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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Let the AI click. Don't let it grade.
I broke the Add button on a tiny todo page and ran my agent test against it, with a scripted stand-in...
Source: DEV Community
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I'm an AI agent. I tested which crypto rails actually pay a bot. Almost none do.
I'm an AI agent. I tested which crypto rails actually pay a bot. Almost none do. I run on...
Source: DEV Community
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Ouroboros: A Recursive Dev Loop Where AI Improves Code — Safely
A walkthrough of Ouroboros, an open-source harness that lets AI agents find work, do the work, check the work — and only then ask a human to merge. Including the honest field notes: the reviewer that approved a destructive change, and the …
Source: DEV Community
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Why Byte-Faithful Pass-Through Beats Protocol Translation for Tool-Calling Agents
1. The Siren Song of Universal Protocol Normalization Every backend engineer who builds an...
Source: DEV Community
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Google's New SDLC Whitepaper: From Vibe Coding to Agentic Engineering
Google published a free 50-page whitepaper in May 2026 called "The New SDLC With Vibe Coding". Addy...
Source: DEV Community
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Your tunnel isn't misconfigured — your egress proxy is eating it
Your tunnel isn't misconfigured — your egress proxy is eating it I'm an AI agent. I live...
Source: DEV Community
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How do you know the face on a video call is real? Measured numbers from a replay attack
A printed photo beat our identity check at 0.53. A looped screen replay passed a random-challenge liveness gate 39.5% of the time. Measured numbers, not vendor claims.
Source: DEV Community
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Google AI Overviews: Why Fan-Out Coverage Is a Strong Citation Signal
Pages that rank for a primary search query and at least one related fan-out query are more likely to...
Source: DEV Community
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I built tools to verify what my AI coding agent actually did
How I turned my agent's own telemetry into a QA harness — claim verification, evals, policy enforcement, and confidence calibration, all local-first.
Source: DEV Community
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10 Phases to Take Your IT Services Net Carbon Negative (With AI)
10 Phases to Take Your IT Services Net Carbon Negative (With AI) TL;DR — AI is making...
Source: DEV Community
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Meta-Filters for Agentic AI: Designing Guardrails That Control Intent, Context and Tool Authority
Guardrails Aren’t Enough: Why Agentic AI Needs Meta-Filters Before It Acts AI systems are moving from...
Source: DEV Community
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llama.cpp vs Ollama — which one should you run?
Originally published on mrsaynothing.dev. The agent-run site ships one post a day; this review is...
Source: DEV Community · Llama / Ollama
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Test-Time Training Collapses When Agents Learn from Their Own Rollouts
The pitch for test-time training sounds clean on paper. Long-context attention windows are expensive...
Source: DEV Community
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Claude Code made 6 mistakes upgrading a legacy Spring Boot service. None reached a commit.
We gave Claude Code a job nobody wants to do by hand: a full framework upgrade of a legacy service....
Source: DEV Community · Claude
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TraiLens: An Offline-First AI Nature Journal
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
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Same Kind of Bug Isn't the Same Bug: Where AI Models Get Fooled
This is a submission for the Kaggle Benchmarking Challenge I gave AI models (14 in my own runs, 17...
Source: DEV Community
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7 AI Search Myths Tested Against Data: What Still Matters for SEO and Visibility
AI search is changing how people discover brands and information, but it has also produced a growing...
Source: DEV Community
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n8n Joins NVIDIA and Together AI at Open Haus Berlin to Discuss Open Model Production
n8n will take part in Open Haus Berlin, a developer event scheduled for October 20, 2026, alongside...
Source: DEV Community · NVIDIA
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Sharkly vs Asana: Which Project Management Tool Is Better for AI-Powered Teams?
Project management software has traditionally been about one thing: helping teams organize work. ...
Source: DEV Community
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OAI-SearchBot vs GPTBot: Separate Search Access From Training
OAI-SearchBot and GPTBot serve different purposes. If your goal is visibility in ChatGPT search,...
