English(EN) You Can't Iterate to Trustworthy AI Code Without Understanding

AI在软件开发中的应用：速度 vs. 健壮性与工程判断

作者 PulseAugur 编辑部 · [80 个来源] · 2026-08-01 17:35

近期讨论强调了AI在软件开发中不断演变的角色，指出虽然AI可以加速编码任务，但人类的工程判断对于构建健壮可靠的系统仍然至关重要。专家们警告不要只关注速度，并指出AI会放大组织现有的优势和劣势。有效的AI集成需要强大的工程实践、清晰的指令和周到的环境设计，而不仅仅是采用新工具。重点正转向构建不仅快速而且可靠并符合既定工程标准的AI系统。 AI

影响 AI在软件开发中的集成需要强大的工程实践和人工监督，以确保可靠性，而不仅仅是速度。

排序理由该集群包含讨论AI在软件开发中的影响和最佳实践的文章，而不是特定的产品发布或研究突破。

在 LessWrong (AI tag) 阅读 →

AI 生成摘要 · Google Gemini · 来自 80 个来源。我们如何撰写摘要 →

本文如何被排名

Signal score: 0 / 100; Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket: Commentary; 该集群包含讨论AI在软件开发中的影响和最佳实践的文章，而不是特定的产品发布或研究突破。
Source corroboration: 80 independent sources; Strong cross-source corroboration — multiple independent publishers covered this within the clustering window.
Topics: product, other; Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance: High; Clearly on-topic for AI-industry coverage.
Story freshness: 68 days old; Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.
Coverage growth since scoring: +16 source(s) since last score; New sources have picked up this story since our last re-score. Score will update on the next scoring pass.

完整方法见我们的编辑标准。

报道来源 [80]

X — OpenAI TIER_1 English(EN) · OpenAI · 2026-08-13 14:42

我们探讨这些组织如何利用人工智能，以及代理工作流如何在各行业和职能中扩展：https://t.co/jiHqe78tEE

We examine how these orgs are putting AI to work, and how agentic workflows are expanding across industries and functions: https://t.co/jiHqe78tEE
LessWrong (AI tag) TIER_1 English(EN) · ronbodkin · 2026-08-17 23:07

没有理解就无法通过迭代实现可信赖的AI代码

<p><i><span>As the AI industry races towards recursive self-improvement (RSI), an important question arises: to what extent is human understanding of the code AI generates required for reliable and safe automation? The question is sharpest for safety research, where undetected fa…
Forbes — Innovation TIER_1 English(EN) · Brian Greenberg, Forbes Councils Member · 2026-08-07 15:00

你的AI正在向他人学习，确保它学习的是你最优秀的那位工程师

He said he told the AI, 11 times in all caps, not to change anything without permission.
Forbes — Innovation TIER_1 English(EN) · Amrit Jassal, Forbes Councils Member · 2026-08-06 15:45

工程师才是真正的人工智能优势

AI performs better when traditional engineering disciplines are already strong.
dev.to — Claude Code tag TIER_1 English(EN) · yureki_lab · 2026-08-07 14:33

我如何将我的AI编码代理接入CI以修复其自身失败的构建

<h2> TL;DR </h2> <p>I wired my autonomous coding agent into CI so it watches failing builds and opens fix PRs on its own. It's saved me a genuine chunk of "why is main red again" time, but it also taught me a hard lesson about what happens when you let an agent optimize for "test…
Medium — Claude tag TIER_1 English(EN) · Jim Humphrey · 2026-08-24 03:21

AI写作的争论问错了问题

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@jimhumphrey_author/the-ai-writing-debate-is-asking-the-wrong-question-7b6328319079?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/1672/1*_irlrYkqp2X5yudK59ydgQ.png" wi…
Email — Every TIER_1 English(EN) · 010001a02044a109-544e3b60-23d2-4b2b-b940-2f641554997d-000000@send.every.to (010001a02044a109-544e3b60-23d2-4b2b-b940-2f641554997d-000000@send.every.to) · 2026-08-20 17:42

为AI写作辩护

  In Defense of AI Writing <!-- Never disab…
Medium — MCP tag TIER_1 English(EN) · linh · 2026-08-19 13:11

