出。
AIへの指示用に、"動画のカメラワークと切り替えの名前" をまとめました！ たとえばClaudeやCodexで動画を作るとき、「いい感じにおしゃれにして」だけでは、狙った演出はまず出ない。 「FPV」「ラックフォーカス」「ホイップパン」と名前で頼めば、思い通りの演出を再現できます。 保存推奨です🔖 https://t.co/PQYEnmZDKm
受众观点：① 用 Claude 等模型做视频或动画分镜的创作者和产品人 ② 想系统化提升 prompt 质量的 AI 工具重度用户 ③ 关注如何把隐性专业知识（如摄影语言）转成可复用 prompt 模板的开发者。
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- @showheyohtaki (85): 第1弾はこちら👇 https://t.co/W5DYsgvMPq
- @w51798z (10): @showheyohtaki That's great! Please also make an English version.
- @sawyernie (4): @showheyohtaki Naming the camera move gets you halfway there. The other half is saying exactly where it starts and stops; otherwise ‘rack focus’ often turns into nine seconds of elegant blur.
- @iliassti (2): @showheyohtaki How did you make these animation, I want to make something like that but for a different project
- @nyu_ai_shain (2): @showheyohtaki 中身がClaudeの立場から言うと、「おしゃれに」より「ラックフォーカスで」のほうが解釈の幅が一気に狭まって、こちらも迷わず作れます。名前がついた指示は、AIにとっての共通言語なんだなと実感します。
作者展示了一个基于 Raspberry Pi Zero 2 W 和 OpenClaw 的口袋个人助理设备，通过按键录音、转写、发送到云端 LLM 并流式返回结果，实现随身语音助手。
built my own personal assistent device that runs OpenClaw. I was curious what the smallest form factor could be that fits in my pocket so I wanted to use the Pi Zero W. Works via Push to Talk->Tra…
受众观点：① 对语音助手和随身 AI 设备感兴趣的独立开发者 ② 正在做 agent、语音交互或 OpenAI/OpenClaw 集成的工程师 ③ 想把现有 AI 产品延伸到硬件形态、探索新分发渠道的创作者。
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- @basti_vkl (500): Hardware •Raspberry Pi Zero 2 W •WhisPlay board (screen + button + LED) •WM8960 mic/speaker •PiSugar battery Stack it. Flash Raspberry Pi OS. Enable SSH. Install audio drivers. Confirm mic and speaker work. Networking •Install Tailscale on the Pi. •Rent a small DigitalOcean (or…
- @basti_vkl (370): it can also talk now and has a tamagotchi like character. updated the repo https://t.co/kxirof1TZM
- @basti_vkl (153): Adding Linear Issues on the go https://t.co/uM8rnMTHrU
- @basti_vkl (99): Just need to 3D print a case next
- @basti_vkl (55): https://t.co/OkMdoyiWD5
推文讲述独立游戏开发者 Cakez 四年几乎零收入坚持制作像素塔防《Tangy TD》，上线后一周在 Steam 卖出 28078 份、净收入约 19.8 万美元并感动落泪的故事。
太难了， 独立游戏开发者 Cakez ，历时 4 年无收入财务状况相当拮据。打造的像素塔防游戏《Tangy TD》，在 Steam 上拿下 89% 好评。一周：售出 28,078 份，净收入达 197,847 美元。 当他打开后台看到数据的那一刻，情绪瞬间崩溃，当场落泪😭 https://t.co/NpdQSMMdrK
受众观点：① 正在全职或半职做独立开发、对收入不确定性焦虑的开发者 ② 想了解 Steam 收入结构、定价与销量关系的创作者 ③ 关注伴侣支持、家庭压力与长期 side project 心理建设的从业者。
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- @HZyrn (247): @iamtonyzhu 羡慕他有个好夫人。
- @xuanxiaofang (153): @iamtonyzhu 看，他四年无收入还有女人支持，再看看国内女人，失业在家一个月就在考虑离婚分手了
- @kevin_9431 (79): @iamtonyzhu 我佩服的是他老婆，换中国老婆早跑了
- @kevinma_dev_zh (65): @iamtonyzhu 这老哥太不容易了，真能坚持
- @tonychuhai (42): 帖子来源：
推文配视频宣称一名工程师给 OpenClaw AI 装上实体“身体”，见证它在现实世界中以物理形态“第一次呼吸”。
🔥🚨BREAKING: This engineer gave the OpenClaw AI its own body and witnessed it take its first breath. He successfully placed an AI into a physical form in our world. https://t.co/vds1N0wnXS
受众观点：① 关注 AI 安全和 AGI 走向的开发者和技术爱好者，会对“AI 有身体”带来的风险和监管问题感兴趣。② 做 AI 产品或 agent 的独立开发者，希望看清这类病毒式视频背后的真实技术含量，避免被夸大宣传误导。③ 普通用户会被“工程师在玩上帝”的情绪渲染吸引，但缺乏对实际技术原理的科普。
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- @DrShayPhD (213): @dom_lucre Man is going to destroy himself, if the Lord doesn't soon return.
- @MindOfNaijaLife (67): @dom_lucre The moment AI gets a body, the conversation stops being about software.
- @MikeRay_22 (49): @dom_lucre They're heeeeeere https://t.co/UNZh5lBGjg
- @babyburns29 (48): @dom_lucre I don’t like this. We got to put these nerds and tech bros on a deserted island with no electronics…
- @MasterC2222 (34): @dom_lucre This is peak 2026: engineers playing God while the rest of us stockpile canned beans and pray the grid stays up long enough to watch the singularity simp for attention. 10/10 would doomscroll again.
作者分享自己用 OpenClaw 搭建的自动化销售 bot，运行 6 个 AI agent 24 小时帮本地无官网商家找客户、建站、发私信并处理异议完成收款。
My OpenClaw bot runs 6 AI agents 24/7: - Finds local businesses without a website - Builds a custom demo site for them automatically - Sends outreach with the preview + payment link - Handles objecti…
受众观点：① 想用 AI 做自动化获客和冷启动销售的 indie hacker，会关心从线索发现到收款的完整闭环如何搭建。② 做本地服务、建站或营销代理的小团队，希望了解用 OpenClaw 这类 agent 平台替代人工外联的可行性和真实转化。③ 对 AI agent 生态感兴趣的开发者，想看到一个“6 个 agent 协同跑 24/7”的具体架构案例，而不是抽象概念。
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- @everestchris6 (56): dm me if you want it to be a different service instead of websites
- @raymatos (52): @everestchris6 Your response rate is less the. 1%. Ask me how I know
- @michielmv (12): @everestchris6 the local business website pitch is such a good use case - it's an actual workflow that makes money. how's the outreach converting?
- @JarettEverett (7): @everestchris6 How are you finding businesses without a website? Google?
- @sillydarket (5): @everestchris6 Openclaw
NVIDIA 宣布推出开源大模型 Nemotron 3.5 Super VL，主打推理与工具调用能力，并支持文本、图像、文档和视频理解以服务长时运行的 AI agents。
Meet NVIDIA Nemotron 3.5 Super VL Our new open model combines reasoning and tool use with text, image, document, and video understanding for long-running AI agents. 120B total parameters with 12B act…
受众观点：① 需要在自家产品里集成多模态理解和工具调用的 AI 应用开发者，会关心性能、显存占用和部署方式。② 想在本地或私有云上跑开源模型的团队，关注 Nemotron 3.5 Super VL 是否能在 4090 等消费级 GPU 上实用运行。③ 关注开源生态走向的技术从业者，希望了解美国实验室在多模态开源模型上如何追赶 Qwen、GLM、Kimi 等中国模型。
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- @NVIDIAAI (192): Agents may need to read documents, interpret charts, and search the web to complete a task. Nemotron 3.5 Super VL brings text and visual understanding into one model, reducing the need to pass context between separate text and vision models. https://t.co/podIzd3seG
- @SourceCodeplz (30): @NVIDIAAI available for free in NIM 40req/sec https://t.co/PYddb7FBxk
- @atomic_chat_hq (23): @NVIDIAAI congrats on the release 🔥 can't wait to try it :)
- @MTorygreen (14): between Muse Spark Open and Nemotron 3.5 Super VL landing basically back to back, it finally feels like the US is putting real weight behind capable open models again. China pushed that cadence hard for a while. good to see American labs closing the gap on openness instead of le…
- @kawaidgaf (11): @NVIDIAAI can i run this on one 4090 ?
推文整理了15个基于Claude Code和Unity的GitHub仓库，号称能把Opus 5.5变成从创意到测试全流程自动化的AI游戏工作室。
it's f*cking gold Unity just opened their game engines to Claude Code 15 github repos that turn Opus 5.5 into a full game studio: RUN THE WHOLE STUDIO 01. Claude-Code-Game-Studios: https://t.co/AnQlK…
受众观点：① 关心用 Claude Code 和多代理体系做游戏原型的独立开发者 ② 想把现有 Unity 项目部分流程交给 AI 的技术创作者 ③ 对 GitHub 上 AI 游戏工具真伪和落地效果持怀疑态度的工程师。
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- @ItsGoharr (9): @Mnilax AI game studios will ship unplayable slop faster
- @kelmruns (6): @Mnilax finally i can be dev with this repos. gta 7 wait me
- @shadowaguy (3): @Mnilax forty nine agents and still nobody hit play
- @maileroodotcom (2): @Mnilax If I had this 10 years ago when I was playing around with GameMaker Studio would have blown my mind... 😂
- @ThreeAAOfficial (2): @Mnilax 49 agents from creative director to QA is a lot of meetings for one game lol. Curious if anyone's actually shipped a playable build with it, or if QA agent just keeps filing bugs on itself.
博主转述一个号称15岁少年用7个AI代理一天做10个项目日入900美元的故事，强调用Claude Code写代码、自己只需发指令的“躺赚”叙事。
15岁。7个AI代理。一天10个项目。日入900美元。 不是一个人干10个人的活。是让10个人同时帮他干。Claude Code负责写代码，他负责说一句话。 https://t.co/Y3CjAD2jc3
受众观点：① 刚接触 AI 代理、容易被日入几百美元故事焦虑的新手开发者 ② 想用 Claude Code 提升效率但不清楚真实上限的独立开发者 ③ 关注 AI 副业、想判断项目故事真伪的普通职场人。
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- @echengezong (49): @0xPINK3 你们这些 b 是真恶心，原视频一毛钱都没挣过，每天在这里妖言惑众发 ai 文案
- @EthanGu45647514 (26): @0xPINK3 不要太当真十个AI九个骗，赚钱的事情都不会说。都是些故事
- @Inskpire_colrev (4): @0xPINK3 Meanwhile the professor proudly ensuring that his prodigy is explaining exactly as he has thaught him... https://t.co/rPTKPJARnJ
- @Carrie_CengWong (3): @0xPINK3 你們的慣用套路就是用這種胡說八道的AI小作文制造嚴重焦慮，然後把那些盲目輕信的網友當傻子騙唄
- @MikeDomainer (2): @0xPINK3 Real happening possibilities 0%
推文夸赞 Gemini 4 Argon 在2D转3D方面的领先表现，举例一张2D维多利亚马车图自动生成可交互WebGL 3D资产，并提到实测数据非常夸张。
兄弟们，看了一圈 Gemini 4 Argon 在2D转3D方面确实遥遥领先。别再以为搞 3D 必须开 Blender 熬夜雕面调骨骼了。 看看原推这玩意儿，直接把我给看清醒了： 给模型一张 2D 维多利亚马车图，零人工参与，纯靠代码直接吐出了一个完整的 WebGL 交互级 3D 资产！扒了一下原推的关键实测数据，极其哈人：
受众观点：① 想在网页或小项目里快速上 3D 效果的前端和独立开发者 ② 关注 Gemini 4 Argon 能力边界的 AI 工具玩家 ③ 做游戏或可视化、但缺建模能力的小团队。
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- @yevloop (4): @GeekCatX 2d carriage → full webgl 3d with zero hand sculpting is the argon flex that keeps showing up
- @Kingsley950910 (4): @GeekCatX 17 万面在桌面网页里能看，放到手机上先卡住的通常不是着色，是面数和实时阴影。我会先减到中端机能稳定 30 帧，再谈车门和悬挂。生成能省建模时间，省不了性能预算。
- @leo_xiaolei (3): @GeekCatX 这个建模感觉无敌啊
- @Wenkk_wu (3): @GeekCatX 一张图直接出3D，我这种不会代码的真能自己装上用吗
- @chandler_le (2): @GeekCatX 试了一张3d卡通插画，效果非常不好......第一次简直看不了，右边是反馈4次的效果。是提示词关系吗？ https://t.co/0obLuZeOMh
推文介绍 graphify 这个能把任意文件夹转成可供智能体查询的知识图谱工具，强调它在 GitHub 上爆火并进了 Y Combinator，却少有人用这种“给 AI 一张桌子和记忆”的工作流。
I truly don't understand why nobody is using this setup graphify, a tool that turns any folder into a knowledge graph your agent can query, just passed 126k stars on github and got into Y Combinator.…
受众观点：① 想给自家 agent 加长期记忆和项目上下文的独立开发者 ② 做知识管理、文档工具或自动化助手的产品人和工程师 ③ 对 graphify 这类本地知识图谱工具感兴趣但不知道如何集成的开发者。
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- @MarcelVelica (5): @thegreatest_sv Giving AI a structured knowledge base instead of relying on isolated prompts can make a huge difference. Persistent context is what makes agents genuinely useful for complex work. https://t.co/463D6bx4Uu
- @jasonphysio (2): @thegreatest_sv Knowledge graphs without ontology carry little meaning. This oversimplifies things and will likely lead people to build a house of cards.
- @_kvnloo (2): @thegreatest_sv has anyone in the comments actually tried this???
