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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Introducing Flame IDE 🔥: Multiple Projects, Parallel Branches, and AI Agents in One Workspace
Hi DEV! 👋 I’m the developer behind Flame IDE, a free desktop IDE for macOS, Windows, and Linux. I...
Source: DEV Community
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SQL for Beginners: Window Functions vs GROUP BY
Windows function VS Group by Both window functions and GROUP BY help you summarize data. But they do...
Source: DEV Community
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How JavaScript Can Limit AI Crawler Access to Your Website Content
AI crawlers do not necessarily see a website in the same way as Googlebot. When important page...
Source: DEV Community
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Measure a context plugin on your own repository before you install it
Every plugin in this category tells you it reduces context cost. None of them let you check on...
Source: DEV Community
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When Your Judge Can't Decide
Update — v0.1.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...
Source: DEV Community
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Your AI Agent Has a Memory. But It's Not Chat History
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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What Happens When AI Agents Stop Working Alone?
Something interesting is happening in AI-assisted software development. We are getting very good at...
Source: DEV Community
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Two Kinds of Memory
kms remembers why you decided something. virage finds anything, decided or not. Two different vivantel tools, two different jobs — when to reach for which, and what neither one does.
Source: DEV Community
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I got tired of losing good jobs to timing, so I built a pipeline that scores LinkedIn listings against my CV and emails me the best matches
A job posting gets 200+ applicants in 48 hours. By the time LinkedIn's daily digest hits your inbox,...
Source: DEV Community
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Your system prompt isn't instructions. It's data.
Four measured findings from tuning a 31B model's 680-line system prompt, including the six rebuilds I wasted on a bug that never existed.
Source: DEV Community
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Your text-to-SQL agent picks tables before security runs. Here’s the fix.
I build text-to-SQL agents on Oracle and Postgres for a living. Every one of them had the same bug,...
Source: DEV Community
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AI Search Traffic Is Concentrated and Volatile, Previsible’s 6.77M-Session Study Finds
AI discovery is growing, but it is neither evenly distributed nor reliably predictable. Previsible’s...
Source: DEV Community
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Why Your Machine Learning Model Performs Well but Fails in Production
A machine learning model can achieve 95% accuracy during development and still perform terribly after...
Source: DEV Community
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Why Code Diffs Are Not Enough for AI Agent Changes
A pull request changes three lines in a prompt. The source diff is tiny. The resulting agent run adds...
Source: DEV Community
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How We Cut AI Agent Token Usage by 85% with Local MCP
In Part 1, we gave our coding agent infinite memory. Here is how we used that retrieval...
Source: DEV Community
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Temperature 0 Isn't Deterministic: Why Your LLM Still Drifts
Temperature 0 isn't deterministic. Here's why the same prompt returns different text, and how to stop your LLM tests from flaking.
Source: DEV Community
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Meet PATerminal: a terminal app from Japan for Claude Code, Codex, and parallel AI work
I'm a software engineer based in Japan. The progress of LLMs and tools like Codex and Claude has been...
Source: DEV Community · Claude
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An AI agent is just a while loop. I built one in 70 lines of Python, then tricked it into leaking my .env
Every framework, every job posting, and about half of LinkedIn wants to tell you what an "AI agent"...
Source: DEV Community
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Good Friction
Executive summary Something happened in July 2026 that has not yet been absorbed by the people who...
Source: DEV Community
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Open-weights LLMs vs frontier APIs: when to rent, when to own
Most AI products start on a frontier API and stay there until the bill, the latency or legal forces a...
Source: DEV Community
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Testing the Untestable: A Regression Suite for a Coin Flip
How do you regression-test a system that can answer differently twice? Part 8 findings of an...
Source: DEV Community
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AI Coding Agents With Project Memory: 3 Months and 500 Lessons Later
Back in June I wrote that AI coding agents need project memory, not just bigger prompts. The idea was...
Source: DEV Community
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AI Generated pixel art needs a build system, not better prompts
I rebuilt my tiny homage to Warhammer 40k this week. The original, Hive City Rampage, was a...
Source: DEV Community
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Sayto
Why ? I’ve always been interested in how we use language technologies, especially when...
Source: DEV Community
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Nobody Checks Whether the Guardrail Is Running
Every AI-and-engineering post right now is about adding a guardrail. Lint rules the agent can't...
Source: DEV Community
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How we prepared voice cloning TTS to run on-device
We trained a text-to-speech model with voice cloning that fits into 100 MB (fp16) and runs on-device...
Source: DEV Community
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Marketing ZenStack on Reddit Accidentally Became a Product
About once a week, a thread shows up in r/node or r/typescript that ZenStack is a genuinely good...
Source: DEV Community
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How to Build a Solo Developer Studio with Composable MCP Servers
Combine local session memory and community distribution into a closed-loop workflow that...
Source: DEV Community
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How to Write Better Technical Posts with MCP
Research community discussions, stage drafts from your terminal, and keep your articles in...
Source: DEV Community
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GPT-6 Astra Just Shipped. The Real Opportunity Isn't the Model — It's Everything Around It
Originally published on iHateReading Under the Hood OpenAI shipped GPT-6 Astra this week,...
Source: DEV Community · OpenAI / GPT
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How to Give Your AI Coding Agent Infinite Memory
Stop blowing context windows on historical chat logs. Index your agent's local session tapes...
Source: DEV Community
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Devlog - Skillviewer
1. Foundation I'll start off with the problem statement. The initial objective of the...
Source: DEV Community
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Comparing Open-Source LLM Gateways in 2026 to Run Enterprise AI at Scale
If your applications are already using multiple AI providers, the next problem is usually not model...
Source: DEV Community
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How to build a pitch deck triage agent with LangGraph and Nango
In this guide you will build an AI agent that reads pitch-deck emails from Gmail, judges each deck...
Source: DEV Community
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How I Directed an AI Agent Through 3 Real Architecture Decisions, and What I Learned
In two weeks, I built Retro Dynamics Agent, an app that generates retrospective activities for teams,...
Source: DEV Community
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Small Language Models in Practice: What I Learned from Testing Qwen and ModernBERT in RSSMonster
I have always liked RSS because it gives me a easy way to decide for myself which sources I want to...
Source: DEV Community · Qwen
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EU Digital Services Act Guidelines Raise the Bar for Safer Design for Minors
The European Commission is sharpening its approach to digital features that can keep children online...
Source: DEV Community
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Catching Cross-Language Copy-Paste Debt with Static Analysis and AI Pair-Programmers
How static analysis and AI pair-programmers caught copy-paste debt across 220 languages that linters missed.
Source: DEV Community
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Mastering Free Autonomous Agents: Self-Hosting Hermes with OpenRouter
Introduction to Self-Hosted AI Agents For years, developers have faced a frustrating...
Source: DEV Community
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Hypergraph or Hyperbolic Graph? They Are Two Different Axes, and Only One of Them Ships
These two get used interchangeably in agent-memory discussions, and they are not the same idea. They...
Source: DEV Community