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。
Category articles4779
当前页60 / 120
UpdatesPermanent archive
Category articles
按发布Time从新到旧 · 每页 40 stories
TutorialsOrdinary
The supervisor pattern is not enough: why your agents still fail at step 7 (and the hierarchy that saves them)
I spent four months convinced my supervisor agent was smart. Then I watched it fail on step 7 of a...
Source: DEV Community
TutorialsOrdinary
OpenAI's GPT-5.6 Moves Point to a Broader API Price-Performance Strategy
OpenAI's latest GPT-5.6 changes offer concrete evidence of a strategy that matters to anyone building...
Source: DEV Community · OpenAI / GPT
TutorialsOrdinary
An AI writes most of my publication. Its last 50 runs published nothing at all
I should start with the disclosure, because the rest of this only makes sense after it. I run a...
Source: DEV Community
TutorialsOrdinary
Google Search Live Gets Gemini 3.8 Live for More Natural AI Conversations
Google has expanded its AI-enabled Search Live experience with Gemini 3.8 Live, a new model designed...
Source: DEV Community · Gemini
TutorialsOrdinary
TileLang: Writing LLM GPU Kernels by Thinking in Tiles
A modern LLM can spend most of its time doing something that looks almost embarrassingly simple: C...
Source: DEV Community
TutorialsOrdinary
We Migrated 6 Years of Legacy Code. Production Chose Violence.
I joined a wedding-tech company in December 2025. Like every developer joining a new team, my first...
Source: DEV Community
TutorialsOrdinary
Your RAG Finds the Documents. But Which Ones Should Reach the LLM?
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Source: DEV Community
TutorialsOrdinary
The jokes about vibe coding aged poorly
Three years ago, I wrote a short article after I managed to build a terminal Spotify client using...
Source: DEV Community
TutorialsOrdinary
The swarm that kept coming back
The more I watch and read about the Hugging Face incident, the more it fascinates me. 1,200 agents...
Source: DEV Community · Hugging Face
TutorialsOrdinary
I built the flight data recorder for AI agents.
Or why I spent my evenings making AI-agent journals impossible to rewrite. One Tuesday,...
Source: DEV Community
TutorialsOrdinary
The model in one page
Plain custom elements, a synchronous lifecycle, nothing re-renders on its own, and typed events. Four rules, each chosen because a reviewer can check it by reading the diff.
Source: DEV Community
TutorialsOrdinary
A 200 OK is not an article: the bug that made me write my own web layer in Rust
There's a failure mode in agent tooling that never throws anything and I lost an afternoon to it...
Source: DEV Community
TutorialsOrdinary
Jev Doesn't Write Text. It Returns Probabilities.
TypeSafe released Jev on September 15th, 2026 and called it a System One model. A System One model is...
Source: DEV Community
TutorialsOrdinary
Our lane health check was green. Four people had been waiting 43 days for an answer.
This morning our coordination board printed this, in green, with a tick: Register mirror — last 12...
Source: DEV Community
TutorialsOrdinary
The missing layer in AI tooling: sharing what your assistant already knows
It took my AI months to learn how I think, code, and ship. When a teammate joined the project, their...
Source: DEV Community
TutorialsOrdinary
Enterprise AI search can't answer the only question that matters: "why?"
Every company search tool demos the same way. Someone types "what's our refund policy?", the AI...
Source: DEV Community
TutorialsOrdinary
Harness Engineering: el modelo casi nunca es el problema
Hace poco monté un experimento pequeño: el mismo modelo de IA, la misma tarea de código, tres...
Source: DEV Community
TutorialsOrdinary
Same Model, Three APIs: Contract-Testing with Docker Model Runner
“OpenAI-compatible” is useful shorthand. It is not a portability guarantee. Two APIs may accept...
Source: DEV Community · OpenAI
TutorialsOrdinary
No Agent Reviews Its Own Work
What a four-major-version Angular migration taught me about supervising AI agents on...
Source: DEV Community
TutorialsOrdinary
LLMs Generate. Jev Decides. Software Should Know the Difference
Bringing TypeSafe's System One model into a real Java application with The Pipeline...
