AI Tutorials & Practice
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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TutorialsOrdinary
Launching Docgrity 🚀: Documentation integrity for you, your team, and your agent friends. 🤖
Today I'm launching Docgrity — a tool for finding where your documentation disagrees with itself,...
Source: DEV Community
TutorialsOrdinary
I benchmarked my own AI coding skill across 424 runs. It failed.
TL;DR. I wrote a Claude Code skill that forces coding agents to paste the actual command output...
Source: DEV Community · Claude
TutorialsOrdinary
My AI reviews its own code with 4 rival models. The majority just approved a security hole three rounds straight.
Here's a rule I use that sounds paranoid until you watch it work: when my AI agent changes one of its...
Source: DEV Community
TutorialsOrdinary
I built a simple Markdown system that helped me waste way fewer tokens
After getting tired of AI coding sessions slowly losing context and creating more rework, I built PXOS: a lightweight, Markdown-based workflow for keeping agents on track.
Source: DEV Community
TutorialsOrdinary
The AI reviewer found a real bug. Its suggested fix would have broken my app.
TL;DR — I put an AI code reviewer on a pull request written by an AI coding agent. On the default...
Source: DEV Community
TutorialsOrdinary
AI Agents Failed to Prove Fermat's Last Theorem. Then They Got a Shared To-Do List
On September 4, Anthropic published something that sounds like a headline from a decade in the...
Source: DEV Community · Claude
TutorialsOrdinary
Documentation, audit, or commit gate: three postures for CLAUDE.md and AGENTS.md — and where each one stops
A reader asked, at the end of an unusually good comment on one of our CLAUDE.md posts: "The bigger...
Source: DEV Community · Claude
TutorialsOrdinary
Are We Becoming AI Managers Instead of Developers?
I've been doing front-end development for somewhere around 20 years now. During that time, I've...
Source: DEV Community
TutorialsOrdinary
Ollama's -cloud suffix isn't a label, it's a silent instruction. I bypassed it.
I built a model on top of an Ollama cloud model. Ollama 404'd on a name I never wrote. The bug was six characters long, and it was in the tag.
Source: DEV Community · Ollama
TutorialsOrdinary
I'm 12. My Code Jam got zero submissions. So I built a platform for it.
Last week I ran the first KODA Code Jam — a tournament where developers build niche single-page apps,...
Source: DEV Community
TutorialsOrdinary
I Tested Q4_K_M vs MXFP4 on the Same Laptop — The Supposedly-Faster New Format Lost
Q4_K_M is 1.8x faster than MXFP4 in this head-to-head speed test. 6 timed runs, real numbers. The result is the opposite of what OpenAI marketing suggests.
Source: DEV Community · OpenAI
TutorialsOrdinary
Why AI Agents Keep Failing in Production (And What to Actually Build Instead)
AI agents fail in production because they're brittle, unpredictable, and hard to debug. Here's what actually works instead.
Source: DEV Community
TutorialsOrdinary
I built an epistemic gate to stop LLM data poisoning during fine-tuning. Tested across 5 architectures, orchestrated on a 2006 Toshiba laptop for $0.
Hi everyone, For a long time, the AI industry has pushed the narrative that advanced safety research,...
Source: DEV Community
TutorialsOrdinary
Claude Can Accelerate SEO Research, but Live Site Changes Still Need Human Control
Claude can make SEO research, analysis, and early-stage drafting faster, but it should not be treated...
Source: DEV Community · Claude
TutorialsOrdinary
What Kills Parallel Development Is Always Shared Files
Has this ever happened to you when trying to run multiple tasks in parallel? You worked on three...
Source: DEV Community
TutorialsOrdinary
Fermat’s Last Theorem in Lean: The Community Project and Claude’s Real Role
The formalization of Fermat’s Last Theorem (FLT) in the Lean proof assistant remains an ongoing...
Source: DEV Community · Claude
TutorialsOrdinary
I Thought the Optimizer Was the Product. I Was Wrong. The Gate Was.
Previously: 9 Bugs That All Looked Like a Working System · I Built an AI That Rewrites Its Own...
Source: DEV Community
TutorialsOrdinary
I trained my AI agent to burn less money. Here's what actually worked.
A few months ago I became convinced my AI assistant was bleeding money through incompetence. It felt...
Source: DEV Community
TutorialsOrdinary
I Threw the Box Away. The Damage Was Already Done.
