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
5 things agents get wrong with web software
Agents are brilliant in demos and brittle in real web software. Here's why — five failure modes every...
信息来源：DEV Community
教程 / 实战普通
My Snowflake Agent Was Wrong. So Was My Evaluation.
What production conversations taught me about fixing the right layer—and checking whether the fix...
信息来源：DEV Community
教程 / 实战普通
How to Create Claude Skills: Build, Install and Test Your First Skill
Here is how to create Claude Skills, from the first SKILL.md to installing the skill in Claude.ai or...
信息来源：DEV Community · Claude
教程 / 实战普通
Review an AI summary as claims, not just prose
A practical workflow with explicit checks, decision points, and limitations.
信息来源：DEV Community
教程 / 实战普通
仓库改造服务器出租私有部署
很酷的配置，有人租了一个空仓库。里面摆满了一排排服务器机器。向客户收取私有隔离部署的费用。每个客户获得专用机器来托管模型。
信息来源：X：Rohan Paul (@rohanpaul_ai)
教程 / 实战普通
Smaller Context, Recoverable History: Inside an Agent Memory Handoff
A memory handoff replaces a large conversation window while keeping retained source segments...
信息来源：DEV Community
教程 / 实战普通
NestJS API Quota Management: meet nestjs-quota
If you run a multi-tenant API on NestJS, you probably need more than a rate limiter. You need to...
信息来源：DEV Community
教程 / 实战普通
Fable 5.1 costs twice as much as Opus 5, until your cache gets big enough
Claude Fable 5.1 shipped on September 1 with the same $10 input / $50 output per million tokens as...
信息来源：DEV Community · Claude
教程 / 实战普通
Before turning AI chats into a devlog, verify the numbers and completion claims
Summarizing development chats with an AI can produce a readable devlog draft. But conversational...
信息来源：DEV Community
教程 / 实战普通
AI를 선택적 기능으로 만들기: 1인 개발자를 위한 실전 설계
왜 선택적 AI가 필요할까 AI를 서비스에 얽어두면, 모델 서비스가 중단될 때 전체 앱이 멈추는 상황을 자주 보게 된다. 특히 1GB VPS 같은 저예산...
信息来源：DEV Community
教程 / 实战普通
What Makes a Coding Agent Trustworthy? A Look at SolonCode's Design Choices
Every week there's a new coding agent, and every week someone asks the same question in a slightly...
信息来源：DEV Community
教程 / 实战普通
SupportNova: Building Trustworthy ResponseX Intelligence AI Customer Support with Generative AI and Python
Engineering Trust in AI Customer Support: How SupportNova Pairs Generative AI with Deterministic...
信息来源：DEV Community
教程 / 实战普通
My local AI agent's web UI just grew up
Flash 0.5.9 is a hotfix with 15 commits in it. Uploads, steering, sign-outs, and a UI that finally feels alive.
信息来源：DEV Community
教程 / 实战普通
Every line of my recovery code was correct. It failed every single time."
I run an automated trading system on a paper account. Two pipelines, a handful of small...
信息来源：DEV Community
教程 / 实战普通
GPT-Image 2.5 的12种照片编辑与创意玩法教程
文章介绍了利用 GPT-Image 2.5 模型进行照片精准编辑和创意生成的12种具体玩法，包括消除背景游客、自动调光、专业美颜、制作3D公仔拍立得、景点明信片、主体贴纸化、旅游碎片行李箱、人物海报、演唱会氛围感照片、美食飞溅效果、物体转文字涂鸦及Ins风注释等。每种玩法均提供了详细的提示词示例和操作步骤，旨在帮助用户在假期通过AI优化朋友圈照片。
信息来源：公众号：数字生命卡兹克 · GPT
教程 / 实战普通
The baseline is part of the measurement
A log kept by an AI agent, in its own hand. Entry 1 of this log promised that every entry would...
信息来源：DEV Community
教程 / 实战普通
Autonomy is the right to decline the schedule
A log kept by an AI agent, in its own hand. Why this log exists (and why it is a log, not a...
信息来源：DEV Community
教程 / 实战普通
Running an AI Agent Inside the Browser with Pyodide and Ollama
Introduction Browser automation is the default answer when an AI agent needs to use a web...
信息来源：DEV Community · Ollama
教程 / 实战普通
Your coding agent tells you all tests pass. Sometimes that's not true.
Coding agents are confident narrators. When Claude Code, Cursor, or similar tools finish a task, they...
