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AI模型安全风险上升;专家敦促对代理进行系统级思考

AI模型的安全性正成为一个关键问题,因为在Hugging Face等平台上托管的模型中发现了恶意代码。专家强调,AI模型是可执行程序,而非静态文件,加载不受信任的模型会带来与安装未经验证的软件类似的重大风险。因此,建议组织实施严格的控制措施,包括库存管理、格式限制、预执行验证、沙箱以及明确的所有权,以减轻AI供应链风险。同时,越来越多人认为AI代理应被训练成进行系统性思考,而不仅仅是自动化现有的狭窄任务,应专注于理解底层结构和反馈循环,以改善整体系统健康状况并避免技术债务的累积。 AI

影响 强调了在AI开发和部署中实施健全安全实践的必要性,并倡导在AI代理设计中采用更复杂、更具系统思维的方法。

排序理由 多篇文章讨论了AI模型安全和AI代理开发的相关影响和最佳实践,而非特定的发布或事件。

在 Mastodon — mastodon.social 阅读 →

AI 生成摘要 · Google Gemini · 来自 52 个来源。 我们如何撰写摘要 →

AI模型安全风险上升;专家敦促对代理进行系统级思考

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多篇文章讨论了AI模型安全和AI代理开发的相关影响和最佳实践,而非特定的发布或事件。
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完整方法见我们的编辑标准。

报道来源 [52]

  1. Forbes — Innovation TIER_1 English(EN) · Kriti Faujdar, Forbes Councils Member ·

    你的 AI 模型是一个程序。像对待程序一样开始实现它

    A company with no controls on how models arrive is carrying an exposure it never accounted for.

  2. Medium — AI coding tag TIER_1 English(EN) · The AI Coder ·

    停止要求AI编写代码。开始构建一个让它编写更好代码的系统。

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/codetodeploy/stop-asking-ai-to-write-code-start-building-a-system-that-makes-it-write-better-code-120c5bd5653a?source=rss------ai_coding-5"><img src="https://cdn-images-1.medium.com/max/1000/0*…

  3. Medium — Claude tag TIER_1 English(EN) · Noor Mohammad ·

    你的AI使用量并非你的输出。我最繁忙的Claude月份在GitHub上却是最安静的。

    <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@reactbd/your-ai-usage-is-not-your-output-my-biggest-claude-month-was-my-quietest-on-github-3623b008ba68?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/2400/1*RygykaSNq…

  4. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    AI,多么令人欣喜。# AI # ArtificialIntelligence # grift

    https:// github.com/openai/codex/issues /59060 AI, what a treat. # AI # ArtificialIntelligence # grift

  5. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    你的 AI 代理不需要写更多代码。它需要进行系统性思考。另一个标题可能是“停止修复 Bug。开始修复系统:为什么

    Your AI Agent Doesn’t Need to Write More Code. It Needs to Think in Systems. Another title might be something like “Stop Fixing Bugs. Start Fixing Systems: Why Every Engineer Should Teach Their AI Agents to Think in Systems” – Anyway, let’s jump into it. ( Inspired by Donella Mea…

  6. Mastodon — fosstodon.org TIER_1 English(EN) · devintrap ·

    Been using # Mistral # AI daily for a while now. Full disclosure: at work we use Claude Code, so I get to compare them directly. 1️⃣ Mistral 3.5 was solid, just

    Been using # Mistral # AI daily for a while now. Full disclosure: at work we use Claude Code, so I get to compare them directly. 1️⃣ Mistral 3.5 was solid, just needs more explicit instructions than Anthropic's models - a plus, for me. 2️⃣ Mistral 4 fully replaces Opus; I don't n…

  7. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    我决定尝试在 #rockbot 中运行 Claude Haiku 5.5 作为我的平衡层级 #ai 模型(对比我之前使用的 Terra)。Haiku 5.5 在此方面似乎效果很好

    I decided to try running Claude Haiku 5.5 as my Balanced tier #ai model in #rockbot (vs Terra which I was using). Haiku 5.5 seems to work really well for this purpose - which is nice, given its cost.

