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
The guardrails that matter are code, not prompts
I built an agent that coordinates eldercare for my mother in India, and the interesting part was not...
信息来源:DEV Community
教程 / 实战普通
I Added a Fourth Model Mid-Run. It Changed What My Field Test Could Prove.
Latest release: v0.2.2 — Aug 29, 2026 I did something I usually try hard not to do in a field...
信息来源:DEV Community
教程 / 实战普通
Verifying $0.05 USDC Payments On-Chain in 40 Lines of Python — No Stripe, No SDK, No KYC
Last week I wrote about the French voiceover API that only accepts payment from robots. Today: the...
信息来源:DEV Community
教程 / 实战普通
My agents had their own branches. They did not have their own time.
I built a code factory where a manager agent delegates a real backlog to engineers in isolated workspaces. Three things about it were wrong, and only the log said so.
信息来源:DEV Community
教程 / 实战普通
Four bugs in one paragraph: what I learned building an autonomous loop that chases people who don't answer
I built CrisisMesh for the All Things Agentic Hackathon, and I created this post for the purposes of...
信息来源:DEV Community
教程 / 实战普通
Tres capas de contexto para un agente de código, ordenadas por garantía
Tres capas de contexto para un agente de código, ordenadas por garantía Una migración tiró...
信息来源:DEV Community
教程 / 实战普通
The Illusion of Autonomy: Why AI Agents Fail When They Stop Asking for Help
Why autonomous LLM agents hallucinate in production and how to implement retrieval-augmented orchestration to enforce human-in-the-loop correctness.
信息来源:DEV Community
教程 / 实战普通
CPU, GPU, TPU, NPU, DPU, QPU: six chips, one question
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...
信息来源:DEV Community
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