您的 API 已更改。您的 AI 工具不应因此中断。

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@linh_69624/your-api-changed-your-ai-tools-shouldnt-break-03443ac51c36?source=rss------mcp-5"><img src="https://cdn-images-1.medium.com/max/1734/1*ni1b-UXiBk6RjfeLhkDjeA.png" width="1734" /></a…
Medium — AI coding tag TIER_1 English(EN) · The DevOps Architect’s Ledger · 2026-08-17 07:31

为什么我不推荐审查 AI 生成的代码

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@garfilone/why-i-dont-recommend-reviewing-ai-generated-code-bfa2bba2a539?source=rss------ai_coding-5"><img src="https://cdn-images-1.medium.com/max/1923/1*ZGHnqeIgfD_jbXxhFzkZkQ.png" width="192…
Medium — AI coding tag TIER_1 English(EN) · Cartseoservice · 2026-08-17 06:30

2026年开发者如何测试AI生成的代码（完整工作流程）

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@cartseoservice/how-developers-are-testing-ai-generated-code-in-2026-full-workflow-3dc2c0ad6298?source=rss------ai_coding-5"><img src="https://cdn-images-1.medium.com/max/1400/0*twC-jHTMUA-ytso…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-08-14 10:00

当前人工智能领域更大的机遇是什么？——降低现有工作成本——实现不可能的工作 # AI # Startups # Technology

What’s a bigger opportunity in AI right now? - making existing work cheaper - making impossible work possible # AI # Startups # Technology
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-08-14 08:56

🤖 你的AI是“顺境”工具还是工业巨头？我们将深入探讨鲁棒性如何将实验性代码转化为中小型企业的60%效率提升。Fro

🤖 Is your AI a "fair-weather" tool or an industrial powerhouse? We’re diving into how robustness turns experimental code into 60% efficiency gains for SMEs. From Odoo to autonomous driving, learn how we build for the real world. 🏗️ Read more on our blog! https:// aing.ndrini.eu/e…

链接 aing.ndrini.eu/engineering-resilience-why…
Medium — Claude tag TIER_1 Nederlands(NL) · Bora Gökçe · 2026-08-13 09:48

AI 编码曾让软件更便宜，如今却让独立开发者更加依赖

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://boragokce.medium.com/ai-coding-made-software-cheaper-it-made-independent-developers-more-dependent-bcf5a9fe71c9?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/1456/0*q9eZk3k5USyHi…
Towards AI TIER_1 English(EN) · Sai Insights · 2026-08-12 18:31

我构建了一个真正能做事的 AI 代理 — 这是完整的可用代码 (Claude + Python +…

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://pub.towardsai.net/i-built-an-ai-agent-that-can-actually-do-things-heres-the-full-working-code-claude-python-db4323bdebf5?source=rss----98111c9905da---4"><img src="https://cdn-images-1.medium.com/max/1024/…
Medium — Claude tag TIER_1 English(EN) · Kidus Anteneh Adugna · 2026-08-12 18:22

那些让你效率更低的AI工作流建议（没人会告诉你）

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@brain3socialmedia/the-ai-workflow-advice-thats-making-you-less-productive-and-nobody-will-tell-you-e67b48d396af?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/2600/1*-…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-08-12 16:15

忘掉‘AI赋能工程师’吧——现实是初级开发者就业率下降20%，技术债务急剧增加。AI正在改变中层程序员

Forget 'AI-enabled engineers' – the reality is a 20% drop in junior dev employment and a massive increase in technical debt. AI is turning mid-level programmers into 'force multipliers for chaos,' generating mountains of 'non-sense' code that compiles but breaks systems. Senior e…

链接 thepixelspulse.com/…/ai-removing-middle-c…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-08-12 08:30

开发者：什么更难？- 从零开始构建功能，还是修复你没写过的 AI 生成的代码 #AI #编程 #开发者

Developers: What's harder? - Building a feature from scratch or - Fixing AI-generated code you didn't write # AI # Coding # Developers
Medium — MCP tag TIER_1 English(EN) · Bhavy Shekhaliya · 2026-08-11 15:46

您的 API 已为 AI 就绪，但缺少这一层。

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://levelup.gitconnected.com/your-api-is-ready-for-ai-heres-the-missing-layer-b4e893a552f5?source=rss------mcp-5"><img src="https://cdn-images-1.medium.com/max/1536/1*yrw-BdrS8UPo_2XWOD7wxQ.png" width="1536" …
Medium — Claude tag TIER_1 English(EN) · Nikki Leigh · 2026-08-11 00:09