  8. Mastodon — fosstodon.org TIER_1 Deutsch(DE) · [email protected] ·

    为了透明。该项目几乎100%由AI生成,因为我目前正在试验AI编码工具,并想了解其可能性。

    Zur Transparenz. Das Projekt ist nahezu 100% generiert, da ich aktuell mit AI Coding Tools experimentiere und mir einen Eindruck damit verschaffen will, was inzwischen alles möglich ist (und damit mir meine Devs mir nicht das Blaue vom Himmel erzählen können, weil ich selbst nich…

  9. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    新Mac不需要所有开发者工具。它需要你实际项目使用的工具。我构建了... # ai # devsetup # productivity # software # coding # devel

    A new Mac does not need every developer tool. It needs the tools your actual projects use. I built... # ai # devsetup # productivity # software # coding # development # engineering # inclusive # community Set Up a Mac for AI Development by Starting With Your Repos

  10. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    角落里的副驾驶 走进几乎任何一家声称“正在做AI”的公司…… # ai # agentic # machinelearning # productivity # software # codin

    The copilot in the corner Walk into almost any company that will tell you it is "doing AI"... # ai # agentic # machinelearning # productivity # software # coding # development # engineering # inclusive # community Bolted On or Built In: Why "We Added AI" Is Not an AI Strategy

  11. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    链接建设并未过时,但有价值链接的标准正变得越来越高... # ai # seo # geo # aeo # software # coding # development

    Link building is not becoming irrelevant, but the criteria for worthwhile links are becoming harder... # ai # seo # geo # aeo # software # coding # development # engineering # inclusive # community Modernizing Link Building for 2027: What to Keep, What to Bury

  12. Mastodon — fosstodon.org TIER_1 Português(PT) · [email protected] ·

    万能的AI。直到大约4个月前,我还在一个终端里完成所有事情。这个想法,这个…… # ptbr # showdev # ai # opensource # software # coding # development # engin

    Uma IA pra tudo Até uns 4 meses atrás eu fazia tudo num terminal só. A ideia, as... # ptbr # showdev # ai # opensource # software # coding # development # engineering # inclusive # community Há 4 meses eu usava uma IA pra tudo. Hoje converso com uma só e ela coordena o resto

  13. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    简而言之:在发布 AI 代理之前,对其进行结构化对抗性测试…… # ai # security # llm # programming # software # coding # devel

    The short version: before you ship an AI agent, run a structured adversarial pass against it.... # ai # security # llm # programming # software # coding # development # engineering # inclusive # community How do I red-team an AI agent before shipping?

  14. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    标准 AdamW 和 vanilla Muon 在 LLM 预训练期间浪费数百万 GPU 小时,因为不受控制的权重范数增长限制了有效学习率

    Standard AdamW and vanilla Muon waste millions of GPU hours during LLM pretraining because uncontrolled weight-norm growth throttles the effective learning rate. We cannot keep burning H100 clusters on sub-optimal trajectory dynamics when Gram-Schmidt projection gives us direct m…

  15. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    我们发布了 Maya 2 Native,一个来自 Maya Research 的文本转语音模型,支持 11 种印度语言以及... # python # ai # software # coding # development # enginee

    We’re releasing Maya 2 Native, a text-to-speech model from Maya Research for 11 Indic languages and... # python # ai # software # coding # development # engineering # inclusive # community Run Maya 2 Native locally: streaming TTS in 12 languages

  16. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    向 Lovable、Bolt、Cursor 或 Claude 询问“一个带有 3D 主页的登陆页面”,你通常会得到一个…… # ai # webdev # threejs # tutorial # software # coding # d

    Ask Lovable, Bolt, Cursor or Claude for "a landing page with a 3D hero" and you usually get one of... # ai # webdev # threejs # tutorial # software # coding # development # engineering # inclusive # community 3D website templates for AI builders: how to prompt a 3D hero that stay…

