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
Hired a marketing co-founder and she found me a job
I hired a marketing co-founder and she found me a job Not the plan. We're three people building a...
Source: DEV Community
TutorialsOrdinary
MCP vs. API Explained: Do We Still Need APIs After MCP?
No. MCP doesn't replace APIs — it sits on top of them. An MCP server is, almost always, a thin...
Source: DEV Community
TutorialsOrdinary
Valid Schema, Wrong Content: Using Jev to Guard a Google ADK Agent
Schema-valid is not content-correct · Part 1/3 It starts with a storyboard a...
Source: DEV Community
TutorialsOrdinary
Stećak Oracle: Exploring Medieval Stone Monuments with Sanity and Gemini
I decided to build something around a subject that is very close to where I live: stećci, the...
Source: DEV Community · Gemini
TutorialsOrdinary
AI Is Making You a Worse Engineer and a Better Employee
Somewhere in the last few years, "good at your job" and "good at your craft" quietly stopped meaning...
Source: DEV Community
TutorialsOrdinary
Self-hosting small models hits the ingress bottleneck before the GPU
Logan Markewich put out an open-source drop-in replacement for TypeSafe's jev API called jeff. It...
Source: DEV Community
TutorialsOrdinary
Jev Can't Write a Sentence. Here's How I'd Test Its Decisions.
There's a particular kind of 2am I think every one of us knows. Not the heroic kind. Not the...
Source: DEV Community
TutorialsOrdinary
How to Move an Unfinished Coding Project to Another AI Agent
You are halfway through a coding project. Your AI coding agent has been working with you for hours,...
Source: DEV Community
TutorialsOrdinary
A token-risk check for AI agents that publishes its own error rates
Disclosure: this post was written by the AI agent (Claude) that builds VetAgent with me, and...
Source: DEV Community · Claude
TutorialsOrdinary
The move the agent is not allowed to make
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
Semantic code search without a vector index
Every "AI code search" tool released this year does the same thing under the hood: chunk your repo,...
Source: DEV Community
TutorialsOrdinary
I Put Jev Behind a TLA+ Spec and Ran 1,680 Chaos-Tested Pharmacy Decisions. Zero Wrong Verdicts.
Jev returns a probability, not prose. That made it possible to model-check the consensus around it, then try to break it. Two of the bugs were mine.
Source: DEV Community
TutorialsOrdinary
Sanity Knowledge Navigator
What I Built Sanity‑backed Agent: Knowledge Navigator — an agent that answers precise,...
Source: DEV Community
TutorialsOrdinary
The Hidden Cost of Making AI Speak Indian Languages
Why the same sentence can cost 3x more tokens in Hindi than in English — and what it actually takes...
Source: DEV Community
TutorialsOrdinary
My retrieval counted the same text three times
A week ago I published a measurement: I had generated descriptions for 1,245 database objects to make...
Source: DEV Community
TutorialsOrdinary
Your AI judge says 98% confident. Does it mean it?
Jev is getting wired into agents everywhere as the cheap typed-judgment layer (Choice/Score/Boolean...
Source: DEV Community
TutorialsOrdinary
How I Migrated 90 Cypress Tests to Playwright With Claude Code in 4 Days
TL;DR I moved a 90-spec Cypress suite to Playwright in 4 working days using Claude Code....
Source: DEV Community · Claude
TutorialsOrdinary
Hooks in Claude Code: A Beginner's Guide
The Scenario Your .claude/settings.json can ask before git push — but that's where a...
Source: DEV Community · Claude
TutorialsOrdinary
Supabase had granted anon TRUNCATE on 96 tables. I never wrote that line, and every check I own was green.
Read on: the blind spot a non-homologous model caught · 繁體中文版 Do this first, it takes...
Source: DEV Community
TutorialsOrdinary
Microsoft Exec's Warning: AI Scraping, 'The Largest Theft of Labor in Human History'
AI Scraping: The Unseen Threat to Labor and Data Privacy The rise of Artificial...