新手如何构建AI工作流（以及为何你仍需照看它们）

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@affiliatenikki26/building-ai-workflows-as-a-beginner-and-why-you-still-have-to-babysit-them-2d6ef8e061dc?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/2600/1*rot_g7Zc…
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-08-10 19:00

人工智能正在改变软件构建方式，但采用不仅仅是获得工具。团队需要清晰的工作流程、信任和实验空间，将人工智能转化为

AI is changing how software gets built, but adoption takes more than access to tools. Teams need clear workflows, trust, and room to experiment, turning AI into a practical development partner. # AI https:// isaacl.dev/g9e
dev.to — MCP tag TIER_1 English(EN) · EvanLin | Contorium · 2026-08-10 14:06

人工智能可以生成代码。但谁来保留其背后的智能？

<p><a class="article-body-image-wrapper" href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F0fl06d54ce2g4o38cne3.png"><img alt=" " height="640" …
Medium — Claude tag TIER_1 English(EN) · The PyCoach · 2026-08-10 13:06

如何利用人工智能变得更聪明（而不仅仅是工作更快）

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/artificial-corner/how-to-use-ai-to-get-smarter-not-just-work-faster-93358cb71517?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/1456/1*7haYNrTgs9sMfJg9n_di1w.jpeg" widt…
Towards AI TIER_1 English(EN) · Darshandagaa · 2026-08-10 04:51

你的 AI 代理并非愚蠢。（真实 AI 工程师的日常工作方式）

<h4>How Matt Pocock’s 200K-Star Skills Turn One Glossary File Into a Full Engineering Loop</h4><figure><img alt="" src="https://cdn-images-1.medium.com/max/632/1*W6-2SvcLl1mRYCm-5TGPCA.jpeg" /><figcaption>skill is what makes it interesting</figcaption></figure><p>“Context is the …
Medium — Claude tag TIER_1 English(EN) · PhynixAI · 2026-08-09 19:28

一个AI，八种角色：Claude Code如何成为我的整个工程团队

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@mmdmehtabb/one-ai-eight-roles-how-claude-code-became-my-entire-engineering-team-a55c5dc64dae?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/1536/1*vnpfP7bLpcM3M_mMikv6…
Medium — Claude tag TIER_1 English(EN) · Attiqa Altaf · 2026-08-09 08:25

使用 Claude 构建 AI 工作流比我预期的要容易

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/codetodeploy/building-ai-workflows-with-claude-was-easier-than-i-expected-7d1e105d5c0e?source=rss------claude-5"><img src="https://cdn-images-1.medium.com/max/2600/0*R2CG-H47lQfHKDx8" width="81…
Medium — AI coding tag TIER_1 English(EN) · Cameronmillss · 2026-08-08 06:16

我如何利用AI建立我的自由职业帝国（同时学习编程）

<div class="medium-feed-item"><p class="medium-feed-snippet">It was 11:47 PM on a Tuesday, and I was still awake replying to client emails, formatting an invoice for the third time because I kept…</p><p class="medium-feed-link"><a href="https://medium.com/@cameronmillss813…
Medium — AI coding tag TIER_1 English(EN) · Gaurang Dangi · 2026-08-08 05:41

人工智能让编码更快。它让工程更重要。

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://gaurangdangi.medium.com/ai-made-coding-faster-it-made-engineering-more-important-ad9150c61846?source=rss------ai_coding-5"><img src="https://cdn-images-1.medium.com/max/1536/1*S-uVwneBHDhDru-ykZ_eow.png" …
Mastodon — sigmoid.social TIER_1 English(EN) · [email protected] · 2026-08-07 23:39

AI用于代码和写作：一位软件工程师反思使用AI编写代码与散文的区别 https:// tk.xyz/notes/fe9ecc5c-6416-40b5-9e3f-d35e32

AI for code and writing: A software engineer reflects on the difference in using AI to write code vs prose https:// tk.xyz/notes/fe9ecc5c-6416-40b 5-9e3f-d35e3279e4a7 # writing # coding # craft # ai #+

链接 tk.xyz/…/fe9ecc5c-6416-40b5-9e3f-d35e3279… tk.xyz/…/fe9ecc5c-6416-40b
Medium — AI coding tag TIER_1 English(EN) · Aryan Malhotra · 2026-08-07 10:17

