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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DOGFOOD 26'
Building a judging platform in 72 hours: the maths that fought us, a role-isolation bug, and...
Source: DEV Community
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1:30 AM Happens Twice on November 1. Most AI Models Picked One and Moved On.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Time zones...
Source: DEV Community
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ScholarStack: Autonomous Financial Aid Compliance & Non-Stacking Gate via Sanity Context MCP
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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Catching LLMs in a lie: packages that don't exist
Ask a language model which library to use and it answers with a list of names. Most are real. Some...
Source: DEV Community
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Vibe Was Never the Problem. But the Missing Half Starts Before the Build.
Why vibe coding needs software engineering before we let the agents loose. Don's loop gets the...
Source: DEV Community
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Stop counting duplicated lines: I rank copy-paste by what it costs me
An MCP server that finds duplicated code by meaning, ranks it by what it costs to keep, and hands the worst of it to my AI agent.
Source: DEV Community
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Googlebot Crawl Management: Why Facets, Pagination and Languages Can Expand Small Sites
A website does not need a huge content library to create a huge number of URLs. Product filters,...
Source: DEV Community
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I Asked AI to Improve My Resume. It Started Asking Me for Numbers Instead.
The usual AI resume flow looks like this: old CV + job posting → LLM → improved CV Enter...
Source: DEV Community
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OpenAI DevDay 2026: every announcement, with prices and availability
OpenAI DevDay 2026 recap: dots, GPT-6.1 Sol at $2/$10, Ultrafast, Pro 500, Decisions API, Codex cloud, Agents API and Sign in with ChatGPT.
Source: DEV Community · OpenAI / ChatGPT / GPT
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Cloudflare Built EmDash. I Built NeighDash.
Hello World, Goodbye PHP The first post on this blog is dated 1999 and says, in its...
Source: DEV Community
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I couldn't find a good Google Trends MCP. So I just built one
A free, local Google Trends MCP for AI-assisted SEO, content research, AEO, and GEO. Content...
Source: DEV Community
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Don't Block Your GPU: Architecting a Distributed AI Audio Backend with FastAPI, Celery, and Redis
1. The Event Loop Trap (Why Your API is Crashing) You’ve just built a brilliant AI audio...
Source: DEV Community
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Meta's prompt-injection detector caught 1% of real agent attacks. One config change made it 99%. That's the problem.
I threw 629 real AgentDojo attacks at 10 open-source prompt-injection detectors — buried inside ordinary tool output, the way an agent firewall actually sees them. Most are smoke alarms that either sleep through the fire or scream at your …
Source: DEV Community
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Confident Isn't Accurate: How AI Hallucinations Actually Work
AI is moving relatively fast, despite being slow down. Yes, it feels like there's a new concept to...
Source: DEV Community
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AI Coding: Harder Engineering
The rapid adoption of artificial intelligence in software development prompts critical questions...
Source: DEV Community
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Your Metric Is Not Your State
What a refractometer taught me about observability In July, I wrote about a farmer walking a...
Source: DEV Community
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AI Is Making Me Faster. I Don’t Want It to Make Me Worse.
I use AI constantly when I code and when I write. I use it to research ideas, plan code, debug,...
Source: DEV Community
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Say Please (if only as a reminder)
I think I've found the simplest way to explain what a prompt can and can't do for safety. Put the...
Source: DEV Community
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Claude Code vs Qwen Code vs Codex
AI coding tools have changed. A couple of years ago, we were excited when autocomplete correctly...
Source: DEV Community · Qwen / Claude
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Agent memory needs more than vector search
Vector search is great, but it only goes so far. I benchmarked several ways to improve relevance with surprising results.
Source: DEV Community
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Code Review Is Not an Authority Boundary
AI can generate the implementation. Your architecture still has to decide what that implementation is...
Source: DEV Community
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Someone needs to check if AI-generated code is decent enough to stamp our names on it.
Dear Coder: Open This If You're Feeling AI FOMO Timeless fundamentals beat endless...
Source: DEV Community
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Durable Genkit Flows with Temporal: Introducing the genkitx-temporal Plugin
Genkit flows live and die with the process that runs them. genkitx-temporal runs any flow as a Temporal Workflow: retries, durable history, timeouts and cancellation.
Source: DEV Community
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Why a Local Debugging Tool is Non-Negotiable for Building AI Apps: Genkit Developer UI vs Vercel AI SDK DevTools vs Mastra Studio
Building AI apps without a local debugging tool is like writing backend code without a debugger. Genkit Developer UI vs Vercel AI SDK DevTools vs Mastra Studio.
Source: DEV Community
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How I Passed AWS Certified AI Business Strategist (AB1-C01 Beta)
Result I took the AB1-C01 beta on the day it opened and passed with 743 (700 needed). It's...
Source: DEV Community
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Top Gen AI Frameworks for Go in 2026: A Hands-On Comparison
Genkit Go, Eino, Google ADK Go, tRPC-Agent-Go and LangChainGo compared with real code and real output for each one.
Source: DEV Community
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How to Migrate from LangChainGo to Genkit Go
Every LangChainGo concept mapped to its Genkit Go equivalent, with before and after code for models, prompts, chains, tools, agents, RAG and memory.
Source: DEV Community
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Out-of-Order Events Break Your AI Agent on AWS
Ciao 👋 Make some chai, this is a long one, and it has a plot twist I did not see...
Source: DEV Community
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AI Agent Governance on AWS: Block Agents, Prove EU AI Act Compliance
I built a synthetic multi-agent loan crew on Amazon Bedrock and made Traccia hard-block a runaway agent, redact applicant PII across every sub-agent, and export EU AI Act audit evidence. Two of my three governance policies blocked nothing …
Source: DEV Community
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I Built an Agent Skill to Make Management Happy
It didn't make me write better code. It didn't make me deliver features faster. It didn't make the...
Source: DEV Community
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Owambe Desk: running a Nigerian wedding on Sanity Workflows
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
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AI agents took over my YouTube channel (satire): the real guardrails
AI agents write this YouTube channel. A satire episode let them take over; here are the real guardrails, plus Amodei's and Bengio's essays on AI agents.
Source: DEV Community
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Benchmarking Real Work - Case 01: How I Built a Voice Agent Benchmark from Real Customer Failures
Customer complaints are not the problem definition; they are the signal. This post captures a...
Source: DEV Community
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ProofSec: Benchmarking Epistemic Robustness and Evidence-Grounded Vulnerability Reasoning in Frontier LLM
This is a submission for the Kaggle Benchmarking Challenge What happens when an LLM...
Source: DEV Community
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AI Coding Tip 038 - Make the AI Ask Before It Builds
A one-line request hides a dozen decisions you never made. TL;DR: Force the AI to ask about the...
Source: DEV Community
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20 GitHub Repositories to Build with AI
AI is everywhere these days. But instead of just learning about AI, why not build something with...
Source: DEV Community
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even legit coders are being forced to vibe code
Something shifted in the last year and I don't think we've named it properly yet. I know a lot of...
Source: DEV Community
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Build Secure AI Agents with Microsoft Agent Framework and Auth0
A few months ago, I started messing around with Microsoft Agent Framework, and I found it to be very...
Source: DEV Community
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IdeaConnectionAccuracy: Can AI Connect Ideas Like a Human? Three Ways an LLM's List Can Fail
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Ask an LLM...
Source: DEV Community
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From Figma to merge request in an afternoon
A mid-size frontend feature used to take me about a week. Now it takes 3–4 hours of my own time....
Source: DEV Community