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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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...
Source: DEV Community · Cursor
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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...
Source: DEV Community
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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.
Source: DEV Community
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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,...
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community
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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.
Source: DEV Community
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KontrakAman: Ketika AI Agent Turun Tangan Membela Hak Pekerja Indonesia
Berapa banyak dari kita yang benar-benar membaca setiap pasal di kontrak kerja sebelum...
Source: DEV Community
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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...
Source: DEV Community · Claude
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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.
Source: DEV Community · Claude
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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...
Source: DEV Community
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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...
Source: DEV Community
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🎡 Social Ferris Wheel: Sanity is the Hub
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What...
Source: DEV Community
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I tried to learn GitHub Actions twice: I failed the first time, but AI helped me succeed the second time
The first time I tried to deploy a static site using GitHub Actions, I gave up halfway through the...
Source: DEV Community
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DOGFOOD 26'
Building a judging platform in 72 hours: the maths that fought us, a role-isolation bug, and...
Source: DEV Community
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1:30 AM Happens Twice on November 1. Most AI Models Picked One and Moved On.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Time zones...
Source: DEV Community
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ScholarStack: Autonomous Financial Aid Compliance & Non-Stacking Gate via Sanity Context MCP
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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Catching LLMs in a lie: packages that don't exist
Ask a language model which library to use and it answers with a list of names. Most are real. Some...
Source: DEV Community
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Vibe Was Never the Problem. But the Missing Half Starts Before the Build.
Why vibe coding needs software engineering before we let the agents loose. Don's loop gets the...
Source: DEV Community
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Stop counting duplicated lines: I rank copy-paste by what it costs me
An MCP server that finds duplicated code by meaning, ranks it by what it costs to keep, and hands the worst of it to my AI agent.
Source: DEV Community
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Googlebot Crawl Management: Why Facets, Pagination and Languages Can Expand Small Sites
A website does not need a huge content library to create a huge number of URLs. Product filters,...
Source: DEV Community
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I Asked AI to Improve My Resume. It Started Asking Me for Numbers Instead.
The usual AI resume flow looks like this: old CV + job posting → LLM → improved CV Enter...
Source: DEV Community
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OpenAI DevDay 2026: every announcement, with prices and availability
OpenAI DevDay 2026 recap: dots, GPT-6.1 Sol at $2/$10, Ultrafast, Pro 500, Decisions API, Codex cloud, Agents API and Sign in with ChatGPT.
Source: DEV Community · OpenAI / ChatGPT / GPT
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Cloudflare Built EmDash. I Built NeighDash.
Hello World, Goodbye PHP The first post on this blog is dated 1999 and says, in its...
Source: DEV Community
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I couldn't find a good Google Trends MCP. So I just built one
A free, local Google Trends MCP for AI-assisted SEO, content research, AEO, and GEO. Content...
Source: DEV Community
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Don't Block Your GPU: Architecting a Distributed AI Audio Backend with FastAPI, Celery, and Redis
1. The Event Loop Trap (Why Your API is Crashing) You’ve just built a brilliant AI audio...
Source: DEV Community
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Meta's prompt-injection detector caught 1% of real agent attacks. One config change made it 99%. That's the problem.
I threw 629 real AgentDojo attacks at 10 open-source prompt-injection detectors — buried inside ordinary tool output, the way an agent firewall actually sees them. Most are smoke alarms that either sleep through the fire or scream at your …
Source: DEV Community
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Confident Isn't Accurate: How AI Hallucinations Actually Work
AI is moving relatively fast, despite being slow down. Yes, it feels like there's a new concept to...
Source: DEV Community
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AI Coding: Harder Engineering
The rapid adoption of artificial intelligence in software development prompts critical questions...
Source: DEV Community
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Your Metric Is Not Your State
What a refractometer taught me about observability In July, I wrote about a farmer walking a...
Source: DEV Community
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AI Is Making Me Faster. I Don’t Want It to Make Me Worse.
I use AI constantly when I code and when I write. I use it to research ideas, plan code, debug,...
Source: DEV Community
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Say Please (if only as a reminder)
I think I've found the simplest way to explain what a prompt can and can't do for safety. Put the...
Source: DEV Community
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Claude Code vs Qwen Code vs Codex
AI coding tools have changed. A couple of years ago, we were excited when autocomplete correctly...
Source: DEV Community · Qwen / Claude
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Agent memory needs more than vector search
Vector search is great, but it only goes so far. I benchmarked several ways to improve relevance with surprising results.
Source: DEV Community
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Code Review Is Not an Authority Boundary
AI can generate the implementation. Your architecture still has to decide what that implementation is...
Source: DEV Community
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Someone needs to check if AI-generated code is decent enough to stamp our names on it.
Dear Coder: Open This If You're Feeling AI FOMO Timeless fundamentals beat endless...
Source: DEV Community
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Durable Genkit Flows with Temporal: Introducing the genkitx-temporal Plugin
Genkit flows live and die with the process that runs them. genkitx-temporal runs any flow as a Temporal Workflow: retries, durable history, timeouts and cancellation.
Source: DEV Community
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Why a Local Debugging Tool is Non-Negotiable for Building AI Apps: Genkit Developer UI vs Vercel AI SDK DevTools vs Mastra Studio
Building AI apps without a local debugging tool is like writing backend code without a debugger. Genkit Developer UI vs Vercel AI SDK DevTools vs Mastra Studio.
Source: DEV Community
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How I Passed AWS Certified AI Business Strategist (AB1-C01 Beta)
Result I took the AB1-C01 beta on the day it opened and passed with 743 (700 needed). It's...
Source: DEV Community
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Top Gen AI Frameworks for Go in 2026: A Hands-On Comparison
Genkit Go, Eino, Google ADK Go, tRPC-Agent-Go and LangChainGo compared with real code and real output for each one.
Source: DEV Community