AI 生成代码的 Bug：究竟谁该负责？

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@claude5aryan/ai-generated-code-bugs-whos-actually-accountable-b03309f6a8a5?source=rss------ai_coding-5"><img src="https://cdn-images-1.medium.com/max/980/1*DmY90I7p6E3A_PhrJPB-ig.jpeg" width="…
Medium — AI coding tag TIER_1 (TL) · Patricia Wintrebert · 2026-08-06 17:50

人工智能是否让工程师变得懒惰？

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@codeartch/is-ai-making-engineers-lazy-b4a348643c25?source=rss------ai_coding-5"><img src="https://cdn-images-1.medium.com/max/1983/1*3Dzu_K_cgsKORhQjJfk4TQ.png" width="1983" /></a></p><p class…
HN — AI startup stories TIER_1 English(EN) · yusyd · 2026-08-06 15:30

AI 辅助软件开发开始像烹饪牛排一样
Medium — AI coding tag TIER_1 English(EN) · Azamluck · 2026-08-04 08:21

真正的 AI 发展转变并非关于更快地编写代码

<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@azamluck230/the-real-ai-development-shift-is-not-about-writing-code-faster-ce758b42b125?source=rss------ai_coding-5"><img src="https://cdn-images-1.medium.com/max/1536/1*DibaIiBg1XufhroK2adHRg…
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-21 11:51

“AI代码生成器就像是将自然语言翻译成编程语言的编译器”——我听过和读过这种不恰当的比喻已经不少了

"AI code generators are like compilers for translating natural language into a programming language" – I have heard and read this unfitting analogy quite a few times already. It is misleading, as it sweeps a crucial technical point under the carpet and downplays some of the more …
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-20 16:43

我曾将损坏的代码粘贴到 AI 中，然后问：“修复它。” 它奏效了，但我并没有提高调试能力。现在我问：“告诉我哪里错了。不要修复它。给我

I used to paste broken code into AI and ask: “Fix this.” It worked, but I wasn't getting better at debugging. Now I ask: “Tell me what's wrong. Don't fix it. Give me one hint and let me try.” I actually learn something this way. I share more ideas like this on StudyPilot AI: http…

链接 telegram.org t.me/studypilotAI
Mastodon — fosstodon.org TIER_1 (SK) · [email protected] · 2026-08-20 14:59

AI近期内无望取代资深程序员。提示：精简代码，不引入错误，生成的行数必须相同或更少。

# AI nema sanci v blizke dobe nahradit seniorni programatory. Prompt: zestihli a zjednodus kod bez zaneseni chyby. Vysledny pocet radku musi byt stejny nebo mensi. 5000 AI creditu v hajzlu, 1000LoC pribylo, aplikace je horsi nez pred upravou. Modely Sol a Sonnet 5 na projekticku …
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-20 14:30

AI能写出更好的代码。开发者的下一步计划是什么？#AI #编程 #开发者

AI can write the code better. What should be developers next plan? # AI # Coding # Developers
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-19 00:05

你能分辨出代码是何时由人工智能编写的吗？最近一次工程对话中的一个有趣观察：AI 生成的代码看起来几乎过于简洁

Can you tell when code was written by AI? One interesting observation from a recent engineering conversation: AI-generated code can look almost too clean Consistent formatting Docstrings everywhere Detailed comments Very few human imperfections But clean code doesn’t guarantee co…
dev.to — LLM tag TIER_1 English(EN) · John Nickell · 2026-08-18 13:30

人工智能是代码生成器，而非同事

<p>I have been using code generators for fifteen years. Scaffolding tools created controllers and migrations. ORMs produced boilerplate. The IDE finished the obvious line before I could type it.</p> <p>AI is that idea turned up to a thousand.</p> <p>It can template an architectur…
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-16 16:00

我尝试将9年前的代码输入多个AI代码检测工具。它们都报告称至少部分是AI生成的。有些报告称

I tried putting code of mine from 9 years ago into several AI code detection tools. They all reported it as at least partially AI generated. Some reported it as almost completely AI generated. So uh, yeah, these tools are utterly worthless. Don't use them. Definitely don't trust …

链接 gist.github.com/…/2143110ed334c7c716f180f…
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-15 09:08