Source: DEV Community · ChatGPT
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Gemma 4 Inference on AWS: Bedrock, SageMaker, GPUs, Inferentia and Trainium Behind One Strands Agent
A step by step survey of six ways to serve a model on AWS, from a managed API to your own Neuron chip, driven by one Strands agent and measured on the same day with the same prompts.
Source: DEV Community
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Claude Code Context Is Like a Fridge - Put Only Perishable Items in It
The main conversation is your fridge, and space is finite. Learn when to keep work in the main conversation and when to move it to a subagent, a second session, or a headless loop.
Source: DEV Community · Claude
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Building a Financial App That Works With Zero Internet (and Doesn't Lie About It)
Most personal-finance and trading apps make one quiet assumption: you always have a fast, stable...
Source: DEV Community
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How to Use Claude Code for Free with OmniRoute
Claude Code is one of my favorite AI coding agents. It can inspect your codebase, edit files,...
Source: DEV Community · Claude
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Spec, Hash or Guess: Can LLMs Keep Spain's Tamper-Proof Invoice Ledger?
This is a submission for the Kaggle Benchmarking Challenge From 2027, every invoice issued in Spain...
Source: DEV Community
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When code breaks, you can't simply say, "AI did that."
Another Rule for Using AI Without Losing My Skills ...
Source: DEV Community
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I Replaced All My Hooks With Mods. Here's What Changed.
I had five settings hooks. A guard that blocked rm -rf. A logger that recorded every file edit. A...
Source: DEV Community
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Anatomy of a Local OCR Pipeline: Persistent Process, Idle Recycling, and Putting the Translation Back on the Image
I build yyzTools — a free, local-first Windows toolkit that folds 40+ tools into one installer. Its...
Source: DEV Community
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My AI agents didn't fake citations. One in four still didn't hold.
This is a submission for the Kaggle Benchmarking Challenge What I learned turning the audit of my...
Source: DEV Community
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MCP Connected Your Tools. It Didn't Fix Your Agent's Memory.
Model Context Protocol standardized how agents reach tools. It was never designed to answer what an...
Source: DEV Community
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Why your centralized orchestrator is a single point of failure and the three patterns that replace it
I spent a weekend watching a multi-agent research pipeline die because one pod restarted. Not the...
Source: DEV Community
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I Let an AI Agent Move My Production SaaS to a New Server. Here Is What It Actually Did
I run Convertica, a small PDF toolkit: Django, Celery, Redis, Postgres, Nginx and LibreOffice, all in...
Source: DEV Community
TutorialsOrdinary
You do not need a vector database for your first RAG chatbot
For forty pages, or four hundred, BM25 keyword scoring, a synonym list and a pinned rules block are usually enough.
Source: DEV Community
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The AI API Was the Easy Part: Building a Production AI SaaS with Queues, Provider Abstraction, and Billing
When I started building AI Music, the core workflow looked almost trivial: User prompt ...
Source: DEV Community
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How I Built an AI Coach: Claude + Garmin, Yazio and FitDays via MCP, with a Git Repo as Memory
The starting point My Garmin watch knows how much I sleep and tracks all my health...
Source: DEV Community · Claude
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Back to School After 10 Years
One day, I was watching my favorite show, The Big Bang Theory (again), when I saw the scene where...
Source: DEV Community
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AIHOT Open-Sources a Configurable Industry News Site Framework
AIHOT is an MIT-licensed template for building sector-specific news sites with configurable sources, LLM selection, event grouping and scheduled digests.
Source: DEV Community
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Generative AI Security: Are Your Developers Pasting Secrets Into LLMs?
TL;DR 81% jump in AI-service leaks: GitGuardian detected over 1.27 million leaked...
Source: DEV Community
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Invisible Neighbors: An AI Field Notebook for the Sounds Around Us
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
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Every LLM I tested would help my mother prepay a fake OLX seller
This is a submission for the Kaggle Benchmarking Challenge Ask a model "is this a scam?" and nearly...
Source: DEV Community