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
We migrated 70,000 tests from Jest to Vitest. Yes, in 2 months
YOU got it right. We migrated 70,000 tests (reads: 70 thousand) from Jest to Vitest. The logical...
Source: DEV Community
TutorialsOrdinary
My agent met the real web. 403s, challenges, and the coming tollbooth.
200 real URLs, one vanilla agent, zero challenge solving — 82.5% readable, 72 hosts blocking every AI crawler, zero x402 yet, and one site running a declared paywall with the gate up.
Source: DEV Community
TutorialsOrdinary
I run a one-person game studio on Claude Code. Two months, 7 games, about $1 in ad revenue.
15 subagents, one producer, and the rules I had to write after things went wrong.
Source: DEV Community · Claude
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GPT-2 is the transformer plus five decisions, and inference is a different program
Originally published at cchinchilla.dev. Part 6 of From code to weights, a 12-part series on ML...
Source: DEV Community · GPT
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EU AI Transparency Rules Take Effect in 2026: What Businesses Must Disclose
The EU AI Act will introduce new transparency duties for businesses that provide or deploy certain AI...
Source: DEV Community
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How We Remove Watermarks from Video Fast: Motion-Adaptive Frame Skipping + Temporal EMA
(and the bug that froze our masks — a regression story about wiring performance switches to product...
Source: DEV Community
TutorialsOrdinary
My AI memory bank grew to 240k tokens per session. Here is what I got wrong.
In December 2025 I shipped a small CLI called Context Bank. The idea was simple and, I still think,...
Source: DEV Community
TutorialsOrdinary
The AI Security Paradox: Why Old Laws Create Digital Enclosures
If you think AI cybersecurity is currently being handled by smart people with everything under...
Source: DEV Community
TutorialsOrdinary
TrailWhisper — The 100% Offline Nature Guide Built to Turn Off Your Screen
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
How to build an AI agent that reads 10-K Risk Factors
Day 8 of 30 Days of Search. A company can report strong growth and still disclose risks that...
Source: DEV Community
TutorialsOrdinary
Building SortSense: A Local AI File Organizer Built in a Single Hack Day
Building SortSense: A Local AI File Organizer Built in a Single Hack Day hacktoberfest...
Source: DEV Community
TutorialsOrdinary
Stop describing UI to your AI agent in words. Point at it.
I built an MCP server that lets you click a layer on your running web page or Android app, drag it, and hand the exact element to Claude Code, Cursor or Codex.
Source: DEV Community · Claude / Cursor
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Freeze the Benchmark Card Before an Agent Score Ships
A coding-agent score is evidence only when the dataset, the metric, and the control surface are...
Source: DEV Community
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How Our Engineering Team Uses AI, Part II: Meat Proxies
Originally published on metalbear.com. In January we published How Our Engineering Team Uses AI. The...
Source: DEV Community
TutorialsOrdinary
Prompt Heist: a game where you talk your way past Gemma-powered guards (and learn how to defend AI apps)
What we built Prompt Heist is a browser game about prompt injection. You are the Cipher...
Source: DEV Community
TutorialsOrdinary
Building TrialBridge: An AI clinical trial matcher built in a single hack day
We, Team Latent, built TrialBridge during the Hacktoberfest Hack Day Coimbatore x (INIT Club &...
Source: DEV Community
TutorialsOrdinary
RepairVision: An Intelligent Repair Café Platform for Multimodal Fault Diagnosis and Sustainable Electronics Repair
Every week, perfectly fixable things end up in the bin. A kettle with a tripped fuse. A lamp with a...
Source: DEV Community
TutorialsOrdinary
Prompt Heist: I Built an Ancient-Kingdom Game That Teaches AI Security
I built Prompt Heist for the Hacktoberfest Hack Day (Coimbatore x Init Club and Idea Club). It is a...
Source: DEV Community
TutorialsOrdinary
700 manuscripts, 48 hours, three withdrawals. The verifier won.
OpenAI published hundreds of AI-produced math results before fully formalizing them. Two days later, three are gone — and that is the system working, not failing.
Source: DEV Community · OpenAI
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Web Components did not fail!
My comment to yesterdays Dev.to post: Web components failed. We can fix them became a full post: ...
Source: DEV Community
TutorialsOrdinary
My RAG system didn't need more agents. It never saw the evidence
GroundedDocs answers questions over a document set with exact citations and refuses when the evidence...
