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
🪄 ℳ𝓎𝓉𝒽𝒾𝒸 ℱℴ𝓇 ℯ: ℬ𝓊𝒾𝓁𝒹𝒾𝓃ℴ 𝒶𝓃 AI-𝒫ℴ𝓌ℯ𝓇ℯ𝒹 ℛ𝒫𝒢 𝒞𝒽𝒶𝓇𝒶𝒸𝓉ℯ𝓇 𝒮𝒽ℯℯ𝓉 𝒢ℯ𝓃ℯ𝓇𝒶𝓉ℴ𝓇 🐉✨
💡 𝒫ℯ𝓇𝓈ℴ𝓃𝒶𝓁 𝒮ℯ𝓇𝒾ℯ𝓈: ℳ𝓎𝓉𝒽𝒾𝒸 ℱℴ𝓇℃ℯ 𝒟ℯ𝓋ℯ𝓁ℴ𝓅𝓂ℯ𝓃𝓉 ℒℴℊ 𝒯𝒽𝒾𝓈 𝓅ℴ𝓈𝓉 𝒾𝓈 𝓂𝓎 𝓈𝓊𝒷𝓂𝒾𝓈𝓈𝒾ℴ𝓃 𝒻ℴ𝓇 𝓉𝒽ℯ ℳℒℋ ×...
信息来源:DEV Community
教程 / 实战普通
TypeError: __exportAll is not a function — the deploy that only breaks after you merge
published: false tags: vercel, nitro, tanstack, debugging Production went down twice in one day with...
信息来源:DEV Community
教程 / 实战普通
I built a phone agent for government counters. It couldn't press 1.
Finding out what to bring to a government counter usually means going there. The web page is stale,...
信息来源:DEV Community
教程 / 实战普通
我们正在搭建「新一代 AI 创业者」微信会员群
信息来源:elsewhere:文章(RSS)
教程 / 实战普通
Shift Left Code Review: How Qodo Turns Your Coding Agent Into Its Own First Reviewer
Hello Devs 👋 I have been thinking about something that has changed quite a bit with AI coding...
信息来源:DEV Community
教程 / 实战普通
I replaced most of a dev team with Claude Code to build a production e-commerce store. Here's what broke.
First post here. Figured a real project beats an introduction post, so: here's one, warts...
信息来源:DEV Community · Claude
教程 / 实战普通
I tried to forge my own AI agent's audit log
Half the organisations running AI agents have already had one step outside its permissions. Nearly...
信息来源:DEV Community
教程 / 实战普通
Why do Cursor and Claude Code both say connected to my memory server and still share nothing?
You write a decision down in Cursor at four in the afternoon: the payments service keeps its own...
信息来源:DEV Community · Claude / Cursor
教程 / 实战普通
Your AI Cannot Use the Posts You Saved, So I Built Social Memory
Likes and bookmarks on X and Threads are easy to accumulate and surprisingly hard to use. I save an...
信息来源:DEV Community
教程 / 实战普通
GPT-Image-2.5 in Production: Choosing Between Flare and Sunburst
The short version GPT-Image-2.5 is split into two models: Flare favors low latency and...
信息来源:DEV Community · GPT
教程 / 实战普通
Agent orchestrators and agent coordinators are not the same layer
If you only ever run one coding agent, you do not need either of these. Close the tab, you are...
信息来源:DEV Community
教程 / 实战普通
The Unexpected Truth AI Reveals about Coding
Most people glorify AI for its speed. AI spits out code faster than any of us, with just a few magic...
信息来源:DEV Community
教程 / 实战普通
AI Is Changing Software Development Faster Than We Expected. What Comes Next?
A few years ago, AI in software development meant autocomplete. You wrote a function, and AI...
信息来源:DEV Community
教程 / 实战普通
The Steelman: When an AI Agent Actually Earns Its Complexity
A while back I wrote that most "AI agents" are just pipelines in a trench coat — deterministic...
信息来源:DEV Community
教程 / 实战普通
Your AI Demo Works. Here's What Can Break in Production
The gap between a working demo and a system people can actually depend on. A founder once showed me...
信息来源:DEV Community
教程 / 实战普通
How We Built a Reliable Four-Image AI Generation Pipeline with Next.js and Postgres
AI image generation looks synchronous in a demo: send a prompt, wait, and render an image. The...
信息来源:DEV Community
教程 / 实战普通
Fable 5.1 or Mythos 5.1? I’d Choose by Access Policy, Not Benchmark Rank
The interesting difference between Claude Fable 5.1 and Claude Mythos 5.1 is not model size, context...
信息来源:DEV Community · Claude
教程 / 实战普通
When Someone Else's System Rejects You Without a Reason — Fixing a Diagnostic Order in Advance
This is chapter 11 of my book **Building Autonomous AI Agents with Claude Code* — a field guide to...