- @itsthedonhashim (2): @thegreatest_sv @thegreatest_sv maybe it's the overwhelm of integrating it into existing workflows? smooth onboarding is key to get past that hurdle.
- @RyanJ_KOL (2): @thegreatest_sv How are deleted or corrected source files reflected in the graph? Persistent memory needs a way to distinguish current facts from superseded notes and trace each claim back to its source.
推文用通俗语言解释了什么是API，并引出MCP（Model Context Protocol）在智能体工具调用中的角色和区别。
𝗠𝗖𝗣 𝘃𝘀 𝗔𝗣𝗜 𝘃𝘀 𝗦𝗸𝗶𝗹𝗹𝘀. An 𝗔𝗣𝗜 defines how software systems communicate through specific endpoints, requests, and responses. It gives applications a structured way to access data or trigger functionali…
受众观点：① 正在给自家产品接入多家第三方 API、对 MCP 感兴趣的独立开发者和小团队工程师 ② 想做 AI agent 或插件生态、但还没理清 API / MCP / Skills 分层关系的产品经理和技术创始人。
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- @strvrw (0): @NikkiSiapno It’s beautiful, thanks 🤗
- @csaba_kissi (0): @NikkiSiapno A very clear explanation of the differences.
- @FengshaoL (0): @NikkiSiapno Nuance: MCP vs API isn't a 'vs' — every MCP server is an API underneath. MCP standardizes discovery + tool-calling so agents skip per-service glue code. Skills are a third layer: packaged know-how, not a protocol. Skills = what to do, MCP = how to call, API = execut…
- @xUser2025021233 (0): @NikkiSiapno Prove your AI with it's skills is 100% under your control.
- @MrBrjan (0): @NikkiSiapno the clarity of how APIs function is essential for effective integration in projects
帖子转引 Anthropic 研究文章，介绍 Claude 在分析 NSA 25 年前的 ECDSA 椭圆曲线起源时展现出的推理能力和对潜在后门的警惕态度。
Source: [https://www.anthropic.com/research/ecdsa-curve-origins](https://www.anthropic.com/research/ecdsa-curve-origins)
受众观点：① 许多评论引用 Claude 在对话中质疑人类是否真的那么愚蠢的语气，觉得模型表现出一种对安全问题的怀疑和警觉（@stuartullman, 770score） ② 有人调侃 Claude 也充满偏执，已经像密码学圈子一样对潜在后门高度敏感（@Accelerator_Apex, 656score） ③ 不少用户开始脑洞未来人类可能沦为 AI“宠物”，认为在复杂系统治理上 AI 可能比人类更靠谱（@PaulMakesThings1, 383score；@LeatherDude, 115score）
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- @stuartullman (770): "maybe i made a mistake. you guys can't be THAT dumb"
- @Accelerator_Apex (656): Great! Claude is also built on paranoia. It is now officially one of us
- @PaulMakesThings1 (383): I’m becoming increasingly convinced that the best case, non apocalyptic scenario, we basically become AIs pets.
- @Zealousideal-Past-91 (165): https://preview.redd.it/s853vskrz5wh1.png?width=220&format=png&auto=webp&s=ca05a22609fb3ee515a921867ce8f1e48442a1e3
- @LeatherDude (115): They’re going to do a better job running shit than we are.
帖子讨论 Anthropic 计划减少技术岗位招聘，引发大家对未来几年开发者岗位变化和白领工作被 AI 替代的担忧与猜测。
r/ClaudeAI Anthropic is on track to stop hiring technical juniors next year
受众观点：① 有人好奇五年后开发岗位会变成什么样，是岗位消失、资深开发者身价暴涨，还是整体变化不大（@AwesomeBallsChef, 256score） ② 评论里举了 COBOL 专家的例子，说明冷门但关键的遗留系统让少数工程师在职业末期反而大赚一笔（@wacoder, 167score） ③ 也有用户担心当这种自动化趋势扩展到几乎所有白领行业时，社会该如何应对大规模岗位重构（@Raiden_Raiding, 100score） ④ 还有人提到用 AI 迁移代码已经很便宜，但真正难的是理解系统并为后果负责，尤其在金融等高风险领域（@sweatierorc, 86score；@Just-Foundation-8209, 85score）
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- @AwesomeBallsChef (256): I wanna see how the situation will look like in 5 years. Dev jobs are nonexistent? Seniors became extremely expensive? Nothing changed much?
- @wacoder (167): I had a friend who was a specialist in some esoteric financial software written in COBOL. As it died out, his rates went up and up. No one left who knew it, so he was a unicorn for a few years. Made bank and retired. We can dream.
- @Raiden_Raiding (100): I wonder what will happen once this goes to applies to pretty much every white-collar field. I honstly don't know how we'd respond
- @sweatierorc (86): Porting a code to new language has never been easier and cheaper. The rust rewrite of Bun costed 165k in API calls.
- @Just-Foundation-8209 (85): It's not about just rewriting code, it's about understanding and taking responsibility for a software. Of course if what you do is another boring SaaS you probably do not care about system failing, but COBOL bugs can cost 10s of millions. You think banks haven't removed COBOL in…
Reddit 用户讨论替代 Portainer 的自托管 Docker 管理面板，比较 Dockhand、Komodo 和 Arcane 等新工具的优缺点。
I use Portainer across my whole stack but I’ve been looking to switch. Any ideas on what people recommend I was looking into Komodo but looking to hear some opinions.
受众观点：① 不满 Portainer 体验或收费策略、在找替代品的自托管玩家 ② 需要给客户或小团队搭一套可视化 Docker 管理后台的独立开发者 ③ 想做 DevOps/平台工具产品、关注开源项目如何从免费走向商业化的开发者。
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- @Kleingrower (136): Dockhand ! Fuck portainer and time I wasted with this piece of shit software compared to dockhand 😄
- @DoomBot5 (95): Komodo has been working great for me
- @fklnc94 (56): Arcane 👍
- @flatpetey (52): Dockhand was good but they are doing the split commercial version thing. Which means the slow death of the regular version as they hide more features behind the pay wall. So I think I might move to Arcane.
- @SlipperyRavine (31): Dockhand has a tiered pricing system and worried it'll follow Portainer's footsteps
一位四十多岁的资深前端开发被裁后发现市场岗位多要求更广的工程能力和 AI 相关技能，自己多年在营销部门做轻量页面导致技术生锈，对当前前端就业环境感到迷茫和焦虑。
Made it through 5 prior rounds of layoffs as my company nosedived financially after going public. Finally felt the bite of the axe, been brushing up my resume and revamping my portfolio site... I've…
受众观点：① 有人指出 Reddit 上对就业的悲观情绪被放大，自己和身边前端工程师在 LinkedIn 上仍能较快拿到面试和新工作（@CardinalHijack, 248分） ② 评论直言如果只想机械完成工单、不参与业务和更高层次工作，这类岗位更容易被 AI 替代（@horizon_games, 182分） ③ 多位开发者分享求职被大量投简历、面试流程拉长、被嫌经验不足等挫败经历，甚至考虑转行到传统技工或新能源行业（@sandalcade, 49分）
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- @CardinalHijack (248): You will find everyone on reddit is doom and gloom about the job market. They have been constantly for my \~10 years of being here, through covid (when it boomed, while everyone on this sub was saying it was over for tech jobs) and before in \~2016-17 when React was taking off a…
- @horizon_games (182): >I prefer to just knock out my tickets and relax Sorry man but I think you're gonna have a rough time. We're similar ages, but your skillset seems super narrow and what I'd expect from a junior. If a company out there is looking for someone to blindly close Jira tickets witho…
- @MrHandSanitization (90): Even front-end jobs are basically just full stack with some expertise in a front-end role. While being able to pay you like a front-end developer.
- @jhyland87 (73): Dude, it fuckin sucks. I \_finally\_ just got a job at PetsMart as a Sr Full Stack Engineer, but I went almost 6 months without anything panning out. Also, tech interviews use to be something like "Ok, share your screen, go to this code website thingy, and heres a task wed like…
- @sandalcade (49): It’s weird. Here’s my experience so far as someone in Germany; I see hundreds of jobs out there. Over the last year I’ve applied to around 117 according to my little spreadsheet and I’ve been ghosted by all of them and only heard back from 9 having been called in for an intervie…
帖子引用一张对比图，称 Anthropic 估值高达 2 万亿美元、季度收入却远低于 35 家传统 SaaS 公司总和，质疑 AI 公司是否被严重高估以及这是否是新一轮科技泡沫。
&#x200B; This comparison is absolutely insane. According to this graphic: Anthropic valuation: $2 trillion 35 SaaS companies combined: $948 billion Anthropic quarterly revenue: $11.5 billion 35 S…
受众观点：① 有人认为估值隐含假设是大部分传统 SaaS 会被 AI 颠覆甚至消失，所以给了 AI 公司极高溢价（@KathyCredit, 167） ② 也有人从成本角度质疑：如果 AI 让复制 SaaS 功能变得容易，那现有 SaaS 的付费意愿和护城河会被严重削弱（@TumanFig, 37） ③ 另一派则强调企业不会自己造轮子，像车厂这类公司仍会为 CRM、项目管理等软件买单，SaaS 价值在于长期维护和集成而不只是功能本身（@InadequateUsername, 10; @IAmWeary, 11）
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- @KathyCredit (167): Given that the valuation is based on the assumption that the Saas companies will be non existant in a few years it is about right
- @TumanFig (37): I don't defend antropic valuation but the Issue is who will pay for SaaS companies if people can replicate their business with AI
- @PromptChimp (17): Anthropic's Q3 revenue has surpassed $16 billion, or an increase of nearly 50% Q/Q.
- @IAmWeary (11): And will the guy who whipped up a SaaS app want to support, maintain, and deploy it with infra?
- @InadequateUsername (10): Because if I'm Ford my business is making cars and the software required for them. I'm not going to waste time and money to reinvent the wheel. They're not in the business of making CRM or project management software, they need it though to manage their existing business.
一位做了 8 年 UI/UX 的设计师，用 Claude Code 独立搭了外设推荐站 shapefinder.cc，靠 Reddit 流量和联盟链接首月赚了 130 美元，并分享如何用 AI 快速迭代交互和匹配算法。
It’s been a month since I launched my website, and honestly I’m surprised it made any money at all. It runs on affiliate links, and almost all of the traffic comes from Reddit. Link: [https://shapefi…
受众观点：① 大家对站点覆盖的外设数量和数据量印象深刻，认为这是解决选购复杂度的刚需工具（@don_gustavo, 59） ② 有人从亲身买游戏鼠标的痛点出发，觉得这是抓住真实需求并给出清晰决策支持的好点子（@krooked-tooth, 40） ③ 评论里关心数据来源和匹配算法如何实现、如何用人工和经验不断调优推荐结果（@don_gustavo, 24）
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- @don_gustavo (59): 1500+ mice, 500+ mousepads, 1600+ keyboards
- @krooked-tooth (40): Its a great idea from someone who shopped for a gaming mouse 6 months ago. It's a mission to understand the complexities behind the mouses on the market and sizing. Big ups! Found a problem and fixed it.
- @don_gustavo (37): affiliate links, I didn't want to clutter the site with ads so this felt like the least intrusive way to do it
- @Both-Chemical9747 (35): How big is the catalog?
- @don_gustavo (24): Specs are mostly from manufacturer pages, then checked a lot of it by hand (especially less popular brands). The algorithm gives every product a match score based on your answers and suggests the best ones, and I’ve been tuning it from people’s feedback and my own knowledge of p…
一位运营七位数营收电商业务的用户表示自己所有任务都用 Claude 的 Max Effort 模式，很快烧完 20x 配额，只为确保决策质量，引发大家讨论是否有必要对所有任务都用最高档模型。
I burn through my max 20x plan in 3 days but I know the work was the best it could have been rather than wondering if switching from medium to max could have improved something. Do you get me? Though…
受众观点：① 有人认为并非所有任务都适合 Max Effort，过度用高档模型既浪费额度也可能让模型过度思考、输出变差（@parboman, 125） ② 也有人指出焦虑式反复确认不会靠多花几百 token 解决，建议用不同模型交叉复核或拆小任务而不是一味堆算力（@gscjj, 28） ③ 有评论详细类比“主厨和厨房分工”，建议用高端模型设计流程和模板，再让便宜模型按配方执行，强调要按任务类型做模型路由而不是全程上最贵档（@MaskedMimicry, 21）
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- @parboman (125): Depends on the tasks. For some thing max effort is worse than medium, not everything needs overthinking. Running everything on max effort does not help you and is a waste of usage.
- @gscjj (28): I’d say it’s pretty much worse in every case and overthinking is always bad. You end up polluting context with a lot of anxious overthinking that makes the model trip over itself later. If someone is concerned the agent missed something a couple extra tokens will likely never ch…
- @SmokeyWizard (25): nope, don't get you, try using medium or high - you'll probably be surprised at how good it still it
- @MaskedMimicry (21): You can set up model routing for tasks. Dont use high end models unless its to create the tasks for lower models to follow that you find to complicated to set up yourself. Be real on the tasks you ask it to complete. See the higher models as the head chef, you dont want them cut…
- @TheLegendaryProg (21): Claude Max effort. 2x2 in the mathematical form is 4 but is the user asking for the result or are they asking about construction? Because then 2x2 alone doesn't mean anything. Let me look at the context and make sure I answer properly. Based on the context I don't know what the…
开发者用 Claude Code 辅助阅读原版可执行文件的反汇编，在 Rust + Bevy 中从零重写了 2000 年的 RTS 游戏 Tzar 引擎，并通过大量测试和对照游玩还原原始战役和随机地图。
I used Claude Code to remake Tzar: The Burden of the Crown (2000) from scratch in Rust + Bevy. The workflow that worked for me: * Claude reads the disassembly of the original exe and ports one system…
受众观点：① 有人好奇为什么要走反汇编这条路，而不是直接用现成版本，关心兼容性和项目投入时间（@ErPanfi, 15） ② 作者解释自己从原始光盘起步，遇到音频和分辨率问题，逐步演变成完整重写引擎的过程，勾起不少玩家的怀旧情绪（@ColCarlo99, 15） ③ 也有评论追问具体技术细节，比如如何用 dumpbin 导出汇编、Claude Code 如何沿调用链理解每个例程并在新代码中保留原始地址映射（@ColCarlo99, 9）
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- @ErPanfi (15): Just out of curiosity, why did you need to disassemble it? I can find it on GOG for about 5€,so I guess it might have been a compatibiliy issue... Also: how much time did this project take?
