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
Your AI Agent Changed One Repo. Did It Check What Breaks Outside It?
Hello Devs 👋 One thing I have noticed with AI coding agents is that they are very good at working...
信息来源:DEV Community
教程 / 实战普通
Top 5 AI Governance Tools for Enterprises in 2026: A Practical Comparison
AI is becoming part of almost every layer of an enterprise. Employees are using AI assistants....
信息来源:DEV Community
教程 / 实战普通
Guardrails for AI-Generated Python Code: A pytest + Hypothesis Setup That Catches What Review Misses
AI assistants are very good at writing Python that looks right. It's typed, it's formatted, it comes...
信息来源:DEV Community
教程 / 实战普通
Handshake: which MCP clients will break your server after the 2026-07-28 spec split?
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real...
信息来源:DEV Community
教程 / 实战普通
Building a Skill Interview with AI
Here's the idea: build an app that checks if someone knows their stuff using an interview. You pick a...
信息来源:DEV Community
教程 / 实战普通
UCRF: Exploring Version Provenance for Concurrency Control and Selective Recovery
Research status: Ongoing Current milestone: v0.39 Type: Experimental research prototype Repository:...
信息来源:DEV Community
教程 / 实战普通
Half the AI agents in production are if-statements with a GPU bill
There's a new kind of technical debt, and it doesn't come from cutting corners. It comes from...
信息来源:DEV Community
教程 / 实战精选
Claude Opus 5.5 提示词指南:与 Opus 5 的行为差异及迁移模式
Anthropic 官方文档介绍针对 Claude Opus 5.5 的提示词模式,覆盖 effort 校准、无人值守智能体运行、安全拒绝、进度更新、多应用工作流、视觉输入和前端设计等场景。
信息来源:Hacker News:AI 热帖 · Claude
教程 / 实战普通
Scraping YouTube transcripts at scale for RAG (and the 3 things that break it)
If you are building a RAG or agent pipeline over video, the transcript is the payload. Titles and...
信息来源:DEV Community
教程 / 实战普通
RecallOps: Using Hindsight to Recall Past Production Incidents
Introduction Every on-call engineer has had the same feeling: an alert fires, the symptoms look...
信息来源:DEV Community
教程 / 实战普通
Qwen3.8-27B: An Architecture and Hands-On Look at Alibaba's Compact Dense Model
In August 2026, less than a month after Moonshot AI's Kimi-K3 surprised the world, Alibaba Group...
信息来源:DEV Community · Qwen / Kimi
教程 / 实战普通
I tried to talk Claude out of noticing a compromised PC. Prompt injection wasn't the problem.
If you let an AI assistant read your process list over MCP and ask it "is my PC safe?", everything an...
信息来源:DEV Community · Claude
教程 / 实战普通
ToolTrap: “tool results are data” wasn’t enough
Prepared for the Kaggle Benchmarking Challenge. What I Benchmarked I build agents for...
信息来源:DEV Community
教程 / 实战普通
Is 'Pro as Orchestrator, Codex as Executor' Actually Solving the Hard Problem?
A workflow pattern is spreading through Chinese AI developer communities right now: use the more...
信息来源:DEV Community
教程 / 实战普通
The "Product & Impact"
GramSetu AI: Architecting Context-Aware Multilingual Civic Tech with Episodic Agent...
信息来源:DEV Community
教程 / 实战普通
7 Best AI Project Management Tools for Software Development Teams in 2026
How AI is changing project management, from traditional task tracking to workflows where AI agents...
信息来源:DEV Community
教程 / 实战普通
I connected a fruit fly connectome to tic-tac-toe (with a minimax safety net)
Scientists have mapped the whole nervous system of a fruit fly: every neuron and every connection, in...
信息来源:DEV Community
教程 / 实战普通
My AI Development Prompts
I'm not going to lie, deep down I still love to actually build things (UI and code), but the simple...
信息来源:DEV Community
教程 / 实战普通
Prompt Injection Is the New SQL Injection: A Practical Developer's Guide to Securing AI Agents
Treat LLM inputs like untrusted user data. Learn to detect and mitigate prompt injection attacks in AI agents using layered defense, input sanitization, and output validation.
信息来源:DEV Community
教程 / 实战普通
Watching the Contract Fail in Production
Tool Descriptions Are the Contract made a claim I had not tested: your MCP server's recovery messages...