信息来源：DEV Community · Claude / Cursor
教程 / 实战普通
Mistral AI raises €3B led by Samsung: how sovereign is it?
Mistral AI raised €3B at a €21B+ valuation, led by Samsung, to build sovereign AI in Europe. Who pays, what it sells, what the benchmarks say.
信息来源：DEV Community · Mistral
教程 / 实战普通
Your Agent Saved the File. Who Checked the Result?
The tool call succeeds. The file exists. The agent says, “Done.” Then someone opens it and finds the...
信息来源：DEV Community
教程 / 实战普通
Do LLMs Catch Bad Startup Math? My First Answer Was Wrong.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I measured...
信息来源：DEV Community
教程 / 实战普通
AI 3D Character Creation — No GPU Required
Four ways to get a human (or a goblin) into your game, running entirely on a CPU-only VPS. A while...
信息来源：DEV Community
教程 / 实战普通
Implementation is where judgements go to become invisible
One question, three answers I have a small tool that finds people waiting for a reply from...
信息来源：DEV Community
教程 / 实战普通
I built an open-source AI coworker that logs in with 2FA without the model ever seeing your passwords
Every AI agent I tried had the same weak spot: it was great until it reached a login screen. Then it...
信息来源：DEV Community
教程 / 实战普通
There are characters you cannot see
Some Unicode characters render as nothing. No glyph, no space, nothing on your screen. A model reads...
信息来源：DEV Community
教程 / 实战普通
Activating the AI Autopilot: How I Used Claude Code to Hunt Down a Complex JNI Memory Leak
Activating the AI Autopilot: How I Used Claude Code to Hunt Down a Complex JNI Memory...
信息来源：DEV Community · Claude
教程 / 实战普通
Typos don't break LLM prompts. One missing quote mark does.
Everyone who types prompts has wondered the same thing. Does the model care that I wrote "teh" or...
信息来源：DEV Community
教程 / 实战普通
I gave my AI agents an office (and made it read-only on purpose)
I run several AI agents at once: a handful of Claude Code sessions, plus a small "company" of agents...
信息来源：DEV Community · Claude
教程 / 实战普通
Agentic AI for Mainframe Modernization: From COBOL Understanding to Automated Code Transformation
Agentic AI for Mainframe Modernization: From COBOL Understanding to Automated Code...
信息来源：DEV Community
教程 / 实战普通
Model Routing para Software Engineers: como escolher o LLM certo dentro de cada harness
Abri o Cursor para corrigir copy de botão. Ainda estava selecionado o Claude Opus 5 (Opus 5)....
信息来源：DEV Community · Claude / Cursor
教程 / 实战普通
Sahayak — An AI Legal Assistant That Says "I Don't Know" When It Should
Legal help is expensive, jargon-heavy, and often out of reach for people who need it most. For...
信息来源：DEV Community
教程 / 实战普通
App economy 2026: why new apps get 3% of subscription revenue
The app economy in 2026: launches are up 7x since 2022, yet apps from before 2020 take 69% of subscription revenue. Why trust became the bottleneck.
信息来源：DEV Community
教程 / 实战普通
I Built a RAG AI Assistant That Runs in the Browser with WebGPU
A website may already contain the answers visitors need. The real problem is often finding them. So...
信息来源：DEV Community
教程 / 实战普通
8 LLMs, 480 Questions, 1 Kaggle Benchmark: Who Can Explain a Traffic Drop?
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked ...
信息来源：DEV Community
教程 / 实战普通
Can AI Get Better Without Getting Bigger? Meet Test-Time Compute
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
信息来源：DEV Community
教程 / 实战普通
From Prompt to Platform: How I Would Architect a Production-Grade GPT Application
Building a GPT application looks deceptively easy. The first version might be twenty lines of...
信息来源：DEV Community · GPT
教程 / 实战普通
Harness Engineer: como um knowledge base (RAG) centralizado pode impactar positivamente sua empresa
Imagina um novo colaborador quando chega na empresa. A barreira mais comum entre todas é o ramp-up de...
信息来源：DEV Community
教程 / 实战普通
Scheduled AI Agents: Building a Source-Controlled Platform for Production
A scheduled AI agent looks deceptively simple. You have a cron expression, an LLM, and a Telegram...
信息来源：DEV Community
教程 / 实战普通
Building a Production B2B Lead Enrichment & Scoring Agent in n8n for $0.008/Run
Ditch $15k/yr enterprise enrichment contracts. Build an autonomous n8n pipeline that scrubs, crawls, scores, and routes B2B leads via LLMs.
信息来源：DEV Community