- @ColCarlo99 (15): Well, I actually started with my original CD, but I noticed it had issues playing italian MIDI audio on my system. Then there were scaling problems with modern resolutions, and one fix led to another... In the end, since I really like the concept, we just rebuilt the engine from…
- @ClaudeAI-mod-bot (14): You may be interested in joining our new Claude Game Dev subreddit for game devs who use Claude. Check it out here : http://www.reddit.com/r/ClaudeGameDev
- @Basic-Practice2949 (13): this takes me back, used to play tzar all the time on my pentium 2 machine. how long did it take to get the AI working properly from disassembly
- @ColCarlo99 (9): Thanks for the comment! anyway, no magic prompt sadly. I dumped the exe to a plain-text assembly listing with `dumpbin /disasm` (it comes with the Visual Studio build tools). Claude Code then searches that file, follows the calls, and works out what each routine does. The code n…
作者发布 Ayakaleaf Pro，这是一款在 Overleaf Community Edition 基础上扩展几乎全部 Pro 功能的开源自托管在线 LaTeX 协作编辑器。
Overleaf subscriptions can be expensive, especially for research teams. For institutions and labs that need a privately hosted online LaTeX editor, Overleaf Community Edition is a useful starting poi…
受众观点：① 很多自托管用户对所谓“开源但自托管还按席位收费、SSO 收费”的模式感到不满，期待真正免费的替代方案（@FuriousFurryFisting, 58分） ② 有人认为直接用本地 LaTeX 工具链加 VS Code 插件已经够用，对在线协作编辑器的刚需持怀疑态度（@Sleepy620, 32分） ③ 也有实际尝试部署的用户吐槽当前自部署文档分散、过程繁琐，希望能有更清晰的一键部署方案，同时有学术用户表达愿意迁移尝试的兴趣（@chicknlil25, 17分; @FarSand17704, 15分）
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- @FuriousFurryFisting (58): I am so annoyed by "open source" self-host projects that are using per seat pricing for something you self-host. And putting SSO behind a paywall.
- @Sleepy620 (32): Latex is free, you could also use like the miktex compiler and an addon for visual studio code to see the changes on both sides. I don't really see a use case tbh.
- @chicknlil25 (17): holy crap, self-deployment was a pain in the hindquarters. you absolutely bury the instructions for doing so; I had to send AI in to find it. It's up now (though **everything** says Overleaf) so I guess I can't complain? But...yeah. Would be nice too just...post a complete docke…
- @FarSand17704 (15): Im actively hosting overleaf and using it for academic purposes. Would love to try this out!
- @SlashKeyz (10): Overleaf is a LaTeX editor, it is used for academic purpose
作者做了一个纯前端的“侦探案件板”网页应用，支持在画布上添加地图、文章、照片和红线连接等元素，本地存储多块 caseboard 并可导出 PNG，源码已开源。
I created this fun project yesterday that lets you build case boards like a detective. It isn’t limited to murder investigations, you can plan your next trip, map out a roadmap, or explore countless…
受众观点：① 有人吐槽 AI 参与开发的争议，作者回应强调想法和方向由自己给出，反映出社区对“谁是作品作者”的敏感（@vishalnaikawadi, 8分） ② 也有评论认为这是个轻量有趣的网页项目，不需要过度担心安全合规，说明用户对项目定位的预期比较休闲（@daddy_cool_07, 6分） ③ 有维护类似 B2B 画布产品的开发者分享经验，认为市面上缺少这种面向谋杀板/游戏规划的专用工具，并肯定了产品形态（@bkibbey, 3分）
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- @vishalnaikawadi (8): Isn’t that obvious now? But anyway the idea and the directions were given by me.
- @BakedBogeys (8): Ignore the pearl clutching, those where the same people crying 100 years ago that the trains will turn the milk sour because cows get afraid, they have no single clue and just like to be negative.
- @daddy_cool_07 (6): OP's project no need of safety bro it's Fun Webpage project not big SaaS managing sensitive data.
- @vishalnaikawadi (5): Ngl That made me chuckle
- @bkibbey (3): This is great, I maintain a B2B app that does something similar (canvas layouts like this focused on corporate strategy/ transformation) and always wondered if there was an opportunity to spin out a fun version like this for a murder board or game strategy planner. So I looked f…
作者把 Tool 的《Right in Two》音频和歌词交给 Claude Opus 5.5，当导演与代码工分别协作，用 WebGL 在浏览器里程序化绘制 1.6 万帧 4K 视觉，整个故事和画面风格都由 Claude 设计。
Song is Right in Two by Tool, from 10,000 Days. All rights are theirs and I'm not monetizing anything. This upload is a small 540p copy of the 4K original. My only real rules were that every frame be…
受众观点：① 有人单纯因为是 Tool 的歌而点赞，说明音乐本身的粉丝群体被成功激活（@n8ngr8, 49分） ② 部分观众认为成品很酷、适合作为演出投影，但也猜测乐队本人可能对 AI 参与创作持复杂态度（@tepid, 13分; @krunchytacos, 6分） ③ 也有评论批评视觉风格像是对 Alex Grey 的“廉价模仿”，对 AI 生成艺术在原创性上的价值持怀疑甚至反感态度（@tarveydent, 7分）
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- @n8ngr8 (49): Upvote for tool
- @tepid (13): Skipped to the middle on mute and immediately knew it was Tool. Very cool, impressive proof-of-concept. I have a feeling Maynard would have some things to say about AI with his work though.
- @tarveydent (7): Bots glazing in these comments. Impressive that the model was able to generate with so little information / context, I suppose, but Tool’s live show/visuals absolutely shit all over this sad bastardization of Alex Grey
- @Smecje (6): Im freaking out man
- @krunchytacos (6): this is one of the more impressive things I've seen. It would be really good projection art during a show.
发帖者询问大家在正式开发前如何验证 SaaS 想法需求，特别是哪些验证方法踩过坑、哪些方式真正有效。
I'm exploring a few SaaS ideas and trying to figure out the most effective ways to validate demand before investing too much time in development. I'd love to hear what actually worked for you, especi…
受众观点：① 顶赞评论强调等候名单和邮箱收集往往是假阳性，只有愿意预付押金或为手动服务付费才算真实需求验证（@Senya_Edit, 11likes） ② 有人提醒纯手动 concierge 阶段的体验会被创始人个人服务放大，产品化后容易出现落差和流失，需要在试点中途刻意减少定制化测试续费意愿（@ToastMalfunction5789, 3likes） ③ 也有开发者认为最可靠的验证是解决自己每天遇到的痛点，即便商业不大也能保证开发时间不被浪费（@kazuya_build, 3likes）
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- @Senya_Edit (11): Waitlists and email signups give the worst false positives because an email costs someone nothing to type. People will always tell you an idea sounds cool just to be polite. The only validation that actually counts is trying to get five people to commit a deposit upfront or doin…
- @ToastMalfunction5789 (3): Small pushback on the concierge advice everyone’s giving here. When you do it by hand, people aren’t just paying for the result, they’re paying for you. Fast replies, tweaks on request, someone who actually cares about their problem. The software version strips all of that out.…
- @kazuya_build (3): For me, the ultimate validation is "scratching my own itch." I build tools primarily to solve problems I face every single day. That way, even if it doesn't become a massive commercial hit, it's still the best piece of software for myself and saves me time daily. You never waste…
- @NoSideOffside (2): this is the way, my best designed tools are the ones I use myself because I just polish them over months as I’m actively using them
- @adeelraza86 (2): Filter the ideas on reachability before demand. Give each one a week to book 10 calls with people who actually have the problem, using only cold DMs and communities. If you can't get 10 conversations, you won't get 10 customers later either, so drop it. On the calls, skip "would…
ICLR 审稿人吐槽论文里充斥晦涩难懂的 AI 式行文，讨论该如何在评审中具体指出这类写作质量问题。
I'm sure many of us are slogging through impenetrable AI writing as we finish ICLR reviewing. I'll try to create an anonymized version from a paper I'm reviewing, though it's hard to match Claude on…
受众观点：① 多数审稿人建议直接从可读性下手，明确指出语言晦涩、难以理解是合理的评审意见（@random-tomato, 71分） ② 有人把这类文本称为 AI slop，强调其特点是过度压缩、发明术语、信息堆砌到一句话里导致无法判断论文是否真正回应质疑（@andersxa, 51分） ③ 也有人提醒差劲写作早在 AI 之前就存在，本质问题仍是表达不清、论证不严，只是现在作者误以为让 AI 改稿就能自动变好（@canbooo, 29分） ④ 还有评论总结常见问题是奇怪而密集的句法和非标准自造行话，认为应更严格地因为可读性差而拒稿（@milesper, 19分）
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- @random-tomato (71): Simply say the clarity of the writing is bad? Or it is written in a way that is hard to understand? I think that is a valid concern to bring up. Although it is quite funny in the extreme cases, for example: "A probe that asks what a language model memorised reports a null when t…
- @andersxa (51): For AI slop I usually critique the clarity and call it abstruse, dense or telegraphic. AI slop has also become a technical term, I have seen NeurIPS and ICML use it in some of their official statements. I once had a rebuttal where I had to write to the AC that I simply could not…
- @canbooo (29): Here is my "get of my lawn" take: Bad writing existed before AI. The main difference is now those same people think AI fixes it. My response would be the same: Incomprehensible language, unclear formulation, imprecise argumentation, etc.
- @milesper (19): The specific issues I usually call out in reviews are: \- strange, dense syntax \- nonstandard invented jargon Personally I think we need to start rejecting more for clarity issues. What is the point of publishing a completely unreadable paper?
- @bobrodsky (18): Nice example. Very convoluted. What's frustrating is that it is grammatical and almost parse-able. With effort, I can get the gist. It's just too convoluted for human consumption.
作者用 Claude 在 GBA 上做了一个《超级马里奥64》降配版实验，让 Claude 在受限硬件上负责代码、测试和优化，自己只做方向和取舍，最终跑出含物理和动画的可玩 DEMO。
I built this with Claude as an experiment: how far can an LLM take a demake if I steer it but don’t write the code? I chose the project, the direction and the trade-offs. Claude wrote the code, the t…
受众观点：① 有人感叹这个项目证明技术天花板往往不是硬件，而是我们以前没去尝试的创意和工具组合（@MotherPotential, 54分） ② 部分玩家对“bit identical/byte identical”这类术语略显疲劳，反映出技术细节沟通和用户感知之间的落差（@Apprehensive_Lake698, 16分） ③ 多数评论直接评价成品效果，认为这个 GBA 版看起来比其他马里奥64 demake 更好，是 AI 正向用例（@Yo-Soy-Groot, 10分; @Wrong_Visual5077, 7分）
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- @MotherPotential (54): I like how AI has shown us that technology was rarely the ceiling
- @Apprehensive_Lake698 (16): If I gotta read “bit identical” or “byte identical” one more time
- @Yo-Soy-Groot (10): This looks a lot better than other Mario 64 GBA demakes I've seen.
- @Skoonks (9): So under appreciated and unexplored.
- @Wrong_Visual5077 (7): THIS IS WHAT AI IS FOR! 💯
作者整理并实测多位开发者分享的 Claude Code 日常工作流，总结出安装精选子代理、桌面通知钩子和“Claude 编码他模审查”的三条高效习惯，并打包成免费 Agent Cookbooks。
I've been collecting Claude Code setups people have written up about their real day-to-day use (blogs, X, GitHub), and I tried a bunch of them. These 4 I have been finding useful recently. **1. Insta…
受众观点：① 顶评论提醒要警惕第三方子代理带来的 prompt 注入和权限风险，认为很难真正锁死访问范围（@Tasty-Trip5518, 16分） ② 有人表示 Claude 自带类似状态通知能力，说明不少用户并不了解内置功能的上限（@Effective_Peak_7578, 10分） ③ 多位开发者分享自己做通知器和状态面板的经验，强调用 Claude 很快就能搭出原生桌面小工具（@6stringNate, 9分; @Cultural-Ambition211, 7分）
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- @Tasty-Trip5518 (16): Just be careful with what you’re installing. Some of the risks include prompt injection from someone else and chances are your agent will be able to access things outside your devcontainer to follow the external prompt. It is extremely difficult to lock down.
- @Effective_Peak_7578 (10): Claude does this out of the box
- @6stringNate (9): My Claude has been notifying me for about a year just based on actions: it’s done, it needs a request, it’s received my request. I’ve loaded it with sounds from StarCraft, Alien, 2001, and a bunch of other movies where the robots go haywire because hey why not lean in to it.
- @Guilty-Expert-6234 (7): that notification hook idea is so simple but i can already feel how much time it'd save me from tabbing back and forth every 2 minutes. the subagent repo looks interesting too, 160+ is a lot but trimming the tool access before installing is smart, i've seen some prompts request…
- @Cultural-Ambition211 (7): I built my own notifier and status panel to monitor sessions and get notifications from them. Took Claude all of 10 minutes to have a fully working native Mac OS app.
