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
Anthropic 滥用报告指伊朗关联单位用 Claude 构建监控工具
Anthropic 的 AI 滥用报告称,2 个与伊朗安全组织关联的单位使用 Claude 构建服务同一个监控系统的工具。其中一个发布了伪装成祷告时间工具的 Firefox 扩展来收集社交媒体身份;中央系统存储国民 ID、信仰、犯罪记录和社交账号。报告图片还提到另一调查中伊朗关联威胁行为者用 Claude 收集分析公开数据,针对美国海军编制目标建议手册,并被 Anthropic 封禁账号。
信息来源:X:Rohan Paul (@rohanpaul_ai) · Claude
教程 / 实战普通
OpenAI FDE 谈如何打造前沿部署工程师团队
OpenAI 的 Colin Jarvis 接受采访,讲述如何组建 FDE(前沿部署工程师)团队、日常工作内容与团队价值观:先让东西存在并跑通,再考虑规模化。团队如今更重视领域专家,成功标准是在每个客户问题中最终取代自己。推文附有采访链接和 FDE 招聘页面。
信息来源:X:Luis Velasco(OpenAI FDE) (@luisvelasco) · OpenAI
教程 / 实战普通
If Your Developers Use Claude Code, You Have Not Automated Development
Picture a solid mid-level engineer joining your team. Nobody gives them access to the issue tracker....
信息来源:DEV Community · Claude
教程 / 实战普通
MCP Prompt Injection Before the First Tool Call
The MCP instructions field reaches the model before any tool call, 66% of live servers send it, and a shared cache can serve it to a caller who...
信息来源:DEV Community
教程 / 实战普通
MCP vs API Is the Wrong Question
Recently, I saw a LinkedIn post discussing "MCP vs API" and felt like we needed to choose one. But I...
信息来源:DEV Community
教程 / 实战普通
Running Chrome DevTools MCP in Multiple Claude Code Sessions
One Claude Code session driving a browser through chrome-devtools-mcp works fine. Open a second...
信息来源:DEV Community · Claude
教程 / 实战普通
You probably don't need a dedicated vector database (Use pgvector instead)
Why you don't need a separate $400/mo vector database for RAG. How to use Postgres with pgvector and HNSW indexes for sub-10ms similarity search.
信息来源:DEV Community
教程 / 实战普通
如何衡量 LLM 生成代码的粗糙程度:verbosity 与 erosion 指标
Earendil 工程师发文讨论如何量化 LLM 生成代码的粗糙程度,指出 AI as a judge 很难有效评估代码质量,而 LOC 变化、verbosity 和 erosion 是更可行的指标。
信息来源:Hacker News 热门(buzzing.cc 中文翻译)
教程 / 实战普通
A Four-Signal Placement Gate for Local-First Agent Work
A backend engineer boarded a late train with a half-finished agent run still sitting in a terminal....
信息来源:DEV Community
教程 / 实战普通
如何把自己的文风封装成一句话调用的写作 Skill 三步教程
作者转发并提炼了一篇写作 Skill 搭建教程,核心观点是不要在生成阶段纠正 AI 文风,而要在构思阶段通过 Brief 确认闸门约束模型。三步为把 3-5 篇代表作锁进只读 raw/ 文件夹让模型反向提炼风格规则、用 【F】 事实 【W】 观点 【I】 推论 【?】 存疑四标签对齐素材、模型先交出含核心冲突和叙事骨架的 Brief 经人类确认后才写正文。
信息来源:X:阿易 AI Notes (@AYi_AInotes)
教程 / 实战普通
How I Run 4 Claude Code Agents in Parallel on One Repo Without Chaos
TL;DR I run up to four Claude Code agents at the same time on a single repository by...
信息来源:DEV Community · Claude
教程 / 实战普通
La paradoja de la velocidad: La ilusión de la productividad infinita y el cansancio invisible de la IA.
Hace unos días, tuve que hacer algo que hacía mucho tiempo no consideraba necesario en mitad de una...
信息来源:DEV Community
教程 / 实战普通
Two identical runs scored 89 and 89. Two cases had flipped.
Read on: the A/B test this corrects · 繁體中文版 Two weeks ago I published an A/B test: I cut 41 AI...
信息来源:DEV Community
教程 / 实战普通
MiniCPM5-1B 多语言评测与端侧部署
开发者 luispoveda93 对 MiniCPM5-1B 在西班牙语、加泰罗尼亚语、巴斯克语和加利西亚语上做了零样本评测,覆盖推理、NLI、复述识别、QA 和翻译任务。该模型还被转换为约 1.1GB 的 INT8 LiteRT-LM 模型,可在 Android、iOS、桌面和 IoT 设备上离线推理。面壁智能表示 MiniCPM5-2B 已发布,希望更多开发者探索其多语言与端侧应用。
信息来源:X:面壁智能 OpenBMB (@OpenBMB)
教程 / 实战普通
The Retro: What ClinicLive Really Cost, and What the AI Got Wrong
Fourteen parts ago, this series made a promise: build a real app with AI and hide nothing — every...
信息来源:DEV Community
教程 / 实战普通
Most AI "Reasoning" Traces Are Just the Answer, Written Backwards
You've probably watched an AI think through a problem step by step, nod along with the logic, and...
信息来源:DEV Community
教程 / 实战普通
Where MCP Ends and A2A Begins: Building a Two-Agent Support Workflow Without Tool-Wrapping
When an agent needs help from another service, there is an architectural question to answer first:...
信息来源:DEV Community
教程 / 实战普通
Tool search hid 40,170 tokens from our first request. auto:5 put them all back
With MCP tool search on, which is the default, the first request of a fresh Claude Code session on...
