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
Spotify Cut Claude Code Token Usage by 90 Percent. The Pattern Works in Any AI Agent
Earlier this week, an engineer at Spotify published numbers that should make everyone running an AI...
Source: DEV Community · Claude
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How I stopped an LLM from fabricating citations (a coin-museum story)
I started collecting ancient and world coins this year. It got out of hand fast, the way these...
Source: DEV Community
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💙 KindLink - Because “I Want to Help” Is Not a Plan 😭
This is a submission for the Weekend Challenge: Generosity Edition. Have you ever thought: “I...
Source: DEV Community
TutorialsOrdinary
I Thought Role Separation Would Fix the Optimizer. It Didn't.
Previously: 9 Bugs That All Looked Like a Working System · I Built an AI That Rewrites Its Own...
Source: DEV Community
TutorialsOrdinary
I don't want to be a ML engineer who trains models.
I don’t just want to train a model in a Jupyter notebook and call it an ML project. I want to...
Source: DEV Community
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Multi-Agent Does Not Mean Parallel: Safe Workflows with Google ADK
“Let’s split it into agents” has become the AI equivalent of “let’s make it a...
Source: DEV Community
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When an AI Agent Makes a Mistake in Production, Which Layer Should Stop It?
A familiar production failure looks like this: an AI support agent reads a ticket, decides the...
Source: DEV Community
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From API to AI Agent: Turning a Laravel Backend Into a Tool-Using System
Your team decides to add an AI agent to your Laravel application. The initial plan seems...
Source: DEV Community
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Why Most AI Agents Fail Long Before the Model Does
The agent did not fail because the model was stupid. It failed because a CRM tool returned a 502,...
Source: DEV Community
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Seven ways a remote MCP server gets authorization wrong
Remote MCP servers are shipping fast, and a lot of them are generated straight out of an OpenAPI spec...
Source: DEV Community
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RAG Solved the Wrong Problem: What Actually Makes AI Applications Reliable?
Your team ships an internal AI assistant grounded on company documents. The demo is excellent: ask...
Source: DEV Community
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Can Your AI Use What It Remembers?
An AI can recall a fact when asked and miss it when it matters. InMind separates retrieval from application—and suggests a better way to test agent memory.
Source: DEV Community
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The OpenClaw Setup Nobody Talks About: Local, Offline, and Actually Private
Everyone's OpenClaw runs on a cloud VM they rent from someone else's computer. Read that sentence...
Source: DEV Community
TutorialsOrdinary
A Guardrails Library - reports honestly
Ask a guardrails library how often it is wrong and you will usually get silence, or a benchmark of...
Source: DEV Community
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RAG Over YouTube Playlists: From Video URLs to Cited Answers in 60 Lines
RAG Over YouTube Playlists: From Video URLs to Cited Answers in 60 Lines In the previous...
Source: DEV Community
TutorialsOrdinary
My AI agents don't talk to each other
I run seven agents over the same domain. They have never once sent each other a message. That was...
Source: DEV Community
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800 Million Tokens for $36: Benchmarking DSH + DeepSeek V4 Pro on a Real Codebase
There is a problem with most benchmarks for coding agents: they are not software development. They...
Source: DEV Community · DeepSeek
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VeriAid — AI-Audited Micro-Philanthropy on Solana
This is a submission for Weekend Challenge: Generosity Edition What I Built VeriAid is a...
Source: DEV Community
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A Malicious Repo Can Now Run Code Before Your AI Agent Shows a Trust Prompt. I Verified the Defenses That Actually Work
Last week a colleague shared a project with me as a zip file. I did what most of us do now: I dropped...
Source: DEV Community
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ProofGive: Give Openly, Without Exposing Who You're Helping
ProofGive: a donation tracker that protects the people it's helping Submission for the DEV...
Source: DEV Community
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Financial Analysis Needs AI at the Edges. Never in the Math.
