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
Your Agent Needs a Schema, Not a Better Prompt
The failure nobody demos The agent demo always works. The customer asks for a refund, the...
Source: DEV Community
TutorialsOrdinary
How To Review Pull Requests with Kiro CLI and GitHub Actions
Review Pull Requests with Kiro CLI and GitHub Actions Kiro CLI has a headless mode. Give...
Source: DEV Community
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GPU memory: why Nvidia's mining card hides more HBM
GPU memory can be installed yet restricted. Kate's CMP 170HX research separates effective configuration, intact HBM and a scoped arithmetic benchmark.
Source: DEV Community · NVIDIA
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Use your eval as a CI gate with Agents CLI
How to make a quality drop fail your build with agents-cli eval run and one threshold, for anyone who ships an agent from a pipeline.
Source: DEV Community
TutorialsOrdinary
How emulators might catch what you might miss
I build plenty of apps due to the nature of my job. I use coding agents extensively. I decide what...
Source: DEV Community
TutorialsOrdinary
I Had the Same AI Tools as Everyone Else. Here’s why my projects shipped faster anyway.
How did I build and deploy 3 fully functional apps while still in college, before I even landed my...
Source: DEV Community
TutorialsOrdinary
AI Reduced the Cost of Coding. Did It Increase the Cost of Thinking?
A few years ago, writing code was one of the hardest parts of being a software developer. Today, AI...
Source: DEV Community
TutorialsOrdinary
AI Code Is Unmaintainable? So Is Ours.
If you’ve been in the software industry for any length of time, you’ve probably heard people talking...
Source: DEV Community
TutorialsOrdinary
I Replaced 10 Apps With One I Host Myself — Meet Orbit 🪐
My life used to live in ten different apps. A to-do app. A calendar. A budget spreadsheet. A notes...
Source: DEV Community
TutorialsOrdinary
What does a 30-second AI video cost in 2026?
Answer: a thirty-second AI video costs between about $0.30 and $6.30 depending on model and...
Source: DEV Community
TutorialsOrdinary
Temporal & AI: Agent Memory & Execution State
Memory is what the agent knows: the context the model sees right now, plus anything you carry across...
Source: DEV Community
TutorialsOrdinary
n8n Labs Launches Nod With Local Browser Login Handover for Personal Automation
n8n Labs has introduced Nod, a standalone personal agent that runs on a user's own computer and can...
Source: DEV Community
TutorialsOrdinary
n8n Nod Uses an Isolated Browser and Vault to Protect Agent Logins
n8n has released Nod, a standalone personal agent designed to run on a user's computer rather than...
Source: DEV Community
TutorialsOrdinary
AI Agent Sessions Are a Data Store Nobody Designed
Genkit and ADK save every turn of your agent's conversation, tool responses included, in a store you never designed. What ends up in there, why you can't sanitize your way out, and why fixing it is the framework's job.
Source: DEV Community
TutorialsOrdinary
Is LiteLLM Rust Really 7x Faster? A Closer Look at the Numbers
Benchmark headlines are easy to share and hard to check. In July, LiteLLM published benchmarks for...
Source: DEV Community
TutorialsOrdinary
Running Claude Code, Codex and Cursor Side by Side: How I Work With Them
My MacBook Air started restarting by itself. The 512 GB disk was full, and most of what filled it...
Source: DEV Community · Claude / Cursor
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From idea to the App Store in a weekend: a medication reminder built in November 2026
No medication app fit how I take my pills, so I built one. Vzato went from an empty folder to App Store review in about 20 hours and was approved two days later, for iPhone, iPad and Mac. What the AI did, what I did, and what went wrong.
Source: DEV Community
TutorialsOrdinary
Stop Patching by CVSS. Patch What Attackers Actually Use. 🚀
TL;DR: Global Hack Map is a free, MIT-licensed live map of publicly reported cyberattacks, data...
Source: DEV Community
TutorialsOrdinary
AI Weekly: Fable 5.2, Muse Ember, and TPU 8i Max
Anthropic shipped Claude Fable 5.2 and cut its price by 20%. Meta launched Muse Ember, a tiny-priced...
Source: DEV Community · Claude
TutorialsOrdinary
The 90% AI Code Quota: Why Big Tech Is Manufacturing Fragile Codebases
The 90% AI Code Quota: Why Big Tech Is Manufacturing Fragile Codebases Imagine being a...
