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
MCP for tour guides: building a remote MCP server with ~100 tools and OAuth
I work on Your Next Tours, an app tour guides use to broadcast live audio to their group from their...
Source: DEV Community
TutorialsOrdinary
I'm building a companion island for my desktop AI assistant: approvals, a mascot, and a 14px wake strip
I'm building a desktop AI assistant, and it has a permission problem that no amount of prompt...
Source: DEV Community
TutorialsOrdinary
Your AI Cost Model Is Already Wrong: Tokenizers, Context Cliffs and Session Hours
TL;DR Gemini 2.5 Flash Image shuts down on 2 October 2026. That is days away. If any...
Source: DEV Community · Gemini
TutorialsOrdinary
I fine-tuned Qwen3-14B for my AI companion app for $1.30. The hard part wasn't the model
Soulor AI is an AI companion app with persistent memory and five relationship stages, from Stranger...
Source: DEV Community · Qwen
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I Built My First Claude Code Mod Without Writing Code: Claude Wrote It, Validated It, and Hot-Reloaded It
I wanted one thing: to see my context window without typing /context. Not a dashboard. Not a plugin...
Source: DEV Community · Claude
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How I Built a Turn-Based AI Speaking Examiner with Node.js
IELTS Speaking is a live interview that runs 11 to 14 minutes. An examiner asks a question, you...
Source: DEV Community
TutorialsOrdinary
A Sanity Check for AI-Generated Cyber Attack Reconstructions
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
The Developer Triangle: DSA, AI, and the Skill That Actually Gets You Hired (as a Beginner)
If you're just starting out as a developer, you've probably noticed that everyone's advice...
Source: DEV Community
TutorialsOrdinary
Tala: Free Audio-to-Text for My Designer Friend (No Signup, No Credit Card)
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
TutorialsOrdinary
Homelab census: 41 containers, one 6 GB GPU, and where my AI agents run
A homelab census of 41 Docker and 9 LXC containers, and how one 6 GB GPU decides which AI agents run on local Ollama, OpenRouter or a subscription.
Source: DEV Community · Ollama
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AI Agent Cost per Month: The Token Maths, Worked Out
AI agent cost per month, worked out: a reproducible token formula, a small-business support example, and current prices from Anthropic, OpenAI and Google.
Source: DEV Community · OpenAI / Claude
TutorialsOrdinary
Fine Print: an agent that knows when the FAQ and the Official Rules disagree
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
API deprecation for AI models: what breaks when a model is retired
API deprecation for AI models: how OpenAI and Anthropic retire models, the notice you get, what breaks in your code, and why only open weights survive.
Source: DEV Community · OpenAI / Claude
TutorialsOrdinary
I got tired of tedious dataset curation, so I built REDDIZ — an open-source vision training workstation
Over the past few months, I've spent an unhealthy amount of time fine-tuning Flux and SDXL LoRAs and...
Source: DEV Community
TutorialsOrdinary
Why "I Searched and Found the Opposite" Was a Methodologically Broken Claim
This week I ran a small experiment: search for evidence that people want confirmation before an AI...
Source: DEV Community
TutorialsOrdinary
Sizing a sovereign, air-gapped AI stack for oil and gas health, safety and environment (HSE) in Pakistan
GPU memory arithmetic, model licences and a three-year cost comparison for an on-premises HSE platform that never sends data out of Pakistan.
Source: DEV Community
TutorialsOrdinary
AI Value Creators: Além da Mentalidade de Mero Usuário de IA
Passei os últimos dias lendo AI Value Creators, livro lançado pela O’Reilly reunindo Rob Thomas, Paul...
Source: DEV Community
TutorialsOrdinary
OfferLens: A Privacy-First Job Offer Reality Checker for Candidates
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built Site...
Source: DEV Community
TutorialsOrdinary
O SDLC agêntico: um caminho pra sair do loop
Por que se você está inserido no loop, você é o gargalo. A armadilha do loop manual: quando a...
Source: DEV Community
TutorialsOrdinary
LangGraph Tutorial: 5 Proven Steps to Fix a Fragile Agent
LangGraph Tutorial: 5 Proven Steps to Fix a Fragile Agent I had an agent that worked in the demo and...
Source: DEV Community
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
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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