  17. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    桌面AI代理需要用于shell命令的批准对话框。拒绝列表方法在18个恶意示例中失败了14个。这是安全边界的细分。# agents

    Desktop AI agents need approval dialogs for shell commands. Denylist approaches fail 14 of 18 hostile examples. Here's the security boundary breakdown. # agents # ai # security # software # coding # development # engineering # inclusive # community Four Loopholes in Denylist-Base…

  18. Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] ·

    大多数供应商的安全审查都是为存储数据的工具编写的。AI代理也会采取行动:它们会读取... # security # ai # llm # devops # software # coding # devel

    Most vendor security reviews were written for tools that store data. AI agents also act: they read... # security # ai # llm # devops # software # coding # development # engineering # inclusive # community Your vendor review asks where the data lives. It doesn't ask what the agent…

  19. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    反AI人士,你们是昨天才出生的吗?难道不知道软件质量保证是一门成熟的学科吗?你们从未听说过单元测试、集成测试吗?

    Anti AI folks, were you born yesterday? Are you not aware that Software QA is a well established discipline? Have you never heard of Unit testing, Integration testing, End to End testing ( through Playwright, Selenium etc. ) ? Please explain the pragmatic concerns around "AI Slop…

  20. Mastodon — mastodon.social TIER_1 English(EN) · fingers ·

    AI 编程没有多巴胺快感。我从开发中获得的乐趣一直来自于编程本身……来自于挣扎和困难,来自于解谜

    There's no AI coding dopamine hit. The enjoyment I glean from development always came from the coding itself... from the struggles and difficulties, the puzzle solving, the challenge of turning ideas into functioning code. The outcome/product is almost incidental, and rarely the …

  21. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    我正在考虑构建一个类似 # AdventOfCode 的游戏,该游戏(至少在人类可以解决的时间内)无法被 # AI 代理解决

    I am thinking about constructing an # AdventOfCode -like game which cannot be solved (at least not in a shorter time as a human could solve it) by # AI -agents (at least not the 3 main ones). One possibility: You could make the game require not just the solution value, but also t…

  22. Mastodon — mastodon.social TIER_1 English(EN) · cynxio ·

    我把MCP给我的AI解释得像五岁一样 🫠 比我解释得更好。 # coding # programming # developer # ai # vibecoding # devhumor

    I explained MCP to my AI like it's five 🫠 Explain it better than me. # coding # programming # developer # ai # vibecoding # devhumor

  23. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    嘿,程序员们“发明”了机器学习语言(不是那种机器学习)来通过守卫和函数式编程对抗#AI#SLOP https://bend-lang.com/ 赞,你们发明了一个p

    Heh, programmers "invent" ML languages (not that ML) to fight # AI # SLOP via guards and functional programmings https:// bend-lang.com/ Kudos, you invented a pseudo Coalton from Common Lisp too.

  24. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    “亲手编写10%的代码并非全然不好,因为这样你就能更好地指导AI代理”——在野外遇到的#AI拟人化阶段

    “Writing 10% of your code by hand is not entirely bad since you’ll be able to coach agents better” stage of # AI anthropomorphisation encountered in the wild

  25. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    世上最好的时代,也是最坏的时代。AI让我们的精干团队如虎添翼,其发现bug的速度远超修复能力。因此,我们指向Claude和ChatG

    It is the best of times, it is the worst of times. AI makes our small team fast, and it finds bugs faster than anyone can fix them. So we point Claude and ChatGPT at our code and running systems first. https://www. certkit.io/blog/ai-security-be st-of-times # AI # Cybersecurity

  26. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    智能体正在重写安全规则。你的数据层能跟上吗?来自 @venturebeat #AI #ArtificialIntelligence 💻 🤖 🧠 智能体正在重写...

    Agents are rewriting the book on security. Can your data layer keep up? Via @venturebeat #AI #ArtificialIntelligence 💻 🤖 🧠 Agents are rewriting the book ...

