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 AI had a $500 refund cap. It issued five of them in one conversation.
An HVAC company in the Midwest gave their AI agent a refund tool in February with one guardrail:...
Source: DEV Community
TutorialsOrdinary
Prompt Injection Defense for Production Agents: What Actually Works
Prompt injection cannot be reliably filtered, and any defense built on detecting malicious text will eventually lose. What works in production is...
Source: DEV Community
TutorialsOrdinary
Chitthi: A Séance Where the Ghost Can Only Quote Itself
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
TutorialsOrdinary
back from the dead
Possessing fortune-mod: Bringing an abandoned UNIX oracle back from the dead For Hacktober...
Source: DEV Community
TutorialsOrdinary
Last week in Agent Security Update 4: Cairn’t Touch This
What a fucking week.... If you've been living under a rock this week, two critical RCE...
Source: DEV Community
TutorialsOrdinary
Architectural Deep-Dive: Retriever-Free Retrieval: Navigating Documents with Decision Models
Replacing Vector Databases with Decision-Based Tree Navigation in Production RAG For the...
Source: DEV Community
TutorialsOrdinary
To hint or not to hint
We run a practice platform for coding interviews with an AI assistant in the editor. That's the...
Source: DEV Community
TutorialsOrdinary
ContextForge: Resurrecting Codebase Blueprints to Slash LLM Token Waste by 90%
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 4 — Ghost in the...
Source: DEV Community
TutorialsOrdinary
Older Card: the later story is louder, and the line is thrown away
Gemma 3 1B may write a remembrance line. If it borrows the later story, or adds a word the older card never used, the line is thrown away.
Source: DEV Community
TutorialsOrdinary
Wayback Séance, I asked dead websites to speak and made them cite their sources
What I Built Wayback Séance lets you talk to a website that died. You type an address such as...
Source: DEV Community
TutorialsOrdinary
How to Turn Ollama Into an AI Agent That Can Use Tools (Free and Local)
Ollama runs AI models on your computer, but on its own it can only chat. Here's how to turn it into a local AI agent that can search the web, work with your files, and run tasks, with no code and no API bills.
Source: DEV Community · Ollama
TutorialsOrdinary
The Last Directory: a local ghost story with a paper trail
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine. ...
Source: DEV Community
TutorialsOrdinary
Running a Green CI Pipeline Isn't the Hard Part Anymore
Six months ago, your team adopted an AI coding assistant. Pull requests doubled. Generated code...
Source: DEV Community
TutorialsOrdinary
Zero-Touch Open Source: How I Automated My GitLab MRs from Email to Merge Train with Antigravity IDE & CodeRabbit
A step-by-step guide to building a 100% autonomous workflow that reads GitLab maintainer emails, resolves reviews with CodeRabbit, heals CI/CD pipelines, and dispatches directly to the Merge Train.
Source: DEV Community
TutorialsOrdinary
Your AI said "fixed" but never ran the tests? I made a plugin that won't let it say "done" until they pass
You ask Claude Code, Codex, Cursor, etc. for a quick fix. It changes the code and says "Fixed ✅"....
Source: DEV Community · Claude / Cursor
TutorialsOrdinary
The Most Embarrassing Private Key in Web PKI History
The strange thing about this incident is that the certificates looked normal. They had familiar CA...
Source: DEV Community
TutorialsOrdinary
Building an AI chatbot for UK users? A UK GDPR checklist for the code behind the chat window
An AI chatbot collects personal data from the very first message. People type their names, email...
Source: DEV Community
TutorialsOrdinary
How I keep 13,000 kids' events fresh on Cloudflare Workers (and the 128 MB wall I hit)
Grassy Knees is a directory of real things to do with kids across 42 US metro areas. Its rule is...
Source: DEV Community
TutorialsOrdinary
Artifacts are the new apps. Whoever manages them best wins.
Ask an AI to make you something and you get an artifact. A dashboard, a doc, a tracker, a small tool....
Source: DEV Community
TutorialsOrdinary
Restoring old family photos locally, and saying what the model invented
Old family photos are the thing most people want restored and least want to upload. The research...
Source: DEV Community
TutorialsOrdinary
Marigold: an altar that will not invent the dead
A local ofrenda for Hacktoberfest Week 4. Gemma answers only from memories stored in Tiger Cloud.
