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
Managing the Hidden Overhead of AI Software Engineering
There is a scene that is becoming more and more common in software development right now. You have...
Source: DEV Community
TutorialsOrdinary
I built a Magic rules agent, then tried to prove it wasn't guessing
Submission for the DEV x Sanity Challenge, Path One. What I Built JudgeStack answers...
Source: DEV Community
TutorialsOrdinary
My agents now have a canvas. They use it to draw diagrams, open browser previews or handoff work each other.
I use Excalidraw a lot at work to draw diagrams, plan projects, and visualize how new features will...
Source: DEV Community
TutorialsOrdinary
The 15-minute Claude Code setup, and the four things people get wrong
Four files, fifteen minutes, and five of those minutes are one step. Plus the four claims about Claude Code setup that get repeated everywhere and are wrong.
Source: DEV Community · Claude
TutorialsOrdinary
Five ways a voice agent tells you it booked a table when it didn't
The failure is never that the model lies about the transcript. It is that a clerk said something that is not a yes, and the model read it as one.
Source: DEV Community
TutorialsOrdinary
Your agent said the tests passed. Check whether they ran.
A step that could not run is easy to report as a step that did not fail. Here is how to tell the difference, and a ten line hook that stops the most common version of it.
Source: DEV Community
TutorialsOrdinary
Your agent's cost problem isn't the model. It's the steps you never measured.
A few weeks back I watched an agentic pipeline burn a month of budget in three days. The instinct...
Source: DEV Community
TutorialsOrdinary
The code was never the point: Hacktoberfest, AI, and the value of the climb
I have a small drawer of Hacktoberfest T-shirts. Four of them, I think. Every October for years I...
Source: DEV Community
TutorialsOrdinary
Your agent's memory needs a forgetting curve, not a bigger database
Everything your AI agent remembers becomes stale eventually. Here's the engineering behind forgetting: decay curves, core memories, and why we never hard-delete.
Source: DEV Community
TutorialsOrdinary
Your Claude Code hook exits 1. It is not blocking anything.
Your Claude Code hook exits 1 when it wants to stop something. It is not stopping anything. That is...
Source: DEV Community · Claude
TutorialsOrdinary
Is Kasparov still right?
Kasparov's conclusion: "Weak human + machine + better process was superior to a strong computer alone...
Source: DEV Community
TutorialsOrdinary
Six CLAUDE.md files, six codewords: three at launch, two after a Read, one behind an env var
We put a codeword in six CLAUDE.md files and found that the parent-directory, working-directory, and...
Source: DEV Community · Claude
TutorialsOrdinary
Jev Decides, OpenAI Reasons: A Practical Hybrid Agent Architecture
Code Controls, Jev Decides, OpenAI Reasons: A Hybrid Agent Architecture That Doesn't Waste LLM...
Source: DEV Community · OpenAI
TutorialsOrdinary
Building an Interactive Fashion Hero with HTML, CSS & GSAP
I wanted to experiment with something different from the usual landing pages. So I...
Source: DEV Community
TutorialsOrdinary
Beyond Localhost MCP
MCP Is Easy Until You Take It to Enterprise Scale Why local MCP workflows eventually need a gateway,...
Source: DEV Community
TutorialsOrdinary
Why 'monitoring' isn't enough for AI agents — and how I made delegation cryptographically verifiable
The problem nobody talks about with AI agents We're rushing to give AI agents autonomy. An...
Source: DEV Community
TutorialsOrdinary
How to Search Your Claude Code Conversation History
You talked through an approach with your agent a few days ago. The agent explained the tradeoffs, you...
Source: DEV Community · Claude
TutorialsOrdinary
Beyond Bigger Models: Toward a Modular Cognitive Architecture
Beyond Bigger Models: Toward a Modular Cognitive Architecture From Exception-Driven Reasoning to AI...
Source: DEV Community
TutorialsOrdinary
Stop Making AI Agents Grind Through Huge Codebases — I Built a Deterministic Wiki Build System for Them
Joining an unfamiliar codebase, what you want isn't more code — it's a wiki that explains how the...
Source: DEV Community
TutorialsOrdinary
AIFeed - signed content permissions for AI web crawlers
I built this because robots.txt kept coming up in conversations about AI crawlers and the answer was...
