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
Permission Slip: my AI agents need a signed slip before they do anything public
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange How this was...
信息来源:DEV Community
教程 / 实战普通
ClusterMAX 3.0:集群配置如何影响实际性能
在 ClusterMAX 3.0 文章中,我们分享了一些真实案例,展示集群配置的变化如何影响开箱即用的实际性能。最简单的演示方式是用训练工作负载。(1/3)🧵
信息来源:X:SemiAnalysis (@SemiAnalysis_)
教程 / 实战普通
Don't put your agent guardrails in the system prompt
Coding agents write, refactor, and open pull requests at a pace humans can't match. The instinct is...
信息来源:DEV Community
教程 / 实战普通
Will It Stack? An agent that knows which Raspberry Pi HATs fight over the same pins
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
MCP vs. A2A: why treating every agent like a tool is slowing your system down (and how to split the two) — MCP vs. A2A
I spent three weeks trying to fix a latency problem that didn't exist. Our multi-agent customer...
信息来源:DEV Community
教程 / 实战普通
I’ve been researching a problem that sits underneath almost every autonomous-agent system:
A model being intelligent does not make the agent trustworthy. Reasoning, planning, memory, tools,...
信息来源:DEV Community
教程 / 实战普通
Stop hand-tuning prompts: build and optimize an LLM program with DSPy
Originally published at AI Frontier Post. Every production LLM feature eventually hits the same...
信息来源:DEV Community
教程 / 实战普通
I built an async, self-improving AI coding agent that never leaves my machine. Now it runs in my browser, on my phone, and learns from its own work.
Flash 0.5.5 turns a local-first terminal agent into something you can use from any screen in your house, without sending a single line of code to someone else's server.
信息来源:DEV Community
教程 / 实战普通
Building an MCP server for financial data: lessons learned
Originally published on Medium. I maintain bcb-br-mcp, an open-source MCP server that gives AI...
信息来源:DEV Community
教程 / 实战普通
A worktree per agent, so they never step on each other
By Andrew Pyle The first time I tried to run two coding agents at once on the same project, it went...
信息来源:DEV Community
教程 / 实战普通
在 LLM 盛行的时代,如何保持对编程的热情
一位 Haskell 程序员提出,用 LLM 做规划、调研等枯燥工作,而把写代码留给自己,以避免技能退化和代码库变成只有 coding agent 能维护的"LLM 荒原"。他建议让 LLM 把专家对话转成可执行 todo、用 markdown frontmatter 跟踪计划项,但关键决策必须由人来做,调研时自己也应并行搜索、至少大致掌握 agent 所知的一切。
信息来源:Hacker News 热门(buzzing.cc 中文翻译)
教程 / 实战普通
Astra Killed Claude, Claude Killed Gemini, Gemini Killed Google, Google Committed Suicide
Astra killed Claude. Claude killed Gemini. Gemini killed Google. Google committed suicide, and...
信息来源:DEV Community · Claude / Gemini
教程 / 实战普通
System One models in an agent loop: classify first, authorise in code
An agent needs a boundary between proposing an action and taking it. I would put that boundary in...
信息来源:DEV Community
教程 / 实战普通
Agent memory that tells you when it couldn't check
An on-call agent that answers "no prior incidents" might be telling you the archive is empty. It...
信息来源:DEV Community
教程 / 实战普通
I Built a Snowflake RAG Assistant That Actually Works in Production
Table of Contents The problem The architecture The Implementation Creating an...
信息来源:DEV Community
教程 / 实战普通
The check that passed while broken
Two checks in my build were green for months while testing nothing. One was switched off by a guard clause, the other by a missing space in a regex.
信息来源:DEV Community
教程 / 实战普通
Deny rules are not a boundary: building a policy hook for Claude Code and Codex
Coding agents such as Claude Code and Codex run with your shell and your credentials. Between October...
信息来源:DEV Community · Claude
教程 / 实战普通
Incident War Room: an incident-response tool where the approval gate and the AI can't be faked out
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
信息来源:DEV Community
教程 / 实战普通
Mecropolis: Tracking Crop Stages from Past Weather
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
信息来源:DEV Community
教程 / 实战普通
Not Everything Needs an AI Agent
Why adding autonomy to a software problem can make the architecture worse We have started calling...
信息来源:DEV Community
教程 / 实战普通
A security researcher told me to close my OAuth registration endpoint. I said no.
Last week I got an unsolicited security report about my QR code service. It was polite, it was...