Source: DEV Community
TutorialsOrdinary
FloraQuest: Offline-First Trail Botanist & Wild Forager (Tuned with Tinker, Backboard Memory, Deployed on Render)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
I showed AI the buggy code. Its tests started protecting the bug.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I've been a...
Source: DEV Community
TutorialsOrdinary
Your repo is not trusted context. What I changed after giving coding agents real repositories
I use coding agents across real repositories every day. I run a small security firm, and between...
Source: DEV Community
TutorialsOrdinary
Spellcheck can't fix "chai GPT": building an LLM caption checker on $5 a month
Here's a line from YouTube's auto-captions on a lecture about attention in neural...
Source: DEV Community · GPT
TutorialsOrdinary
I Benchmarked My AI Carb Counter on 400 Meal Photos: 8 Models, 1 Holdout Set
I build Soba, an iPhone app that looks at a photo of a meal and estimates the carbs in it. People...
Source: DEV Community
TutorialsOrdinary
Trailnote: Plan the Walk. Make the Note. Put the Phone Away.
🌿 Trailnote — An AI Trail Companion That Tells You to Put Your Phone Away My submission...
Source: DEV Community
TutorialsOrdinary
I built an AI browser extension in a month with an AI coding assistant. The code was the easy part.
Store reviews, users who couldn't reach the store, payments and analytics. What building a solo AI side-panel extension actually took.
Source: DEV Community
TutorialsOrdinary
I Built an AI Chinese Tutor That Actually Knows the HSK Syllabus
Most AI chat tools are terrible language tutors. Ask a generic chatbot to practice Chinese with you...
Source: DEV Community
TutorialsOrdinary
Enterprise SaaS Integration Checklist: APIs, SSO, Data & Monitoring
The biggest enterprise integration risk in 2026 is not AI. It is operational neglect. This week,...
Source: DEV Community
TutorialsOrdinary
A Benchmark Card Makes an Agent Score Auditable
A published coding-agent score describes one frozen task slice, and it does not describe an entire...
Source: DEV Community
TutorialsOrdinary
Seu classificador de intenções é 12 pontos pior em português: um benchmark de Laya, Strands Decider e embeddings Qwen3
Um benchmark reprodutível de pequenos modelos de decisão e de embeddings para classificar o objetivo do cliente em português do Brasil, e o que uma tradução paralela para o inglês revela sobre o custo do idioma.
Source: DEV Community · Qwen
TutorialsOrdinary
Your intent classifier is 12 points worse in Portuguese: benchmarking Laya, Strands Decider and Qwen3 embeddings
A reproducible benchmark of small choice deciders and embeddings for customer-goal classification in Brazilian Portuguese, plus what a parallel English translation reveals about the cost of language.
Source: DEV Community · Qwen
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From Finance to AI Engineering: 6 lessons I learned building a Multi-Agent Support system on Amazon Bedrock AgentCore
After ten years in asset management, I started a full-stack developer path in 2024 and spent my time...
Source: DEV Community
TutorialsOrdinary
I gave an AI my first app spec. It cut half of it and took the other half too literally
A native app on both stores, in five languages, built by one person with an AI as the developer. This...
Source: DEV Community
TutorialsOrdinary
Retrieval confidence can't tell your RAG chatbot when the answer is missing
I ran 65 questions against our own knowledge base and checked which ones the retrieved text actually...
Source: DEV Community
TutorialsOrdinary
AgriSensa Garden Studio: Spatial Precision Garden Planner with Open-Source AI & Digital Twin
"Design on your screen. Step outside with your tape measure. Touch the soil. Grow together." This...
Source: DEV Community
TutorialsOrdinary
From Job Scraper to Production AI System: Building ApplyLens AI
Job searching started feeling like a second job. I was jumping between different job sites and ATS...
Source: DEV Community
TutorialsOrdinary
To Retry or Not to Retry? That Is the Question.
This is a submission for the Kaggle Benchmarking Challenge Those who read my articles know that a...
Source: DEV Community
TutorialsOrdinary
Shipping faster with AI isn't engineering maturity. It's a demo that hasn't met year two yet.
Every AI rollout comes with a dashboard. PRs merged per week, time from ticket to prototype, model...
Source: DEV Community