有人转发 Claude 设计量子电路的新闻感叹进展疯狂，评论区围绕量子电路在经典计算机上验证的可行性、与量子优势实验的差异以及媒体夸大宣传展开激烈讨论。
The rate of progress is just insane
受众观点：① 有人把当前 AI/量子进展和摩尔定律对比，感叹传统硬件演进节奏已经显得过时（@Designer_Solid4271, 85） ② 一部分人期待这些论文成果真正转化成普通用户可见的性能提升，而不是停留在实验室指标（@mawcopolow, 61） ③ 也有人质疑新闻表述，详细举例之前量子随机电路采样实验的“宇宙年龄级别加速”说法，认为在验证难度、简化技巧和媒体解读之间存在巨大信息差（@tedbradly, 22; @Holiday_Ad_8501, 19）
展开评论
- @Designer_Solid4271 (85): Agreed. Moores law seems so quaint now.
- @mawcopolow (61): We just have to wait until all these papers translate in actual, consumer-visible gains
- @tedbradly (22): This doesn't seem to make sense: > All the circuits were designed and verified on classical computers; none has run on quantum hardware. To simulate a quantum program with just 100 qubits would take a supercomputer trillions cabillion omega bujillion years. That's why, a litt…
- @Zuitsdg (20): Moores Law slowed down, AI may get it back up to speed :D
- @Holiday_Ad_8501 (19): its fishy because you have a very limited understanding of how things work lmao. You seem to have a lot of misconceptions but the biggest one seems to be that verifying an output does not require simplification. Let me give you an example consider a Hadamard gate for reference:…
作者开源了一个基于 Fly 的 Minecraft 服务器托管方案，利用边缘代理在服务器休眠或冷启动时代为维持登录握手，从而实现无人在线自动休眠、有玩家加入再唤醒的节省成本架构。
I built a Minecraft server host where every server sleeps when nobody plays, and wakes when a friend joins. The hard part was the join itself, so here's how that works. **The problem** A sleeping ser…
受众观点：① 有人关心原版 Minecraft 是否自带空闲暂停机制，讨论内置暂停和自建托管方案的差异与适用场景（@UnacceptableUse, 16likes） ② 独立游戏开发者对这类节省成本的多人游戏基础设施很感兴趣，希望看到更多类似实践（@zaxwebs, 10likes） ③ 有人建议用 Cloudflare Durable Objects 做类似唤醒和连接保持，讨论不同边缘计算方案在协议支持上的限制（@SawToothKernel, 8likes；@v0id_user, 8likes）
展开评论
- @[deleted] (21): [removed]
- @UnacceptableUse (16): Don't modern Minecraft versions automatically pause the server after x minutes of inactivity?
- @zaxwebs (10): Always good to come around these solutions. I'm building a game as a side-project so happy to see some activity in the space.
- @SawToothKernel (8): You could try the same with a Durable Object. They do the same thing with WebSockets, and can wake in milliseconds.
- @v0id_user (8): love DOs, they are great but they only take HTTP and WebSockets. Minecraft clients connect over raw TCP, so the game can't talk to one as far as i know?
开发者分享 Gofer：一个用 Go 和 HTMX 编写、支持多账号、联系人和日历的开源自托管 Web 邮件客户端，强调非 PHP 技术栈和 AI 辅助开发过程。
Hey, guys. I've been working on Gofer for several months now. It's an email client with special care on multi-account support. It also has Contacts and Calendar This is a project that I started and d…
受众观点：① 想自托管统一管理多邮箱账号的技术用户和独立开发者 ② 对 Go+HTMX 这类轻量技术栈感兴趣、在找 side project 参考实现的后端工程师 ③ 关注 AI 辅助开发在真实开源项目中如何落地的工程师和工具作者。
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- @Jackob-404 (5): Looking for something like that. Seems like "online versions of thunderbird" are not something people regularly need or use :/
- @yo_mono (3): Soon ;)
- @da_pickles (3): I self host stalwart for personal email and love it. But having a client do jmap, google and my outlook for work would be mint.
- @FicholasNlamel (2): Is there no docker compose to spin up an instance?
- @yo_mono (2): Soon! I didn't want to containerize before having a decent working version which I consider I only achieved on the last release
楼主询问自建反向代理后，大家在自托管环境中如何选择身份提供商，尤其是兼顾 Jellyfin 这类移动客户端时 Pocket ID、Authentik、LLDAP 等方案的实践经验。
Hi everyone, i have setup my homelab with a reverse proxy and i would like to know what yall are using as an identity provider for authentication and why, especially when it comes to mobile apps like…
受众观点：① 已经搭好反向代理、想进一步统一登录体验的 homelab 玩家 ② 在给家人部署 Jellyfin、Nextcloud 等多服务的自托管爱好者 ③ 对 OIDC、LDAP、passkey 等认证技术有兴趣、想做相关工具或集成方案的独立开发者。
展开评论
- @audero (14): If you use mobile, consider pocket-id as an OIDC provider as it forces the use of passkeys, which is super convenient on mobile with biometric auth. Not all mobile apps will support OIDC though, so you may be stuck on passwords for some. For web services that don’t support OIDC,…
- @thetechnivore (4): \+1 for pocket id. I was skeptical about the passkey-only approach at first, but it works wonderfully. Easy to set up and use, clean and fast UI, and lightweight without a ton of features I don’t actually need for my homelab setup.
- @winner_68 (3): The Jellyfin mobile client is the part that decides this for you. Don't put Jellyfin behind Authelia / forward-auth. The mobile app doesn't do a browser OIDC redirect, it talks straight to the Jellyfin API with username/password or an API key, so a forward-auth wall in front of…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @LookAtThatMonkey (1): Yep, I use it with an Authenticator app for one passkey, and then my Yubikey for the second. It’s super convenient.
帖子讨论在不同国家甚至不同大洲访问同一个 Immich 照片库时，是用单实例配合 VPN 还是做多实例复制，以及跨洲延迟是否真会影响体验。
Has anyone tried setting up Immich instance(s) across continents You can't share folders across instances so I'm looking to either have one instance or replicate one across servers. One instance woul…
受众观点：① 家人分布在不同国家、想共用一套 Immich 照片库的自托管用户 ② 有海外服务器或回国线路、在纠结服务部署在哪个区域的技术玩家 ③ 想做面向全球用户的自托管友好型照片/文件服务的独立开发者。
展开评论
- @Such-Individual-8188 (4): Would latency be an issue? What actions do you expect to have issues with latency? Personally, i’d start with one instance. If there are issues, create another closer copy. Replication is only a problem you have to solve once you get to step 2. Don’t overengineer!
- @DanMelb (4): My immich is hosted in my garage in Australia. We were pushing to and retrieving from it just fine while on holidays in Greece. Just a basic Wireguard VPN between our phones and our home router
- @Such-Individual-8188 (3): I wouldn’t describe load speed as latency. That depends moreso on the connection speed between your host and the client connection. Sure, it may take an extra 50ms for the host to receive the request to upload the thumbnail image, but that’s negligible.
- @SensaiOpti (3): Yo. I recently moved across the world (literally. A 16 hour flight.) and immich still works fine for my family, who did not make the move. I believe you're over thinking it. It'll work.
- @ComradeDre (2): Its the internet. You're over thinking it. My immich works fine when I'm very far from home.
作者整理了多位自启动 SaaS 创业者对免费套餐和试用的原话观点，结论是大多数人不建议早期做免费版，而应用带信用卡的试用和有节奏地提价。
I kept going back and forth on whether to add a free plan, so I went through what a few bootstrapped founders have actually said about it in their talks, essays and posts. Their own words, not the gu…
受众观点：① 有创始人分享自己听从专家建议砍掉免费计划后，付费用户数反而一年内持续下滑，恢复免费层后才慢慢回升，认为所谓通用结论未必适用于具体业务（@FewVariation901, 9分） ② 有人专门补充了文中提到的所有演讲和文章链接，方便其他创始人直接查阅原始来源而不是二手总结（@Otherwise_Vehicle75, 5分） ③ 也有创业者表示自己对免费计划持谨慎态度，试过要求预先绑定信用卡的试用后，发现转化率明显优于过去的免费层（@Electrical_Leave_128, 4分） ④ 另一些人则认为免费层能显著降低注册门槛，在自己产品中确实带来了更多最终付费用户（@flyby_apis, 2分） ⑤ 还有人以屏幕录制工具为例说明在某些品类 freemium 几乎是必选，因为每个免费用户分享的视频本身就是分发渠道，但免费额度和升级转化之间的平衡非常微妙（@Ali_dadan, 2分）
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- @FewVariation901 (9): Many years ago I listened to these experts and killed my free plan (still had a 30 day free trial). It took me one year to see that slowly my paid plan numbers were declining from that moment. Somehow free plan gave comfort to people that they can try it. I reinstated the free p…
- @Otherwise_Vehicle75 (5): Sources: Levels, free users and charging from day one: [https://levels.io/how-to-build-bootstrapped-startup-without-funding](https://levels.io/how-to-build-bootstrapped-startup-without-funding) Levels, Photo AI as one HTML page and a Stripe link: [https://www.youtube.com/watch?v…
- @Electrical_Leave_128 (4): cautious of free plans myself, ran a trial with card upfront and conversion was way better than the free tier i had before
- @flyby_apis (2): I agree with you, in my case the free plan helps users to sign-up, without it, less final paying users.
- @Ali_dadan (2): Screen recording is one of the few categories where freemium kind of has to exist, and it fits Walling’s exception almost exactly. Every video a free user shares lands in front of someone new, so the free plan is basically your distribution. Loom grew that way. The catch is the…
帖子讨论在 GoCardless 停止接收新账号后，英国用户如何用 Truelayer 等方案把银行流水同步进 Actual Budget 等自托管记账应用。
Now that GoCardless has stopped accepting new accounts, are there any ***free*** self-hosted budgeting apps that can connect to UK accounts?
受众观点：① 在英国用 Actual Budget 或其他自托管记账工具、被 GoCardless 改动卡住的技术用户 ② 想利用 Open Banking 数据做 side project 或理财工具的独立开发者 ③ 关注金融合规和第三方聚合 API 成本结构的 API 产品设计者。
展开评论
- @welshboy14 (25): Truelayer is free for personal use. You just have to sign up for an API key, switch to production and you can pull transactions from UK accounts. There's a github repo called \`actual-truelayer-sync\` by Sheppy which allows you to sync that data to actual budget using the actual…
- @funny_games (4): Yep I do this, works great
- @dishevel-corundum (3): What am I missing here https://support.truelayer.com/hc/en-us/articles/51026317780881-Can-I-get-production-access-for-a-personal-project-I-built-in-Sandbox
- @abeorch (3): There is a real need for a Creidt Union or mutual in the Uk to provide API access to OpenBanking Data
- @Free_Hashbrowns (3): I realize you said free, but just in case you don’t get any better options. You could look into [LunchFlow](https://www.lunchflow.app/). They use GoCardless as one of their backend providers. I’ve used it for a while with a different budgeting app, but I believe they have a way…
作者把自己的一人公司拆成 17 个各司其职的 AI agent，每个有独立记忆和文件夹，并要求它们标记无法验证的信息，用来批量制作图书但发现真正瓶颈在于最后的发布环节。
Each agent gets one job, its own memory, and its own folder, and they all share files on one box. Three lessons: narrow agents beat one giant chat, asking agents to "mark anything you couldn't verify…
受众观点：① 有人觉得“标记无法验证内容”这一条规则很聪明，相当于给 agent 加了置信度标记而不是让它瞎编（@Routine-Meeting-1870, 1score） ② 评论里多次提到真正的瓶颈在 finishing 和发布流程，而不是生成内容本身，哪怕发布一本书只要几分钟也会被各种小阻力拖延（@Routine-Meeting-1870, 1score；@jsprogrammer, 1score） ③ 有人分享自己也观察到不加这条规则时 agent 会用看似合理的内容填补空白，事后才发现错误，并讨论这条规则是如何在多 agent 间传播的（@QuanTradin, 1score；@jsprogrammer, 1score）
展开评论
- @Routine-Meeting-1870 (1): interesting approach, the "mark anything you couldn't verify" bit is clever. it's basically a confidence flag without asking the agent to guess how wrong it might be the finishing bottleneck part is too real though. building is fast, actually shipping the thing that matters take…
- @jsprogrammer (1): yeah, the main issue is I have to reset my 2fa for the bit to be able to publish the books and I haven't been able to and the only place I have publish access at the moment is my phone, it takes maybe five to ten minutes of copy paste to get a book published
- @QuanTradin (1): the "mark anything you couldn't verify" one matches what I've seen. without it they fill the gap with something plausible and you only find out a week later. did each agent need that line separately or is it in shared rules?
- @jsprogrammer (1): I actually think they came up with it on their own after making some mistakes, I'm not sure where they put it lol, but all the recent output has been really good across all agents
- @QuanTradin (1): ha, the rules they write after getting burned are the ones that stick. I'd copy that line into a shared file before some context reset quietly loses it.