信息来源:DEV Community
教程 / 实战普通
[AI in Action] Gemini Agentic Video: 4 Hidden Prerequisites and My LINE Bot Integration Process
Background I have a LINE Bot that I use every day, linebot-helper-python. If you send it...
信息来源:DEV Community · Gemini
教程 / 实战普通
[AI in Practice] Gemini 3.8 Flash TTS Launch: I built a "Learn Japanese with MVs" Web App and burned through my daily quota.
前情提要 每次看到 Gemini 出新功能,我第一個念頭都是「能不能接進我的 LINE Bot」。 9/22 的 Gemini API release notes 寫著...
信息来源:DEV Community · Gemini
教程 / 实战普通
[AI in Practice] Deploying Song Lingo to Cloud Run: Making a Private Lyrics Website Just for Me
前情提要 上一篇我用 Gemini 3.8 Flash TTS 做了 Song Lingo:貼 YouTube MV 網址,Gemini 轉錄歌詞、加上拼音翻譯文法,再由一位用...
信息来源:DEV Community · Gemini
教程 / 实战普通
Behind EcoPrompt: How I modeled the hidden physical cost of AI prompts (Zero Telemetry)
A deep dive into why I built EcoPrompt, the peer-reviewed research behind its metrics, and how to track LLM environmental impact locally in your browser.
信息来源:DEV Community
教程 / 实战普通
Writing code character by character
I want to talk a bit about where we came from in software and where we are now. Not the industry in...
信息来源:DEV Community
教程 / 实战普通
How Do You Know When AI Is Wrong? The Case for Evals.
Evaluation is not a new discipline invented for a new kind of system. It is the oldest discipline in...
信息来源:DEV Community
教程 / 实战普通
Self-Replicating Prompt Injections Turn Agent Context into an Open Relay
Most developers still treat prompt injection as a leakage problem. Someone types an adversarial...
信息来源:DEV Community
教程 / 实战普通
Agent Runtimes Have an Autoscaler, Not a Scheduler
Agent runtimes optimize for density and reject when full. That is not scheduling. Three failure modes at capacity, and who gets to call an agent...
信息来源:DEV Community
教程 / 实战普通
LoRA & DoRA: The Math, Memory, and Trade-offs
LoRA and DoRA explained: matrix shapes, the geometry of weight decomposition, exact memory math for a 27B model, and what the DoRA benchmarks support.
信息来源:DEV Community
教程 / 实战普通
I Built a Local RAG Pipeline with TypeScript, PostgreSQL and pgvector
Originally published on my personal...
信息来源:DEV Community
教程 / 实战普通
10 Real Airflow Incidents, 5 AI Models — Which One Handled Production Best?
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I built...
信息来源:DEV Community
教程 / 实战普通
One operator, a fleet of agents
The honest constraint behind everything I build is that there is one of me. A portfolio of sites...
信息来源:DEV Community
教程 / 实战普通
I Built a Telegram AI Agent That Can Actually Use Tools O.O
I've been building Hexzie (HexTelegram) a Telegram-based AI assistant that goes beyond just sending...
信息来源:DEV Community
教程 / 实战普通
Claude Code said "Done." My tests said otherwise. Here's the 20-line fix.
A Claude Code Stop hook that runs your tests every time Claude tries to finish, and sends it back to work when they fail.
信息来源:DEV Community · Claude
教程 / 实战普通
Why Is Jev So Fast Compared to Traditional LLMs?
Most LLMs are built to generate. Jev is built to decide. That difference sounds small, but it...
信息来源:DEV Community
教程 / 实战普通
How to query Brazilian economic data with AI using MCP (Selic, IPCA, exchange rates, Focus)
Resumo em português: este tutorial mostra como dar a um agente de IA (Claude, Cursor, ChatGPT) acesso...
信息来源:DEV Community · ChatGPT / Claude / Cursor
教程 / 实战普通
I Built a Local-AI Character Forge and a Browser Game Engine on a $100/y VPS (No GPU, No Excuses)
There's a special kind of stubbornness that leads someone to say "I will generate photorealistic 3D...
信息来源:DEV Community
教程 / 实战普通
AI Created a Leaked Credentials Flood: Here's How We're Draining It
TL;DR The exposure problem: AI-driven development pushed exposed credentials to 1.27...
信息来源:DEV Community
教程 / 实战普通
Your Company Does Not Need Another AI Chatbot. It Needs a Knowledge Layer.
Every company adopting AI eventually runs into the same problem. An employee opens ChatGPT, Claude,...
信息来源:DEV Community · ChatGPT / Claude