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
Pourquoi git checkout ne peut-il pas annuler ce qu'un agent de code IA a modifié ?
Quand un agent IA modifie des fichiers de votre projet et casse quelque chose, le réflexe est git...
信息来源:DEV Community
教程 / 实战普通
Claude Code was mailing your email address to every website it visited: the User-Agent leak, the 5-month system-prompt issue, and the 5-point check
Claude Code put your account email in the User-Agent header of its web requests, so every server log on the agent's path harvested a scam-ready lead, and the same email ships in the system prompt of every session, an issue open since July.…
信息来源:DEV Community · Claude
教程 / 实战普通
The model card said 0.5B. The checkpoint stores 494M. Both are right.
Qwen2.5-0.5B's config declares its vocabulary-by-hidden matrix twice: once as the embedding table,...
信息来源:DEV Community · Qwen
教程 / 实战普通
AI agents are your new customers. I built a checker to see which stores they can actually read
A shopper asks ChatGPT for "a waterproof hiking jacket under $150 that ships to Dubai". The answer...
信息来源:DEV Community · ChatGPT
教程 / 实战普通
When an AI Agent Says 'Done,' What Exactly Has Finished?
"Done." It's probably the most satisfying word in a coding-agent session. It can also conceal three...
信息来源:DEV Community
教程 / 实战普通
The instrumentation pattern: an agent you cannot see is an agent you cannot operate
Most agents are instrumented for the failures that announce themselves and blind to the ones that do not. Here is the pattern: the three streams...
信息来源:DEV Community
教程 / 实战普通
Don't Scale Your LLM Routing on Request Volume — Scale It on Task Success Rate
Your request volume doubled this month. So you doubled your GPU spend. That is the most common...
信息来源:DEV Community
教程 / 实战普通
MCP Went Stateless This Year. Your 'Supports MCP' Checkbox Is Now a Lie.
"We support MCP" used to mean something specific. This year it became ambiguous, because there are...
信息来源:DEV Community
教程 / 实战普通
I missed /buddy, so I made a pixel pet for Claude Code
In April, Claude Code had /buddy for about a week: a tiny creature in your terminal that watched you...
信息来源:DEV Community · Claude
教程 / 实战普通
Building an AI for hard conversations: five agents, one safety regex, and a supervisor who graded us blind
Context: Dicamus is an AI self-help service, not therapy and not a crisis line. If you are in danger...
信息来源:DEV Community
教程 / 实战普通
Only 10 of my AI agent's 34 bug reports said what the fix would improve
GitHub: https://github.com/ESeungJun/fix-proposal I do most of my work with Claude Code now, and...
信息来源:DEV Community · Claude
教程 / 实战普通
My Support-FAQ Bot Made Up 22 Answers It Didn't Know. Grounding It in n8n Dropped That to 0
A support bot that says "I don't know" is annoying. A support bot that confidently says "No, we don't...
信息来源:DEV Community
教程 / 实战普通
Deterministic delivery is an architecture decision, not a model setting
1. The argument is being filed under the wrong heading Most debates about agent...
信息来源:DEV Community
教程 / 实战普通
Are San Francisco businesses ready for AI? We gave an AI a phone to find out
An SF Tech Week experiment: we gave an AI a phone and had it call San Francisco businesses. Only 1 in 3 kept talking - most businesses are not ready for the AI assistants that are about to call them.
信息来源:DEV Community
教程 / 实战普通
Can AI draw San Francisco from memory?
We asked six AI chat models what is at 41,526 points of San Francisco, from memory. The best three tie at 86% on the city map, against 61% for a trivial answer, and none of them can draw the Marina's streets.
信息来源:DEV Community
教程 / 实战普通
Citation Is Not Truth: A Three-Metric Evaluation of an Extractive Research Pipeline
Citation Is Not Truth: A Three-Metric Evaluation of an Extractive Research...
信息来源:DEV Community
教程 / 实战普通
Agent memory architecture
Agent Memory Architecture – A Practical Guide 📋 Concise Diagnosis...
信息来源:DEV Community
教程 / 实战普通
How to expose your SaaS data to Claude and ChatGPT with MCP (a real 44-tool server)
A stateless Streamable HTTP MCP server in Next.js: keyless discovery, Bearer keys, readOnlyHint on 26 tools, preview then confirm on 18 write tools.
信息来源:DEV Community · ChatGPT / Claude
教程 / 实战普通
17 things your agent harness should have!
Do this first: go down the list and tick what your harness already does. Each unticked item is a...
信息来源:DEV Community
教程 / 实战普通
Shipping a Strands agent on Amazon Bedrock AgentCore: A2A, MCP, Guardrails, CI/CD and rollback
Most agent demos stop at "it answers in a notebook". A customer asked me for the other half: how do...