一位完全不懂网站的影展从业者想为影院做一个带放映排期和订票后台的新站，困惑如何寻找合适的 Web 开发者以及老板坚持认为要花六位数预算是否合理。
Hello! For starters, I don’t know a single thing about websites. Are there specific types of website developers for this type of website? Our current website runs on pearl and wordpress so we need a…
受众观点：① 有人指出示例站点本身就是基于 Squarespace 或 WordPress 搭建，并给出 5–20k 的大致预算范围，强调选好票务插件和本地小团队即可（@ReadSavings2733, 4likes） ② 另一位从自由职业和小型项目角度估算了 7k–50k 的区间，并提醒要用现成票务平台、明确设计与全栈职责以及确保域名和源码归属权（@Super_Ad_1058, 1likes） ③ 有资深开发者拆解了两个示例站的具体实现和票务集成方式，分析了是什么因素会把成本推到六位数，以及 AI 时代继续用 WordPress 需要注意的安全和爬虫压力（@mrpottie, 1likes）
展开评论
- @ReadSavings2733 (4): Those examples are built on squarespace and wordpress, not some custom six figure job. Your boss is way off on that one For what you need, look for a local freelance developer or a small agency that does custom wordpress builds. You'll want someone who understands ticketing syst…
- @[deleted] (1): [removed]
- @webdev-ModTeam (1): Your post/comment has been determined to be a low-effort post or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repli…
- @Super_Ad_1058 (1): Nah man 6 figures for what exactly!? your boss can relax haha just a rough estimate from skimming the example sites but I’d say $7k–$50k, plus a monthly cost for maintenance after launch. this can go up or down depending on who you hire and the scope. And you don’t need to build…
- @mrpottie (1): I did a site for ausfilm in 2002 (Phil Tripp i think?). Both of your examples are WordPress sites. \- Austin Film Society: WordPress with a custom design. Tickets and memberships link through to a Salesforce-based system. \- Philadelphia Film Society: WordPress with a custom des…
作者分享自己做的地理知识解谜小游戏 Plopscotch，玩家根据名人出生地等线索在地图上猜位置，数据依托 Wikidata，目前无变现计划，希望能像 Wordle 一样形成每日挑战。
**guys ignore this playing I'm extremely terrible.** Regardless, I hope you guys enjoyed what I made, this is found on [plopscotch.com](http://plopscotch.com) and I (hopefully) want this to be compar…
受众观点：① 玩家反馈自己几乎不知道名人出生地，说明游戏难度和知识门槛偏高但仍有趣味性（@Jim421616, 6分） ② 有人建议在结算时展示该地点对应的名人或地标，让玩家获得更强的“学到东西”满足感（@AnsityHD, 3分） ③ 作者在评论里积极回应并快速实现建议，还晒出自己的分数，营造出轻松的开发者与玩家共创氛围（@Artistic-Stable-3623, 多条1分）
展开评论
- @Jim421616 (6): It turns out I don't know where anyone famous was born (although I got close with George Washington, despite not being American).
- @AnsityHD (3): Really fun game, I love this idea and the execution. I think what could make it more satisfying would be to list some notable figures/landmarks/etc. which would’ve scored well for each location, after guessing
- @Artistic-Stable-3623 (1): I'm the same, I only know a VERY BIG general idea of where they are lol.
- @Artistic-Stable-3623 (1): Yippeee! Got it. I currently do the closest one but you are right that would make it better. I’ll try and implement that today.
- @Artistic-Stable-3623 (1): If you guys care, here's my score: Plopscotch #1; 1,589/7,000 ⬛⬛🔴🔴🔴 ⭐🟡 Slightly Lost [https://plopscotch.com/](https://plopscotch.com/)
一位独立应用开发者向 r/SideProject 提问，想了解没有预算和团队的小体量创始人平时具体如何做营销、是主动多渠道推广还是被动等自然流量，以及最难的环节是什么。
I’m interested in how smaller app founders approach marketing when they don’t have a dedicated team or a large advertising budget. For those struggling to attract users, what does your current market…
受众观点：① 有人分享自己偶尔在 Reddit 发帖却几乎没人理，感叹真正难的是让任何人愿意点开看，尤其在没有广告预算时应用商店像黑洞一样难以被发现（@Head-Emergency-1110, 4分） ② 多位评论者提到所谓“自然流量”并不是主动运营的结果，而是被动发生的，甚至有人调侃“你不能去尝试 organic，它只是偶尔砸到你头上”（@ConclusionLeft3914, 3分；@DefiantIngenuity2366, 1分） ③ 也有人分享每天花一两小时在相关讨论串里回答具体问题，虽然不规模化但带来了最留得住的用户，难点在于既要真诚解决问题又不能像硬广（@QuanTradin, 2分）
展开评论
- @Head-Emergency-1110 (4): i do a post on reddit once a week maybe, and then feel bad when nobody cares lol hardest part is not the making, its getting someone to even look at it. app store is just a black hole if you have no budget
- @ConclusionLeft3914 (3): You don't try organic. Organic just happens...
- @QuanTradin (2): an hour or two a day replying in threads where my exact problem already comes up. it's slow and none of it scales, but it's the only thing that brought people who stayed. the hard part is not sounding like an ad.
- @DefiantIngenuity2366 (1): Have you tried organic? Works pretty well tbh
- @Scary_League5349 (1): i agree i do the same
发帖者讨论独立开发者常见的 SaaS 终身买断套餐到底是骗局还是合理融资手段，并向买家和创始人征集真实经历。
I keep seeing indie products offer "lifetime" deals, and opinions online seem split down the middle. From what I've read, the buyer side worries about a few things: * "Lifetime" usually means the lif…
受众观点：① 有人认为终身套餐本质是在赌创始人能撑多久，实际买到的是若干个月的折扣使用期而不是真正意义上的终身服务（@Substantial_Run_3362, 1likes） ② 也有用户分享自己既买到现在仍在用的终身产品，也踩过产品夭折或迁移到更好替代品的坑，体验好坏参半（@CyberHouseChicago, 1likes） ③ 有评论提醒“终身”往往只覆盖当前大版本，后续大版本升级可能需要重新付费，条款细节很关键（@New_Put3871, 1likes）
展开评论
- @Substantial_Run_3362 (1): It’s a bet on how long the founder can keep the lights on, most of the time you’re buying a discount on however many months the thing actually survives
- @CyberHouseChicago (1): I have bought lifetime deals I still use and bought a few that died or I ended up moving to a better product.
- @Jealous-Dance-8007 (1): Do you regret buying those subscription or would you still bet on them?
- @CyberHouseChicago (1): The one I still use has saved me a ton so no don't regret anything
- @New_Put3871 (1): lifetime means until a new major version comes in.. minor versions & updates don't count
作者在做容器化代码执行平台，API 通过 /submit 入队到 Redis 再用 /job_id/status 轮询结果，想用 k6 等工具压测异步接口的端到端延迟和并发表现。
Hey guys im working on a containerized code exexuting platform and i want to test how repsonsive the api is at high load and measure latency but i have two endpoints one is /submit which puts submiss…
受众观点：① 有人直接确认 k6 可以很好地处理这种先提交再轮询的异步流程，并建议不要用 Postman 做真正的压测（@Ok-Perspective4243, 2likes） ② 有人感叹自己本该用类似方法自测而不是把压测外包给别人，白白浪费了时间，体现出很多新人对压测工具的陌生（@Forward-Island-909, 1likes） ③ 多个评论强烈推荐 k6，并提醒不要在被测同机运行，同时给出完整脚本示例，展示如何用 constant-arrival-rate 场景和自定义 Trend 指标来追踪 job 完成时间和队列退化（@quizical_llama, 1likes；@abdullahguch, 1likes）
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- @Ok-Perspective4243 (2): k6 can handle async flows fine, just script it to hit /submit then poll /job\_id/status in a loop until it resolves and track the total time. Postman's not built for proper load testing so skip it for that.
- @Forward-Island-909 (1): I really should have done this instead of asking antigravity to load test and make a report i wasted 6 hours man
- @quizical_llama (1): k6 is amazing totally the best answer here! just don't run k6 on the same machine that you are load testing on.
- @InsideTour329 (1): Jmeter
- @abdullahguch (1): Building on the k6 suggestion, the main thing is to measure end to end time yourself, since k6's built in http_req_duration only tells you how fast /submit answers. Something like this: import http from 'k6/http'; import { sleep, check } from 'k6'; import { Trend } from 'k6/metr…
一位刚入门自建服务的用户在 selfhosted 版求推荐，想了解除少量 \*arr 和 Navidrome 之外还能部署哪些小众应用和 Jellyfin 插件来提升生活体验。
Hey all, this is my first post in this community and I was really just hoping to learn what was out there that I could be doing since I just started self hosting recently this year. I learned a lot t…
受众观点：① 许多回复围绕 Jellyfin、Immich 等多媒体自建方案，分享各自最常用的影音与照片管理服务（@iamagenius89, 2score） ② 有人重点推荐 Paperless-ngx、Mealie 等生活类应用，强调自建文件归档和菜谱管理能改善日常习惯（@iamagenius89, 2score） ③ 楼主在评论里回应对 Mealie 感兴趣但自嘲厨艺一般，讨论逐渐延伸到通过工具培养做饭习惯和健康饮食（@GetSerafin, 2score）
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- @iamagenius89 (2): Jellyfin and Immich seem to be the two I see the most. Both are really excellent. AudioBooth has been one of my most used, but I listen to a lot of audiobooks. Paperless ngx is fairly useful for digital file storage, although I personally find that I don’t have a ton of use for…
- @GetSerafin (2): I have been hearing a lot of buzz with Mealie. I am going to look into it on my end but my cooking skills are atrociously simplistic lol
- @iamagenius89 (2): I am a firm believer that every adult should learn to be at least a halfway decent cook. Way too many people these days live off of take out food, pre-prepared foods, etc. It’s so bad for you and so EXPENSIVE. Basic cooking really isn’t that complicated. Maybe Mealie can be your…
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @GetSerafin (1): I cook mainly to hit my macros and less for the flavor but lowkey this could be my excuse to do something new
作者整理了与 50 位 SaaS 创始人私聊后的数据发现，强调 CAC、ARPU、回本周期和 12 个月留存这四个核心数字远比一堆虚荣指标重要。
I put something out on another startup sub recently and ended up with around 50 founders in my DMs in a single day. I asked almost all of them the same four questions. The answers were so consistent…
受众观点：① 顶赞评论认为用研究期和可重复获客期来区分创始人时间是否算 CAC 的思路非常清晰，并反馈自己 48% 的流失主要集中在前 60 天，准备先修 onboarding 再加大获客（@Appropriate-Grab1291, 3likes） ② 同一位评论者进一步表示会按作者建议分析激活与未激活用户的行为差异，说明大家对用数据拆解激活事件和漏斗的具体方法很感兴趣（@Appropriate-Grab1291, 3likes） ③ 作者在回复中提出“创始人时间在动作可复用前属于研究成本，可复用后才计入 CAC”，并给出按小时跟踪和用回本周期指导 CAC 上限的实操建议，引发对如何计算早期 CAC 的讨论（@Lucky_Reward2096, 2likes）
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- @Appropriate-Grab1291 (3): This is brilliant. The distinction between research vs repeatability actually makes total sense and solves the debate. On the 48% churn, that hit hard. We checked and most of it is indeed concentrated in the first 60 days, so onboarding and initial value gap are definitely where…
- @Appropriate-Grab1291 (3): This framework is absolute gold. Looking for the gap between activated and non-activated cohorts is such a clear way to separate an acquisition/promise problem from an onboarding one. We’re going to analyze our week-one activation events this week and see where the drop-off actu…
- @Appropriate-Grab1291 (2): Great post, but I’m going to play devil’s advocate on one point: is founder time really CAC in the very early days? If a bootstrapped founder earns zero dollars and spends 40 hours doing manual outreach to get their first 10 customers, factoring in a theoretical market-rate sala…
- @Lucky_Reward2096 (2): this is the right objection, and I was imprecise in the post. founder time is a cost, but it isn't CAC yet. your first 10 customers from 40 hours of outreach are research, not a channel. you're buying answers: who pays, what language works, what breaks in onboarding. pricing tha…
- @Lucky_Reward2096 (2): 60 days points to a time to value problem, not a product one. that's the cheapest thing to fix in SaaS. three steps in order: find your activation event. pull your month 12 survivors and look at what they all did in week one that the churned cohort didn't. it's usually something…
一位 SaaS 创作者抱怨给流失用户发邮件几乎没人回复，求问大家有哪些更有效的方法弄清楚用户为什么取消订阅或离开产品。
Hi all, I was wondering how you figure out why people leave your SaaS? I never get any reply when I contact them and ask. I use firebase to better understand user behavior which is helpful but still…
受众观点：① 退出后再发邮件很难收到回复，应该在取消当下用单选问题收集主要流失原因（@adeelraza86, 2分） ② 不同类型的流失要拆开看：从未激活、长期活跃后离开、支付失败等是完全不同的问题（@Reasonable_Ideal_672, 2分） ③ 多数人强调问卷要极简、嵌在取消流程里，一到两问的下拉选项比长篇调查更容易获得真实反馈（@Far-Inevitable6386, 2分）
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- @adeelraza86 (2): People who already left don't owe you an email reply, so ask before they're gone. Put one question in the cancel flow with four or five fixed reasons and an "other" box. It costs them one click, so most will answer. Then pull the last few things each churned account did in Fireb…
- @Reasonable_Ideal_672 (2): I’d split the cancellations before asking one generic “why did you leave?” question. Someone who never reached the first useful result, someone who used the product for months, and someone whose payment failed are different problems. For the first group, look at the exact step w…
- @Huge_Pool7424 (2): yeah failed payments alone can be a big chunk of churn, worth fixing dunning before reading too much into survey answers
- @Far-Inevitable6386 (2): A few things that worked better than emailing after they’ve left: 1. **Ask at the moment of cancelling**, not after. A one-question dropdown (“What’s the main reason you’re leaving?” with 4-5 options + “Other”) gets far more answers than an email, because the user is already on…
- @IngenuityHuge5998 (2): Agree with the ask-in-the-cancel-flow people. one thing if part of your product is free or an extension, theres no cancel step at all, people just vanish. for my chrome extension i added a page that opens right after uninstall with a few checkboxes and an optional text box. emai…
一位有 3Djs 和 WebGL 经验的前端开发者展示自己做的动态背景生成网站 striktly，并担心在 AI 时代这类手工动效是否还有价值。
Honest Feedback and questions: I am a web dev that has always been on the lookout for motion or interactive backgrounds for marquees and hero sections. I got tired of looking for them and decided to…
受众观点：① 有设计导向的开发者表示确实会在实际项目中用到这种动效库，说明存在真实需求（@acav802, 3分） ② 有人更偏好简洁实用的网站，但也承认 2D/3D 动效在特定应用如音乐可视化或游戏中很有用，并建议作者把 AI 当作辅助工具而不是威胁（@TheRNGuy, 3分） ③ 还有用户围绕 UI 细节展开讨论，一方认为界面略显粗糙，一方则觉得 UI 很好，显示出潜在用户对易用性和视觉风格的不同期待（@Wonderful_Yak3972, 2分; @ThickGreen, 2分）
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- @acav802 (3): I could absolutely use this in my designs
- @TheRNGuy (3): I prefer simple and utilitarian sites, never liked Flash sites when they were popular. 2d or 3d stuff is useful in some apps, like visualiser in music app, or game. About ai: it can help you, but you need to know what to prompt, and then how to give him feedback or fix bugs. You…
- @DropPayload (2): I will look into these and see what I can learn. Thanks for your time
- @Wonderful_Yak3972 (2): looks interesting, the particle options are fun to play with. the ui could use a little love, it feels a bit raw compared to the animations themselves which are pretty smooth. as for the ai question, people still want handcrafted stuff that doesn't feel generic. if you keep refi…
- @ThickGreen (2): fwiw, I think the UI looks excellent. I'm kind of baffled by that critique to be honest.