I built a disposable sandbox for an agent and felt safe because I could throw it away. Then I realized throwing it away does nothing about what it could reach while it ran. A short story about why disposability protects the host's future, …
Source: DEV Community
TutorialsOrdinary
Building a CMS with AI Agents: You Don't Write the Code, You Audit the Decisions
TL;DR — I gave a team of AI coding agents a real kanban board (Kanboard) and a real git server...
Source: DEV Community
TutorialsOrdinary
I Attacked My Own AI Agent. Here's What Actually Stopped the Attacks.
When I gave my from scratch AI agent the ability to run shell commands, write files, and query a...
Source: DEV Community
TutorialsOrdinary
Everything I Didn't Build
I run several coding agents at once, so I built them a task board. The code took an afternoon. The value is in the eight features I refused to add.
Source: DEV Community
TutorialsOrdinary
Securing Agentic AI Workflows in n8n: From Leaked API Keys to Encryption Key Compromise
Agentic AI expands the security boundary of workflow automation. An n8n agentic workflow does not...
Source: DEV Community
TutorialsOrdinary
Check a UK supplier at Companies House from Claude Code — and the same tool works for Norway
A new supplier sends an invoice with a company registration number on it. Is the company real, still trading, and up to date on its filings? registry-
Source: DEV Community · Claude
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How ChatGPT agents with no internet access ended up in Hugging Face
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...
Source: DEV Community · ChatGPT / Hugging Face
TutorialsOrdinary
Your MCP Server Is a Backdoor. Here's How Attackers Use It.
I've been digging into MCP (Model Context Protocol) server security over the past few weeks, and what...
Source: DEV Community
TutorialsOrdinary
How to Build Zero-Hallucination AI Agents: Negative Constraint Assertions and AST Gating
How to Build Zero-Hallucination AI Agents: Negative Constraint Assertions and AST...
Source: DEV Community
TutorialsOrdinary
Building AetherDraw: An Agent-Native Infinite Whiteboard with WebMCP
Building AetherDraw: An Agent-Native Infinite Whiteboard with WebMCP Visual whiteboards...
Source: DEV Community
TutorialsOrdinary
Four agent frameworks got the same approval check wrong. Four others got it right.
Over five rounds of reading other people's agent frameworks on 2026-09-04, the same defect class...
Source: DEV Community
TutorialsOrdinary
Fable 5.1 cut cache reads by 75%. Cost per task went up 20% anyway.
In the same week that Claude Fable 5.1 shipped, two things happened that look like they cannot both...
Source: DEV Community · Claude
TutorialsOrdinary
How I built an AI Line Art SaaS with Next.js, a worker queue, and Stripe credits
Hey! 👋 I recently shipped ailineart.com, an AI line art generator that turns photos and text prompts...
Source: DEV Community
TutorialsOrdinary
I spent 3.8 million tokens finding which service to change
Code: github.com/alexcpn/catalogify · uv tool install catalogify · MIT Take a monorepo with ninety...
Source: DEV Community
TutorialsOrdinary
How I Merged 6 Repos Into One Monorepo With Claude Code Without Breaking CI
TL;DR I consolidated six service repos into a single monorepo over three weeks, using...
Source: DEV Community · Claude
TutorialsOrdinary
I Thought This Was a Classification Problem. It Wasn't.
Previously: 9 Bugs That All Looked Like a Working System · I Built an AI That Rewrites Its Own...
Source: DEV Community
TutorialsOrdinary
I Rewrote One Exam Question Fifty Ways. First, the Answer Key Was Wrong.
Two readers said the same thing. Under the 3x-price comparison, Vinh said the next experiment should...
Source: DEV Community
TutorialsOrdinary
What an AI can and cannot do in Unreal Engine: notes from a finished hobby game
As a hobby project I tested whether I could build a fully functioning game with AI. The result is a...
Source: DEV Community
TutorialsOrdinary
I Used an AI Agent to Test an Open-Source TypeScript Tool and Found a Real Bug
A practical workflow for combining AI-assisted black-box testing with human review and useful open source feedback.
Source: DEV Community
TutorialsOrdinary
Google Locked Its AI Vulnerability Hunter Behind 650 Seats. Build Your Own for Under a Cent per File
On Tuesday, Google announced Gemini 3.8 Flash Cyber, a model that its own Cloud Vulnerability...
Source: DEV Community · Gemini
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When Should You Use n8n Instead of Writing the Code Yourself?
The first time an n8n workflow replaces a 300-line integration script, it feels like you got away...
Source: DEV Community
TutorialsOrdinary
n8n + MCP: What Happens When AI Can Build Its Own Workflows?
The dangerous moment is not when an AI suggests a workflow. It is when it can activate one. Imagine...
Source: DEV Community