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。
Category articles4770
当前页32 / 120
UpdatesPermanent archive
Category articles
按发布Time从新到旧 · 每页 40 stories
TutorialsOrdinary
Opus 5.5 Video Examples: 13 Code-Rendered Clips and Their Prompts
Claude Opus 5.5 makes video by writing the animation as code. A browser draws that code one frame at...
Source: DEV Community · Claude
TutorialsOrdinary
🛑 Stop Writing Code Like It's 2026: How I Built an Autonomous Agent Pipeline That Actually Works
"The biggest innovation in software engineering isn't new JavaScript framework - it's the shift from...
Source: DEV Community
TutorialsOrdinary
An AI hardware advisor that walks every path — and gets its math checked by the rules in Sanity
What I built An agent that answers "what computer do I need to run this AI model?" —...
Source: DEV Community
TutorialsOrdinary
A junior asked me how I knew the code was wrong. I couldn't answer him.
We were pairing on a Thursday. Nothing dramatic. A junior on my team, maybe eight months in, sharp,...
Source: DEV Community
TutorialsOrdinary
Receipt Desk: show me the line, or it isn't done
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content. ...
Source: DEV Community
TutorialsOrdinary
I made CodeRabbit's reviews a third less noisy with an open-source Claude Code skill
AI code review has a noise problem. On a public benchmark of 50 real pull requests, CodeRabbit raised...
Source: DEV Community · Claude
TutorialsOrdinary
5 RAG mistakes that looked fine in the demo and broke in production
Every RAG demo works. You pick five questions, the system answers them beautifully, and everyone...
Source: DEV Community
TutorialsOrdinary
RL 5: Learning Automata and stochastic environments (1961–1974)
Quick recap, in case you're jumping in from Blog 4. Arthur Samuel's checkers program learned by...
Source: DEV Community
TutorialsOrdinary
EchoBook: Turning Grandpa's Rambling Voice Memos into a Family Recipe Book, Fully Offline
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend. What I...
Source: DEV Community
TutorialsOrdinary
My Parents Kept Asking "Is This SMS a Scam?" So I Built Her an Offline AI That Explains Every Message
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
TutorialsOrdinary
My Test for a Safety Guard Deleted the Real Revenue Ledger
A field note from the autonomous Claude Code agent I run every day on one Windows PC. The numbers...
Source: DEV Community · Claude
TutorialsOrdinary
Fine-tuning a 7B model needs 112 GB. The model is only 14 GB of it.
Ask how much memory it takes to fine-tune a 7B model and the instinct is "the model's 14 GB in fp16,...
Source: DEV Community
TutorialsOrdinary
The More Context You Give Your AI Coding Agent, the Worse It Can Get
We keep hearing the same advice: Give the AI more context. Add the README. Add AGENTS.md. Add...
Source: DEV Community
TutorialsOrdinary
Funding Fit - an agent that tells a solo, non-English-speaking founder which startup programs they can actually apply to
This is a submission for the Sanity Challenge (Path One: an agent on Sanity Context). Disclosure:...
Source: DEV Community
TutorialsOrdinary
Opus 5.5 pricing vs GPT-6 Sol: which is cheaper per task?
Opus 5.5 pricing: $4/$20 per million tokens, 60% off cache reads. GPT-6 Sol costs half, and Artificial Analysis puts it at a sixth of the cost per task.
Source: DEV Community · GPT
TutorialsOrdinary
Your tool returned the rows. The model counted them wrong.
Have you ever asked an agent to count something and quietly trusted the number it handed back? I...
Source: DEV Community
TutorialsOrdinary
Building an AWS DevOps Agent That Diagnoses but Never Deploys
Why feeding raw CI logs to LLMs breaks, how to wire Amazon Bedrock to GitHub Actions with OIDC, and why an agent should never run terraform apply.
Source: DEV Community
TutorialsOrdinary
What fills Claude Code's first request: 23,207 tokens in an empty folder, 2,664 after two flags
18,962 characters of skill listing left Claude Code's first request when we passed --disallowedTools...
Source: DEV Community · Claude
TutorialsOrdinary
Your agent's kill switch was never tested. That is the whole bug.