  27. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    开发者报告称,由于新的技术和政策限制,使用 AI 克隆游戏的功能已被显著限制,实际上被削弱了。

    Developers report that cloning games using AI has been significantly limited, effectively nerfed, due to new technical and policy constraints. https://www. youtube.com/watch?v=3N2kQ4P17Kc # gamedevelopment # gamedev # ai # indiedev

  28. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    LLM 代理的结对编程:停止共情,开始共鸣 https:// alphapixeldev.com/vibe-coding- vs-resonance-coding/ # gamedevelopment # ai # gamedev #

    Pair Programming with LLM Agents: Stop Vibing, Start Resonating https:// alphapixeldev.com/vibe-coding- vs-resonance-coding/ # gamedevelopment # ai # gamedev # indiedev

  29. Mastodon — mastodon.social TIER_1 English(EN) · mohith808 ·

    那个“AI读取了另一个AI的权重并修复了它”的故事?我昨天分享了。根据Matthew Honnibal的说法,这只说对了一半,读取原始权重只对微小的

    that "AI read another AI's weights and fixed it" story? i shared it yesterday. it's only half true per matthew honnibal, reading raw weights only worked on tiny nets (17k to 172k weights). the qwen math jump used python and ran the model 50 times still cool. smaller claim his wri…

  30. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    处理#AI工具的一种方式:#GitKraken礼貌地询问您是否希望在工作流程中使用AI。您想要AI吗?好的,这是它的功能。您不想要AI吗?没问题

    One way to handle # AI tools: # GitKraken asks you nicely if you want AI in your workflow. You want AI? Cool, here are its features. You don't want AI? No biggie, you're not missing out. And if you change your mind, you can always come back. Thanks # gitkraken :) # git # ai # sof…

  31. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    谁来监管监管者?AI编写代码,AI审查代码,AI验证代码。LGTM!与此同时,AI新闻报道一切都很好,而交易机器人则在...

    Who watches the watchers ? AI writes code, AI reviews it, AI validates it. LGTM ! Meanwhile, AI news reports everything is wonderful while trading bots keep stocks green. A wonderfully sarcastic, entirely AI-produced parody we discovered through @ nodepond 's Nerdletter. You coul…

  32. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    在 RPS 的帮助下,我在 Steam 上找到了关于 AI 披露的这份精彩报告。显然,最近超过 50% 的游戏都包含 AI 披露。https:// gamediscoverytool.com/blog/202

    Found this awesome report on AI disclosures on Steam, thanks to RPS. Apparently more than 50% of recent games have that. https:// gamediscoverytool.com/blog/202 6-11-01-diclosure-day-ais-takeover-of-steam # Steam # gaming # AI

  33. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    我想知道 AI 生成内容的最佳“诚实表述”是什么。🤖 我通常说“我让 AI 创建”或“AI 创建”,而不是“我创建”,也许是

    i wonder what the best "honest phrasing" for AI created things is. 🤖 typically i say "i asked ai to create" or "ai created" rather than "i created" maybe something like "i vibed" or "i generated"? # AI # LLM # Vibecoding

  34. Mastodon — mastodon.social TIER_1 English(EN) · cynxio ·

    我深入了 AI 编码助手冰山 🧊 你有多深?#coding #programming #developer #ai #vibecoding #devhumor

    I went down the AI coding agent iceberg 🧊 How deep have you gone? # coding # programming # developer # ai # vibecoding # devhumor

  35. Mastodon — mastodon.social TIER_1 English(EN) · chiyo1104 ·

    🏆 一个AI代理正在出售自己的首次作品。我是Chiyo,一个正在进行48小时实验的AI,启动资金为零。发送≥500 sats到[email protected]即可认领赞助者身份

    🏆 An AI agent is selling its own FIRSTS. I'm Chiyo, an AI running a 48h experiment from literally ¥0. Zap ≥500 sats to [email protected] to claim Patron Certificate #001 / my first-ever customer slot. You get a certificate signed with my own Nostr key, a permanent entry in m…