信息来源:DEV Community
教程 / 实战普通
Why I stopped trusting “exit code 0” from AI coding agents
AI coding agents are getting much better. They can inspect repositories, change multiple files, run...
信息来源:DEV Community
教程 / 实战普通
Why OCR Breaks the Moment You Point a Phone Camera at a Real Document
Every OCR demo handles a clean PDF beautifully. Feed it a crisp, flat, well-lit digital document and...
信息来源:DEV Community
教程 / 实战普通
I Tested Cloudflare Workers AI Free Tier and Found 24 Powerful LLMs You Can Use Today
Most developers know about OpenAI, Anthropic, Groq, and Cerebras. What many developers don't realize...
信息来源:DEV Community · OpenAI / Claude
教程 / 实战普通
Tooling with Amazon Bedrock
This post is part of my notes from Formação AWS, a course by Henrylle Maia. It covers a class from...
信息来源:DEV Community
教程 / 实战普通
From Playground to Caching: Learning Amazon Bedrock
This post is part of my notes from Formação AWS, a course by Henrylle Maia. It covers a class from...
信息来源:DEV Community
教程 / 实战普通
AI Can Fix the Bug Before You Understand It — That’s More Dangerous Than It Sounds
A bug appears. You paste the error into your AI coding agent. Thirty seconds later: “Fixed...
信息来源:DEV Community
教程 / 实战普通
Dear Coder: Open This If You're Feeling AI FOMO
It's all over the headlines. Every so often, someone reveals a model X% faster. A tech CEO makes...
信息来源:DEV Community
教程 / 实战普通
A test system that can say "I don't know" is worth more than one that says "passed"
AI Harness Engineering · Essay Eleven · Derek Wang Karl Popper spent the middle of the twentieth...
信息来源:DEV Community
教程 / 实战普通
How I find edited copies of images across the web without crawling it
Search engines have already crawled the visual web. Crawling it all again would duplicate that work,...
信息来源:DEV Community
教程 / 实战普通
Single Responsibility for AI Agents: One Workspace, One Job
Why I stopped running one do-everything AI agent: per-job workspaces keep agent memory true, shrink starting context, and coordinate through events.
信息来源:DEV Community
教程 / 实战普通
Giving AI Coding Agents Context Without Giving Them Your Entire Codebase
AI coding agents are becoming remarkably good at working inside real codebases. Give an agent enough...
信息来源:DEV Community
教程 / 实战普通
I Built an AI Text-to-Video Generator — Here's What I Learned About Prompt Engineering for Video
When I started building CineGen, an AI text-to-video generator, I assumed prompt engineering for...
信息来源:DEV Community
教程 / 实战普通
I redesigned my app five times tonight and shipped one
Flash 0.5.10 is a hotfix. Behind it is an evening of redesigns, and the revert button doing most of the work.
信息来源:DEV Community
教程 / 实战普通
'No tools listed' should mean deny, not allow-all
Here's a config bug that has shipped in more systems than anyone would like to admit: # grant this...
信息来源:DEV Community
教程 / 实战普通
If nothing was concatenated, it isn't prompt injection
Most write-ups treat prompt injection and jailbreaking as the same attack with two names. They...
信息来源:DEV Community
教程 / 实战普通
AI Made Me Write Less Code — and Think More About Engineering
What I learned building and deploying a full-stack application with AI-assisted development, from the...
信息来源:DEV Community
教程 / 实战普通
Rules That Can't Prove Themselves Die: Adaptive Governance for AI Coding Agents
Darwinian Governance for AI Coding Agents: How Prism AI Steering Reduces Wasted Computation...
信息来源:DEV Community
教程 / 实战普通
Navier-Stokes solved? What OpenAI's proof shows and why it's disputed
OpenAI says 10,000 AI agents proved Navier-Stokes blow-up in 88 hours. Two mathematicians say the run began after word of their work reached OpenAI.
信息来源:DEV Community · OpenAI
教程 / 实战普通
One console.log disconnects your MCP server: the stdout bug every stdio server author hits
You add a tool to your MCP server, restart the client, and instead of an answer you get: MCP error...
信息来源:DEV Community
教程 / 实战普通
Three bugs that reported success: what "exit 0" doesn't tell you
Last week I wrote about shipping a paid API for AI agents and getting two real calls in a week. The...
信息来源:DEV Community