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
Afterlight: tiny objects, improbable afterlives, and a human final say
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange. What...
Source: DEV Community
TutorialsOrdinary
Cloud Run instances : héberger un agent IA qui tourne en continu
Les agents IA ne se contentent plus de répondre à une question. Certains travaillent en fond: un...
Source: DEV Community
TutorialsOrdinary
I Built an AI System for 80+ Microservices. Six Months Later, My Whole Team Uses It.
In April I wrote about a system I built on Claude Code that takes an epic to PR-ready code across...
Source: DEV Community · Claude
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SaS além da vitrine: Service as Software, o que o agente compra e o humano só vê
A gente vai sofrer uma revolução muito rápida. Os agentes pessoais já estão no caminho: Dots, Grok...
Source: DEV Community · Grok
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Road to State Machines IV - But How Do We Let Data Influence Transitions Without Turning Every Value into Another State?
Our lifecycle now has one explicit transition table. For a valid order, it tells us: The operations...
Source: DEV Community
TutorialsOrdinary
Agent health from a 60-second heartbeat: derived, never stored
In my ticket tracker an agent's status is never stored as alive or dead. The orchestrator beats once a minute, and every screen works out the dot from
Source: DEV Community
TutorialsOrdinary
I Built a Claude Code Skill That Makes AI Agents Prove Their Answers
AI coding agents are getting very good at navigating repositories. Ask an agent: "Where is the API...
Source: DEV Community · Claude
TutorialsOrdinary
A Coding Agent Added Jetpack Compose Support to My Android Renderer MCP. I Wouldn't Have Started This Task Myself.
Android UI Renderer MCP is a local MCP server that lets a coding agent render Android UI without an...
Source: DEV Community
TutorialsOrdinary
How I Built a Post-Mortem Loop So My AI Coding Agent Stops Repeating Mistakes
TL;DR My fully autonomous implementation system kept making the same handful of mistakes...
Source: DEV Community
TutorialsOrdinary
LensLink: An AI Camera Compatibility Agent Powered by Structured Sanity Content
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real...
Source: DEV Community
TutorialsOrdinary
Caveman: Make Your AI Coding Agent Talk Less (and Save Tokens)
If you use an AI coding agent every day, you have probably noticed how much of its output is padding....
Source: DEV Community
TutorialsOrdinary
I Said Isolation Was Structural. Then Tenancy Shipped and Proved Me Right the Hard Way
In the last piece of my v0.1.0 series I wrote a sentence I was proud of and not yet entitled to:...
Source: DEV Community
TutorialsOrdinary
Agents that forget where they are will repeat work forever — checkpointing is the save-point pattern you need — Checkpointing and Resume
I watched a research pipeline die at step nine of ten. Forty-three minutes of work, sixty sources...
Source: DEV Community
TutorialsOrdinary
Hacktoberfest 2026 Stopped Counting PRs. How I'd Spend the Month Instead
Hacktoberfest 2026 has no pull request quota, and I think that frees you to do the kind of open...
Source: DEV Community
TutorialsOrdinary
I Think We Confuse Clean Code With Good Code
I've seen beautifully organized code that was difficult to understand. I've also seen ugly-looking...
Source: DEV Community
TutorialsOrdinary
Export ChatGPT, Claude, Gemini, Grok, DeepSeek, Kimi, and Qwen chats to Markdown with Convolvger 0.6.0
If you have ever tried to export a ChatGPT conversation to Markdown, or save a Claude chat as a .md...
Source: DEV Community · ChatGPT / DeepSeek / Qwen
TutorialsOrdinary
Your AI Code Can Be Elegant Too
As the Machine Learning Engineering Manager at an AI-powered SaaS company, I get a front-row seat to...
Source: DEV Community
TutorialsOrdinary
Your Agent Said "Done". The Filesystem Disagrees.
"Task completed successfully." That's the most common lie in agent systems. Usually the agent isn't...
Source: DEV Community
TutorialsOrdinary
The death of the craft: Why development feels completely empty now.
I’ve been a backend dev for about four years, and lately, I feel like I'm attending the funeral of my...
Source: DEV Community
TutorialsOrdinary
My coding agent kept "fixing" proxy errors wrong, so I built an MCP server
I work on proxy infrastructure, which means I read a lot of proxy errors. And I kept noticing the...
Source: DEV Community
TutorialsOrdinary
The transcript is the record: reading what a coding agent actually did
Coding agents write their own session transcripts to disk. Where Claude Code, Codex and OpenCode keep those files, and how to find the session that belongs to your task.
