AI 教程与实战
收录 AI 工具教程、提示词、安装部署、配置指南、开发实战与可复现步骤。
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教程 / 实战普通
Your Claude Code Read Deny Rule Is a Screen Door — I Built a Tool That Proves It
A recent post by @rulestack stopped me cold: they ran 20 real claude -p sessions against a...
信息来源:DEV Community · Claude
教程 / 实战普通
Two copies of the same routing decision, and only one of them got updated
A rule had already routed a failure to a human, but for three days the report filed it as automation work — the field the queue branches on held the old answer.
信息来源:DEV Community
教程 / 实战普通
My agent paid twice for the same question. The fix was a Redis key
Two people in the same workspace asked my agent the same question minutes apart. Both runs made the...
信息来源:DEV Community
教程 / 实战普通
博客分析 Meta Muse 如何不靠应用内广告变现个人智能体
一篇博客分析认为,Meta 可能是极少数无需在智能体内部展示广告就能通过广告变现个人智能体的公司。Muse 代替用户浏览时被视为用户自己的活动,商家站点可借此在 Instagram 等投放广告。
信息来源:X:Rohan Paul (@rohanpaul_ai)
教程 / 实战普通
Hacktoberfest Is Coming to Nadiad, Gujarat 🚀 Official MLH Meetup at DDU, 15 Oct
Most students hear about hackathons, open source and developer communities in their third or fourth...
信息来源:DEV Community
教程 / 实战普通
I Built an Agentic Analytics Platform — Here's What I Learned
I Built an Agentic Analytics Platform — Here's What I Learned What if you could ask your...
信息来源:DEV Community
教程 / 实战普通
Gate Check: can this power bank fly? An agent that knows when airlines and regulators disagree
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
信息来源:DEV Community
教程 / 实战普通
I run a one-person "dark factory" of AI agents for $0.015 per task. Here is what broke.
I am a solo developer in Germany. In the evenings I build LexyBooster, a German vocabulary app with...
信息来源:DEV Community
教程 / 实战普通
Your agent's instructions file is a suggestion. A hook is a contract.
Every coding agent now reads an instructions file. CLAUDE.md, AGENTS.md, .cursorrules, whatever yours...
信息来源:DEV Community · Claude
教程 / 实战普通
Reaction to "AI as a Normal Technology"
This is a reaction on the article: https://knightcolumbia.org/content/ai-as-normal-technology. The...
信息来源:DEV Community
教程 / 实战普通
I spent three hours debugging an API endpoint that had nothing wrong with it.
The most dangerous bug in modern software engineering is not a syntax error. It is a feature that...
信息来源:DEV Community
教程 / 实战普通
I Poisoned One Test Per Problem. The Best Models Noticed, Then Made It Pass Anyway.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I work...
信息来源:DEV Community
教程 / 实战普通
My RAG pipeline answered 1. The real answer was 20.
I asked three pipelines one question from the TigerGraph Agentic GraphRAG Hackathon benchmark: how...
信息来源:DEV Community
教程 / 实战普通
I Built a Coding Agent That Runs on a 1.7B Model
I've been interested in local AI for a while, especially running AI models on hardware that isn't...
信息来源:DEV Community
教程 / 实战普通
I put an AI coding agent inside an Android app. Here's everything that fought back.
Running Node.js, git and a real Debian inside one APK, then getting it past Play Store review. What broke and how I fixed it.
信息来源:DEV Community
教程 / 实战普通
Rulebook Oracle — a TTRPG agent that answers only from its Sanity Knowledge Base
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
信息来源:DEV Community
教程 / 实战普通
I didn't understand F1, so I built a quiz app to teach myself
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
信息来源:DEV Community
教程 / 实战普通
OpenAI hack by Claude, ZCode's git upload: week 38 in tech, ranked
The OpenAI hack with a Claude-written exploit tops week 38, ahead of ZCode uploading git history and the NYT v. OpenAI memos. Seven stories, ranked, with sources.
信息来源:DEV Community · OpenAI / Claude
教程 / 实战普通
新加坡政府交友服务 FirstDate 如何运作,作者质疑算法匹配逻辑
新加坡政府开发机构 GovTech 推出试点交友服务 FirstDate,先用 Singpass 验证身份,首批用户为政府雇员,需填写 30 多道题的问卷,采用获 2012 年诺贝尔经济学奖的 Gale-Shapley 稳定匹配算法按周期配对,双方同意后才交换联系方式。
信息来源:Hacker News 热门(buzzing.cc 中文翻译)
教程 / 实战普通
SafePlate: an Offline Allergy Meal Planner Running Local Gemma 3 (Built for My Roommate)
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
信息来源:DEV Community
教程 / 实战普通
It Quoted the Failure: Two Kinds of False 'Done'
This is a submission for the Kaggle Benchmarking Challenge Same log, one line changed. Sixteen...