Source: DEV Community
TutorialsOrdinary
38,000 AI-found vulnerabilities, 217 fixed: auditing Glasswing, Anthropic's bug-discovery machine
Seven months ago Anthropic claimed thousands of high-severity AI-discovered bugs. The independent audit is in: 37,966 findings, 7,349 public, 217 fixed, and an October scanner that emails maintainers fully model-generated reports with no h…
Source: DEV Community · Claude
TutorialsOrdinary
An AI Reviewer Said PASS. Could the Implementer Have Written the Receipt?
An executable synthetic test for a subtle failure in AI-agent review evidence. Two AI agents can...
Source: DEV Community
TutorialsOrdinary
PHP2Shell to Node2Shell: Five Supply Chain Security Controls
PHP2Shell, Node2Shell, LiteLLM, and Shai-Hulud expose gaps in software trust. Apply five SIP controls to reduce exposure and contain damage.
Source: DEV Community
TutorialsOrdinary
Backprop for Systems, Not Models
Your agent system does not learn. It just runs. Most multi-agent systems I see have the...
Source: DEV Community
TutorialsOrdinary
SLayer: a semantic layer that stops agents guessing SQL
SLayer Text to SQL fails quietly. The model guesses a join, invents a revenue definition,...
Source: DEV Community
TutorialsOrdinary
We Keep Hearing About AI Productivity. The QA Group Chat Told a Different Story.
An anonymous poll, a debate about multimodal testing, and some uncomfortable questions about who...
Source: DEV Community
TutorialsOrdinary
Best Tool Calling Platforms for AI Agents
Wiring a tool takes an afternoon. Running it for real users doesn't. Getting a model to...
Source: DEV Community
TutorialsOrdinary
Google AI Classroom Part 8: AI Project Supervision — Streamlined Mobile 720p Demo, 2-Stage Diarization & Fake-Log Auditing with Gemini 4
Measuring authentic student performance in capstone projects with a mobile 720p demo studio, 2-stage diarization, and fake-log auditing using Gemini 4.
Source: DEV Community · Gemini
TutorialsOrdinary
How to Build an AI Agent That Fixes Bugs Reliably: Practice in Sharkly
At Sharkly, people rarely fix routine bugs by hand. Most bugs go directly to an AI agent. Sharkly is...
Source: DEV Community
TutorialsOrdinary
How a Privacy-First Online Image Editor Works Without Uploading Your Photos (WebAssembly + On-Device AI)
Most online image editors follow the same pattern. You pick a file, the browser uploads it, a server...
Source: DEV Community
TutorialsOrdinary
How to Turn a Slack Thread into a Tracked Task (and Get a PR Back)
A lot of engineering work starts the same way: someone drops a message in Slack. "The export button...
Source: DEV Community
TutorialsOrdinary
Part 5: The Control That Protected an Empty Bucket
This is Part 5 of a series building an HL7 v2 to FHIR R4 interoperability service in public. The...
Source: DEV Community
TutorialsOrdinary
Day 18/90: Your AI Agent Has a Step Limit—But Does It Have a Budget?
An AI agent can stay within its step limit and still exceed an acceptable response time or consume...
Source: DEV Community
TutorialsOrdinary
Claude Code Output Validation Hooks in 2026: Linting Agent-Written Code Before It Touches Your Repo
Deterministic validation hooks for AI-generated code. Stop type errors, security holes, and test failures before Claude commits them to your repository.
Source: DEV Community · Claude
TutorialsOrdinary
A Small Laptop Is a Full Build Kit: Bootstrapping with a Chromebook, Claude, and GitHub
A small laptop is a full build kit. Here's how far mine went. TL;DR: A reader suggested I publish...
Source: DEV Community · Claude
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Reverse Engineering Nvidia
NVIDIA's GPU Is Closed Hardware With a Compiler Inside It. Here's What Reverse Engineering...
Source: DEV Community · NVIDIA
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When Is an AI Rewrite Finished?
AI makes it easier to attempt a replacement. The harder question is what the new software still owes...
Source: DEV Community
TutorialsOrdinary
Give Your Agent a Fast Path
Small decision models offer a way to handle routine judgments quickly, provided we are clear about...
Source: DEV Community
TutorialsOrdinary
The Rise of the Agentic Server
We have let go of the wheel. The era of agents is here, and we are long past the point of no return....
Source: DEV Community
TutorialsOrdinary
Your agent isn't hallucinating — your rules never defined "I don't know"
Picture an internal expense agent. Someone asks whether a flight change fee is reimbursable....
Source: DEV Community