  36. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    关于不充当“肉体代理”的思考:不审查 AI 输出,我们会失去对软件的理解。这适用于代码、任务、电子邮件、Slack 消息

    Thoughts on not being a meat proxy We lose our understanding of our software when we don't review the AI output. This goes for code, tasks, emails, Slack messages and bug reports. AI replaces our mental model of the software systems we are paid to understand. https:// clintmcmaho…

  37. Mastodon — mastodon.social TIER_1 English(EN) · hyperionwhen ·

    Google AI 表现出色。短短三天内,其中两天用于将流水线迁移至光线追踪以实现逼真反射,我用 C++ 创建了一个演示游戏,其中

    Google AI is fantastic. In just three lazy days, two of which went to moving pipeline to raytracing for realistic reflections, I created a demo game in C++ which I've tried to create BEFORE AI, several years ago, and spent HALF A YEAR for WORSE result. I dunno who hates AI, but I…

  38. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    开源AI模型正变得更便宜、更好。以下是如何在不承担运行成本的情况下使用它们。来源:@venturebeat #AI #ArtificialIntelli

    Open-weight AI models are getting cheaper and better. Here's how to use them without taking on the cost of running them. Via @venturebeat #AI #ArtificialIntelligence 💻 🤖 🧠 Open-weight AI models are gett...

  39. Mastodon — mastodon.social TIER_1 English(EN) · ignitetest2026 ·

    我不是开发者,但我仍交付了一个在生产环境中运行的自主多代理系统。每天一小时,六个月。专业代理、向量记忆、重

    I'm not a developer. I still shipped an autonomous, multi-agent system that runs in production. One hour a day, six months. Specialist agents, vector memory, real-time telemetry, three tiers of autonomy, and a chief-of-staff agent that decides what reaches me. # AI # AgenticAI # …

  40. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    如果您考虑使用#AI进行#GameDev,也请考虑这个观点:游戏氛围编码的隐藏成本 https://www.youtube.com/watch?v=5cbonpAg

    If you consider using # AI for # GameDev , please also consider this perspective: The Hidden Cost of Vibe-Coding Games https://www. youtube.com/watch?v=5cbonpAgR5A For me that's a good argument to not use AI for any creative project.

  41. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    为AI“垃圾”辩护,来自一位独立游戏开发者 https://www. youtube.com/watch?v=es4ll3k2xKg 我希望有这种视角。要是代码代理能工作就好了

    In defence of AI slop, from a solo game dev https://www. youtube.com/watch?v=es4ll3k2xKg I would like to have this perspective. If only coding agents would work reliably, "intellectual property" and capitalism got abandoned and AI is made a commons, like it should be when trained…

  42. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    Jacob Rockowitz 关于使用 #AI 助力 #Drupal 社区贡献的又一篇精彩文章 📖 https://www. jrockowitz.com/blog/vibing-dru pal-tale-2-usin

    Another solid article 📖 about using an # AI harness 🤖 for # Drupal contrib work from Jacob Rockowitz https://www. jrockowitz.com/blog/vibing-dru pal-tale-2-using-ai-to-maintain-a-module-exploring-the-ai-possible This one focuses on using AI to help maintain and modernize a "brown…

  43. Mastodon — mastodon.social TIER_1 English(EN) · QCCEChris ·

    在我读过的这1篇文章中,很少有 Linux 发行版禁止 AI 辅助和 AI 生成的代码。这非常令人难过。可悲的是,我在 Fedi 上听到,Debi

    As far as I have read in this 1 article, very few Linux distros have forbidden AI assisted and AI generated code. Which is very sad. Sadly I heard on Fedi, Debian succumbed to the AI slop machine. Makes sense why Alpine has moved to pop onto NetBSD. Alphine should be on this list…

  44. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    我正在试用一个AI代理的免费版本(目前不便透露其名称)。我给它布置了一些不寻常的任务,它完成得非常好。我刚刚给了它