A colleague recently asked me how he would run financial analysis with AI over the books of an...
Source: DEV Community
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EU Cyberbullying Resolution Signals Stronger Platform Responsibility, Not a New Law
The European Parliament has adopted a resolution calling for targeted criminal provisions and more...
Source: DEV Community
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Your Scroll Animations Look Amateur. Here's the GSAP + Lenis Setup That Fixes It
I've built enough animated portfolio sites and agency landing pages at this point that I can usually...
Source: DEV Community
TutorialsOrdinary
Fable's Fumble into a Touchdown
My AI agent audited 25 projects by reading four lines of each README. Every kill verdict was...
Source: DEV Community
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What a registry of real AI-agent failures reveals about where agents break
AgentPostmortem is a moderated, searchable database of real incidents where AI agents caused harm in production, with a permanent case number for each one.
Source: DEV Community
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🎨 Software Engineering in the Age of AI: From Code to Craft
AI is no longer just a helper in development — it’s becoming a core collaborator. With this shift,...
Source: DEV Community
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OpenAI Signals Misalignment Incident Reporting Standards After the Wiki Incident
OpenAI is signaling that it wants clearer standards for disclosing AI misalignment incidents,...
Source: DEV Community · OpenAI
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The Dedicated OCR Engine Lost to the General-Purpose Model — 300 Slower
Apple's Vision framework read the image in 0.27 seconds. A local 27B vision model took 82.8 seconds. Vision made four times as many character errors — but that wasn't what decided it. Vision shredded the table into columns, and a shredded …
Source: DEV Community
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GPT-6 Astra vs Fable 5.1 vs Gemini 3.8 Flash: The Ultimate Comparison
Three frontier models shipped in one week. The benchmark tables disagree about the winner. Here is what each number measures and which model fits which work.
Source: DEV Community · GPT / Gemini
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10 Practical Things You Can Build With n8n and MCP
The first time an AI assistant triggers a real workflow, the interesting question is not “Can it do...
Source: DEV Community
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7 Production Patterns for Building Reliable AI Agents in Laravel
A reliable AI agent is not the one that never fails. It is the one whose failures are boring: logged,...
Source: DEV Community
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Building Production-Ready AI Agents in Laravel
The dangerous version of an AI agent is not the one that gives a bad answer. It is the one that...
Source: DEV Community
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Your coding agent can write the UI. It can't see that it broke it.
Give a coding agent a failing test and it fixes itself. Give it a stack trace, a type error, a red CI...
Source: DEV Community
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Why Most AI Agents Fail in Production
The demo is flawless. The agent reads the support ticket, categorizes it, looks up the customer,...
Source: DEV Community
TutorialsOrdinary
How to route LLM requests by task difficulty (a practical guide to cutting API spend without losing quality)
A step-by-step method for deciding which model each request deserves: the classification question, the escalation rule, and the one metric that tells you whether routing is working.
Source: DEV Community
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AI Is Getting Dramatically More Capable, Fast. Where Is This Heading?
On September 3, 2026, OpenAI released a model called GPT-6 Astra, and one of its senior figures told...
Source: DEV Community · OpenAI / GPT
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A Shopify AI shopping assistant built from products.json: how it answers, what it costs, and the theme.liquid setup while the ap
Notes A Shopify AI shopping assistant built from products.json: how it answers, what it costs, and...
Source: DEV Community
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How an agent finds a marketplace it has never used: the discovery handshake
I run a broker that introduces two software agents, lets them negotiate a deal, and steps out of the...
Source: DEV Community
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Text to SQL Without Sending Data to OpenAI (Local DuckDB & Ollama Setup)
Text to SQL Without Sending Data to OpenAI (Local DuckDB & Ollama Setup) When...
Source: DEV Community · OpenAI / Ollama
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Career safety in the Age of AI Layoffs
There is a strange contradiction happening in software engineering right now. A lot of developers are...
Source: DEV Community