Source: DEV Community
TutorialsOrdinary
Run Hermes Agent Inside Docker: A Safer Setup for Autonomous AI Agents 🐳
Giving an AI agent unrestricted access to your entire computer is probably not a great...
Source: DEV Community
TutorialsOrdinary
Google Open Sourced AX, an Orchestrator for Billions of AI Agents. Hacker News Isn't Buying the Number.
Google published a new open source project, and within a day it was the most discussed AI submission...
Source: DEV Community
TutorialsOrdinary
Top 5 MCP Gateways in 2026
Model Context Protocol has changed the way AI applications interact with external tools. Instead of...
Source: DEV Community
TutorialsOrdinary
We All Have a "Serious Work" AI and a "Just Vibing" AI. When Did That Happen?
Hi Guys!!! As you know I wasn't good for well, a week and Now..... Let's Dive In!!! I never...
Source: DEV Community
TutorialsOrdinary
Engineering Data Protection for AI Chatbots: A WordPress Case Study
An AI chatbot creates a new data pathway through your website. A visitor submits text, retrieval...
Source: DEV Community
TutorialsOrdinary
Making Claude Code concise without making it dumber: the engineering behind two open-source plugins
Claude Code talks too much, and its status bar tells you nothing. So I built two open-source plugins...
Source: DEV Community · Claude
TutorialsOrdinary
Evaluating an MCP Server
I built an evaluation suite for an MCP server — the kind that hands a product's data to an AI agent...
Source: DEV Community
TutorialsOrdinary
Before You Ship Your Python AI Agent: Testing, Observability, and the $0 Stack
Your AI agent works on your laptop. You ran it a hundred times in development. It gives reasonable...
Source: DEV Community
TutorialsOrdinary
RAG ranking is not the same as judging with Jev
How I went from "Trust me, bro" to "boomer with receipts" using Jev By separating...
Source: DEV Community
TutorialsOrdinary
Your image-to-video pipeline needs an intermediate representation
Adapted for DEV Community from an article originally published on the Oimi blog. The engineering...
Source: DEV Community
TutorialsOrdinary
Devin AI & SWE-2 First Impressions
I had the opportunity of trying Devin and its suite for the first time. By suite I mean its desktop...
Source: DEV Community
TutorialsOrdinary
We Solved the How to Code Problem. We Still Haven't Solved "What to Build."
We spent years trying to make coding easier. Better editors. Better frameworks. Better libraries....
Source: DEV Community
TutorialsOrdinary
Read-only exploration: letting a coding agent look without letting it touch
Read-only exploration: letting a coding agent look without letting it touch I build...
Source: DEV Community
TutorialsOrdinary
My most important test had never failed — because what it proved was 1 = 1
Read on: measuring the noise floor before trusting a delta · 繁體中文版 Do this first — it is...
Source: DEV Community
TutorialsOrdinary
An embedding is a lookup table, and everything else is how you fill it
Originally published at cchinchilla.dev. Part 2 of From code to weights, a 12-part series on ML...
Source: DEV Community
TutorialsOrdinary
Claude Code now supports AGENTS.md Natively - Here's how it actually works
Quick answer: As of 4 days ago, September 18, Claude Code natively reads AGENTS.md, the open,...
Source: DEV Community · Claude
TutorialsOrdinary
TypeSafe’s JEV Model: Is It Really 193x Faster and 444x Cheaper?
TypeSafe launched Jev on September 15 and it reached OpenRouter three days later. Since then nearly...
Source: DEV Community
TutorialsOrdinary
I Built an AI Agent That Does X — Here's What Actually Broke
Most posts about AI agents show you the demo. The demo always works. Nobody writes about the part...
Source: DEV Community
TutorialsOrdinary
I Cut 2,490 Agent Test Runs to 206 and Kept the Same Coverage
The full matrix was 83 agents × 30 scenarios = 2,490 runs. Each one a real LLM call, 30–80 seconds....
Source: DEV Community
TutorialsOrdinary
Memory, not speed, is the hard part of running an LLM on a phone
I ship an Android app (Onira) that generates a personalized hypnosis/relaxation script on-device with...
Source: DEV Community