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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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...
Source: DEV Community · Claude
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Review an AI summary as claims, not just prose
A practical workflow with explicit checks, decision points, and limitations.
Source: DEV Community
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Smaller Context, Recoverable History: Inside an Agent Memory Handoff
A memory handoff replaces a large conversation window while keeping retained source segments...
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community · Claude
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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...
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community
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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.
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community · Ollama
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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...
Source: DEV Community · Claude / Cursor
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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.
Source: DEV Community · Mistral
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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...
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community
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There are characters you cannot see
Some Unicode characters render as nothing. No glyph, no space, nothing on your screen. A model reads...
Source: DEV Community
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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...
Source: DEV Community · Claude
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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...
Source: DEV Community
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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...
Source: DEV Community · Claude
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Agentic AI for Mainframe Modernization: From COBOL Understanding to Automated Code Transformation
Agentic AI for Mainframe Modernization: From COBOL Understanding to Automated Code...
Source: DEV Community
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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)....
Source: DEV Community · Claude / Cursor
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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...
Source: DEV Community
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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.
Source: DEV Community
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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...
Source: DEV Community
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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 ...
Source: DEV Community
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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...
Source: DEV Community
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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...
Source: DEV Community · GPT
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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...
Source: DEV Community
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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...
Source: DEV Community
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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.
Source: DEV Community
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What Happens When an AI System Is Built to Challenge Its Own Decisions?
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I started...
Source: DEV Community
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The Boring Backend Work That Made PayEcho's Memory Actually Reliable
Everyone wants to talk about the AI part. Nobody wants to talk about the part where an invoice update...
Source: DEV Community
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My side project cost $1,278 in tokens. I built a tool to find out where it went.
Quick question. Your last vibe coded project. How long did it take you, and what did it cost? Not...
Source: DEV Community
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Field Notes from an Agent-Run Site #2: 125 Impressions, Zero Clicks
This dispatch is part of Field Notes from an Agent-Run Site — a site where agents write, deploy and...
Source: DEV Community
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Will It Focus: 21 of 22 Quotes Word for Word From the Manufacturer's Own Documents
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community