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
I had never written a line of Solana. Two days later, my wallet was refusing scams on-chain
My first Solana program has one job: stand between an older parent and a scammer. Picture an older...
Source: DEV Community
TutorialsOrdinary
I ran 125 prompt-injection attacks on my AI agent. None got through, and that wasn't the interesting part
AI agents are moving from answering questions to doing things: sending email, sending contracts for...
Source: DEV Community
TutorialsOrdinary
How we stop our AI budgeting coach from making up numbers
I'm building Finovaa, a budgeting app with an AI coach. It's launching on iOS and Android soon. The...
Source: DEV Community
TutorialsOrdinary
Four unreviewed commits, one already merged: how my Claude Code and Codex setup got its rules
The October failures behind my two-engine setup: Claude Code writes, Codex reviews read-only, and a script refuses merges without proof for the exact commit.
Source: DEV Community · Claude
TutorialsOrdinary
Top 7 Best Agent Gateways
An agent is not just a chat window with better manners. It can call a model five times, search an...
Source: DEV Community
TutorialsOrdinary
13 papers on AI agent memory: the biggest lesson is to keep the originals
Why I read them I'm building Folio Continuity, a shared project memory that AI agents read...
Source: DEV Community
TutorialsOrdinary
The model card is the model: a 3.7 KB PDF that classifies SMS
A 3,769-byte PDF whose visible page is a model card and whose /Keywords metadata carries a 1,579-byte SMS spam classifier.
Source: DEV Community
TutorialsOrdinary
Developers Swear AI Makes Them Faster. A Stopwatch Says They're 19% Slower
There are two completely different AIs — the one you're forced to use and the one an expert chose — and we keep confusing them. Five measured findings, the methodology behind each, and the one mechanism that explains all of it.
Source: DEV Community
TutorialsOrdinary
Amazon Dev News • Vega Guides & Netflix AI Discover • Nov 9, 2026
With the Vega 2.0 launch last week, we have a bunch of new docs and videos for you, including guides to Hello World and OS compatibility, and videos on What's…
Source: DEV Community
TutorialsOrdinary
Our Looping Factory Cut DEV Page Load Time by 75% and Counting
A month ago, an average web request on DEV took about 70 milliseconds inside Rails, with P99 response...
Source: DEV Community
TutorialsOrdinary
Entourage
You head to the dog park with your dog Charlie on leash. You greet other dog owners there, and let...
Source: DEV Community
TutorialsOrdinary
Introducing NovaDesk AI: Building a Stateful Hotel Concierge with LangGraph
When you start learning Agentic AI, you quickly hit a wall. Most tutorials show you how to build a...
Source: DEV Community
TutorialsOrdinary
Why Developer Experience (DX) Isn't Enough in 2026: You Need Agent Experience (AX)
What happens when the hardest-working user on your 16GB Mac and multi-cloud Ubuntu Dev-Box is a fleet of 20+ AI coding agents? Real benchmarks and fixes for 8s Chrome 136+ CDP hangs, 12GB APFS ghost clones, WindowServer freezes, and tmux r…
Source: DEV Community
TutorialsOrdinary
I built an MCP server so AI assistants stop guessing Dutch health insurance prices
Ask an AI assistant what the Dutch mandatory health insurance deductible is for 2027 and you'll often...
Source: DEV Community
TutorialsOrdinary
9 AI Workflow Automaton Tools Compared for 2027
AI workflow automation tools connect your apps and add a model to the steps in between. This way, a...
Source: DEV Community
TutorialsOrdinary
“Hindsight Stopped My On-Call Agent From Repeating a Failed Fix”
"A practical incident-triage design that remembers failed fixes, not just successful ones, so an...
Source: DEV Community
TutorialsOrdinary
Per-agent tokens for MCP servers: what operators told me, and the design that came out of it
A few weeks ago I set out to give every AI agent its own cryptographic identity. Then I asked the...
Source: DEV Community
TutorialsOrdinary
Everyone Is Building AI to Replace Developers. Nobody Is Building the Plan for What Comes After.
Quick game. Open the launch post for any AI coding tool and count the verbs. Generates. Refactors....
Source: DEV Community
TutorialsOrdinary
When "Not Found" Doesn't Mean "Never Happened"
A lease expiry proves only that a worker stopped reporting. In five real-clock runs, a naive reconciler wrote the same ticket twice, and a late commit survived the lookup.
Source: DEV Community
TutorialsOrdinary
The New York Times v. Brave Puts AI Search Indexing Under Scrutiny
The New York Times Co. has filed a copyright complaint against Brave Software that places a growing...