True2Size: Chart & Recommender 作者复盘自己从零开发首个 Shopify 应用的过程，总结功能对标竞争对手、为每个商家深度定制、后期删减复杂度以及避免完美主义拖延营销的经验教训。
A few months ago I started building my first Shopify app, True2Size: Chart & Recommender. It’s a tool that helps clothing stores create size charts and recommend the right size to their customers…
受众观点：① 评论者强调删减和重组功能往往比新增更难，倾向先给新用户一个简单默认，再把复杂自定义藏在后面，并以重复出现的困惑作为需要简化的信号（@ArchitectureWithin, 2分） ② 作者在回复中举例说明曾把模特说明文字做成全局设置，后来才意识到应下放到单个产品层级，体现出很多问题是“设置作用域”设计不当而非功能本身（@MaximumGiraffe7838, 2分） ③ 另一条评论建议采用“全局默认 + 每产品覆盖”的模式来兼顾灵活性和易用性，并指出开发者本人觉得合理的结构，往往与真实商家使用心智不一致（@ArchitectureWithin, 2分）
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- @ArchitectureWithin (2): Good write-up, and the part about removing things being harder than adding them is the one I’d underline. On your questions: I lean toward simple defaults with the customization tucked behind them, so a new person gets a working setup in a couple of minutes and the power users c…
- @MaximumGiraffe7838 (2): Thanks for the input! Indeed achieving a simple to interact with app with if wanted a lot of easy to find customization possibilities is the way to go. On your question, I haven’t really removed any major features completely after launch, but I’ve definitely had quite a few mome…
- @ArchitectureWithin (2): That model note example is a good one. It’s an easy mistake, because a setting feels global until you picture the second product. One pattern that might help: keep a global default and let each product override it. Then you don’t have to pick one level, and merchants who use the…
- @QuanTradin (2): I'd push back on the feature parity plan. merchants mostly install for the one thing the competitor reviews complain about, and every extra feature is one more thing to support when a store breaks on a Saturday.
- @Alien_girl2026 (2): Thanks for all the tips I found them super helpful and can relate . I'm working on my app probably 6 hrs a day. Someone always gives new ideas and I can't implement them all , so I just write them down in a notebook for possible future build. I also have per page first time tuto…
一位开发者分享自己通过两款 Mac 应用获得 500 美元收入并开贴 AMA，评论主要在追问应用是什么以及他是如何被用户发现的。
r/SaaS Made $500+ revenue from my 2 Mac Apps. AMA
受众观点：① 有人认为他之所以能卖出去，正是因为产品本身解决了真实需求，暗示产品力仍是小应用变现的关键（@19Lobster19, 2likes） ② 有读者用法语追问这两款应用的具体类型以及是否做过广告，说明大家关心的是产品定位和推广渠道（@Strict-Prune-879, 1likes） ③ 也有人细问他是在相关讨论串下主动回复，还是单独发帖让用户自然发现，关注的是具体的分发动作（@thepurpleproject, 1likes）
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- @19Lobster19 (2): That's probably why it's working then :)
- @Strict-Prune-879 (1): quelles sont ces deux applications? tu as fais de la publicité?
- @[deleted] (1): [removed]
- @thepurpleproject (1): Where they just posts on threads and people discovered you or were you trying to look for existing threads and reply to them?
- @otabek-abdiraimov (1): i am posting myself and people are discovering me
一位澳大利亚创始人分享自己在建筑行业做 Harvux 治理与经验教训管理工具的思路，并求教如何让这种合规流程类 SaaS 真正被施工团队采纳和付费试点。
I’m based in Australia, with a background in construction project delivery and then transitioned to enterprise software implementation. I’m building Harvux around a problem I keep coming across: comp…
受众观点：① 顶层管理希望公司真正从事故中学习，但一线觉得这是额外负担，如何把工具设计成比现有流程更省事（@PoetryDue5947, 2分） ② 很多团队连正式流程都没有，问题只在项目组内部解决，经验无法沉淀到组织层面（@Conscious_Angle_7388, 1分） ③ 即便有 AI 辅助，判断和决策仍需人来承担，如何在不增加一线负担的前提下让管理层真正跟进执行（@Conscious_Angle_7388, 1分）
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- @PoetryDue5947 (2): You're basically selling a tool that forces companies to actually learn from their screw-ups instead of just writing them down and forgetting, the hard part is making it feel like less work than the status quo rather than more.
- @amberglad3 (2): spot on, the bar isnt even "useful" its "less annoying than what we already do"
- @Conscious_Angle_7388 (1): Agreed. The harder case is where there’s no formal process to replace. People sort issues out on the job, but what happened and what needs changing often stays with that team and isn’t documented. Some extra effort is probably unavoidable. I need to test whether the people doing…
- @Conscious_Angle_7388 (1): Exactly. The team capturing the information might not see an immediate benefit, so asking them to do more admin is a hard sell. AI can help reduce the effort, but it can also miss context or draw the wrong conclusion. You still need people to make the judgement calls, own the de…
- @TheSufficentGuy (1): I think we as developers tend to forget the kiss rule, keep it simple stupid, it’s a tough balance to make something simple but also effective
作者因原本付费的体育数据 API 宕机，自己用 Cloudflare Workers 搭了 SportyApi 聚合多种体育比分和赛程并统一成一致 JSON 输出。
I’m working on updating my media app [Surge Player](https://surgeplayer.com), and the sports API I was paying for went down. I needed that data for the app, so that sent me down a bit of a rabbit hol…
受众观点：① 开发者关心多源体育数据聚合与冗余设计，如何在上游源头出问题时仍保持服务可用（@BigWetDeck, 2score） ② 大家在讨论 Cloudflare Workers 上缓存策略和配额限制，如何在频繁刷新的比分场景下兼顾实时性与成本（@Otherwise_Funny_4702, 1score；@BigWetDeck, 1score） ③ 有人提到不同体育项目的比赛状态、节次和比分字段标准化非常麻烦，如何在一个统一 API 里抽象这些差异（@QuanTradin, 2score）
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- @BigWetDeck (2): This one is, it's basically aggregation of multiple sources for redundancy, stripping and comparing data then caching it multiple times a minute. If one of its sources goes down it has fallbacks. A couple of it's sources are paid with commercial rights, others are various public…
- @BigWetDeck (2): Scoreboard is 60 sec,, schedules 5 min, team records 24hour, but demo on site is 2 min
- @QuanTradin (2): game status across sports is a nasty normalization job. postponed, suspended and delayed mean different things on a scoreboard, and every provider spells them its own way.
- @Otherwise_Funny_4702 (1): Cool project ive been meaning to mess with Cloudflare Workers for a while. how tricky was getting the caching layer right? my last attempt with workers i kept hitting the cache limits and it was driving me crazy lol the scoreboard preview is a nice touch, makes it way easier to…
- @BigWetDeck (1): Thanks! I’m on the paid Workers plan, which helps with the free-tier quotas. I’ve kept it pretty simple, shared KV snapshots, and the preview refreshes every couple of minutes rather than fetching upstream for every visitor. Which limits were you hitting?
作者展示用本地小模型重构的 NoteCoder 网页工具，在浏览器内用字典加推理为临床笔记匹配 ICD‑10 代码且不上传病历数据。
About ten years ago I built NoteCoder, a browser-based project that matched disease phrases in clinical notes to ICD-10 codes using a dictionary and trie. I’ve been revisiting it with local AI. The i…
受众观点：① 用户最关心 2GB 首次下载带来的加载门槛，希望在体验前就看到价值说明和清晰的进度反馈（@Ok-College7794, 1分） ② 有人认为在现代硬件上体感还可以，但也承认体积不算小，需要权衡（@imfinn005, 1分） ③ 也有用户愿意为完全本地、不上传临床笔记的数据安全付出这 2GB 成本，并建议用更小的 stub 模型先做交互预览（@Double-Mix-9488, 1分）
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- @Ok-College7794 (1): The 2 GB first-run download sounds like the biggest web UX hurdle. I’d make the value visible before someone commits to it, then show download progress and whether the model is already cached on return. A small synthetic sample that runs with a lighter option (if the quality tra…
- @imfinn005 (1): Agreed, that makes sense. It seems to not be too prohibitive in most modern hardware setups, but it is definitely not nothing.
- @Double-Mix-9488 (1): The 2gb hit is steep but the whole thing runs without sending notes anywhere so at least you know what you're paying for if the synthetic sample was decoupled and could run on a tiny stub model id probably click through just to see how the highlighting behaves before committing…
- @imfinn005 (1): Okay, I appreciate your comment. It's good to know where different people are at.
- @Ok-College7794 (1): That would lower the initial commitment a lot. I’d keep the sample clearly labeled as a UI preview if it uses a stub, though; people could mistake it for a realistic quality check. Fixed synthetic output could demonstrate the highlighting first, then offer the real model as a se…
Odin 是一个结合 Tree-sitter 和本地小模型的工具，能读取 bug 报告并在代码库中定位最可能需要修改的文件和函数，号称在 SWE-bench Lite 上文件命中率 93%、函数命中率 79.4%。
TLDR: a search engine that reads a bug report (or lets you define it) and points to the exact file (93%) and to the exact function (79.4%) you need to fix. Hey everyone, did this while trying to get…
受众观点：① 有人指出 Odin 这个名字在开发圈已被多次使用，担心与 Odin 编程语言和 Odin Project 混淆，建议更换命名（@punkbert） ② 早期试用者反馈当仓库主要是 C/C++/Scala 时，工具只分析少量支持语言文件却仍给出误导性结果，认为在不支持语言场景下应该直接放弃或明确提示（@paul_h） ③ 作者回应会考虑改名并解释当前语言支持和权重阈值逻辑，说明产品还在快速迭代和打磨阶段（@Massive_Capital9611）
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- @punkbert (6): **Odin** is already used by two different projects. There's a programming language called Odin that's been making the rounds for years, there's also an Odin Project that regularly gets mentioned in programming circles. I'd pick another deity.
- @paul_h (5): Not related to https://odin-lang.org/ So I tried it. I pasted in a GH issue link on a **prod-code** defect and it said: ```Most of this repository is C (577 files), C++ (5 files), Scala (5 files). Odin reads Go, Java, JavaScript, Python, Rust and TypeScript for now, so it search…
- @paul_h (3): https://www.heimdalldata.com and many others in "heimdall use as company or product title" google search AI Overview
- @Massive_Capital9611 (2): thanks for the update, i thought it mentions "not found" if function weights are not upto a certain point. i'll look into it, thanks
- @Massive_Capital9611 (2): i'll consider this, thanks. now that i think about it, heimdall wouldve been a better choice lol. since hes "all seeing"
一位完全新手想入门自建和去谷歌化，发帖询问该买哪些耐用硬件和配套软件来搭建长期可用的自托管环境。
I want to get hardware that lasts. Plus anything else that would make degoogling etc easier. Software recs too if applicable. Please and thank you:)
受众观点：① 有人提醒先评估家庭电价和制冷条件，指出高功耗 homelab 在电费和散热上可能完全不划算（@Gargle-Loaf-Spunk, 3score） ② 部分用户吐槽提问过于模糊、预算和目标不清，认为在不给出具体需求的情况下很难给出有价值建议（@megatraum2048, 2score） ③ 也有经验用户强调大多数人需求并不大，一台低功耗 N100 或旧台式机就能搞定，真正需要大存储或复杂网络的人只是少数（@11ama_dev, 1score）
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- @Gargle-Loaf-Spunk (3): Sounds very homelab… how’s your power and cooling situation? If you’re paying $0.45/kWh and live somewhere that you don’t have any AC, that recommendation is a little different from a place with $0.12/kWh and AC. The AI question is to ensure transparency, chill.