AI生成的代码简直是垃圾。它们能很好地发现漏洞，但这和实际生成相关且设计良好的代码是完全不同的技巧。

AI-produced code is utter crap. They can find vulnerabilities well, but that’s a completely different trick to actually producing relevant well-designed code. It’s the equivalent of being able to parse the vague meaning of a newspaper written in another language, while being comp…
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-14 14:01

你有24小时用AI构建东西。你要做什么？#AI #BuildInPublic #Tech

You have 24 hours to build something with AI. What are you making? # AI # BuildInPublic # Tech
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-14 12:40

人工智能让将想法转化为可运行软件变得更加容易。对我而言，这使得决定什么值得构建以及什么证据支持变得更加重要。

AI is making it easier to turn an idea into working software. For me, that puts more weight on deciding what is worth building and what the evidence supports. That is why I started the Lab. 👉 https:// aiinnovationlab.co.uk/blog/why -i-started-the-ai-innovation-design-lab # aiinno…

链接 aiinnovationlab.co.uk/…/why-i-started-the…
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-14 12:31

Power Platform 中的公民开发者，五年后：AI 带来了更好还是更糟？我重新审视了我对 Power Platform 公民开发者的 2021 年看法，看看 AI 是否有所改变

Citizen developers in Power Platform, five years later: Better or worse with AI? I revisited my 2021 take on Power Platform's citizen developers to see if AI actually made things better. TL;DR: I think it made them worse https:// michaelharley.net/posts/2026/0 8/14/citizen-develo…

链接 michaelharley.net/…/citizen-developers-in…
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-13 18:50

即使代码通过所有测试，仍可能被下一个接触它的AI代理破坏。Google将Go定位为针对AI编码代理优化的语言，以减少错误

Code that passes every test can still break the next AI agent that touches it. Google positions Go as a language optimized for AI coding agents, reducing errors but still requiring human oversight. How its toolchain acts as a guardrail for machine-generated code. Source: The New …

链接 thenewstack.io/go-language-ai-agents
Mastodon — fosstodon.org TIER_1 Русский(RU) · [email protected] · 2026-08-12 15:52

AI 代理开发管理：上下文而非任务公司购买许可，宣布 AI 战略，计算 Token，并展示精美演示。然后

Управление разработкой с AI-агентом: контекст вместо задач Компании покупают лицензии, объявляют AI-стратегии, считают токены и показывают красивые демо. Потом оказывается, что пользователи не пришли, продукт не решает их задачу, а за результат как будто никто не отвечает: он пот…

链接 habr.com/…/1069814
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-12 11:51

Linux内核传来大新闻：AI生成的代码正式受欢迎——但有条件。人类仍需负责。🔒 了解塑造我们新指南

Big news from the Linux kernel: AI-generated code is officially welcome—but with a catch. Humans stay accountable. 🔒 Check out the new guidelines shaping how we code together: https://www. ezone.co.uk/blog/linux-formall y-embraces-ai-code-contributions-with-human-accountability-r…

链接 ezone.co.uk/…/linux-formally-embraces-ai-…
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-11 18:43

编程是一致的、基于逻辑的指令读出。AI是概率机器，无法预测你会得到什么。这种二分法

Programming is a consistent and logical based readout of instructions. AI is a probability machine and there is no way to predict what you’ll get. This dichotomy of the industry has been gnawing at my mind lately. # AI # tech # dev
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-11 07:59

现在人人都是开发者了。并非因为大家都学会了 Python 或 PowerShell。因为现在你可以让 AI 来编写代码。你理解了吗？你测试了吗？

Everyone is a developer now. Not because everyone learned Python or PowerShell. Because now you can ask AI to write the code. Did you understand it? Did you test it? Did you check what else it does? No? Well, the AI sounded confident... What could possibly go wrong? https://www. …

链接 youtube.com/…/tdB6KYczz04
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-11 02:30

了解3种AI编程工具的开发者… vs 深入理解一种的开发者。谁占优势？#AI #编程 #开发者社区

A developer who knows 3 AI coding tools... vs a developer who deeply understands one. Who has the advantage? # AI # Coding # DevCommunity
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-10 14:52

您的公司可能已有AI战略。但您的员工可能没等，他们已在使用AI进行文本、代码、分析、故障排除以及...

