AI Tutorials & Practice
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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TutorialsOrdinary
I Put My Coding Agent to Work Finding Clients
I gave my coding agent a test offer: writing comparison pages for B2B software companies. Then I...
Source: DEV Community
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We Merged 3 Repositories Into 1. Then AI Said: Roll It All Back.
A failed CI check nearly turned a successful FastAPI and BigQuery consolidation into an unnecessary rollback. Here's what one Boolean condition taught us about AI-assisted engineering.
Source: DEV Community
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Using Evil Spirits To Cast Out Evil Spirits!
Hey everyone 👋, This post is something I have been sitting on for a while, and I am finally writing...
Source: DEV Community
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The "Magic Pill" Delusion: Why AI Licenses Won't Fix Broken Platform Engineering
The "Magic Pill" Delusion: Why AI Licenses Won't Fix Broken Platform Engineering TLDR: AI...
Source: DEV Community
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Edge SpAIce Shows How Onboard AI Can Detect Marine Litter From Orbit
The EU-funded Edge SpAIce project has demonstrated an onboard AI approach for detecting marine litter...
Source: DEV Community
TutorialsOrdinary
AI Agents Have a Human Problem
We are entering a new era of software development. AI agents can write code, refactor existing...
Source: DEV Community
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My agents kept dropping what resisted. 10 of my 19 vetoes were about that.
On September 30, an agent was building a catalogue of every setting in our back-office, nearly three...
Source: DEV Community
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Build a JTL Cloud App with an AI Agent
What if you could turn a short prompt into a working JTL Cloud App, complete with access to real ERP...
Source: DEV Community
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Four on-device TTS models on one CPU core: LinnetTTS, Piper, Kokoro, pocket-tts
Most CPU TTS writeups benchmark one model in isolation. When you are building a voice product, that...
Source: DEV Community
TutorialsOrdinary
The Complete Guide to RAG, MCP, LangGraph, Embeddings, and Beyond
A practical field guide to the concepts, architectures, and free-versus-professional tools behind...
Source: DEV Community
TutorialsOrdinary
Moved Your Repo Folder? Every Agent Worktree Broke. git worktree repair Fixes It
Worktrees link to your repo by absolute path, so a mv breaks every agent's checkout. Fix it with git worktree repair, then prevent it with relative paths.
Source: DEV Community
TutorialsOrdinary
Turning GPT GIFs into a cat film: what smoothing fixed, and what it didn’t
A cat crosses a room, jumps onto a windowsill, watches a bird, curls up and falls asleep. That became...
Source: DEV Community · GPT
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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...
Source: DEV Community
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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.…
Source: DEV Community · Claude
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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,...
Source: DEV Community · Qwen
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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...
Source: DEV Community · ChatGPT
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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...
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community · Claude
TutorialsOrdinary
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...
Source: DEV Community
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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...
Source: DEV Community · Claude
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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...
Source: DEV Community
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Deterministic delivery is an architecture decision, not a model setting
1. The argument is being filed under the wrong heading Most debates about agent...
Source: DEV Community
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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.
Source: DEV Community
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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.
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
Agent memory architecture
Agent Memory Architecture – A Practical Guide 📋 Concise Diagnosis...
Source: DEV Community
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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.
Source: DEV Community · ChatGPT / Claude
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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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
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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...
Source: DEV Community · Claude
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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...
Source: DEV Community
TutorialsOrdinary
Execution Truth Validator: Defeating Exchange API State Drift and Phantom Orders
Execution Truth Validator: Defeating Exchange API State Drift and Phantom Orders ...
Source: DEV Community
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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...
Source: DEV Community · Claude
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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.
Source: DEV Community
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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...
Source: DEV Community
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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.
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community