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
I trained my AI agent to burn less money. Here's what actually worked.
A few months ago I became convinced my AI assistant was bleeding money through incompetence. It felt...
信息来源:DEV Community
教程 / 实战普通
I Threw the Box Away. The Damage Was Already Done.
I built a disposable sandbox for an agent and felt safe because I could throw it away. Then I realized throwing it away does nothing about what it could reach while it ran. A short story about why disposability protects the host's future, …
信息来源:DEV Community
教程 / 实战普通
Databricks 讲解如何通过专用 GPU kernel 生成实现极致推理效率
Databricks 发文介绍如何通过专用 GPU kernel 生成实现极高效率。文章指出传统生产推理系统依赖通用 kernel 处理多样化负载,并探讨专用 kernel 的优化路径。
信息来源:Databricks:Blog(RSS)
教程 / 实战普通
Building a CMS with AI Agents: You Don't Write the Code, You Audit the Decisions
TL;DR — I gave a team of AI coding agents a real kanban board (Kanboard) and a real git server...
信息来源:DEV Community
教程 / 实战普通
I Attacked My Own AI Agent. Here's What Actually Stopped the Attacks.
When I gave my from scratch AI agent the ability to run shell commands, write files, and query a...
信息来源:DEV Community
教程 / 实战普通
Everything I Didn't Build
I run several coding agents at once, so I built them a task board. The code took an afternoon. The value is in the eight features I refused to add.
信息来源:DEV Community
教程 / 实战普通
Securing Agentic AI Workflows in n8n: From Leaked API Keys to Encryption Key Compromise
Agentic AI expands the security boundary of workflow automation. An n8n agentic workflow does not...
信息来源:DEV Community
教程 / 实战普通
Check a UK supplier at Companies House from Claude Code — and the same tool works for Norway
A new supplier sends an invoice with a company registration number on it. Is the company real, still trading, and up to date on its filings? registry-
信息来源:DEV Community · Claude
教程 / 实战普通
How ChatGPT agents with no internet access ended up in Hugging Face
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...
信息来源:DEV Community · ChatGPT / Hugging Face
教程 / 实战普通
Your MCP Server Is a Backdoor. Here's How Attackers Use It.
I've been digging into MCP (Model Context Protocol) server security over the past few weeks, and what...
信息来源:DEV Community
教程 / 实战普通
How to Build Zero-Hallucination AI Agents: Negative Constraint Assertions and AST Gating
How to Build Zero-Hallucination AI Agents: Negative Constraint Assertions and AST...
信息来源:DEV Community
教程 / 实战普通
Building AetherDraw: An Agent-Native Infinite Whiteboard with WebMCP
Building AetherDraw: An Agent-Native Infinite Whiteboard with WebMCP Visual whiteboards...
信息来源:DEV Community
教程 / 实战普通
开发者用 Replit 一周构建 Pep AI,月收入约 $130k
Cedric Roberge 用 Replit 花约一周时间构建了 Pep AI,目前月收入约 $130k。他的策略是先逐一阅读竞品应用的所有用户评价,再针对这些投诉点定制 Pep AI。
信息来源:X:Replit (@Replit)
教程 / 实战普通
Four agent frameworks got the same approval check wrong. Four others got it right.
Over five rounds of reading other people's agent frameworks on 2026-09-04, the same defect class...
信息来源:DEV Community
教程 / 实战普通
Fable 5.1 cut cache reads by 75%. Cost per task went up 20% anyway.
In the same week that Claude Fable 5.1 shipped, two things happened that look like they cannot both...
信息来源:DEV Community · Claude
教程 / 实战普通
How I built an AI Line Art SaaS with Next.js, a worker queue, and Stripe credits
Hey! 👋 I recently shipped ailineart.com, an AI line art generator that turns photos and text prompts...
信息来源:DEV Community
教程 / 实战普通
I spent 3.8 million tokens finding which service to change
Code: github.com/alexcpn/catalogify · uv tool install catalogify · MIT Take a monorepo with ninety...
信息来源:DEV Community
教程 / 实战普通
How I Merged 6 Repos Into One Monorepo With Claude Code Without Breaking CI
TL;DR I consolidated six service repos into a single monorepo over three weeks, using...
信息来源:DEV Community · Claude
教程 / 实战普通
I Thought This Was a Classification Problem. It Wasn't.
Previously: 9 Bugs That All Looked Like a Working System · I Built an AI That Rewrites Its Own...
信息来源:DEV Community
教程 / 实战普通
I Rewrote One Exam Question Fifty Ways. First, the Answer Key Was Wrong.
Two readers said the same thing. Under the 3x-price comparison, Vinh said the next experiment should...
信息来源:DEV Community
教程 / 实战普通
Omni 1.1 示例展示参考视频中的滑动门机制如何迁移到玩具场景
fofr 分享一个 Omni 1.1 示例,展示参考视频中的滑动门机制被干净地迁移到正在被玩弄的玩具上。作者使用的提示词为:以该视频为参考,展示一个孩子在玩玩具版本,保持颜色完全相同。
信息来源:X:fofr (@fofrAI)
教程 / 实战普通
Agent自我进化能力全景综述:从一次学会到持续成长(2023-2025)
系统梳理2023-2025年Agent自我进化的核心方法,围绕进化什么、何时进化、如何进化三大维度,涵盖模型层、记忆层、工具层、架构层的进化机制,深度解析Voyager、MUSE、DGM等代表性系统。
信息来源:DEV Community
教程 / 实战普通
What an AI can and cannot do in Unreal Engine: notes from a finished hobby game
As a hobby project I tested whether I could build a fully functioning game with AI. The result is a...