信息来源:DEV Community · Claude
教程 / 实战普通
AI Agent vs Agentic AI: The Distinction That Changes Your Architecture
One is a component you build. The other is how you wire many together. Confusing them costs months. Here's the architecture distinction.
信息来源:DEV Community
教程 / 实战普通
"Waymo效应":LLM 如何悄然削弱科研协作
作者提出"Waymo效应",类比 LLM 正以无摩擦体验取代科研协作,使去协作化成为激励体系下的理性选择。文章结合团队科学研究与生成式 AI 早期证据指出个体生产力上升但想法多样性收窄,主张资助者和机构将协作视为基础设施,资助工作坊、访问与共址等"摩擦",并援引 Dashun Wang 的"指挥科学"与 Bainbridge 自动化悖论强调人类须保留主导权。
信息来源:Hacker News 热门(buzzing.cc 中文翻译)
教程 / 实战普通
How do you debug something that is allowed to be wrong?
Yesterday afternoon a runtime I wrote created 70 paragraphs on the same draft article. It was...
信息来源:DEV Community
教程 / 实战普通
AI-Generated Tests Can Make Coding Agents Worse. Here's How to Check Yours
ExecCritic found that weak generated tests reduced repair success. A runnable Python example shows how to catch a test that approves the wrong fix.
信息来源:DEV Community
教程 / 实战普通
How I Built a 45-Agent AI Panel to Brutally Roast Startup Ideas (Architecture Deep Dive)
Every founder knows the feeling: you share a new startup idea with friends, and they all smile and...
信息来源:DEV Community
教程 / 实战普通
Word Sense Disambiguation: How NLP Understands Word Meaning in Context
Here is a sentence that will break most computers. “I went to the bank.” Did you go to a...
信息来源:DEV Community
教程 / 实战普通
Azure Functions Hosted Skills: I Built a Scam-Checking Agent, Then Removed the Agency
Is that webshop legit? Most of us have pasted a URL into a reputation checker at least once. The...
信息来源:DEV Community
教程 / 实战普通
KPIAssembler: stop hand-picking KPIs, let AI propose them
Text-to-SQL looks great in a demo. Then someone ships a conversion rate that JOINs without ON, a...
信息来源:DEV Community
教程 / 实战精选
OpenAI 详解存储平台 Habitat 如何扩展支撑超 10 亿 ChatGPT 用户(上篇)
OpenAI 发文(系列上篇)讲述其在线存储平台 Habitat 的演进:现每秒处理超 7000 万请求、服务每周超 10 亿用户、管理超 500PB 数据,覆盖近 40 个地区。
信息来源:OpenAI:官网动态(RSS · 排除企业/客户案例) · OpenAI / ChatGPT
教程 / 实战普通
From 289 MB to 15 MB: What Migrating from Electron to Tauri Actually Cost
WatchMe is a small macOS menu-bar app I built: it lists your running processes, you tick the ones you...
信息来源:DEV Community
教程 / 实战普通
一线老师实测千问:14 个教学场景与《中小学老师千问使用指南》
通义千问发布《中小学老师千问使用指南》,收录一线教师的 14 个高频教学场景,拆解为 45 轮连续实操和 193 张操作画面。指南覆盖课前预习、课堂互动与课后组卷,例如用"千问小讲堂"讲解《观潮》、生成可交互 HTML 电路实验,以及按课题智能组卷并标注考点、答案与解析。
信息来源:公众号:千问APP(阿里) · Qwen
教程 / 实战普通
Nexpath Review: Can an AI Prompt Quality Layer Make AI Coding Safer?
AI coding tools have made it easy to go from an idea to working code. You describe what you want,...
信息来源:DEV Community
教程 / 实战普通
🪐 Astra won't kill anything. It will silence everything. (And why that's good news.)
In discussions around AI-assisted programming with LLMs, I often see two opposing camps. And since...
信息来源:DEV Community
教程 / 实战普通
Being a Software Engineer Is Harder in 2026 Than It Was Five or Ten Years Ago
Believe it or not, it's harder to be a software engineer in 2026 than it was five or ten years ago....
信息来源:DEV Community
教程 / 实战普通
Dr Eggbot 安装体验
当你安装了 dr eggbot 的视角
信息来源:X:Lauren Tan (@poteto)
教程 / 实战普通
I know more than AI
I deleted a working function today. It ran. It was clean. It was better written than the version in...
信息来源:DEV Community
教程 / 实战普通
Next.js + Supabase: The Free-Tier Stack I Use to Ship Client Sites Fast
I ship client sites fast on a simple free-tier stack: Next.js for the app, Supabase for...
信息来源:DEV Community
教程 / 实战普通
Your agent's confirm token is one-shot. Your write still happens twice.
A production bug I shipped, why the obvious fix was incomplete, and what actually closes it. ...
信息来源:DEV Community
教程 / 实战普通
Agentic Accessibility - Can AI help us ship more accessible code?
Many All of us are coding with AI these days. There is a lot of momentum; code is being produced at...
信息来源:DEV Community
教程 / 实战普通
2,894 Requests Hit My Top Page. Nobody Ever Requested It.
A WordPress function documented in five words quietly deleted the non-English part of every URL my crawler analytics recorded — turning hundreds of distinct pages into a single confident-looking row.
信息来源:DEV Community
教程 / 实战普通
Trying Out AgentInspect
A small TypeScript experiment comparing AgentInspect and Promptfoo for local agent trajectory checks.
信息来源:DEV Community
教程 / 实战普通
AI Model Upgrades Aren't Patches. They're Silent Breaking Changes Wearing a Version Bump.
Intro AI Model Upgrades Aren't Patches. They're Silent Breaking Changes Wearing a Version...
信息来源:DEV Community