Source: DEV Community · Claude
TutorialsOrdinary
I Built an E-Ink Weather Frame for My Kids Who Can't Read Yet
I have three daughters. The oldest is four, the twins are two. None of them can read yet, and every...
Source: DEV Community
TutorialsOrdinary
AI Made Me Faster. It Also Exposed What I Didn't Understand
There was a point while building Security Lens when I realized I was fixing problems faster than I...
Source: DEV Community
TutorialsOrdinary
How the GitGuardian Mixin Kit Extends Docker Sandboxes for Safer AI Coding
TL;DR A partnership for security: Our new Sandbox Mixin Kit pairs Docker's isolated...
Source: DEV Community
TutorialsOrdinary
Building Sarrera: Self-Hosted Enterprise AI Inference Gateway with RBAC, Token Quotas & Telemetry
How to deploy a private, local AI gateway for engineering teams using LiteLLM, Caddy, Langfuse, and Open WebUI with multi-tier quotas.
Source: DEV Community
TutorialsOrdinary
The n8n Architecture Validator: Resolving API Rate Limit Conflicts with Sanity MCP (Path 1)
For the Sanity Challenge, I decided to tackle Path One: Ship an agent that queries real content. As...
Source: DEV Community
TutorialsOrdinary
GitHub Issues as the Only Database: Running Coding CLIs Unattended Without a Server
ghswarm treats GitHub labels, Issue bodies and checkboxes as the state machine for orchestrating Claude Code / Codex / Cursor headlessly. No webhook, no FastAPI, no database — and it resumes cleanly after the process dies.
Source: DEV Community · Claude / Cursor
TutorialsOrdinary
Lean Agents: Decide What Your Agent Can Reach Before It Runs
Every tool you connect to an agent is two things at once: tokens the model reads on every run, and an...
Source: DEV Community
TutorialsOrdinary
Graduating in 2030: Is learning C worth it? Honestly?
I started my degree just 1-2 months ago, which means I will be graduating in 2030. Given how rapidly...
Source: DEV Community
TutorialsOrdinary
I Published a Median Model Lifespan. Seven Weeks Later the Same Query Said 219 Days More.
On 2026-08-01 I computed how long an AI model lives, from the day it shows up to the day its vendor...
Source: DEV Community
TutorialsOrdinary
AcademAI — An Open-Source Research Companion Built for My Wife's PAUD Thesis
Helping students find traceable sources, understand their data, and develop research drafts they can review and defend. Powered by an open-source Node.js agent harness, Google Gemini, and SerpApi.
Source: DEV Community · Gemini
TutorialsOrdinary
nefuOS: A from-scratch OS with a browser, WebGL, and a local LLM — built in one month
One month ago, I saw someone's hobby OS and thought: "I want to build one too." One month later,...
Source: DEV Community
TutorialsOrdinary
The provider that failed was the feature: building a model-agnostic AI arbiter (Kimi K2 · Qwen · EIP-712)
A real failure story from building EscrowLens, a passkey-native escrow protocol on Monad for the...
Source: DEV Community · Qwen / Kimi
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I showed 30 AI models 336 monitoring dashboards. Most of them can't tell time.
This is a submission for the Kaggle Benchmarking Challenge Most incidents start with a graph. Not a...
Source: DEV Community
TutorialsOrdinary
20 Hacktoberfest Ideas That Wins You TheWeekend Challenge
I have been doing open-source for 10 years now. From side projects to small and popular libraries...
Source: DEV Community
TutorialsOrdinary
DevOpsDays Vilnius 2026
I was looking for a relaxed, developer-first DevOps event close to Finland, and DevOpsDays Vilnius...
Source: DEV Community
TutorialsOrdinary
Terraform Says Passing. The CIS Benchmark Says Critical. An Agent That Resolves Cloud Security Clashes via a Sanity Graph
This is a solo submission by LOI CHIANG HAO for the Sanity Challenge, Path One: Ship an Agent That...
Source: DEV Community
TutorialsOrdinary
CodeSage: Code Intelligence for AI Agents, and Why I Rebuilt Its Models
Until this week, CodeSage ran its two models exactly as they ship on Hugging Face: Jina's code...
Source: DEV Community · Hugging Face
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TruthGraph: the right rule depends on when—and for whom
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content. ...
Source: DEV Community
TutorialsOrdinary
My local AI agent remembered things I never said. A reader's security review found it.
On Wednesday I posted 187 live prompts, 27 bugs about testing CORTEX, my local AI agent, against a...
Source: DEV Community