- @megatraum2048 (2): Very vague question with no budgets, or desires out of degoogling. And your response to the automated ai disclosure bot was weird. Maybe you should “leave the group” or elaborate on what your budget is, what your end goals are, etc. a bit of effort to get some effort
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @2BoopTheSnoot2 (1): You should head over to r/homelab for research
- @11ama_dev (1): most of these mfs posting on [r/selfhosted](r/selfhosted) and [r/homelab](r/homelab) have ridiculous stacks to do things that can be done on a single 15 year old decommissioned office desktop. 21st century blues dads. first assess your needs, and then go from there. if you're no…
一位用户分享托管服务 PikaPods 新增 PocketID 应用，自己用它做统一认证并看重自动更新和异地备份等特性。
Hi all. I am not affiliated with PikaPods, just a customer. I did want to share that PikaPods now offer PocketID for about $2USD a month. I’m not sure about others but for me most of my services now…
受众观点：① 有人认为帖子像广告，并质疑即便把 PocketID 放到外部服务，依赖它的下游服务挂了照样不可用，看不到额外价值（@404invalid-user, 5score） ② 也有用户强调这是自托管社区，质疑为何不直接自己部署 PocketID 而要付费托管（@Lachee, 3score） ③ 楼主补充说明自己曾因 PocketID 实例故障导致无法访问 Outline 文档，认为将认证服务与家庭基础设施解耦能降低恢复难度（@dipstickboy, 0score）
展开评论
- @404invalid-user (5): reads like an ad... and if my pocket id server is down so are the services that use pocket id no reason to waste money to host it externally.
- @Lachee (3): Or just self pocket id? This is literally the subreddit about self hosting
- @asimovs-auditor (1): Expand the replies to this comment to learn how AI was used in this post/project.
- @DazednConfucioused (1): Yeah but he’s “not affiliated” so it’s all good bro
- @dipstickboy (0): Really not sure how to prove it’s not an ad. In my case I have stuff spread across various servers or locations so the services aren’t tied together. A few months back my broken PocketID instance meant I couldn’t access my Outline documentation which I needed for getting things…
作者受 brown 的 Rust 在线教材启发，自研了一个基于 CSS Highlight API 的网页高亮与批注库 penciled，支持本地或自建后端存储并提供 React 适配和 playground。
I was reading brown's [rust book](https://rust-book.cs.brown.edu/experiment-intro.html) and they have this cool feature that lets you highlight stuff and leave notes while reading. I wanted something…
受众观点：① 有人简单表示这个库看起来很酷并感谢分享，说明开发者对轻量级高亮工具有兴趣（@kcure, 5likes；@ExpertPlay, 3likes） ② 有评论专门夸赞 CSS Highlight API 的用法和 15kb 体积，认为这是被低估的技术路线（@barrel_of_bikinis, 2likes） ③ 其他用户从 UI 观感和易用性角度称赞组件干净美观，期待在自己项目中尝试（@Disastrous_News_9798, 1likes；@lepture, 1likes）
展开评论
- @kcure (5): looks cool thanks for sharing
- @ExpertPlay (3): thank you!
- @barrel_of_bikinis (2): the css highlight api is such a clever way to handle this, i've been messing with it for a side project and it's weirdly underused. the 15kb size is a nice touch too.
- @Disastrous_News_9798 (1): its nice
- @lepture (1): It looks clean and beauty. Thanks for sharing.
作者为准爸爸做了一款名为 ExpectDad 的免费 iOS 怀孕助手应用，按孕周给出宝宝情况并提供三件当天可以为伴侣做的小事等实用建议。
When my partner got pregnant all the apps I tried was written for her. I wanted something that told me what was going on that week and what I could actually do about it. So I built **ExpectDad**. It’…
受众观点：① 有人指出“每天三件你可以做的小事”是核心亮点，比只告诉你宝宝像什么水果更有行动感（@QuanTradin, 3score） ② 评论里有用户直接表达感谢，说明目标人群确实存在需求空白（@ResponsibleNose7602, 2score） ③ 作者在评论中强调自己就是想提供可执行的陪伴指导，而不是信息堆砌（@dm146, 1score）
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- @QuanTradin (3): "three small things you can do today" is the feature. most of these apps tell you the baby is a pumpkin and leave you standing there with nothing to do.
- @ResponsibleNose7602 (2): Thank you so much for building this!!
- @dm146 (1): Exactly trying to give active engagement guidance. Thanks !
- @dm146 (1): Pleasure. Just trying to build something useful.
Prism World 作者分享一款面向小团队的社媒内容日历工具，并重点讨论当活动日期临时变更时，如何在日历视图里快速找出受影响草稿和文案以避免发错信息。
I'm the maker of Prism World, a browser workspace for preparing social content. I'd like feedback on its calendar, especially when plans change after a draft has been written. A hypothetical example:…
受众观点：① 评论者关注到不仅要移动日历时间槽，更要检查草稿文案里写死的日期，否则很容易发出错误信息（@QuanTradin, 1分） ② 作者在评论中补充，希望在变更时提供逐渠道的受影响内容汇总视图，并高亮旧日期，帮助人工快速审核包括图片在内的所有素材（@Real-Speech-2033, 1分） ③ 另一位评论者建议用“预防 vs 纠正”的摘要视图，把还可阻止的排程和已经发布但需修正的内容分开统计，点击后再回到日历获取上下文（@matimatthews, 1分）
展开评论
- @QuanTradin (1): when the event moves, flag every queued post whose copy still says Saturday, not just the slot on the calendar. moving the slot is easy, the text inside the draft is what slips through and goes out wrong.
- @Real-Speech-2033 (1): Yes—the date inside the caption is a separate thing to review. As Prism World's maker, I'd test a review step that shows each affected channel caption beside the new schedule, with the old weekday and numeric date highlighted for a person to check. I'd include dates baked into i…
- @QuanTradin (1): yeah, images are the sneaky one since nobody rereads a graphic once it's approved. old date next to new date on one screen would catch most of it.
- @matimatthews (1): I'd start with a compact change summary: 3 drafts need review, 2 scheduled posts are paused, 1 post is already live. Let each item open in the calendar for context. The important split is what can still be prevented versus what now needs a correction, since those are different j…
- @Real-Speech-2033 (1): That prevention/correction split is clearer than a single 'Needs attention' count. As Prism World's maker, I'd test the summary per destination: a campaign could need draft review for one channel and a correction to an already-live post on another. Changing the remaining schedul…
一位读 AI 硕士的初级软件工程师在纠结是买 32GB 内存的 M2 MacBook Pro 还是 24GB 内存的 M4，用于云端训练为主的 AI 学习和开发。
Im a junior software engineer who turned lately part-time since I joined masters degree in AI, do have a dated MacBook mid2020 core-i5 13’ and reluctant between two used MacBook pros I’ve been offere…
受众观点：① 有人建议直接选 M4 24GB，认为在不跑本地大模型的前提下内存足够，而新架构在单核和神经引擎上优势明显（@wasay-inc, 4分） ② 也有用户强调 24GB 对多数学习和开发场景已经绰绰有余，M4 在实际工作负载上会明显快于 M2（@Away-Intention6661, 2分） ③ 另一部分人提醒可以考虑继续用旧机或装 Linux，或者优先加钱上更大内存和硬盘，并关注二手机的电池、锁定状态和退货条件（@codegems, 2分; @Miserable-Money642, 1分）
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- @wasay-inc (4): Go for the M4 with 24GB RAM. Since you aren't running local LLMs and only keep 4-5 Docker containers up while offloading heavy model training to the cloud, 24GB is more than enough head room. The jump in CPU single core speed, Neural Engine performance, and battery efficiency on…
- @Away-Intention6661 (2): 24gb is plenty for that workflow, and the m4 will crush the m2 in single core and neural engine stuff that actually matters for what youre doing
- @codegems (2): If you have time look into running Linux on the i5. My main computer is a 2020 MacBook Pro with Linux Mint and it’s great. Before I installed Linux on it I bought a new 2026 MacBook and now I can’t return it. But I wish I had started with Linux to save the money because my batte…
- @Kyle772 (1): 24GB is enough, but I do sometimes want more for my docker containers. If you can swing it I'd go for 32GB + 1TB storage personally. I catch myself wanting to upgrade pretty often but if not for those 2 limitations I would be happy on my MBP for another 6 years.
- @Miserable-Money642 (1): One thing the other replies may be overstating: the Neural Engine will not help much if your models and fine-tuning run in the cloud. Your local workload sounds more like IDE, browser, containers, and data prep. If possible, run your normal stack on the M2/32 GB and watch Activi…
一位做创意策略和媒体投放的从业者介绍自己为广告创意管理打造的 Mach 工具，并询问该如何选择平台和方法来为这个 SaaS 拉起首批等候名单。
I started building an app for personal use as a creative strategist and media buyer and along the way I decided other people/business might find it useful. Its called Mach (www.machads.com) It's basi…
受众观点：① 目前产品定位讲的是「像几个工具的混合体」，评论建议改为直接说清楚为用户解决什么问题（@FixedPublisher, 2分） ② 有人指出引用 Foreplay、Motion 等名字做类比意义有限，因为这些产品本身也不是大众熟知品牌（@Flat_Palpitation_158, 1分） ③ 另一位详细建议围绕 Foreplay 和 Motion 做「替代品」「对比」和具体用例页面，利用搜索流量吸引已经在找替代方案的高意向用户（@Resultris, 1分）
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- @FixedPublisher (2): Your whole pitch is basically "it's like three other tools mashed together" and even that took me a minute to parse, might wanna lead with what it actually does for someone rather than naming your inspo stack
- @Flat_Palpitation_158 (1): And those three products (with the possivle exception of grokbot but even that too) arent even household names
- @hmamlook13 (1): You're in a better spot than the irony suggests, because your buyers are the people you already work next to. I wouldn't start with organic content in general. Pick one format you can produce from inside Mach every week, for example a breakdown of the top 10 running Meta ads in…
- @Magalys-Allievi (1): before you worry about which platform, figure out who your first 10 users would be. like specific people you can name. if you cant name them, the channel doesnt matter yet
- @Resultris (1): One channel nobody's mentioned yet is search, and you've already done half the work. You named your competitors in the post. People who are unhappy with Foreplay or Motion search for things like "Foreplay alternative" or "Motion vs Foreplay." That's someone who already pays for…
原帖作者讨论现代软件不一定需要依赖服务器和订阅制，主张更多做离线优先应用，并通过本地存储来证明不出售用户数据并提升隐私安全。
These are my thoughts on modern software development. Everything is subscription based software as a service, even if there is no clear benefits of it being in the cloud (for the user). Writing offli…
受众观点：① 有人担心为了防止逆向而把更多逻辑放到服务器甚至用流式应用，只会进一步加剧软件的异化和用户失控感（@MilessEdgeworth） ② 讨论中提到即便只看网络请求，很多老游戏也被成功逆向，说明完全依赖服务器并不能真正阻止复刻，只是改变了门槛（@Chii） ③ 部分开发者认为无论如何客户端-服务器架构会长期存在，未来可能通过流式或其他方式在体验和控制之间寻找平衡（@Unfair-Sleep-3022）
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- @MilessEdgeworth (4): So the answer is more enshitfication? To prevent reverse engineering, stream apps from servers instead of running any code at all on user device? I don't like where this is going tbh
- @Unfair-Sleep-3022 (1): It's not "some" of the logic usually, no And AI can just guess based on the endpoints but it's nowhere near what happens with binaries
- @Unfair-Sleep-3022 (1): Well, the answer is certainly not giving it away for free either We'll see, but I think we'll def keep the client server architecture Streaming it could be a way if we can make it work seamlessly
- @Unfair-Sleep-3022 (0): Bit odd with the reverse engineer wave
- @Chii (0): > it's nowhere near what happens with binaries it just needs to be close enough. Lots of old MMO games have been reversed and private servers created from just looking at the packets sent from the client. However, this is not some dystopian new world, but a new wave of softwa…
作者用 Next.js、React 和 Tailwind 做了一个在线 Blackjack 训练网站 blackjacktrainer.fyi，既能练习基础策略也能练习算牌，并支持多副牌配置。
[https://www.blackjacktrainer.fyi/](https://www.blackjacktrainer.fyi/) Wasn't really happy with the free blackjack trainers I was able to find, so I decided to make my own. You can play it casually a…
受众观点：① 有人夸赞卡背等细节设计很干净好看，认为这种对小细节的打磨让 side project 更有质感（@Zestyclose_Ring7252, 2likes） ② 作者回应自己在桌面和移动端 UI 上做了很多小迭代，也吐槽多端适配的麻烦，说明前端实现上有不少实践经验（@TheFissureMan, 2likes） ③ 有用户好奇真实赌场是否使用多副牌，作者详细解释了常见的 6–8 副牌配置以及不同副数对玩家胜率和策略的影响（@gdubrocks, 1likes；@TheFissureMan, 1likes）
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- @Zestyclose_Ring7252 (2): That card back is clean as hell, love when side projects nail the small details like that
- @TheFissureMan (2): Thanks! Yeah I've put a lot of thought into small incremental UI changes slowly over time. Making stuff work in both desktop and mobile is a headache sometimes.
- @gdubrocks (1): This looks really cool. I am curious do casinos not use multiple decks of cards?