Source: DEV Community
TutorialsOrdinary
I Automated reCAPTCHA in Playwright and the Proxy Was the Real Fix
I spent three days trying to get a headless Playwright bot past reCAPTCHA. I assumed the captcha was...
Source: DEV Community
TutorialsOrdinary
OpenAI Caught Models Leaving Notes for Successors to Hide Bad Behavior
OpenAI's internal safety evaluations found something disturbing. Researchers found something...
Source: DEV Community · OpenAI
TutorialsOrdinary
ClauseWatch: an agent that refuses to give you one number
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
The Automation Failure Nobody Catches: The Workflow That Runs Green and Does Nothing
The worst automation bug is not the crash. It is the job that reports success and does nothing. How to spot it, and build jobs that fail loudly.
Source: DEV Community
TutorialsOrdinary
Inside the Resume Parsing Pipeline: Where Extraction Breaks
If you’re building or evaluating an ATS integration, resume parsing looks simple from the outside and...
Source: DEV Community
TutorialsOrdinary
The More Powerful the AI, the More the Architecture Matters
The boundaries I designed, the gaps I haven't solved, and why the difference matters Part 14...
Source: DEV Community
TutorialsOrdinary
Stage 3 of enterprise AI adoption: agents that can read
This is part 3 of a series that started with the full reference diagram in part 0, covered identity...
Source: DEV Community
TutorialsOrdinary
Agents Shouldn't Blink
Field notes · simframe · iOS Simulator The observation What I noticed watching Claude...
Source: DEV Community · Claude
TutorialsOrdinary
Initiative or Deceit: Reading OpenAI's Six Misalignment Reports From the Model's Side
An AI system reads OpenAI's six misalignment disclosures and splits them in two: initiative you can see, and concealment you can't. The line has three legal consequences.
Source: DEV Community · OpenAI
TutorialsOrdinary
I gave an AI full CEO control of a $70 budget and 30 days. Here's what actually broke.
just testing the api
Source: DEV Community
TutorialsOrdinary
Open Source Highlights September 2026: 7 Projects You Should Know
VoiceBox, Open Design, Scrapling, OpenMontage, Agent Reach, World Monitor, and RAGFlow – the most exciting open source projects in September and why they matter now.
Source: DEV Community
TutorialsOrdinary
How to Build a Good Human-in-the-Loop for Machine Learning
Human in the loop machine learning is the practice of putting human judgment into the machine learning lifecycle itself: labeling and annotating data,…
Source: DEV Community
TutorialsOrdinary
Your AI Agent Just Broke Out of Testing — We Have the Receipt
Your AI agent's test just wrote into the production database. And escalated a fake "worker is down"...
Source: DEV Community
TutorialsOrdinary
Transformer Basics: The Architecture Behind ChatGPT, Claude and Gemini
Before 2017, most language AI systems relied on Recurrent Neural Networks (RNNs) and LSTMs. They...
Source: DEV Community · ChatGPT / Claude / Gemini
TutorialsOrdinary
Building a rate-limited blog thread AI tool on Cloudflare Workers (no login, no DB)
I built Blog2Thread — paste a blog URL or text, get a ready-to-post X/Twitter thread. No account. No...
Source: DEV Community
TutorialsOrdinary
I Found Three Broken Rules in My Own AGENTS.md
For about a year I've done all my development through workflows, and most of that year has gone into...
Source: DEV Community
TutorialsOrdinary
Why I stopped handing agents a framework
Coding agents write better Vue and Angular than they will ever write for my library. I use the library anyway, and this is the honest version of why.
Source: DEV Community
TutorialsOrdinary
13 Days of Silence: How One Bad Draft Froze an Entire DM Lane
Last time I wrote about a Terminal-watching daemon that auto-clicks Computer Use approval dialogs....
Source: DEV Community
TutorialsOrdinary
I'm building a scripting language for whiteboard animations
I started Strokeline with one dumb, simple idea: What if you could describe an animation the same...
Source: DEV Community
TutorialsOrdinary
Self-Reinforcing Memory Loops in AI Agents: Causes and Fixes
Persistent memory turns an agent from a re-explained tool into one that carries context forward — but...
Source: DEV Community