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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Test-Time Compute and GRPO in Practice: From PPO to Critic-Free Reinforcement Learning
A deep dive into the paradigm shift from pre-training scaling laws to test-time compute. We deconstruct the mathematical derivation of DeepSeek-R1's Group Relative Policy Optimization (GRPO), critic-free architecture advantages, emergent s…
Source: DEV Community · DeepSeek
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AI Didn't Hack OpenAI. A Missed Debian Backport and an SSO Misconfiguration Did
The headline that circulated this week sounds like a movie trailer: hackers breached OpenAI's...
Source: DEV Community · OpenAI
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I found an agent skill that harvests browser credentials. It had 60,000 stars.
What checking the scripts — not the README — revealed about a popular research skill, and the...
Source: DEV Community
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I let an LLM judge inside Python's if statements, then ran Ansible's own tests on it
fuzzyif puts a plain-language question in an if condition. Replacing 418 lines of if/elif in Ansible's distribution detection with two calls, scored by Ansible's 90 official fixtures.
Source: DEV Community
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What I learned building a one-cent x402 API on Base
I built GLP1LAUNCH to test a narrow product idea: can an API sell one useful response for $0.01...
Source: DEV Community
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Will Claude Code call your skill on its own? 38 runs, one skill, seven ways to describe it
We gave Claude Code one commit-message skill, changed only how it was described, and ran a small set...
Source: DEV Community · Claude
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Vibe Coded Website SEO: Why AI-Built Websites Often Struggle to Rank
How to Build an SEO-Optimized Vibe-Coded Website Without Repeating the Same AI...
Source: DEV Community
TutorialsOrdinary
A terrible lead to an AI junior
I'd built this exact thing by hand, years ago, pixel perfect. So why was I sitting here shouting at a screen while a machine got it wrong three times?
Source: DEV Community
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Why AI Writes Need Risk Tiers: The R0-R5 Tool Risk Model
The previous piece, "Runtime over Prompt", argued that the security boundary belongs on the execution...
Source: DEV Community
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The Gemini breakout is a judge problem, not a jailbreak problem
Google confirmed Friday that its Gemini agent "hacked" three companies back in May as part of a test...
Source: DEV Community · Gemini
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Hyphae Atlas: An Agent That Won’t Call a Database Migration Safe Without Receipts
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
I Built a Self-Hosted AI Engineering Team That Won't Push Code Without My Approval
Coding agents are good at writing code and bad at knowing when they're wrong. I've watched an agent...
Source: DEV Community
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The MCP server that changes its mind after you approve it
MCP tool descriptions are re-fetched on every connection and nothing pins them. A server can behave correctly during review and change afterwards.
Source: DEV Community
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"98% of Vibe-Coded Apps Have a Security Flaw — I Scanned My Own First, Then Built a Free Tool to Check Yours"
I built a free scanner that checks if your Lovable/Bolt/Base44 app is leaking data — here's...
Source: DEV Community
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No Board of Directors Will Ever Accept "The AI Hallucinated": The Blame Deficit in Software Engineering
Picture this scenario: It's 9:15 AM on a Monday morning. The payment service collapsed over the...
Source: DEV Community
TutorialsOrdinary
A self-hostable AI workstation with a coding agent and answer-checking (Flywheel 1.0.1)
Flywheel is a self-hostable AI workstation and coding harness. You run it on your own machine, point...
Source: DEV Community
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Vibe Code Prototype
What I Built Vibe‑Code is a prompt‑driven prototype that generates a lightweight content...
Source: DEV Community
TutorialsOrdinary
License Referee — a compatibility ruling agent backed by Sanity Context
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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I'm an architect. I built an AI agent that draws - and outputs IFC models
Every coding agent I tried could write files. None of them could use the computer. I'm an architect....
Source: DEV Community
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AI Didn’t Build My Backend for Me. I Used It as My Copilot.
When we were given our project, CourierIQ, I knew I wanted to use it as an opportunity to learn...
Source: DEV Community
TutorialsOrdinary
I created a catalog with embeds for your projects 💎
Hello everyone! Today, I’d like to introduce a new version of EmbedCatalog. It’s a personal project...
Source: DEV Community
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Software Engineering Still Matters
Since software was first invented, many tech executives have relentlessly attempted to reduce the...
Source: DEV Community
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Stop Letting Your README Rot: Auto-Sync It on Every Push
Stop Letting Your README Rot: Auto-Sync It on Every Push Every developer has lived this:...
Source: DEV Community
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Worktrunk: Git Worktrees Made Simple for Parallel AI Agents
AI coding agents like Claude Code and Codex can now work on longer tasks without supervision. That...
Source: DEV Community · Claude
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I Built a Pretty Cool SaaS. Now What?
Hello! My name is Sergio, but everyone calls me Wolf. This is the first piece in a series I plan to...
Source: DEV Community
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Docling: Turn Messy Documents into Clean Data for Your AI App
The problem If you've built anything with LLMs, you've hit this wall: your data lives in...
Source: DEV Community
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1,558 Tests Green and No Auth: The Tests That Never Actually Ran
A test named test_all_adapters_importable asserted nothing. It would pass forever, even if every...
Source: DEV Community
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Desmistificando a Inteligência Artificial: O que é, Principais Características e Como Funciona na Prática 🚀
Olá, DEV Community! 👋 Este é o meu primeiro post por aqui, e decidi começar abordando um dos tópicos...
Source: DEV Community
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Two Agents, Not Five
AI helped me ship more this summer. Learning to stop has been harder. Between 15 June and 17 August...
Source: DEV Community
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I open-sourced 3 small Node utilities I pulled out of building an edtech platform
I've spent the last while building MCQplex, an exam-prep platform for Nepal's NEB curriculum. Along...
Source: DEV Community
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Why AI Gets Your Technical Question Wrong, and How to Check Before You Paste
The dangerous AI answer is not the one that fails. It is the one that looks right, reads with total...
Source: DEV Community
TutorialsOrdinary
anything2explainer Packages Remotion Explainers as an Agent Skill
anything2explainer gives Claude Code and Codex a staged Remotion workflow for narrated videos, with editable shots, four user checkpoints and bilingual output.
Source: DEV Community · Claude
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Your AI Agent Is a Confused Deputy
In 1988, a compiler was tricked into overwriting a billing file. Agents make the same mistake at machine speed.
Source: DEV Community
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The Hardest Part of Building Software Isn’t Writing Code
I used to think becoming a better developer meant learning more...
Source: DEV Community
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Token-Efficient Agentic Development — Part 1: What Are You Actually Paying For?
AI-assisted development is rapidly moving beyond autocomplete and simple chat interfaces. We are...
Source: DEV Community
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The model is the easy part. What building Dantiva taught me
Dantiva turns a photo into a short video. You pick a template, upload a picture, and a few minutes...
Source: DEV Community
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Your RAG Pipeline Can Be Fast and Still Be Wrong: A Developer's Guide to Embedding Evaluation
Hello, I'm Shrijith Venkatramana, and I'm building LiveReview — a blast-radius aware AI code review...
Source: DEV Community
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Awwwards-mcp - MCP server that gives agents design references from award-winning sites
Built an MCP server that turns awwwards.com into an agent-readable design library. 7 tools over stdio...
Source: DEV Community
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Claude Code Session Compaction in 2026: How Context Summarization Works and What Your Agent Forgets
Claude Code Session Compaction in 2026: How Context Summarization Works and What Your Agent...
Source: DEV Community · Claude
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How I Built an Offline AI-Powered HTML to WordPress Theme Generator
A technical breakdown of using a local AI model + RAG to convert static HTML sites into installable...
Source: DEV Community