Your company probably has an AI strategy. Your employees probably didn't wait for it. They're already using AI for text, code, analysis, troubleshooting and whatever else gets the job done. Useful? Absolutely. Governed? That's another question. We've seen this before. We called i…

链接 ithorrorstories.eu
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-10 11:46

人工智能可以编写代码。但开发者仍需理解它。2026年编码技能：💻 编程 🧠 解决问题 🐛 调试 🤖 AI编码 🔍 测试 🚀 真实项目

AI can write code. But developers still need to understand it. 2026 coding skills: 💻 Programming 🧠 Problem-solving 🐛 Debugging 🤖 AI coding 🔍 Testing 🚀 Real projects Build your programming skills 👇 uktu.org/technology/h... # Programming # Coding # AI # LearnToCode # TechJobs # Fut…
dev.to — LLM tag TIER_1 English(EN) · Shakil Ahmed · 2026-08-09 23:12

您的 AI 代理在开发环境中可用。它将在生产环境中失败。这是数学原理。

<p>Your AI agent passes every test. It handles edge cases. You demo it to your team and everyone nods.</p> <p>Then you deploy it. And it breaks.</p> <p>Not a little. Catastrophically. The kind of break where you stare at logs for three hours wondering what went wrong, only to dis…
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-09 21:54

AI 代理正在进入团队实际工作的工具中。CopilotKit 已开源其 Channels SDK，使得连接现有的 AG-UI 年龄成为可能

AI agents are moving into the tools where teams actually work. CopilotKit has open-sourced its Channels SDK, making it possible to connect an existing AG-UI agent to collaboration platforms like Slack and Microsoft Teams without rebuilding the agent for each platform. The interes…

链接 github.com/…/channels-sdk
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-09 11:55

从手动编写代码到编排代理并审查其输出的转变已经发生。开发者已经适应了这一点，并正在处理多个AI协作工具。

The shift from writing code by hand to orchestrating agents and reviewing their output is already happening. Developers adapted to that, handling multiple AI coding sessions in parallel within their working hours. The more overlooked shift? The push towards 24/7 automation. We're…
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-08 16:01

新帖：我为何构建 skills — 我为实际工程工作收集的开源 AI 代理技能。learn-codebase 端到端地映射不熟悉的代码库，并且 ge

New post: why I built skills — my open-source collection of AI agent skills for real engineering work. learn-codebase maps an unfamiliar repo end to end, and gets smarter the more skills you have installed. I wrote up the whole story 👇 https:// ricardodantas.me/posts/launchi ng-s…

链接 ricardodantas.me/…/launching-skills
dev.to — LLM tag TIER_1 English(EN) · Manju · 2026-08-07 14:03

为什么你的 AI 应用在生产环境中失败（而且这并非 ML 问题）

<p>Nobody tells you this until you’re on-call at 2 AM: <strong>testing AI pipelines is significantly harder than testing standard backend code.</strong></p> <p>And skipping rigorous testing is exactly how "it works on my machine" transforms into "it confidently hallucinated garba…
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-07 08:19

开发者曾预测AI会加速他们的工作。一项对照研究发现恰恰相反：效率降低19%。事实证明，AI写代码很快，但调试才是真正耗时的地方

Devs predicted AI would speed them up. A controlled study found the opposite: 19% slower. Turns out AI writes code fast but debugging is where the real cost hides. 🧵 # AI # DevTools # Programming https:// chat-to.dev/post?id=N3ZVWGN4Nk dxL0ltV3R2a2VpYXVZUT09

链接 chat-to.dev/post chat-to.dev/post_delete
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-04 12:02

AI 编码的隐藏成本正在摧毁工程团队“AI 正在让您的团队交付得更快。它也正在用无人能懂的代码充斥您的代码库

The Hidden Cost of AI Coding That's Destroying Engineering Teams "AI is making your team ship faster. It's also filling your codebase with code nobody understands, security flaws nobody caught, and architecture debt that will cost you six months to untangle. This video breaks dow…

链接 youtube.com/watch
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-04 07:36

开发者们，一个诚实的问题：如果AI让编程变得更容易（或提高开发者效率），那么那些提高的效率在哪里？

Honest question for developers that use # AI on a regular basis: if AI had made coding/programming much easier (or developers more productive), where are those gains going to? As an end user, I haven’t seen massive strides in improvements in the app’s I actually use. Am I overloo…
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-03 06:35

