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
WebMCP: Give Browser Agents Tools Instead of Buttons
AI agents can already browse a site, find a form, type into it, and click Submit. That works—until...
信息来源：DEV Community
教程 / 实战普通
🌍Open Source Journey: Exploring Resources for Rullst
Maintaining an open-source project is a demanding journey that requires significant focus. The Claude...
信息来源：DEV Community · Claude
教程 / 实战普通
The Answer Looked Right. That Was the Problem.
I started building The Verifier because of a slightly uncomfortable thought: What if an AI gives...
信息来源：DEV Community
教程 / 实战普通
Building My First RAG System: From Components to Knowledge and Query Pipelines - Part Two
In the last part, we worked up from the foundational problem to the key components of a RAG system....
信息来源：DEV Community
教程 / 实战普通
The MCP Vulnerability That Lives Between Servers, Not In One
Most MCP security writeups (including a few of mine) focus on a single server: does this one tool...
信息来源：DEV Community
教程 / 实战普通
LatticeDB vs SQLite: I Ran the Graph Traversal Benchmarks. The Gap Is Real but the Fine Print Matters
Last week I needed to give my AI agent a memory that connects facts instead of just listing them. Not...
信息来源：DEV Community
教程 / 实战普通
Building AutoFix-Agent: Autonomous CI/CD Failure Remediation with TrueForge & Qodo
Building AutoFix-Agent: How I Taught an AI to Fix Broken CI/CD Pipelines in 38...
信息来源：DEV Community
教程 / 实战普通
What stops your agent shipping garbage?
The tests, in principle. But the agent wrote those too, out of the same understanding of the task, so...
信息来源：DEV Community
教程 / 实战普通
ACAI — Adaptive Cognitive AI Architecture
Chapter 1 — Core Foundation 1.1 Objective The first version of ACAI should...
信息来源：DEV Community
教程 / 实战普通
Building My First RAG System: Deriving the Architecture from First Principles - Part One
Intro I recently read an article about a VC who uses AI to boost his productivity. He...
信息来源：DEV Community
教程 / 实战普通
Standard RAG vs. Agentic RAG: Moving Retrieval From Pipeline Stage to Runtime Decision
The assumption every RAG demo makes Standard RAG assumes the user's question maps onto one...
信息来源：DEV Community
教程 / 实战普通
The isolation tech behind managed AI sandboxes (gVisor, Firecracker) — worth it locally?
In Part 1, I laid out three options for where to draw the isolation boundary around an AI coding...
信息来源：DEV Community
教程 / 实战普通
Caterpillar 将采矿自动化经验应用于 AI 部署
工业巨头 Caterpillar 正将采矿自动化经验应用于更广泛的 AI 部署，推出 Cat AI Assistant，供现场技术人员通过语音指令获取维修流程和故障排查信息。该公司拥有约 160 万个联网设备和超 16 PB 结构化数据，并计划未来五年投入 1 亿美元培训 11.8 万名员工。其第二季度营收达 205 亿美元创历史新高，发电部门销售额因数据中心需求增长 72%。
信息来源：TechCrunch：AI（RSS）
教程 / 实战普通
How I Let Claude Code Resolve 312 Merge Conflicts in One Rebase: 5 Lessons
TL;DR I had a feature branch that drifted five months behind main, and rebasing it...
信息来源：DEV Community · Claude
教程 / 实战普通
Engineering Reliability into AI Agent Code Generation. Part III
Part III — Teams of Agents, a Post-Mortem, and the Frontier Part I defined eight failure...
信息来源：DEV Community
教程 / 实战普通
I gave an AI agent a production rollback button — then spent the hackathon trying to trick it into pressing it
A one-line omission in an MCP tool definition is enough to make an AI agent's approval gate silently...
信息来源：DEV Community
教程 / 实战普通
Are More AI Features Always Better? The “Smart” Ideas I Removed
When AI features became easy to add, my product backlog grew very quickly. Automatically translate...
信息来源：DEV Community
教程 / 实战普通
OpenAI Jalapeño 芯片 2026 年底内部部署
Semianalysis 报道，OpenAI 自研 Jalapeño 芯片将于 2026 年底部署于自有算力。该芯片在约 100 tok/s/user 下实现约 11M tok/s/MW，约为最佳 Blackwell 级配置的 2 倍，且采用单 token 预测（STP）而非多 token 预测（MTP），性能全面超越其他芯片。
信息来源：X：Rohan Paul (@rohanpaul_ai) · OpenAI
教程 / 实战普通
Your Code Knows What Changed. But Does It Know Why?
AI can write a pull request in seconds. But when that pull request touches a piece of code written...