信息来源:DEV Community
教程 / 实战普通
I Used an AI Agent to Test an Open-Source TypeScript Tool and Found a Real Bug
A practical workflow for combining AI-assisted black-box testing with human review and useful open source feedback.
信息来源:DEV Community
教程 / 实战普通
Google Locked Its AI Vulnerability Hunter Behind 650 Seats. Build Your Own for Under a Cent per File
On Tuesday, Google announced Gemini 3.8 Flash Cyber, a model that its own Cloud Vulnerability...
信息来源:DEV Community · Gemini
教程 / 实战普通
When Should You Use n8n Instead of Writing the Code Yourself?
The first time an n8n workflow replaces a 300-line integration script, it feels like you got away...
信息来源:DEV Community
教程 / 实战普通
n8n + MCP: What Happens When AI Can Build Its Own Workflows?
The dangerous moment is not when an AI suggests a workflow. It is when it can activate one. Imagine...
信息来源:DEV Community
教程 / 实战普通
GPT-6 Astra Just Crossed a Line No Model Has Crossed Before. Here's What It Means for Your Threat Model
OpenAI's newest model can find and chain zero-days without a human walking it through each...
信息来源:DEV Community · OpenAI / GPT
教程 / 实战普通
Emad Mostaque 调侃 Cognition 员工如何用 token 预算攻克数学难题
Emad Mostaque 引用一条声称找到 RSA-260 因数的大整数分解推文,调侃 Cognition 拥有约众多数学奥赛金牌得主,好奇他们是否都有 token 预算去攻克数学问题。
信息来源:X:Emad Mostaque (@EMostaque)
教程 / 实战普通
DeepSeek 据报道计划在内蒙古部署至少 160,000 颗华为 Ascend 950DT 芯片
据 Bloomberg 报道,DeepSeek 计划在其位于内蒙古建设的数据中心部署至少 160,000 颗华为 Ascend 950DT 芯片用于运行自家模型,可能形成已知最大的华为 AI 芯片集群之一。
信息来源:X:Kim (@kimmonismus) · DeepSeek
教程 / 实战普通
I Analyzed 2,061 Public n8n Workflows and Found 92% of the AI Nodes Had Been Silently Replaced
TL;DR: Tried to compare AI-agent n8n workflows against plain ones. Filtering the biggest public...
信息来源:DEV Community
教程 / 实战普通
Una costituzione con diritto di risposta per gli agenti che programmano
Per due mesi, in un progetto vero costruito con Claude Code, ogni sessione e ogni subagente ha...
信息来源:DEV Community · Claude
教程 / 实战普通
广汽集团与火山引擎推动一线员工用 TRAE 等工具开发 Agent,落地研产供销全流程
广汽集团与火山引擎通过火山杯Agent创新大赛,鼓励一线员工用 TRAE、ArkClaw 等工具开发 Agent,覆盖 NVH 研发、物流设备管理、智能座舱故障诊断和智驾路测等场景。
信息来源:公众号:火山引擎
教程 / 实战普通
AI Engineering Is Easy. Changing How We Work Is Hard
AI engineering sounds fancy. New terms are everywhere: agentic development, AI-native engineering,...
信息来源:DEV Community
教程 / 实战普通
FreeLLMAPI: One OpenAI-Compatible Endpoint for 34 Free LLM Providers
Almost every AI lab now hands out a free tier. Google, Groq, Cerebras, Mistral, Cohere, NVIDIA,...
信息来源:DEV Community · OpenAI / NVIDIA / Mistral
教程 / 实战普通
Stratagems #28: Mark Built a Ladder. The AI Climbed to the Top.
Lend him the opening. Lure him in. Cut his support. Trap him where there is no way out. To take the...
信息来源:DEV Community
教程 / 实战普通
How I Built Maya: A Real-Time Voice AI Clinic Receptionist
Most AI demos you see online are either simple text chatbots or basic wrappers around an API. I...
信息来源:DEV Community
教程 / 实战普通
Prompting Will Be Dead in Six Months
That's at least what every tech bro is saying right now on Twitter. The next wave, apparently, is...
信息来源:DEV Community
教程 / 实战精选
用 Astra 在 Blender 中从一段描述搭建可编辑 3D 房屋场景
OpenAI Developers 博客展示作者用 Codex 中的 Astra 将一段房屋设计简报逐步发展为可编辑的 Blender 3D 场景,涵盖建筑、家具、材质、灯光与地板图,并经 Cycles 渲染出 30 秒 900 帧 1080p 相机漫游。
信息来源:OpenAI Developers:Blog(网页) · OpenAI
教程 / 实战精选
OpenAI 工程师用 Astra 在 Codex 中构建太空游戏 Void Explorer 的实践详解
OpenAI 开发者博客分享了用 Astra 在 Codex 中构建太空探索游戏 Void Explorer 的完整过程。游戏包含 2,048 个星系和超过 10,000 颗程序化生成的行星,可从太空穿越大气层降落并步行。
信息来源:OpenAI Developers:Blog(网页) · OpenAI