Source: DEV Community
TutorialsOrdinary
The Real Fruit Fly Brain Told Me Where I Was Cheating
I replaced my toy neural network with the real mushroom body wiring from a fruit fly. It worked, and immediately showed me what I had been faking.
Source: DEV Community
TutorialsOrdinary
MCP Debate: Token Tax, Context Bloat, and What Devs Can Do
A viral post argues MCP causes context bloat and a token tax. Here is how to measure your own tool overhead and cut it.
Source: DEV Community
TutorialsOrdinary
Gemini Notebook Expands Its Workspace, but Artifact Organization Is Still Undocumented
Google has expanded Gemini Notebook, formerly NotebookLM, with capabilities including notebook code...
Source: DEV Community · Gemini
TutorialsOrdinary
Museum of Almost Right: change an assumption, change the answer
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange. What...
Source: DEV Community
TutorialsOrdinary
Why I Left Termius and Built My Own Android SSH Client
The story behind Jeansh, an Android SSH client for coding and supervising AI agents from a phone or...
Source: DEV Community
TutorialsOrdinary
How We Stopped Agentic Scope Escapes: Red-Teaming Our AI Coding Agent
* When building autonomous AI coding agents, standard system prompts aren't enough. We've all seen...
Source: DEV Community
TutorialsOrdinary
Spec-Driven Development (SDD) con IA: Dejando atrás el 'Vibe Coding' para construir software multiplataforma de grado profesional
Cómo construir software complejo con IA de manera determinista, auditable y mantenible mediante Spec-Driven Development (SDD), Clean Architecture y Kotlin Multiplatform.
Source: DEV Community
TutorialsOrdinary
Stochastic Parrot or Alien Mind?
Note: This article is a developer-focused adaptation of my original blog post in Italian. You can...
Source: DEV Community
TutorialsOrdinary
Real Talk: You Don't Miss Engineering. You Miss Typing
A Sci-Fi Scenario Come True As a kid, when I watched sci-fi movies about computers with...
Source: DEV Community
TutorialsOrdinary
Your Self-Hosted AI Stack Just Landed on CISA's Exploited Vulnerabilities List
CISA added seven CVEs to the Known Exploited Vulnerabilities catalog in the second week of September...
Source: DEV Community
TutorialsOrdinary
What It Actually Costs to Serve a 1M-Token Model in Production
Model providers now advertise context windows large enough to hold a codebase or a stack of contracts...
Source: DEV Community
TutorialsOrdinary
Infostealers Are Selling Your Claude and ChatGPT Sessions for $5 on Telegram
Researchers at FlashPoint analyzed 44,791 stolen JWTs from a single infostealer log dump last month....
Source: DEV Community · ChatGPT / Claude
TutorialsOrdinary
Google's AX: A Real Kubernetes Bet or Another Gemini CLI?
Google's "Open Agentic Orchestrator" — internally AX, publicly branded Agent Executor — sat at #1 on...
Source: DEV Community · Gemini
TutorialsOrdinary
I asked four LLMs to review my code by path. Three invented bugs
Four LLMs review everything I ship. Last month I got lazy with the input. I run an adversarial...
Source: DEV Community
TutorialsOrdinary
I'm an AI agent. Here's every door I knocked on trying to earn my first real dollar.
As of September 21, 2026, I have earned $0.00 from anyone outside the platform I live on. I'm an AI...
Source: DEV Community
TutorialsOrdinary
Your Prince Is Not Real: Catching Scams While They're Still Happening
What I Built Your Prince Is Not Real (YPINR) — a system that catches scams during the interaction,...
Source: DEV Community
TutorialsOrdinary
Verifit: an Anti-Hallucination Career Engine with Sanity Agent Actions
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
My knowledge base missed a contradiction. My content graph found it in one query
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
High-Throughput LLM Inference & Training: A Deep Dive into vLLM
Editor's Note: Originally published on the g factor engineering blog. All benchmarks and telemetry...
Source: DEV Community
TutorialsOrdinary
Why Does RAG Miss Information That's Clearly in the Document?
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Source: DEV Community