信息来源：DEV Community
教程 / 实战普通
Building Roamstead: How Google Cloud Helped Me Create a Collaborative Housing Agent for Southeast Asia
Moving to another country can unlock a better quality of life, lower housing costs, and a new sense...
信息来源：DEV Community
教程 / 实战普通
I Built a Security Linter for AI-Generated Code, Here Is What I Found in a Real Production Codebase
AI coding tools write fast. GitHub Copilot. Cursor. ChatGPT. Claude. Gemini. Every single one of...
信息来源：DEV Community · ChatGPT / Claude / Gemini
教程 / 实战普通
My test report printed "0/96, 0% pass rate". The truth was my account was out of credit
Something you can do right now Open any script you have that prints a score — an eval, a...
信息来源：DEV Community
教程 / 实战普通
Stop Streaming LLMs via Route Handlers: The Server Actions Shift
The Evolution of AI Integration in Next.js For the past few years, building AI-powered...
信息来源：DEV Community
教程 / 实战普通
Feature detection lies: two things I learned shipping on WebMCP
I spent eight days building a parliamentary-procedure engine on WebMCP — the emerging standard that...
信息来源：DEV Community
教程 / 实战普通
LangGraph vs CrewAI vs AutoGen: 107 Real Data Engineering Tasks at Scale
LangGraph vs CrewAI vs AutoGen: 107 Real Data Engineering Tasks at Scale Subtitle: A...
信息来源：DEV Community
教程 / 实战普通
Live API specs for coding agents
Live API specs for coding agents An agent writing frontend code has to know the backend's...
信息来源：DEV Community
教程 / 实战普通
Stop Letting Flaky APIs Crash Your AI Agents
How to combine exponential backoff, circuit breakers, and graceful fallbacks for production-grade agentic workflows.
信息来源：DEV Community
教程 / 实战普通
OpenAI Jalapeño puts NVIDIA's inference margins on the clock
Does Jalapeño beat NVIDIA? On the benchmark OpenAI published, yes. Does that make it a better chip...
信息来源：DEV Community · OpenAI / NVIDIA
教程 / 实战普通
I Built an AI Agent That Negotiates My Bills For Me, Here's Everything That Went Wrong
This post showcases my journey of the All Things Agentic Hackathon. I'm a second semester software...
信息来源：DEV Community
教程 / 实战普通
How I built an AI planning tribunal in a weekend by orchestrating AI agents
I spent this weekend building Setback for Google's All Things Agentic Hackathon: a tool that turns a...
信息来源：DEV Community
教程 / 实战普通
Can You Trust an LLM to Fix a Broken Locator? I Measured It.
A measured study of multi-provider LLM consensus as a locator-healing signal — and why Automation...
信息来源：DEV Community
教程 / 实战普通
Migration Diary: Benchmarking Your AI Reviewer Before a Free-Tier Cutover
Moving your AI reviewer to a free model without a benchmark suite is asking for silent quality...
信息来源：DEV Community
教程 / 实战普通
Trust Boundaries in AI Coding's Free Servers
Every AI coding tool that offers a free server is quietly moving your trust boundary to a machine you...
信息来源：DEV Community
教程 / 实战普通
EU AI Content Labeling Code Offers a Practical Framework for Businesses Using Generative AI
The European Commission has published a Code of Practice on marking and labeling AI-generated...
信息来源：DEV Community
教程 / 实战普通
Free Models, a Free Server, and a Reference That Outlived Its Function
A dangling reference is easy to miss on your laptop and hard to ignore on a container that behaves...
信息来源：DEV Community
教程 / 实战普通
The Free Server That Isn't Yours: A Myth-Busting FAQ for Open-Source AI Coding Tools
Last week a friend pointed his CI pipeline at an open-source coding assistant's free server tier. The...
信息来源：DEV Community
教程 / 实战普通
Would You Let an AI Agent Move Your Money?
What human-in-the-loop costs once it stops being a stub Part 4 of an ongoing experiment: building...
信息来源：DEV Community
教程 / 实战普通
Building One Tap for PingFederate, Part 3: An Automated Narrated Demo Video
Authentication demonstrations are difficult to record reliably. A live flow depends on cookies,...
信息来源：DEV Community
教程 / 实战普通
17 Ways Your AI Agent Quietly Lies to You
Field notes from two weeks of running an autonomous agent on real money Most writing about AI agents...
信息来源：DEV Community
教程 / 实战普通
I built a job-risk checker that never calls an LLM — it reads your GitHub instead
A few weeks ago I sat down to build "will AI take my job," the tool. The honest first question I...
信息来源：DEV Community