信息来源:DEV Community
教程 / 实战普通
I got put in token quota jail. Then I looked at the logs.
Recently, Claude Code just... stopped. Not a bug in my code, not an outage. I had burned through my...
信息来源:DEV Community · Claude
教程 / 实战普通
My AI Trading Bot Looked Profitable. Every Number That Said So Was the Wrong Number.
Five ways a prediction-market model fooled me, and the one metric I trust now For five...
信息来源:DEV Community
教程 / 实战普通
Execution Truth Validator: Defeating Exchange API State Drift and Phantom Orders
Execution Truth Validator: Defeating Exchange API State Drift and Phantom Orders ...
信息来源:DEV Community
教程 / 实战普通
The three ways a coding agent waits for you, and handling them from your phone
Coding agents like Claude Code and Codex are fast, yet a lot of wall-clock time goes to them waiting...
信息来源:DEV Community · Claude
教程 / 实战普通
A Trailing Dot Let Copilot Rewrite Its Own .mcp.json. How Windows Paths Fool Denylists
CVE-2026-103572: Copilot in Visual Studio blocked .mcp.json by string. The agent wrote .mcp.json. and Windows saved it as the real file.
信息来源:DEV Community
教程 / 实战普通
An AI Testing Presentation Became the Final Push for Organizational Change at My Company
From a multi-agent testing experiment to a broader discussion about how engineering teams should...
信息来源:DEV Community
教程 / 实战普通
Give Your Coding Agent a Bundle Budget: size-limit Fails the Branch Before You Land It
Agents add a whole library to use one function. Put a size-limit budget on each entry point, gate the push and CI, and hand the failure back to the agent.
信息来源:DEV Community
教程 / 实战普通
I built a tree format for LLM code edits. Against a fair baseline, it only wins where structure matters
When an LLM edits code, it usually works on text: it rewrites the file, or it finds a string and...
信息来源:DEV Community
教程 / 实战普通
Five ways real MCP clients broke our server
An agent once told one of our users that our MCP tools "cannot create projects" and asked them to...
信息来源:DEV Community
教程 / 实战普通
What a Claude Code plugin runs before you type: we read 2,688 public plugins
Before you install a Claude Code plugin, open three things in its folder: hooks/hooks.json, .mcp.json...
信息来源:DEV Community · Claude
教程 / 实战普通
When a Self-Hosted Model Gateway Tripped Trust & Safety
A post-mortem of consolidating subscription seats behind one OpenAI-compatible gateway: the OAuth client boundary that was crossed, the cluster block that followed, and the task-dispatch architecture that replaced it.
信息来源:DEV Community · OpenAI
教程 / 实战普通
How I Automated 3D Game Assets with FLUX, Blender and the Roblox API
The problem I build Roblox games on my own, and good-looking 3D models were always my...
信息来源:DEV Community
教程 / 实战普通
IA Jurídica: o que aprendi analisando 10 falhas de um assistente para contratos na minha pós-graduação
Fala, pessoal! Recentemente, desenvolvi um trabalho para a minha pós-graduação com um tema que vem...
信息来源:DEV Community
教程 / 实战普通
Will AI Make Abstractions Obsolete?
As AI agents become increasingly capable, I've noticed a growing number of discussions questioning...
信息来源:DEV Community
教程 / 实战普通
Before you open Claude Code in a cloned repo, check its .claude/skills folder
Before you open Claude Code in a repo you cloned, look inside its .claude/skills/ folder. Read the...
信息来源:DEV Community · Claude
教程 / 实战普通
Replaying 147 Claude Code & Codex Sessions to Tune autoCompactWindow (and Catching a 3x Token Overcount)
My first script for checking local Claude Code token usage summed raw assistant lines in...
信息来源:DEV Community · Claude
教程 / 实战普通
One word in a chat took my shop offline. I built it that way.
The word was go. A bot in the on-call room had just told me the deploy caused the outage. It quoted...
信息来源:DEV Community
教程 / 实战普通
CallBook: a prediction you can't take back, remembered in Walrus and proven through Tatum
Everyone says they called it. Almost nobody can show they said it first. That is the problem...
信息来源:DEV Community
教程 / 实战普通
Congrats to the Kaggle Benchmarking Challenge Winners!
A few weeks ago we teamed up with Kaggle to ask a deceptively simple question: how do you actually...
信息来源:DEV Community
教程 / 实战普通
Coding Agents Are Growing Memories. If You Can't git diff It, Don't Trust It
Codex 0.165 made memory v2 the default for fresh profiles; Claude Code's auto memory is on by default. Neither shows up in a PR. Agent rules belong in git.
信息来源:DEV Community · Claude