AI圈报AI 教程与实战
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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教程 / 实战普通
Automate Flutter's New Split Package Migration with AI Agent Skills
How to use dart-sdk-skills to empower your AI coding agent to seamlessly migrate Flutter projects to standalone material_ui and cupertino_ui packages.
信息来源：DEV Community
教程 / 实战普通
IRC-A: Building an Enterprise-Grade Zero-Trust Agent Gateway & Semantic Capability Mesh on Google Cloud
Executive Summary After years building mission-critical systems for Citibank and...
信息来源：DEV Community
教程 / 实战普通
Miro 如何用 Runway 制作 Canvas26 四城活动的开场视频
Miro 品牌团队分享如何完全用 Runway 制作 Canvas26 年度活动的开场视频，并本地化为四个城市的版本。此前年份依赖素材库加 3D 动效，今年每个镜头包括城市景观、人群和入场镜头都以 Runway 生成，再叠加基于 Miro Flows 节点连线设计的 3D 动效。
信息来源：Runway：News（网页）
教程 / 实战普通
WorkBuddy 搭建私人 Skill 内容生产线
推文提出 Skill 是 AI 时代最值钱的私人数字资产，并手把手演示用 WorkBuddy 与 Karpathy LLM Wiki 搭建私人内容生产线。作者将半年代表作、创作笔记与定位说明结构化洗成 19 个知识页，封装出含个人思考方式与审美红线的专属 Skill，实现数字分身，终结每次开新对话框需重新教 AI 的痛点。四层架构与实操视频及完整提示词已开源。
信息来源：X：阿易 AI Notes (@AYi_AInotes)
教程 / 实战普通
FastAPI for AI Engineers - Part 8: Uploading Files with FastAPI
In the previous article, we learned how to secure our APIs using JWT Authentication and protect...
信息来源：DEV Community
教程 / 实战普通
Best Enterprise MCP Gateway for Your AI Agents in 2026
The best enterprise MCP gateway is not the product with the longest feature list. It is the one whose...
信息来源：DEV Community
教程 / 实战普通
Meta Muse Spark 1.2 vs Grok 4.6: Autonomous Coding Benchmarks and Developer Workflows
Compare Meta Muse Spark 1.2 and xAI Grok 4.6: SWE-bench coding benchmarks, 256K context handling, tool calling schemas, and developer workflows.
信息来源：DEV Community · Grok
教程 / 实战普通
The Schema Was Valid. The Translation Was in Chinese
Constraining a model's output with a JSON schema feels like the moment the LLM stops being a text...
信息来源：DEV Community
教程 / 实战普通
I Opened All Thirteen Memory MCP Servers. Every Public Signal I Trusted Was Wrong.
I went looking for a memory MCP server the way anyone does. Sort by stars, check the registry, read...
信息来源：DEV Community
教程 / 实战普通
I built Vificil to use browser AI with local codebases — without an API
I use browser-based AI tools like ChatGPT and Claude a lot while developing software. The models are...
信息来源：DEV Community · ChatGPT / Claude
教程 / 实战普通
I Built an AI Companion for Grief, Loneliness, and the Days No One Listens
Two years ago, I watched someone I love struggle through grief alone. Not because they didn't have...
信息来源：DEV Community
教程 / 实战普通
The Highway Is a Pasture
I built a telemetry-aware music engine, then tried to disprove what I felt What driving...
信息来源：DEV Community
教程 / 实战普通
Should You Still Learn to Code If AI Can Do It?
Every beginner is quietly asking the same thing in 2026: why learn to code when the AI model can...
信息来源：DEV Community
教程 / 实战普通
Rust Runtime to Give AI Agents Real DevOps Tools
I’ve been building tooler, an open-source runtime written in Rust designed to give developers,...
信息来源：DEV Community
教程 / 实战普通
OpenAI Cuts Cursor Loose as the Altman-Musk Feud Finally Hits Developers
The rivalry between Sam Altman and Elon Musk has burned through lawsuits, poached talent, and years...
信息来源：DEV Community · OpenAI / Cursor
教程 / 实战普通
How I Scaled Zero Lifestyle to 2M+ Users: A Shopify Developer's Case Study
Most case studies you read online are vague. They say things like "we improved performance" and "we...
信息来源：DEV Community
教程 / 实战普通
Building RAG Applications with Spring AI: Connect LLMs to Your Own Data
Large Language Models are powerful. But there is one fundamental limitation: An LLM doesn't...
信息来源：DEV Community
教程 / 实战普通
The Decision Runtime: Bounded Authority for the Chief of Staff Control Plane
The design decisions behind the OpenClaw Control Plane's new Decision Runtime — bounded authority, attributable work, and a Decision Queue that's a projection, not a list.
信息来源：DEV Community
教程 / 实战普通
How Do You Actually Evaluate Your RAG App?
RAG Evaluation: How to Know if Your RAG System Actually Works You built a RAG chatbot. It...
