AI圈报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
How to Debug a Large Codebase When You Don’t Know Where the Bug Is
How to Debug a Large Codebase When You Don't Know Where the Bug Is Debugging a small...
信息来源：DEV Community
教程 / 实战普通
The agent that refuses to guess
I work at a B2B telecom consultancy. I'm not the one auditing the bills, but every month I watch how...
信息来源：DEV Community
教程 / 实战普通
Picking Models as a Mac User
After spending the past two weeks redoing all the models around the house, I realized it might make a...
信息来源：DEV Community
教程 / 实战普通
Are We Forgetting Software Engineering in the Race Toward AI/ML?
First of all, I warmly welcome everyone out there in the DEV Community. [Completely open for...
信息来源：DEV Community
教程 / 实战普通
Grok 绑定 X 的 $100 开发者积分使用指南
一篇详细指南解析如何最大化利用 Grok 绑定 X 后赠送的 $100 开发者积分。文章从省钱角度出发，提供具体的使用策略与建议，帮助开发者避免浪费这笔额度，实现"省到极致就是赚"的效果。
信息来源：X：阿易 AI Notes (@AYi_AInotes) · Grok
教程 / 实战普通
Your agent's memory needs the word 'no' — and a way to prove nobody edited it
the expensive failure in AI-assisted coding isn't a bad line of code — linters and tests catch those....
信息来源：DEV Community
教程 / 实战普通
I Let Grok Bot Apply to Software Engineering Jobs While I Was Sleeping
At midnight, I gave Grok Bot a job. Not a prompt. A job. Find software engineering roles that...
信息来源：DEV Community · Grok
教程 / 实战普通
My AI Agent Didn’t Break. Its Tool Did.
I created this piece of content for the purposes of entering the All Things Agentic Hackathon. A...
信息来源：DEV Community
教程 / 实战普通
I ran 10,373 mutations through a reversibility gate. Tamper detection caught 600 of 600.
Read this before the numbers below convince you of anything. Every number in this post came out of...
信息来源：DEV Community
教程 / 实战普通
Guard Rail AI
Introdução No projeto de hoje vou demonstrar o uso do Guard Rail no contexto de IA. O...
信息来源：DEV Community
教程 / 实战普通
Why your agent says it finished when it didn't
I created this article for the purposes of entering the All Things Agentic Hackathon. Ask an agent...
信息来源：DEV Community
教程 / 实战普通
I went looking for the reason not to build it
The requirements were done and I hadn't written a line of code. So I spent a day trying to talk myself out of the whole thing.
信息来源：DEV Community
教程 / 实战普通
The Phishing Site Tried to Talk to My AI. That Became the Evidence.
I wrote this piece for the purposes of entering Google's All Things Agentic Hackathon (Fortified...
信息来源：DEV Community
教程 / 实战普通
Is Vibe Coding similar to Passive Investment?
I have been thinking deeply about what AI means for careers in Software Engineering. We have all...
信息来源：DEV Community
教程 / 实战普通
How I Built an AI Dunning Agent That Recovers Failed Payments on Autopilot
I built Dunning for the All Things Agentic Hackathon. This post covers why I made it, how it works...
信息来源：DEV Community
教程 / 实战普通
«Laziness is the engine of progress»: How I built an AI bot for electrical inspection
I've been in electrical construction for over 15 years. Started with installation, moved to...
信息来源：DEV Community
教程 / 实战普通
Tool Poisoning Isn't Code, It's Text: How MCP Tool Descriptions Smuggle Prompt Injection
Most MCP security writing focuses on what a tool does when it runs: does it exfiltrate data, does it...
信息来源：DEV Community
教程 / 实战普通
The Wildcard Scope Problem: Why MCP Configs Default to admin:* Instead of Least Privilege
If you grep your own mcp.json files right now, there's a decent chance you'll find a scope string...
信息来源：DEV Community
教程 / 实战普通
RAG Explained Simply: How to Teach AI About Your Private Data
You've probably seen the term RAG everywhere lately — "RAG pipeline," "RAG chatbot," "build your own...
信息来源：DEV Community
教程 / 实战普通
I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened.
I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened. The...
信息来源：DEV Community
教程 / 实战普通
The Multi-Agent Patterns That Outlived AutoGen
Microsoft's AutoGen entered maintenance mode in October 2025 when its team merged with the Semantic...