人工智能生产力工具正在改变我们的工作方式。日常工作流程中的微小改进可以节省大量时间。什么人工智能工具对您帮助最大？#人工智能 #生产力

AI productivity tools are changing how we work. Small improvements in daily workflows can save a lot of time. What AI tool helps you the most? # AI # Productivity
Mastodon — fosstodon.org TIER_1 English(EN) · [email protected] · 2026-08-01 17:35

🤖 AI文档工具 vs 实际学习，哪个现在更省时？白天是物理治疗师，晚上捣鼓代码和AI工具

🤖 AI documentation tools vs actually learning the thing, which is saving you more time right now? Been a PT by day, tinkering with code and AI tools by night for a while now. Writing dev tutorials as a side thing. And I keep running into this split where AI tools either make me f…
Mastodon — mastodon.social TIER_1 English(EN) · [email protected] · 2026-08-23 14:46

为AI写作辩护 - Laura Entis every.to/context-window… #AI #writing

In Defense of AI Writing - Laura Entis every.to/context-window… #AI #writing

链接 every.to/…/in-defense-of-ai-writing
Mastodon — mastodon.social TIER_1 English(EN) · [email protected] · 2026-08-23 14:46

为AI写作辩护 - Laura Entis https:// every.to/context-window/in-def ense-of-ai-writing # AI # 写作

In Defense of AI Writing - Laura Entis https:// every.to/context-window/in-def ense-of-ai-writing # AI # writing

链接 every.to/…/in-defense-of-ai-writing every.to/…/in-def
Mastodon — mastodon.social TIER_1 English(EN) · [email protected] · 2026-08-23 11:33

自动补全 → 聊天 → 编码代理 → 循环。每一步都将模型置于开发人员反馈循环的更大一部分。下一个 AI 开发工作单元不是一个专业

Autocomplete → chat → coding agents → loops. Each step hands the model a bigger piece of the developer's feedback loop. The next unit of AI dev work isn't a prompt: it's a process where the model can try, observe and continue. https:// tabularis.dev/blog/code-genera tion-was-only…

链接 tabularis.dev/…/code-generation-was-only-…
Mastodon — mastodon.social TIER_1 English(EN) · stephenblum · 2026-08-20 18:14

人工智能编写代码，但工程师仍定义什么重要。#ai #engineering #coding #loweffort

AI writes code, but engineers still define what matters. # ai # engineering # coding # loweffort
Mastodon — mastodon.social TIER_1 English(EN) · [email protected] · 2026-08-20 07:30

开发者会检查AI生成的代码吗？- 是 - 否 #AI #编程 #开发者

Devs, would you check AI-generated code? - yes - no # AI # Coding # Developers
Mastodon — mastodon.social TIER_1 Українська(UK) · [email protected] · 2026-08-14 15:01

AI能快速编写代码。但今天它表现良好，明天该代理就读不懂上下文，错过测试，并表现出不正确的行为。问题不在于模型。问题在于……

AI пише код швидко. Але сьогодні вийшло добре, а завтра агент не дочитав контекст, пропустив тест і зробив не ту поведінку. Проблема не в моделі. Проблема в тому, що навколо неї немає процесу. 20 серпня Кирило Сулімовський наживо проводить Безкоштовний воркшоп де покаже, як цей р…

链接 agenticengineering.it.com/nejromerezha-we…
Mastodon — mastodon.social TIER_1 English(EN) · jstreitb · 2026-08-13 22:20

你认为 AI 在编码中的使用是... # AI # aislop # question # ClaudeCode # slop

Do you think AI use in coding is... # AI # aislop # question # ClaudeCode # slop
Mastodon — mastodon.social TIER_1 English(EN) · roamingpigs · 2026-08-12 17:23

2025年METR测量显示，使用AI编码工具的经验丰富的开发人员效率降低了19%。他们认为自己速度快了20%。秒表与自我报告之间存在39个百分点的差距

In 2025 METR measured experienced developers 19% SLOWER with AI coding tools. They believed they were 20% faster. A 39-point gap between stopwatch and self-report. 16 maintainers, 246 real issues in their own repos, Cursor Pro and Claude Sonnet, randomized within-subject. METR no…

链接 roamingpigs.com/…/ai-productivity-paradox
r/Anthropic TIER_1 English(EN) · /u/rastaFm · 2026-08-11 14:13