信息来源：DEV Community
教程 / 实战普通
J’ai mis un Agent Claude dans ma CI pendant 3 mois , voici ce qu’il a vraiment fait
Retour d’experience sur l’automatisation de déploiements avec un agent LLM et sur les gardes-fous...
信息来源：DEV Community · Claude
教程 / 实战普通
GitHub Copilot AI Credits vs Claude Code: The Real Math on What Your AI Coding Costs Now
Three months ago, almost every AI coding tool had the same deal: pay a flat monthly fee, use it until...
信息来源：DEV Community · Claude
教程 / 实战普通
Diff Every Tool Call: Replaying Agent Runs from a JSONL Trace
Production failed on Friday. My final transcript looked clean. The agent answered, cited sources, and...
信息来源：DEV Community
教程 / 实战普通
I Wired Google Search Console Into My Publishing Pipeline and Immediately Hit Someone Else's Google Account
I'd been checking my blog's search traffic by hand -- log into Search Console, click the property,...
信息来源：DEV Community
教程 / 实战普通
I Tried 5 Free LLM APIs With One Python Script
I wanted to find a free LLM API for small tools and experiments. There are many lists online, but...
信息来源：DEV Community
教程 / 实战普通
Building a Pre-Execution Policy Gate for MCP Tool Calls
Model Context Protocol servers make tools easier to discover and integrate, but discovery is only the...
信息来源：DEV Community
教程 / 实战普通
What If Your AI Agent Doesn't Need Better Prompts — Just Better Tools?
I rewrote the system prompt fourteen times. Version 3 was "be thorough." Version 7 was a 900-word...
信息来源：DEV Community
教程 / 实战普通
What Software Is Worth When It Cost Nothing to Build
Valuation Guide There are only two ways anyone prices software. What it earns, or what it cost to...
信息来源：DEV Community
教程 / 实战普通
ChatGPT Plus vs Pro vs API Credits: Which One Do You Actually Need?
Short answer: choose ChatGPT Plus if you mainly use ChatGPT itself, consider ChatGPT Pro only when...
信息来源：DEV Community · ChatGPT
教程 / 实战普通
ChatGPT Plus vs Pro vs API Credits: Which One Do You Actually Need?
Short answer: choose ChatGPT Plus if you mainly use ChatGPT itself, consider ChatGPT Pro only when...
信息来源：AI圈报 · ChatGPT
教程 / 实战普通
如何构建扩散式语言模型
扩散式语言模型从整段草稿出发并行迭代精炼，支持纠错、双向注意力与速度-质量权衡。2024年扩散模型在质量上追平自回归模型，2026年Mercury 2、Gemma Diffusion和Nemotron Diffusion相继发布。文章从高斯扩散讲起，涵盖掩码扩散、迭代精炼、后训练与变长生成等构建模块。
信息来源：Hacker News 热门（buzzing.cc 中文翻译）
教程 / 实战普通
如何构建扩散式语言模型
扩散式语言模型从整段草稿出发并行迭代精炼，支持纠错、双向注意力与速度-质量权衡。2024年扩散模型在质量上追平自回归模型，2026年Mercury 2、Gemma Diffusion和Nemotron Diffusion相继发布。文章从高斯扩散讲起，涵盖掩码扩散、迭代精炼、后训练与变长生成等构建模块。
信息来源：AI圈报
教程 / 实战普通
I gave an AI eight real DevOps jobs. Here's where it shipped — and where it quietly got it wrong.
For the last couple of months I've been handing an AI agent (Claude Code) real DevOps work — not toy...
信息来源：DEV Community · Claude
教程 / 实战普通
I gave an AI eight real DevOps jobs. Here's where it shipped — and where it quietly got it wrong.
For the last couple of months I've been handing an AI agent (Claude Code) real DevOps work — not toy...
信息来源：AI圈报 · Claude
教程 / 实战普通
RAG Without the Hype: Make Retrieval Observable, Testable, and Replaceable
How my agent actually finds answers — and what happens when it doesn't Part 5 findings of an...
信息来源：AI圈报
教程 / 实战普通
RAG Without the Hype: Make Retrieval Observable, Testable, and Replaceable
How my agent actually finds answers — and what happens when it doesn't Part 5 findings of an...
信息来源：DEV Community
教程 / 实战普通
The limits page is longer than the feature list
The README for the thing I'm building puts the limits above the features. Not as a humility move....
信息来源：DEV Community
教程 / 实战普通
The limits page is longer than the feature list
The README for the thing I'm building puts the limits above the features. Not as a humility move....
信息来源：AI圈报
教程 / 实战普通
What changed in Apiarium after developers started using it
A few weeks ago I wrote about why I built Apiarium after OpenRouter solved one problem for me and I...
信息来源：DEV Community
教程 / 实战普通
What changed in Apiarium after developers started using it
A few weeks ago I wrote about why I built Apiarium after OpenRouter solved one problem for me and I...
信息来源：AI圈报
教程 / 实战普通
Building Shoots: a hybrid event-driven agent system for photography
I created this article for the purposes of entering the All Things Agentic Hackathon. Shoots is an...
信息来源：AI圈报