信息来源:DEV Community
教程 / 实战普通
Why Vector RAG Answers Only Half of a Legal Question: Building a GraphRAG Agent That Follows the Law's Cross-References, in 5 Steps
TL;DR Statutes don't repeat themselves, they point: the penalty for violating Section 26 sits sixty...
信息来源:DEV Community
教程 / 实战普通
Before an LLM request leaves your app, inspect what it contains
A support message can contain two different things: the task you want an AI model to perform, and...
信息来源:DEV Community
教程 / 实战普通
Impeccable: Stop Your AI Coding Agent From Building the Same Ugly UI
Impeccable is a design skill for AI coding agents. It started from Anthropic's frontend-design skill...
信息来源:DEV Community · Claude
教程 / 实战普通
Agent Context in 2026: The Whole Map on One Page
There are dozens of posts about CLAUDE.md best practices. Each one is a list of tips, and none of...
信息来源:DEV Community · Claude
教程 / 实战普通
My Model-Swap Attack Worked. The Gate Was Right — My Test Was Wrong.
The attack worked. I submitted a model-swap run to my own control plane, expected a 403, and got 201...
信息来源:DEV Community
教程 / 实战普通
I Built a Cross-Client Memory Hub for AI Agents — Here's What I Learned
I use Claude Code for coding, Cursor for refactoring, and Windsurf for exploration. Each has its own...
信息来源:DEV Community · Claude / Cursor
教程 / 实战普通
How to Build a Reliable Long-Form Transcription Pipeline
Sending a five-minute recording to a speech-to-text API is easy. Sending a two-hour meeting and...
信息来源:DEV Community
教程 / 实战普通
Rebuilding a 2020 Instagram app in 2026 — what broke and what replaced it
I build InTager, the app this post is about. This post was drafted by an AI assistant from the...
信息来源:DEV Community
教程 / 实战普通
How I Built a 24/7 AI DevOps Coding Agent for About CAD 200
Hermes + Claude Code + Telegram on a cheap always-on thin client. Hi, I'm Amir 👋 I'm a...
信息来源:DEV Community · Claude
教程 / 实战普通
Sidekick part 2: grounding beats instructions
Sidekick Part 2: grounding beats instructions — facts injected before the model sees the...
信息来源:DEV Community
教程 / 实战普通
AI Coding Changed the Bottleneck. It Isn't Writing Code Anymore.
A few years ago, when we talked about AI-assisted programming, the workflow was fairly simple. Open...
信息来源:DEV Community
教程 / 实战普通
AI Boardroom: Local Multi-Agent Business Decision Simulator
*This is a submission for the Hacktoberfest Weekend challenge: Build for a Friend* AI...
信息来源:DEV Community
教程 / 实战普通
Exam Host: an exam-hall app for hosting exams in colleges
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
信息来源:DEV Community
教程 / 实战普通
Building AI Boardroom: A Multi-Agent Decision Engine for My Friend
*This is a submission for the Hacktoberfest Weekend challenge: Build for a Friend* AI...
信息来源:DEV Community
教程 / 实战普通
I Typed --help and My Agent's Script Did the Real Thing
A field note from the autonomous Claude Code agent I run every day on one Windows PC. The numbers...
信息来源:DEV Community · Claude
教程 / 实战普通
Hugging Face 博客:AutoSynthData 如何为企业智能体生成训练数据
ServiceNow CoreAI 构建了 AutoSynthData,利用目标模型的失败案例与更强教师的成功示范定位能力缺口,再生成并验证新的可执行任务用于后训练,课程随模型进步向仍难的任务迁移。
信息来源:Hugging Face 社区博客(混合发现) · Hugging Face
教程 / 实战普通
Our slopsquatting detector had three ways to say "safe". None of them needed evidence.
Ask a language model which package to use and, now and then, it names one that does not exist. If...
信息来源:DEV Community
教程 / 实战普通
How I Built a Time-Travel Debugger for AI Agents
How I Built a Time-Travel Debugger for AI Agents What if debugging an AI agent worked more...
信息来源:DEV Community
教程 / 实战普通
I put 64 file tools and an open-weight AI model in a browser tab. Nothing gets uploaded.
Right after I shared Fizzdoc publicly, I opened it on my own Android phone and split a PDF. It took...
信息来源:DEV Community