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
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
🎨 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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
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
TutorialsOrdinary
Vibe Coding Is Easy. Making Money From It Is the Hard Part — Here’s a Practical Developer Guide
Vibe Coding Is Easy. Making Money From It Is the Hard Part — Here’s a Practical Developer...
Source: DEV Community
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Fighting Wildfires with IoT and AI: A Father-Son Open Source Mission
🌲 Falling in Love with Nature—and Facing Wildfires A while ago, my family and I moved to...
Source: DEV Community
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Every Greedy Metric Said the Model Was Improving. Then pass@64 Fell From 0.83 to 0.19
Outcome-only RL on a toy system looked great on greedy metrics while silently destroying the sampling channel that search-based deployment relies on. A registered-prior falsification story.
Source: DEV Community