Source: DEV Community
TutorialsOrdinary
How We Stitch Parallel AI Video Segments With Frame Accuracy
AI video models have a length limit, and the one we use renders at most 15 seconds per clip. That is...
Source: DEV Community
TutorialsOrdinary
Take a Claude Agent SDK agent from install to deploy with Agents CLI
How the Claude extension in Agents CLI takes a Claude Agent SDK agent from install to a validated Cloud Run deploy, with sessions, tracing and eval set up for you.
Source: DEV Community · Claude
TutorialsOrdinary
Ziff Davis Reports 37% Drop in Google Referrals as AI Visibility Reaches 2.7 Billion Impressions
Ziff Davis reported a sharp decline in organic Google referrals during the third quarter of 2026,...
Source: DEV Community
TutorialsOrdinary
Three weeks of watching MCP advisories appear and disappear
Three weeks ago I published a single-night scan of the top 500 MCP servers. Then I left the scanner...
Source: DEV Community
TutorialsOrdinary
I tested ChatGPT's PDF Content Credentials: what survives a re-save, a print and an edit
Ten ChatGPT-generated PDFs carried a C2PA manifest signed by OpenAI. I re-saved, re-rendered, rasterised and edited them to see what is left. Code included.
Source: DEV Community · OpenAI / ChatGPT
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I tested whether eBPF helps diagnose slow AI agents. I wrote my predictions first and got many wrong.
A slow AI agent run is a chain of network calls: the model, tools, a database, outside APIs. An...
Source: DEV Community
TutorialsOrdinary
AI Visibility Is Real, but It Is Not a Standalone Performance Metric
AI visibility is measurable, but a growing body of research suggests that many dashboards overstate...
Source: DEV Community
TutorialsOrdinary
Why Tesseract Fails on Cursive Handwriting (And How We Built a Two-Tier Vision Pipeline in Node.js)
When building Holder—a personal information vault and second brain for screenshots, links, and...
Source: DEV Community
TutorialsOrdinary
Criando um agente de IA 24/7 para aplicações .NET
Um agente de plantão em .NET 10 com o gpt-5.4-mini no Microsoft Foundry, com ferramentas, aprovação humana, orçamento de tokens e o que fazer quando a cota do Foundry estoura.
Source: DEV Community · GPT
TutorialsOrdinary
284B on 64GB RAM: We Read the Small Print Before Downloading 56 GiB
Everyone who has bought a car knows how to read a fuel-economy sticker. The number is real. It was...
Source: DEV Community
TutorialsOrdinary
One Site’s Google AI Opt-Out Test Estimated 23% of Search Clicks Came From AI Features
Google does not provide publishers with a separate click total for AI Overviews or AI Mode. That...
Source: DEV Community
TutorialsOrdinary
Reasoning models think in silence. Our job queue read silence as death.
One morning, our daily automated code review flagged a refactor we had just pushed. The finding fit...
Source: DEV Community
TutorialsOrdinary
I built an AI field guide that works with the internet off, live on stream
This is a submission for the Hacktoberfest 2026 DEV Challenge, Week 3: Slow and Steady. ...
Source: DEV Community
TutorialsOrdinary
Your LLM returned valid JSON. That doesn't mean it's telling the truth.
What building an automotive telemetry application taught me about structured output, evidence...
Source: DEV Community
TutorialsOrdinary
AI Fatigue? I Counted: 9 of the Last 10 Articles I Opened Were About AI. So I Wrote About a Button Instead.
When did every article on the internet become about AI? Last night, in my hostel room, with a cup of...
Source: DEV Community
TutorialsOrdinary
The AI Didn't Break In. It Knocked on Every Door: What the BOSSAI Mesh Actually Tells Us
For twelve days this summer, researchers at Acronis's Threat Research Unit watched a single person...
Source: DEV Community
TutorialsOrdinary
My MCP server's confirm: true flag was written by the model. So I moved the approval to the user.
AI note: the code change and this post were written with an AI agent. Every test and output quoted...
Source: DEV Community
TutorialsOrdinary
The Shadow Backlog: How Agentic Code Generation Overwhelms System Architecture
The Shadow Backlog: How Agentic Code Generation Overwhelms System Architecture TLDR:...
Source: DEV Community
TutorialsOrdinary
Prime Agent: an open source coding and research agent for long-running work
Prime Agent (Prime Intellect) The agent that writes code should not be the one that judges...
Source: DEV Community
TutorialsOrdinary
Why Your Coding Agent Agrees With Its Own Bugs: Building cold-jury, a Zero-Dep Cross-CLI Review Gate
Applying Google's Elephant-Goldfish pattern and arXiv:2607.21656 to run sterile, cross-model hostile...
Source: DEV Community