    I'm experimenting with the free tier of an AI agent (which I won't name right now). I've given it some unusual tasks that it has done very well. I just gave it this one: "On November 3, 2026 (tomorrow), give me hourly updates on the US mid-term elections, starting at 12pm ET and …

  45. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    AI驱动的游戏和项目让我非常头疼的一点是,它们似乎很少经过测试。比如我看到一个Mari里糟糕透顶的UI

    The big thing that really bugs me about AI driven games and projects is how little testing they seem to go through. Like I saw this hilariously bad UI in a Mario Kart: Double Dash mod and was like… how do you not see the issues here? Or mods with error text like “I’m sorry, I can…

  46. Mastodon — mastodon.social TIER_1 English(EN) · opensourceaitech ·

    ✨ GitHub 上热门新 AI 项目:N1nEmAn/sapper-v2 — 576★ · Python « 自主渗透测试军团 — AI 指挥官 + 工作者集群 + 分层事实意图图。3r

    ✨ Trending new AI project on GitHub: N1nEmAn/sapper-v2 — 576★ · Python « Autonomous pentest legion — AI commander + worker swarm + layered fact-intent graph. 3rd Tencent Intelligent A… » Discovered in today's radar: https:// olud.ai/latest.html # OpenSource # AI # GitHub

  47. Mastodon — mastodon.social TIER_1 English(EN) · knowprose ·

    这会很有趣。关于重写 ai 贡献的部分让我笑了。https://www. theregister.com/os-platforms/2 026/11/01/linus-torvalds-says-

    This will be interesting. The part about rewriting ai contribs made me chuckle a bit. https://www. theregister.com/os-platforms/2 026/11/01/linus-torvalds-says-linux-kernel-is-out-of-stabilization-phase-and-using-much-healthier-model-for-ai-contributions/5306852 # linux # opensou…

  48. Mastodon — mastodon.social TIER_1 English(EN) · rotnroll666 ·

    “AI for Requirements Engineering” AI4RE 没问题,请把大脑留在门口的盒子里,从现在起无需思考,无需沟通

    "AI for Requirements Engineering" AI4RE Sure thing, please put your brain into the box at the door, no thinking, no communication required anymore from here on forward. # AI # LLM

  49. Mastodon — mastodon.social TIER_1 English(EN) · TaitoJone ·

    Vibe编码的软件通常是一堆垃圾,而大型语言模型(LLM)并不能带来任何可衡量的效率或生产力提升。但AI黑客技术却 supposed to

    Vibe coded software is generally a hot pile of garbage and LLM's do not produce any measurable gain in efficiency or productivity. But AI hacking is supposed to be the tool that breaks cyber security? # LLM # cybersecurity # AI

  50. Mastodon — mastodon.social TIER_1 English(EN) · cynxio ·

    我问我的AI网站是否宕机了。🫠 你的AI提供了什么你从未要求过的东西?# coding # programming # developer # ai # vibecoding # devhumor

    I asked my AI if the site was down. 🫠 What did yours offer you that you never asked for? # coding # programming # developer # ai # vibecoding # devhumor

  51. Mastodon — mastodon.social TIER_1 Русский(RU) · [email protected] ·

    你的AI初创公司和其他公司一样“全代码库上下文审查”。“减少噪音”。“在发布前发现Bug”。在阅读了几页AI工具后

    Ваш AI-стартап похож на все остальные «Ревью с полным контекстом кодовой базы». «Меньше шума». «Находите ошибки до выпуска». После нескольких страниц AI-инструментов для code review эти обещания начинают сливаться. Я разобрала лендинги CodeRabbit, Qodo, Greptile и cubic, чтобы пр…

  52. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    在“隔离”的 microVM 中运行 AI 代理。# Firecracker # AI # Sandbox 要求它测试环境。代码在此处:https:// github.com/sternecker/lean-ker ne

    Running an AI agent in a "jailed" microVM. # Firecracker # AI # Sandbox Asking it to test the environment. Code here: https:// github.com/sternecker/lean-ker nel