我对AI开发者有一个问题和一个建议

<div class="md"><p>Not sure how it is for you guys, but I often struggle with this: when I work with AI, I end up creating a lot of chats. Conversations happen inside them and they keep growing. And later on it's sometimes hard to find information after some time h…
Mastodon — mastodon.social TIER_1 English(EN) · [email protected] · 2026-08-11 01:00

一年后，对开发者来说什么更重要？是懂一门编程语言，还是懂如何指挥 AI 编程代理？ # AI # 编程 # 开发者

One year from now, what will matter more for developers? Knowing a programming language or Knowing how to direct AI coding agents? # AI # Coding # Developers
r/Anthropic TIER_1 English(EN) · /u/asnewname · 2026-08-10 07:47

初级开发者、业务逻辑与AI乱象

<div class="md"><p>TLDR: JR dev is just a copy paste guy between the team and his bot and refuses to do any real validation and development work. Boss wont fire him and has asked me to provide policy, AI workflow rules and training for all the devs and idk how to m…
Mastodon — mastodon.social TIER_1 Deutsch(DE) · ViP · 2026-08-08 12:32

我们在工作中越来越多地使用人工智能进行软件开发。正确使用这些工具可以显著提高我的工作效率。但我也是一名开发者

Bei der Arbeit nutzen wir verstärkt KI in der Softwareentwicklung. Richtig eingesetzt machen mich die Tools deutlich produktiver. Aber ich bin ja auch Entwickler geworden, weil der Weg an sich mir Spaß macht. Und manchmal habe ich Angst meine Skills zu verlieren. # ki # ai # entw…
Mastodon — mastodon.social TIER_1 English(EN) · DrRanzinger · 2026-08-08 11:33

数十年来，生产力一直意味着生产更多。# AI 已经解决了这个问题。我们现在可以比任何人都能生成更多的代码、文档、想法和决策

For decades, productivity was about producing more. # AI has solved that problem. We can now generate more code, documents, ideas and decisions than anyone could ever need. # AgileCheese therefore introduces Negative Productivity: value is created by preventing unnecessary output…
Mastodon — mastodon.social TIER_1 English(EN) · [email protected] · 2026-08-07 07:00

未来12个月你将使用AI进行编码。什么将引领你的工作流程？#AI #编码 #DevTools

You're coding with AI for the next 12 months. What's leading your workflow? # AI # Coding # DevTools
Mastodon — mastodon.social TIER_1 English(EN) · dev2next · 2026-08-03 17:00

AI工具可以提高生产力。但要有效地使用它们，你仍然需要扎实的工程基础。🤖 加入 Dan Vega 和 Nate Schutta 在 #dev 的研讨会

AI tools can boost productivity. But to use them effectively, you still need strong engineering fundamentals. 🤖 Join Dan Vega & Nate Schutta's workshop at # dev2next to learn how software engineers can thrive alongside AI. 🔗 https:// dev2next.com # AI # SoftwareEngineering

链接 dev2next.com
r/cursor TIER_2 English(EN) · /u/bluetech333 · 2026-08-05 11:01

人工智能现在非常擅长编写代码，但我担心我们是否创造了一个新问题

<div class="md"><p></p> <p>Has anyone here had AI generate code and tests that all passed, only to discover later that the tests weren't actually catching the bug?</p> <p>I'm trying to understand whether this is a real pain or just something that sounds int…
r/OpenAI TIER_2 English(EN) · /u/rastaFm · 2026-08-11 14:18

我有一个关于AI开发者的问题和建议

<div class="md"><p>Not sure how it is for you guys, but I often struggle with this: when I work with AI, I end up creating a lot of chats. Conversations happen inside them and they keep growing. And later on it's sometimes hard to find information after some time h…
r/ClaudeAI TIER_2 Deutsch(DE) · /u/BenSimonDev · 2026-08-07 22:58

“人工智能专家” != 能把事儿干成

<div class="md"><p>I can't tell you the number of times I've listened to an "expert" I worked with who could comment endlessly on a topic but never got any work done. There is no difference with devs leveraging AI and it drives me crazy. The ones who actu…
r/OpenAI TIER_2 English(EN) · /u/dayumnshit · 2026-08-07 13:34

人工智能让入门编程变得异常容易，但它是否让真正成为一名优秀开发者变得更加困难？

<div class="md"><p>i'm still relatively early in learning web development. over the weekend, i used AI to build a working, deployed prototype (just a small dashboard with a clean UI) that i previously thought would take me months to even understand. the speed is pr…

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