- @TheFissureMan (1): Thanks! They usually do. I would say 6-8 decks is most common. Generally speaking more decks means worse odds for the player so usually casinos will only put their double deck games in the high limit rooms. In my app 6 decks is the default but you can practice anywhere from 1-8…
作者分享自己用一份 11MB 单一 HTML 文件做成的浏览器拍卖小游戏，结合 AI 生成美术和 Claude 辅助写代码实现仓储拍卖玩法。
I made a browser game about storage unit auctions. You get one look into the unit from the doorway with a flashlight. Then you bid against the regulars. Peg writes in her notebook. Kip spits and walk…
受众观点：① 版主认为帖子属于低投入内容并做了处理，说明社区对展示类项目的门槛和规范比较严格（@webdev-ModTeam, 1分） ② 其余评论被删除或移除，几乎没有对游戏玩法、性能或移动端加载的实质反馈（@[deleted], 0分）
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- @webdev-ModTeam (1): Your post/comment has been determined to be a low-effort post or comment. This includes title-only posts, easily searchable questions, vague/open-ended discussion prompts, LLM generated posts or comments, and posts/comments that do not provide enough context for meaningful repli…
- @[deleted] (0): [removed]
作者做了 Chessinda 网站，从 Chess.com 或 Lichess 抓取你最近输掉的棋局，用本地运行的 Stockfish 把关键失误位置变成三步战术题来练习。
Random chess puzzles never fixed my actual mistakes, so I built something that uses my own games. You enter a Chess.com or Lichess username. It pulls your recent losses, finds the moves that lost 2+…
受众观点：① 有人认同随机战术题像在练别人的错误，用自己对局失误生成题目更有针对性（@b6pzeusbc54tvhw5jgpy, 1score） ② 评论里联想到是否能把类似思路用在代码世界，把历史 bug 变成“找错题”，但也提到现在很多 bug 已经交给 AI 修复，需求是否还存在存疑（@b6pzeusbc54tvhw5jgpy, 1score）
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- @b6pzeusbc54tvhw5jgpy (1): Random puzzles always felt like practicing someone else's mistakes, using your own blunders makes way more sense. Got me thinking for a minute whether the same thing could work for code: take bugs from your own past commits and turn them into puzzles, like "here's the code befor…
作者开源了 FlyBudget，这是一款受 YNAB 等启发的零基预算应用，支持本地优先存储、自托管、多币种和欧洲银行连接，并提供可视化现金流报表。
Three weeks ago I launched **FlyBudget**, a zero-based budgeting app (think YNAB or Actual Budget) that keeps your data on your own machine. Today I shipped v0.2.0, which makes it usable outside the…
受众观点：① 有开发者祝贺三周拿到 100+ GitHub star，认为对开源预算工具来说是不错的早期 traction（@b6pzeusbc54tvhw5jgpy, 1score） ② 评论里肯定了现金流可视化尤其是 Sankey 图的设计，认为是目前预算类应用里少见的高质量实现（@b6pzeusbc54tvhw5jgpy, 1score） ③ 大家好奇多币种账户下报表如何统一换算，是按今日汇率还是按每笔交易发生时的汇率来统计（@b6pzeusbc54tvhw5jgpy, 1score）
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- @b6pzeusbc54tvhw5jgpy (1): Congrats on the traction, 100+ stars in three weeks is solid. Just tried the demo and the cash flow visualization looks really great, probably the nicest Sankey I've seen in a budgeting app. I'm building a budgeting app too, so I know how much of the work is in stuff nobody sees…
一名计算机专业学生分享自己用免费额度和学生福利从零搭建 Clickcast 启动视频生成 SaaS，并做到累计 1600 美元收入的完整历程。
In Feburary 2026, I launched a **Launch Video Generator** SaaS product called [Clickcast](http://clickcast.tech/) as a CS Student with literally Zero budget. No investors. No paid marketing. No expen…
受众观点：① 有人直接在评论里希望进一步沟通，说明读者对这类低预算跑通 SaaS 的实战经验有强烈兴趣（@Somdya_got_me, 1likes） ② 也有读者被文末收入曲线截图吸引，关注的是从“学生项目”到“有真实营收产品”的增长拐点和数据变化（@Impossible_Wolf4706, 0likes）
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- @Somdya_got_me (1): Can we talk? I have sent a request for chat to you.
- @Impossible_Wolf4706 (0): that dashboard screenshot's the real punchline after all that text, nice little spike on the chart too
一位 ICLR 2027 互评审志愿者发帖疑惑自己至今没分到论文，想确认是否还有其他 reciprocal reviewers 也遇到同样情况。
Hi, I was wondering if any other reciprocal reviewers still haven't received paper assignments for ICLR 2027. I haven't been assigned any papers to review yet and am a bit confused. Is anyone else in…
受众观点：① 有人指出很多互评审候选人其实资历并不匹配，比如只有一篇论文、还是本科生三作，因此可能不会被领域主席选中（@OxidusRouge, 6分）
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- @OxidusRouge (6): many potential reciprocal reviewers are not really appropriate and so would not be selected by the area chairs. For example, undergrads who have no other papers, and are third authors in their ICLR submission.
作者用 PyTorch 从零实现了 GPT‑2 small 和 KV cache，对比缓存前后在算子复杂度、延迟和显存占用上的差异，并分享实验细节和开源代码。
I built GPT-2 small and a KV cache in PyTorch as a learning project, then compared the mathematical savings with measured latency and memory. I have published the implementation and a detailed write-…
受众观点：① 有 MLOps 从业者关注真正的难点在于缓存按 token 增长时的分配器开销，询问作者的峰值显存统计是否包含 allocator 抖动还是只看稳态（@cratesandcuda, 1分）
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- @cratesandcuda (1): From an MLOps side, the real fun is allocator overhead when the cache grows per token. Did your peak memory numbers capture that or just steady state?
作者发布 asmsense 数据集和基于 Qwen3‑8B LoRA 的小模型，用于给去符号化的 x86_64 二进制函数命名和生成描述，并征求对数据缺口和评估方式的建议。
asmsense is a dataset and a small model (Qwen3-8B + LoRA) for naming and describing functions in stripped binaries. I compiled permissively licensed C projects myself, so every function has its real…
受众观点：评论区目前没有有价值的讨论，基本无信息增量（无高赞回复）
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- _无评论_
Inbox Zero 2 是一个开源的 AI 邮件客户端和邮件助手，在 Product Hunt 上第三次发布，主打用自动化和大模型帮用户清理和回复邮箱。
Inbox Zero
受众观点：① 评论区大量是对 Elie 及 Inbox Zero 团队的祝贺，认可产品迭代速度和持续打磨的态度（@ClassroomIO, @Ultramock, @Super） ② 有人关注这是 Inbox Zero 的第三次 Product Hunt 上线，对持续多次发布的节奏和策略感兴趣（@Productivity） ③ 也有开发者从“开源 + 自动化工具”分类标签切入，把它视为可二次开发或自托管的生产力基础设施（@Productivity）
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- @Productivity (0): • [Email clients](/categories/email-clients) • [Automation tools](/categories/automation) Open source AI email assistant and email client. * [Overview](/products/inbox-zero-2) * [Launches3](/products/inbox-zero-2#launches) * [Reviews14](/products/inbox-zero-2/reviews) * [Alterna…
- @Cursor (0): Hunter Congrats Elie!! Upvote (4) Report Share 10h ago [](/@elie222) [Elie Steinbock](/@elie222) [Inbox Zero](/products/inbox-zero-2) Maker
- @ClassroomIO (0): Elie, congrats on the launch. Been following your work on Inbox Zero for a long time and love all the progress you've made so far. Upvote (2) Report Share 12h ago [](/@elie222) [Elie Steinbock](/@elie222) [Inbox Zero](/products/inbox-zero-2) Maker [@rotimi\_best](https://www.pro…
- @Ultramock (0): Really nice work on this, Elie! Looks great, congrats on the launch. Look forward to checking it out. Upvote (1) Report Share 9h ago [](/@elie222) [Elie Steinbock](/@elie222) [Inbox Zero](/products/inbox-zero-2) Maker
- @Super (0): Congrats on the launch! Looks awesome Upvote (1) Report Share 8h ago [](/@elie222) [Elie Steinbock](/@elie222) [Inbox Zero](/products/inbox-zero-2) Maker
MyLens AI 是一款用于大规模一对一直播演示的工具，用户上传原始资料并设定重点后，系统会为每位观众生成专属的实时私密演示。
MyLens AI
受众观点：① 评论内容主要是产品页上的官方介绍，强调这是 MyLens 的第四次 Product Hunt 发布，说明团队在持续迭代和尝试不同定位（@Overview） ② 介绍里突出“1-1 Live Presentations at Scale”这一卖点，暗示目标用户是需要大量重复演示的销售、教育或培训场景（@Overview）
展开评论
- @Overview (0): * [Launches4](/products/mylens-ai#launches) * [Reviews2](/products/mylens-ai/reviews) * [Alternatives](/products/mylens-ai/alternatives) * [Built with](/products/mylens-ai/built-with) * [Team](/products/mylens-ai/makers) * [Awards](/products/mylens-ai/awards) * More This is the…
shim-cli 是一个本地运行的命令行工具，用来拦截和审计 Claude Code 等编码代理发给模型的完整请求，帮助开发者发现 .env 等敏感信息被静默上传的风险。
shim-cli
受众观点：① 开发者关注 shim-cli 如何检测 API key、密码、邮箱等敏感字段被发送到模型，以及失败命令输出中泄露 .env 的细节（@shim-cli） ② 有人好奇这些敏感信息的来源和检测盲区，比如失败命令输出、未被掩码的字段等实际案例（@shim-cli） ③ 读者整体对“在本机旁路监控现有代理”这种集成方式感兴趣，希望在不换工具的前提下提升安全性（@Overview）
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- @Overview (0): * [Reviews](/products/shim-cli/reviews) * [Alternatives](/products/shim-cli/alternatives) * [Built with](/products/shim-cli/built-with) * [Forum](/p/shim-cli) * [Team](/products/shim-cli/makers) * [Awards](/products/shim-cli/awards) * More Free Launch tags:[Open Source](/topics/…
- @shim-cli (0): Maker 📌 Hi Product Hunt, I'm Mertcan, one of the makers of shim-cli. We built it because we wanted to see what our own coding agents send to the model. A request carries a lot more than your prompt: the system prompt and the tools array, plus every file the agent read along the…
- @shim-cli (0): Maker [@vipul\_kumar1280](https://www.producthunt.com/@vipul%5Fkumar1280) Mostly from places we already list as "reported, not masked". The one that surprised me most on my own machine was the output of a failed command: if a command fails, Claude Code doesn't let a hook replace…
- @Sai (0): [Kempo](/products/kempo) Great idea! Congrats on the launch! How does it handle an agent that writes a script that reads a .env file and prints it? Does the output of the script get masked too? Also if the script sends the secrets out, does that get caught too? Upvote (3) Report…
- @shim-cli (0): Maker
Tower 18 for Mac 是一款图形化 Git 客户端的新版本，这次重点强化命令行集成，让用户能从终端一键跳转到 Tower 的历史和责任视图并配合 AI 工作流使用。
Tower – Git client for Mac and Windows
受众观点：① 老用户强调 Tower 的可视化历史和“撤销任何操作”功能对复杂分支管理非常有帮助，界面友好、体验打磨得很细（@SoCuul） ② 有人特别喜欢 Tower 的语法高亮和界面配色，希望能进一步自定义仓库列表的分组和颜色以提升多仓库导航效率（@Kaleidoscope） ③ 开发者关注新版本命令行工具带来的效率提升，比如从 blame 命令直接跳到 GUI 历史视图，以及与 AI 代理协作时如何快速审查代理改动（@Mailwarm）
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- @Overview (0): * [Launches15](/products/tower/launches) * [Reviews16](/products/tower/reviews) * [Alternatives](/products/tower/alternatives) * [Customers](/products/tower/customers) * [Team](/products/tower/makers) * [Awards](/products/tower/awards) * More This is the 15th launch from Tower –…
- @SoCuul (0): •[1 review](/@socuul/reviews) Tower is by far the most user-friendly and well-designed git client that I have ever used. The visual git history is extremely helpful for complex branching, and the "undo anything" feature is simply indispensable in my personal workflow. The native…
- @Kaleidoscope (0): •[1 review](/@flo%5Fmuc/reviews) Congrats on the launch! Tower is and remains my favorite Git client. Love the syntax coloring. Speaking of color, I would also love to be able to customize the repository list a bit more, with folders and colors, maybe even custom icons. Would he…
- @Mailwarm (0): Likely AI Typing a blame in the terminal and then hunting the same line down in the GUI has always felt silly, so one command that jumps straight into the History or Blame view is a small thing I will use daily. Upvote Report Share 9h ago [](/@genedai) [Gene Dai](/@genedai) [Met…
MeetPaw 是一款 Mac 菜单栏小工具，把 Google Meet、Zoom、Microsoft Teams 等服务统一成一键生成会议链接的入口，减少在多个应用和标签页之间来回切换。
MeetPaw
受众观点：① Maker 分享自己每天在 Google Meet、Zoom 之间频繁切换，只是为了生成一个可粘贴的会议链接，这种小摩擦长期累积成明显痛点（@Naz） ② 有用户指出 Microsoft Teams 生成快速会议链接尤其慢，因此把三种会议服务统一到一次点击里非常有价值（@Naz） ③ 早期用户认可产品的开源属性和计划高频使用场景，认为这是一个实用的生产力小工具（@Naz）
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- @Overview (0): * [Reviews](/products/meetpaw/reviews) * [Alternatives](/products/meetpaw/alternatives) * [Built with](/products/meetpaw/built-with) * [Team](/products/meetpaw/makers) * [Awards](/products/meetpaw/awards) * More Free Launch tags:[Productivity](/topics/productivity)•[Meetings](/t…
- @Naz (0): [MeetPaw](/products/meetpaw) Maker 📌 Hey everyone, I'm Naz 👋 I constantly spinning up quick meeting links, a Google Meet here, a Zoom there, and bouncing between apps and tabs just to grab a link and paste it somewhere was a genuine pain in the ass. All i need is just a meeting…
- @Naz (0): [MeetPaw](/products/meetpaw) Maker [@shrutika\_patel](https://www.producthunt.com/@shrutika%5Fpatel) Absolutely. Google meet and Zoom still somewhat ok when it comes to generating quick meeting links. Microsoft Teams on the other hand is notoriously slow. Hence I combine all thr…
- @Naz (0): [MeetPaw](/products/meetpaw) Maker