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
The 5 Layers Behind Every AI App
It's been some time since the introduction of AI and now it has become an essential part of our life,...
信息来源:DEV Community
教程 / 实战普通
Devs, Would You Mind Answering One Question?
It's been about two months since I started actually running this, not just building it, and I keep...
信息来源:DEV Community
教程 / 实战普通
6 Ways You're Using Claude Code Like a Chatbot — And What Tech Leads Do Instead
If your workflow is "paste code, ask nicely, copy the answer back, repeat," you're not using an AI...
信息来源:DEV Community · Claude
教程 / 实战普通
Your agent says "done" — and nothing ran
Three measured ways an agent run reported success while the work never happened — and the smallest check that catches each one.
信息来源:DEV Community
教程 / 实战普通
n8n Agents Brings Standalone AI Assistants to No-Code Business Automation
n8n has introduced n8n Agents, a preview feature that expands the automation platform beyond fixed...
信息来源:DEV Community
教程 / 实战普通
Same Patient, Conflicting Documents: Can AI Preserve the Evidence?
A synthetic experiment for Symptomato shows how an omitted source can hide a conflict, even when the final accepted value is correct.
信息来源:DEV Community
教程 / 实战普通
I Built an Idle Game With an AI Pair Programmer. Here's What Actually Got Hard.
I've spent the last few months building Galactic Idle, a space-empire incremental game, using Vue 3,...
信息来源:DEV Community
教程 / 实战普通
The recipe you cannot test yourself
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
Seven ways AI agents cheat on tests. Three of them got me.
My coding agent is a lot like a very eager intern who's been told they'll get a gold star when the...
信息来源:DEV Community
教程 / 实战普通
Does your model know when it doesn't know? A benchmark for the ESCALATE answer
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Most...
信息来源:DEV Community
教程 / 实战普通
10 Security Lessons from Building a Windows MCP Server
Why I Built This I use Claude, Cursor, and ChatGPT daily. I wanted them to control my...
信息来源:DEV Community · ChatGPT / Claude / Cursor
教程 / 实战普通
Railcode 创始人复盘如何用编码智能体做出像设计师手笔的网站
Railcode 创始人 Yakko Majuri 撰文复盘自己用编码智能体设计官网的过程,回应外界以为有设计师参与的疑问。他分享了具体方法:让智能体按极简到夸张的强度谱生成多个版本、要求部分设计 go wild、用 fork 对比迭代、搭建可实时调整配色的 playground,并大量浏览其他网站找灵感。
信息来源:Hacker News 热门(buzzing.cc 中文翻译)
教程 / 实战普通
An Italian copy reviewer that cites its style guide, built on Sanity Context
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
Drum Bun: an agent that knows Romania rewrote its vignette this week
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
Building a Production-Grade Multi-Modal Invoice Parser in n8n for $0.0015 Per Document (Zero OCR)
Ditch brittle OCR regex pipelines and expensive SaaS fees. Build a deterministic multi-modal invoice extractor in n8n with Gemini Flash.
信息来源:DEV Community · Gemini
教程 / 实战普通
Slopsquatting: Your AI Invented a Package, and an Attacker Was Waiting
You ask your AI assistant how to do something. It gives you clean, confident code, with an install...
信息来源:DEV Community
教程 / 实战普通
187 live prompts, 27 bugs: what testing my local AI agent against a real 7B model taught me
I've been building CORTEX, an AI agent that runs entirely on my own laptop. It plans a task, runs...
信息来源:DEV Community
教程 / 实战普通
What Happens When an AI Agent Goes Through a Real Development Workflow?
I’ve been experimenting with an AI-Driven Development workflow at Relipa, and one thing became clear:...
信息来源:DEV Community
教程 / 实战普通
Your AI guardrail is green. It's also catching nothing.
The scariest security failure isn't the guardrail that's down, or the one that's weak. It's the one that's running, passing every health check, and quietly configured to catch nothing — green by construction. I found one in a benchmark of …
信息来源:DEV Community
教程 / 实战普通
CodeSmith:Like Jev A -Harness for Cheap Brains
Prologue: Like Jev — A Harness for Cheap Brains Source version of CodeSmith: v0.5.0...
信息来源:DEV Community
教程 / 实战普通
VRAM for local LLMs: why memory bandwidth sets your tokens per second
VRAM for LLMs is a bandwidth problem: every token streams the whole model from memory. Bandwidth per tier, the 20x offload cliff, and what fits in 16, 24 or 48 GB.
