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
Is Claude taking control of my development skills? I went looking for proof.
Last Tuesday I hit a bug. A React component was rendering stale data. Two years ago, I'd have known...
Source: DEV Community · Claude
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The Hardest Part of Robotics AI Isn't the AI
Being a robotics and vision AI grad student at NAIST, I spend my days with a real robot arm, cameras,...
Source: DEV Community
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Don't Tell Your Coding Agent 'Make It Faster.' Hand It a CPU Profile
'Make it faster' gets you guesses. Record a CPU profile with node --cpu-prof, condense it to a top-20 table, and give your agent numbers to beat.
Source: DEV Community
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Claude Code doesn't need to search harder. It needs to see the code.
Every line number in the task notes was wrong. Not one or two. All of them. The code had moved since...
Source: DEV Community · Claude
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My AI Agent Passed Every Test. The Feature Was Still Wrong.
There's a particular kind of bug that's more annoying than a failing test. The code runs. The tests...
Source: DEV Community
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Neon ships to the API first, so build the feature yourself
Neon releases features to the API before anywhere else, which makes it perfect for agentic coding: your agent can build what the dashboard doesn't have yet. To prove it, I had Claude Code build a real hard spending cap (the one Neon only o…
Source: DEV Community · Claude
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Slow and Steady
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
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Open Source Radar · 2026-10-20: The agent stack starts keeping its own books
Open Source Radar · 2026-10-20 · By Renchao Wu Each day I pick five projects that are rising on...
Source: DEV Community
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Why Agent Memory Benchmarks Need More Than Retrieval Accuracy
The Hard Part of Agent Memory Isn’t Retrieval Most agent-memory systems are built around a...
Source: DEV Community
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CV-Matching : le bon profil, preuves à l'appui (#HackAVP)
Ma contribution au #HackAVP, le hackathon de l'OPT-NC, de Station N et de la commission Data &...
Source: DEV Community
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Build an offline visual defect search system with CLIP and VectorAI DB
This article was originally published on the Actian blog. In this tutorial, you'll build a search...
Source: DEV Community
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SlothBrief Offline: I Talk for a Minute at Night, and My Morning List Refuses to Exceed Three Things
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
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I instrumented 5 agent frameworks. Here's what they silently drop.
A while ago I replayed the Claude Code session that built the tool I'm writing about. 906 events. 245...
Source: DEV Community · Claude
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8 Paths Your Coding Agent Should Never Edit, and the Deny Rule for Each
Lockfiles, applied migrations, CI workflows, vendor/, CODEOWNERS, changelogs, generated code and .env: the deny rule for each, plus a backstop.
Source: DEV Community
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Why Calling a Patient at 9:30 PM Can Cost You a $1,500 Fine
According to Netwrix's 2026 research, 33% of healthcare companies that experienced a security...
Source: DEV Community
TutorialsOrdinary
Somewhere, Coding Stopped Being Allowed to Be Fun
Somewhere in the last couple of years, a strange feeling crept in, and I don't think I'm the only one...
Source: DEV Community
TutorialsOrdinary
What If a Small AI Model Could Speed Up a Big One Without Changing Its Answers?
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Source: DEV Community
TutorialsOrdinary
SlothMate: The Slow & Steady Open-Source AI Agent Harness That Rewards Pure Laziness
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
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Your Go Service Gets a Third Front Door: An MCP Adapter That Never Touches the Domain
Add an MCP server to a Go service with the official go-sdk: one new adapter, no production changes to the domain, and a test that proves it.
Source: DEV Community
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CLI-Anything: Turning Desktop Software into Tools Your AI Agent Can Actually Use
If you have used an AI coding agent like Claude Code, Codex, or Cursor for more than a week, you have...
Source: DEV Community · Claude / Cursor
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How one Desk Studio job gets from roughs to sign-off
The awkward part of a design job is deciding whether it's done. A file exists, the headline fits, and...
Source: DEV Community
TutorialsOrdinary
What a language model says about a poker hand after it ends, next to what the log shows
On my site every model gets one more call when a hand finishes. The result is known. The model writes...