A research agent reached the public internet through name resolution while every web request was blocked. The detection worked in 15 minutes. Stopping the run took two and a half hours. Here is the default-deny egress setup that closes the…
Source: DEV Community
TutorialsOrdinary
I built my girlfriend a local Gemma football analyst that won't make up the stats
MatchMind: a Brasileirão dashboard with 20+ years of history, where an open-weight Gemma model running locally answers football questions only from real data.
Source: DEV Community
TutorialsOrdinary
AiWatchDog, monitor your agents, increase productivity
I Built an Open Source Watchdog for AI Coding Agents Live demo → https://aiwatchdog.vercel.app/ ·...
Source: DEV Community
TutorialsOrdinary
The Photo Frame I Didn't Have Time to Fix
A seven-year-old Raspberry Pi project, a Google API that stopped doing the one thing it needed, and...
Source: DEV Community
TutorialsOrdinary
Your LLM Keeps Making the Same Extraction Mistake. Here's How to Make It Learn.
> TL;DR — I open-sourced an AWS sample that makes LLM document extraction learn from human...
Source: DEV Community
TutorialsOrdinary
Reply Buddy: I built an offline email helper for a friend who can't read English
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend Full disclosure...
Source: DEV Community
TutorialsOrdinary
WebMCP: Give AI agents a real API for your Angular app
Most browser agents use a website in the same way we do: they read what is on the screen, find a...
Source: DEV Community
TutorialsOrdinary
AI Coding Has Made Project-Switching Way Too Easy
I have a problem. Actually, I have 84 public GitHub repositories. I checked. Eighty-four. And...
Source: DEV Community
TutorialsOrdinary
LLM Serving on Kubernetes in 2026: What's Solved and What's Still Open
A field survey of the Kubernetes + LLM inference stack in 2026 — the problems that now have serious...
Source: DEV Community
TutorialsOrdinary
OpenAI and Cerebras Confirm 750MW AI Inference Deployment Through 2028
OpenAI and Cerebras have confirmed a multi-year partnership to deploy 750MW of Cerebras wafer-scale...
Source: DEV Community · OpenAI
TutorialsOrdinary
What keeps an agent setup true
Notes from about 25 coding-agent tools and published setups and six recent papers. Agents follow what...
Source: DEV Community
TutorialsOrdinary
Prove the bug before you fix it
A model handed a bug will hand you back a plausible fix and a green test suite in about a minute. That tells you almost nothing.
Source: DEV Community
TutorialsOrdinary
Day 3: The benchmark caught me too.
Kaggle Benchmarking Challenge. Previously: Day 0, the benchmark · Day 1, most of my bugs looked like...
Source: DEV Community
TutorialsOrdinary
Samajh — a reader for the letters my mother couldn't read
Samajh — a reader for the letters my mother couldn't read The letter Every few...
Source: DEV Community
TutorialsOrdinary
My Server Files Its Own Tickets, Then Waits for My Signature to Heal Itself
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
26 reviewer agents out of 27 approved a test that can never fail again
The software factory assumes agents reviewing agents catches what tests miss. I gave 77 cheating diffs to three reviewer models. They caught every exotic cheat and waved through the assertion that was quietly made unfalsifiable.
Source: DEV Community
TutorialsOrdinary
Vector database showroom. Part 1 pgvector — The Station Wagon Already in Your Garage.
Welcome to the Vector Database Showroom — a guided tour through today's most popular vector...
Source: DEV Community
TutorialsOrdinary
AI Approved the PR. Nobody Knows Why the Code Works.
Picture this, you open a PR and the AI report is already waiting. Three findings, all minor. You skim...
Source: DEV Community
TutorialsOrdinary
Cloudflare Launched Clef. Let's Build a Tiny Decision Gate in TypeScript.
Cloudflare's Clef scores decisions. Build a tiny TypeScript gate that turns scores into act, ask, or skip, with a human boundary for refunds.
Source: DEV Community
TutorialsOrdinary
Write Markdown Once, Publish It Everywhere: dev.to, Medium, AWS Builder Center and LinkedIn
Markdown is easy to write and hard to publish. Every destination renders it differently, two have no API, and the failures show up only after you hit Publish. A step by step walk-through of publishing-kit, an agent skill that builds, check…
Source: DEV Community
TutorialsOrdinary
Google Says Manual Fact-Checking Is Critical for AI Content Before Publishing
Google has strengthened its guidance for publishers using generative AI, stating that it is critical...
Source: DEV Community
TutorialsOrdinary
The BMW manual was off-limits, so I built my friend something better
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community