信息来源:DEV Community · Claude
教程 / 实战普通
Muon doesn't replace AdamW. Every Muon run still has AdamW in it.
Muon gets written up as the optimizer that finally beats AdamW. Reading Keller Jordan's original...
信息来源:DEV Community
教程 / 实战普通
What a day of AI trading bots earns
The first two strategies I ran lost 55% and 67% of a paper account in two backtested years....
信息来源:DEV Community
教程 / 实战普通
How to find LM Studio plugins and MCP servers
Browse native LM Studio plugins and MCP servers, find tools by capability, and check what you need before adding them to your local setup.
信息来源:DEV Community
教程 / 实战普通
Just Train More: Measuring the Exchange Rate
The obvious objection to a zero-parameter cache beating a small transformer is that the transformer is undertrained. Sixteen times the training data moved the crossover 6.6x, which is document length times 1.60 per doubling: about as much …
信息来源:DEV Community
教程 / 实战普通
Our System Crashed at 14:22: It Wasn't the Database
A 5-minute cache TTL was actually burning API tokens under concurrent load. Here is the exact post-mortem and code fix.
信息来源:DEV Community
教程 / 实战普通
I Built HSKKit: A Different Way to Learn HSK 3.0 Vocabulary
Learning Chinese vocabulary looks simple at first. You get a word list, memorize the words, and move...
信息来源:DEV Community
教程 / 实战普通
What a Single 3.07x Hides: From Mechanism to Distribution
Part 5 reported that under the September 4 market state, a -5% shock becomes -15.4% — a 3.07x...
信息来源:DEV Community
教程 / 实战普通
12% of our posts had an image. The fix: a commit gate, a sha256, and one directory
On 2026-09-06 we counted the scheduled Bluesky posts our agent had sent over the previous seven days:...
信息来源:DEV Community
教程 / 实战普通
How Image Tinting Works: Blend Modes, Explained with Code
Tinting is about the simplest photo effect there is: take one solid color, layer it over an image,...
信息来源:DEV Community
教程 / 实战普通
Multi-repo AI review: a context problem, not a volume problem
Most buyers asking which AI code review tool fits a large engineering team with multiple repositories...
信息来源:DEV Community
教程 / 实战普通
My Harness Used One Label for Three Different Failures.
Three fixtures, three separate calls into the same reducer. Here is the complete failure_reasons each...
信息来源:DEV Community
教程 / 实战普通
Ollama's Responses API accepts previous_response_id, returns 200, and forgets the whole conversation
TL;DR: send previous_response_id to Ollama's /v1/responses and it is accepted, the reply is HTTP 200...
信息来源:DEV Community · Ollama
教程 / 实战精选
LangChain 详解如何构建其付费媒体 Agent 并开源
LangChain 发布长文,复盘自建付费媒体 Agent 的构建过程并已开源。该 Agent 运行在 Slack 中,半年内将付费渠道贡献从 0 提升至营销管线的 20%,合格线索成本(CPL)从 6 月到 8 月下降 30%。
信息来源:LangChain:Blog(RSS)
教程 / 实战普通
How I Integrated WebMCP into My Developer Portfolio (And Turned It into an AI-Callable Agent)
Most developer portfolios are still static digital brochures. With the web is increasingly being...
信息来源:DEV Community
教程 / 实战普通
Open-PR: an AI agent that reviews PRs like a colleague, not a bot
AI coding helps write code faster, but the number of open PRs has grown too, while the number of...
信息来源:DEV Community
教程 / 实战普通
The Workflow Ran With Four Personas Instead of Five and Looked Fine
I run Claude Code as five separate subagents with different permissions — architect, coder, reviewer,...
信息来源:DEV Community · Claude
教程 / 实战普通
Giving an AI Agent a Real Sandbox: Filesystem and Network Jail, in Java
Ask a coding agent to run a build, and you have just handed a language model the ability to cat...
信息来源:DEV Community
教程 / 实战普通
I connected an authentic fruit fly brain to Polymarket order books via WebGL
ost algorithmic trading bots rely on standard linear heuristics or basic prompt-chained LLMs. We...
信息来源:DEV Community
教程 / 实战普通
AI Agent Architecture Patterns: A Deep Dive into Modern Agent Design
AI Agent Architecture Patterns: A Deep Dive into Modern Agent Design AI agents are...
信息来源:DEV Community
教程 / 实战普通
Cutting PR review time is really changing where review happens
Atlassian reports its Rovo Dev AI reviewer cut PR cycle time by up to 45% internally and 32% for...
信息来源:DEV Community
教程 / 实战普通
Two "Codex CLI" models on the same benchmark: the harness hides the model
Specific Labs dropped Real-SWE, an enterprise-code SWE benchmark, and the leaderboard is a great...
信息来源:DEV Community
教程 / 实战普通
Giving a coding agent more time barely helps
Real-SWE ran frontier models against licensed, private enterprise codebases (billing, tax,...
信息来源:DEV Community