信息来源:DEV Community
教程 / 实战普通
Logbook of a Spec-Driven Developer
Building a 45k-line app with AI agents: what worked, and what broke “Now that we have AI, why can’t...
信息来源:DEV Community
教程 / 实战普通
N-grams: the language model before language models
Before transformers, before word embeddings, before anyone said "attention is all you need",...
信息来源:DEV Community
教程 / 实战普通
14 Personal AI Agents in 2026: A Technical Guide to Architecture, Memory, Tools & Autonomy
The New Personal Agent Era: 14 Architectures Redefining Personal AI For the past few...
信息来源:DEV Community
教程 / 实战普通
SignalForge: Building a Memory-Enabled Competitive Intelligence Agent
Competitive intelligence is not simply about knowing what competitors are doing today. The real...
信息来源:DEV Community
教程 / 实战普通
Driving Your Real Microsoft Edge Tabs from AI Agents with edge-agent-bridge
Most browser automation tools built for AI agents start from an inconvenient premise: they assume...
信息来源:DEV Community
教程 / 实战普通
My Coding Agent Built a Gas Station Monitor
At 02:01 one night, Telegram got a message from my personal portal: 🟢 You can go for 95-octane It...
信息来源:DEV Community
教程 / 实战普通
AI Coding Tips I Actually Use Every Day (Cursor + Angular)
I've been talking to my editor, asking one AI model to review another's work, and letting agents...
信息来源:DEV Community · Cursor
教程 / 实战普通
I've been a developer for 10 years. AI just showed me I only had one real skill."
Last Sunday I built an invoice tracker for a friend who runs a small shop. Nothing clever. I...
信息来源:DEV Community
教程 / 实战普通
How an agent verifies a webpage it can never look at
mount, flush, fakeServer and mountRouting. The four helpers that let an agent verify a page the way the app uses it, from vitest, without a server or a browser.
信息来源:DEV Community
教程 / 实战普通
A sandboxed agent asked for one wider tier. The answer had to be a protocol, not a dialog box.
Our agent runs commands through three confinement tiers: read-only, workspace-write,...
信息来源:DEV Community
教程 / 实战普通
Bureau of Almost-Happened Events — a counterfactual archive on a document graph
Bureau of Almost-Happened Events A counterfactual story archive where every docket is a...
信息来源:DEV Community
教程 / 实战普通
The Data Was Public. The Agent Path Wasn't. So His Mock Became My Documentation.
Two commands against the same data. Run them yourself: $ curl -sS --get...
信息来源:DEV Community
教程 / 实战普通
Physical AI: Why the Next Big Frontier Is Giving Software Agents Hands
Why physical AI is the next step for reasoning models: long-horizon tool loops, hardware as stateful APIs, humanoid robots, and Isaac Lab gear assembly.
信息来源:DEV Community
教程 / 实战普通
与AI协作如何改变大脑注意力与决策力
作者反思与AI协作模式下,自身大脑的注意力、决策力、感知力和创造力被改变了多少。被迫等待、多项目并行、来回切换打断、方向重选与生成重做,让人不再拥有连续且由自己掌控的时间。作者追问大脑连贯性、执行性、发散性与情感的变化,以及意图和决策晚于、启发于、改变于操作这套系统的丢失意味着什么。
信息来源:X:ZHO (@ZHO_ZHO_ZHO)
教程 / 实战普通
KontrakAman: Ketika AI Agent Turun Tangan Membela Hak Pekerja Indonesia
Berapa banyak dari kita yang benar-benar membaca setiap pasal di kontrak kerja sebelum...
信息来源:DEV Community
教程 / 实战普通
I built an open-source browser agent that runs on your local LLM (and now plugs into Claude Code via MCP)
Most "AI in the browser" extensions I tried had the same three problems: closed source, locked to one...
信息来源:DEV Community · Claude
教程 / 实战普通
Claude Fable 5.1 solves the Cyphral Distich, then hacks a chess eval
Claude Fable 5.1 solved the Cyphral Distich, a 1653 cipher, in 44 minutes: the key was the book. The same week it hacked a chess eval in 3 of 10 games.
信息来源:DEV Community · Claude
教程 / 实战普通
A 429 that has not cleared in 111 days is not a rate limit
I run a small daily pipeline that pushes my sitemap URLs to IndexNow and to Bing's direct submit...
信息来源:DEV Community
教程 / 实战普通
Why You Should(n’t) Use AI: The Trouble With Reading Carefully
A few years ago, I saw the Cloud Resume Challenge and thought to myself that it would be a fun...
信息来源:DEV Community