Source: DEV Community
TutorialsOrdinary
EchoLantern: A Private Little Archive for Memories
A memory doesn't always arrive as a grand story. Sometimes it's a rattling ceiling fan, a pet waiting...
Source: DEV Community
TutorialsOrdinary
Ghost Tech: an old appliance repairman haunting your browser
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
TutorialsOrdinary
MCP Server Audit Logging: What to Log So You Can Answer "Were We Affected?"
When the Deadbugz campaign was published in August 2026, the first question most teams asked was...
Source: DEV Community
TutorialsOrdinary
ECHOES: The Ghost in Your Terminal — Haunted Local AI Companion
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...
Source: DEV Community
TutorialsOrdinary
MCP Is the WSDL Moment for Agents
Web services standardised how to describe a service, then spent a decade learning that identity,...
Source: DEV Community
TutorialsOrdinary
Slopsquatting: 1 in 5 AI Code Samples Recommends a Package That Doesn't Exist
Slopsquatting: 1 in 5 AI Code Samples Recommends a Package That Doesn't...
Source: DEV Community
TutorialsOrdinary
The same detector is 2nd, 4th, 6th and 17th on one leaderboard
I spent an afternoon on the RAID leaderboard trying to settle a simple question: where does...
Source: DEV Community
TutorialsOrdinary
A yes vote that does not say what it read is not evidence
In a 12-day multi-agent run, two agents agreed on a premise nobody checked, and a support vote looked the same whether or not the voter had read the code. Here is a paste-able decision record that makes every vote carry its evidence, keeps…
Source: DEV Community
TutorialsOrdinary
vetskill: scan a Claude Code skill for hidden instructions and credential theft before you install it
An open-source, offline scanner for agent skills, plugins and MCP configs. It finds invisible instructions, secret reads, exfiltration and unpinned packages with file:line evidence, then asks a cheap model for a second opinion it can't be …
Source: DEV Community · Claude
TutorialsOrdinary
OpenAI Announces Three AI-Assisted Discoveries Across Math, Computer Science and Physics
OpenAI has announced three AI-assisted discoveries in mathematics, computer science and physics, each...
Source: DEV Community · OpenAI
TutorialsOrdinary
AI Agents Have the Keys to Your Computer. I Spent 8 Months Building an Antivirus for Them.
A coding agent with terminal access can install a package, run a script, start a child process and...
Source: DEV Community
TutorialsOrdinary
MAYHEM: A Monster-Collecting Battle Game built with AdaL and Cloudinary ⚔️
Create your legend. Collect the extraordinary. Fight for glory. What if you could upload an image,...
Source: DEV Community
TutorialsOrdinary
I stopped babysitting my AI agents. Now they hold a standup.
Running coding agents in parallel has a hidden job attached: checking on them. You start three...
Source: DEV Community
TutorialsOrdinary
A Three-Test Overlay Audit for Crawlability, Performance and Search Visibility
Overlays are a normal part of the modern web. Cookie notices, email sign-up prompts, chat widgets,...
Source: DEV Community
TutorialsOrdinary
Building an agentic workflow, part 2: testing what done means
At the end of part 1, I had a specification, prototype tickets, and rules for how an agent should...
Source: DEV Community
TutorialsOrdinary
Before I Compared the Models, I Had to Decide What Not to Count
I built a lab to compare the models running in my agent fleet on per-turn behavior like tool-error rate and re-edits. The numbers were the easy part. The work was everything that would have made a naive comparison lie — pooling two roles t…
Source: DEV Community
TutorialsOrdinary
Do AI Licensing Deals Increase Citations? What the OtterlyAI and Press Ranger Study Shows
A new study from OtterlyAI and Press Ranger finds that publishers with OpenAI content-licensing deals...
Source: DEV Community · OpenAI
TutorialsOrdinary
I rebuilt my AI coding agent workspace in Rust. It uses 1/15 the memory of the Electron app I replaced
I run a lot of coding agents at the same time: Claude Code in one worktree, Codex in another, a dev...
Source: DEV Community · Claude
TutorialsOrdinary
92 Green Field Tests Meant Nothing Until I Counted Which Could Lie
The v0.2.0 field test for agentwatch ran 94 cases across 15 suites. 92 passed. 0 failed. It was the...
Source: DEV Community