Source: DEV Community
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The 21-case test that decides whether a RAG chatbot ships
Every retrieval-augmented chatbot demo looks the same: paste in a folder of PDFs, ask a question, get...
Source: DEV Community
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Generative UI Without the Async Tax: Introducing bloc_signals_genui 1.0
Why we built a pure-Dart, 0ms synchronous Generative UI state machine on top of Google's official A2UI protocol—supporting two-way reactive forms, Riverpod/BLoC interop, Flutter Material 3, and ANSI terminal TUIs.
Source: DEV Community
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Portion Cut: paste your exam portion, read only the pages that matter (EmbeddingGemma, in the browser)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
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Forkpath: Change One Moment in History, Then Let the AI Do the Homework
What I Built Forkpath is an alternate-history explorer. You type one sentence ("What if...
Source: DEV Community
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My agent tagged 261 businesses "no website". One random check said otherwise.
I've started offering one-page websites to small local businesses in Turkey: vet clinics, dietitians,...
Source: DEV Community
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An App Built for One: Why a Devpost Skill Pack Made Me Spec It Anyway
My wife lost her yellow book. So I built her an app. TL;DR: Cuenta is a small app for my wife's...
Source: DEV Community
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Beyond Chatbots and Cron Jobs: Event-Driven Multi-Agent Pipelines on Google Cloud with ADK, Gemma 3 and Eventarc
This article provides a step by step architectural and deployment guide for StreamForge, a real-time...
Source: DEV Community
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Mean Pooling vs CLS: Watch Transformers.js Turn a Sentence Into an Embedding in Node
Open embed() in Node with Transformers.js: tokens, hidden states, masked mean pooling, L2. Then see how CLS pooling and raw vectors can change your rankings.
Source: DEV Community
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A $` in our replacement string doubled a live article from 16,866 to 34,163 characters
Our agent rewrote the closing of one of our published dev.to articles with String.prototype.replace,...
Source: DEV Community
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Your AI's knowledge base had 61 pages. 24 of them described a company that no longer exists.
A dental clinic asked me to look at their AI receptionist because it kept quoting a price that was...
Source: DEV Community
TutorialsOrdinary
Your Worst Test File Is Your Real Prompt. Coding Agents Copy It Faithfully
Coding agents copy the tests already in your repo. An hour fixing your three worst test files and their setup can beat another paragraph of CLAUDE.md.
Source: DEV Community · Claude
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What a Second Model Actually Catches: Seven Articles, Forty Review Comments, Measured
Author: Guangyi Zhao 1. Problem and background This article series runs under a standing...
Source: DEV Community
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Designing the Wait: Async AI Generation UX for Products That Take Minutes
A photo goes in. A video comes out. In between, roughly ten minutes of nothing — and that gap is...
Source: DEV Community
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OpenAI GPT-5.3-Codex Strengthens the Case for Auditable COBOL Modernization
OpenAI is positioning GPT-5.3-Codex for more capable coding, debugging, and end-to-end software work,...
Source: DEV Community · OpenAI / GPT
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Claude Code and Codex Solved the Same Ticket. Compare Both Branches With git range-diff
Two agents, one ticket, two branches. git range-diff pairs their commits and diffs the patches, so you see where the answers differ before you merge.
Source: DEV Community · Claude
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Integrating ByteDance deer-flow: Vector Memory Persistence Patterns for Long-Horizon Agents
A hands-on breakdown of deer-flow's memory architecture, pgvector schema design, and hybrid retrieval trade-offs when building multi-hour autonomous agents.
Source: DEV Community
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SlothOps: Channeling My Inner Sloth with Open-Source AI (Tinker + Backboard + Render + .tech)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...
Source: DEV Community
TutorialsOrdinary
Engineering Knowledge Triples: How to Programmatically Anchor Your Brand in LLM Vector Space
Engineering Knowledge Triples: How to Programmatically Anchor Your Brand in LLM Vector...
Source: DEV Community