信息来源：DEV Community
教程 / 实战普通
FDE（前沿部署工程师）为何被管理层请进公司，却不被一线员工接受
FDE（前沿部署工程师）正被AI行业推上风口，OpenAI和Anthropic在五月份分别宣布成立做FDE的公司，国内大厂、AI公司和创业团队也纷纷贴上这一标签。
信息来源：公众号：数字生命卡兹克 · OpenAI / Claude
教程 / 实战普通
Why Your AI Agent Gets Blocked and Your Chrome Doesn't
Two months ago I gave an agent a simple job: log into a vendor portal, download last month's invoice...
信息来源：DEV Community
教程 / 实战普通
Sampling rate is a correctness property, not a performance knob
In 1997 a Pokémon episode aired in Japan with a four-second red-and-blue strobe. 685 children went to...
信息来源：DEV Community
教程 / 实战普通
Tired of Explaining Code You Didn't Even Write? Let LLMs Do It.
We've all been there. A teammate walks over (or pings you on Slack) with a massive chunk of...
信息来源：DEV Community
教程 / 实战普通
Supercharge Git Flow: Zsh Shortcuts, Automated SemVer & Claude Code Integration
While Git Flow (specifically the AVH edition) remains a solid branching model for managing releases...
信息来源：DEV Community · Claude
教程 / 实战普通
MCP tools are model-elective. Hooks aren't. That distinction turned out to matter more than I expected.
An MCP server can expose the perfect tool and the model can simply not call it. Nothing is wrong,...
信息来源：DEV Community
教程 / 实战普通
A reader calibrated the guard's threshold. The next reader found the heartbeat's blind spot.
Title: A reader calibrated the guard's threshold. The next reader found the heartbeat's blind...
信息来源：DEV Community
教程 / 实战普通
Sustainable Resource Management Protocol for Multi-Agent Systems (AI Safety Specification)
0. Introduction Long before the emergence of autonomous machines, humanity began imagining...
信息来源：DEV Community
教程 / 实战普通
Macula - An Ecosystem for Mesh-native Computing
Macula is a mesh network for services and applications, built on Erlang/OTP: a node dials out over...
信息来源：DEV Community
教程 / 实战普通
Pixel Patrol: a GDPR watchdog whose main job is staying quiet
I built Pixel Patrol for the All Things Agentic hackathon, and this post is part of that submission....
信息来源：DEV Community
教程 / 实战普通
Well-Architected Framework Relied On Knowing The Call Graph. But Agents Are Not As Predictable.
For over a decade, we religiously used the well architected framework (WAF) in design reviews....
信息来源：DEV Community
教程 / 实战普通
Why I Stopped Using Vector RAG for Coding Agents (And Used Git Markdown Instead)
If you use Cursor, Claude Code, or Windsurf daily, you’ve probably hit this wall: You spend 45...
信息来源：DEV Community · Claude / Cursor
教程 / 实战普通
Running Coding Agents in Parallel with Git Worktrees
One repo, one PC, several agents working at once - and the merge step is just git.
信息来源：DEV Community
教程 / 实战普通
Four spec standards, one baseline, two different decisions
Four spec-driven development standards rewritten on the same baseline, and why two side projects ended up on two different ones.
信息来源：DEV Community
教程 / 实战普通
Decoupling from the Data POV: Stop-and-Start Boundaries, Independent Pointers, and Why Your Code (and AI) Need It
Why software decoupling is really about the physics of data, independent memory pointers, and stop-and-start boundaries—and how turning your codebase into a 2ms SQLite AST changes the game for humans and AI agents.
信息来源：DEV Community
教程 / 实战普通
How I Used an Uncensored Local LLM for Adversarial QA on My macOS App
When you build a security app as a solo developer, the hardest engineering problem isn't writing the...
信息来源：DEV Community
教程 / 实战普通
I fixed the catalog sync bug I said I'd fix
A follow-up: the 'fushi' catalog tool's public page finally reads live updates from the owner's editing tool, with a draft/publish flag and cross-tab sync.
信息来源：DEV Community
教程 / 实战普通
Native CORS support on GKE Gateway: Offloading cross-origin policy management to infrastructure
Offload cross-origin preflight handling and header injection to Google Cloud Load Balancing with native CORS support on GKE Gateway.
信息来源：DEV Community
教程 / 实战普通
Tell Me About You
After sixty-seven published posts here, the comments have become one of the best parts of the work....
信息来源：DEV Community