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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How We Got Our Docs to 100 on the Agent-Friendly Docs Scorecard
We took routebase.dev from 87 to 100 on the open Agent-Friendly Docs Scorecard in one day. What failed, the four fixes, and the CDN header detail that nearly broke it.
Source: DEV Community
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Build an Odoo MCP Server: Let AI Agents Query Your ERP (Sales, Inventory, Customers)
description: "A practical, ~200-line guide to building a read-only MCP server that connects Claude...
Source: DEV Community · Claude
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Ankita v2.5.0: a desktop companion island that never misses an approval
Ankita v2.5.0: a desktop companion island that never misses an approval Version 2.5.0 of...
Source: DEV Community
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Malware asks four AIs before it acts
Malware that has no orders inside: CLOSEDQUORUM asks DeepSeek, Qwen, Mistral and Gemini what to do next. The pattern is no longer in the binary, it is in the outbound traffic.
Source: DEV Community · DeepSeek / Qwen / Gemini
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The model knew the rule. It still used last week's offset.
This is a submission for the Kaggle Benchmarking Challenge A Kaggle benchmark about the most boring...
Source: DEV Community
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I Put ChatGPT in Charge of Claude Code
I Put ChatGPT in Charge of Claude Code I love Claude Code. I have spent an unreasonable...
Source: DEV Community · ChatGPT / Claude
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I let an AI agent make an infrastructure change
I let an AI agent make an infrastructure change An AI agent recently took an...
Source: DEV Community
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Fine-Tuning Reduced My LLM Token Usage by 66% — Here's What I Learned
Fine-tuning is usually discussed as a way to improve LLM accuracy. But there is another benefit that...
Source: DEV Community
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I Linted 14 Public AI SDK Repos. 12 Ship a Call With No Token Ceiling.
A field study of 116 generation call sites across 14 public repositories, including five of the SDK vendor's own. The output cap is the one almost nobody sets.
Source: DEV Community
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My checklist for reading computer use benchmarks
I read about 40 benchmark repositories and 230 sources to understand computer use scores. I came out with five questions I now ask before I believe any of them.
Source: DEV Community
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How I built in-browser animated subtitles with Whisper on WebGPU (no upload)
Most "auto captions" tools start the same way: upload your video, wait, download the result. I wanted...
Source: DEV Community
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One word beats two witnesses: "update" framing hijacks agent memory
All numbers come from pre-registered or clearly marked exploratory experiments; code and raw results...
Source: DEV Community
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I Think We're Forgetting How to Be Bored
You know the moment. You're waiting for the kettle, or the elevator, or a page to load, or a friend...
Source: DEV Community
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i built a place to keep the stories only one person in your family knows
every family has one person who knows all the stories. the recipe nobody wrote down. the night train...
Source: DEV Community
TutorialsOrdinary
Touch Grass
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community
TutorialsOrdinary
I gave a language model hands inside Android — and it built me an app factory
How I built an AI assistant with a real shell inside Android — no PC, no cloud, no programming skills required.
Source: DEV Community
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Prompt Injection Is a Data-Flow Problem Across Retrieval, MCP, and Tools
A system prompt says, “Never send customer data to external services.” A retrieved document says,...
Source: DEV Community
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A Step-by-Step Guide to Create a Speaking Practice App with AWS Bedrock
Have you ever felt that rock climbing is easier than starting a conversation? Or does an unexpected...
Source: DEV Community
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⚡️ 675 B LLM Shatters Expectations – One GPU, Sub‑Second Latency!
# Mistral Large 4: The First Open‑Weight Giant That Actually Works at Scale The...
Source: DEV Community · Mistral
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Outside in 20: open AI that gives your phone a stopping point
Entry for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass. What I...
Source: DEV Community
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Why My LLM Feature Cost More Than It Should: Field Notes on Prompt Caching, Cache Breakpoints, and the Timestamp That Killed Every Hit
Headline: Prompt caching saves money only when the cached prefix is byte-identical across requests,...
Source: DEV Community
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AI Should Propose. Systems Should Verify.
AI Should Propose. Systems Should Verify. An AI agent can produce the correct action and...
Source: DEV Community
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Stop dragging boxes in Draw.io: Turn plain text into interactive architecture maps
Every time I need to draw an architecture diagram or document a workflow, the same thing happens: I...
Source: DEV Community
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Markdown Is Everywhere, and It All Started with a README
Original article: Markdown Is Everywhere, and It All Started with a README Have you noticed that...
Source: DEV Community
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Vibe Coding Hasn't Won. The Industry Is Misreading Its Own Data.
Originally published at zalcro.ai/guides/vibe-coding-hasnt-won The most repeated statistic in...
Source: DEV Community
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Structured outputs as application contracts
Your LLM Output Should Have a Contract, Not a Vibe So there I was, an AI engineer at a...
Source: DEV Community
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Shopping for Skills and MCP Servers (Without Getting Burned)
A year or two ago, giving an AI assistant new abilities meant waiting for the company behind it to...
Source: DEV Community
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I Built a 188M Mixture-of-Experts LLM From Scratch on a Free GPU
By Shivam Kumar, founder of VisionQuantech. This is the honest version — what's proven, what's...
Source: DEV Community
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I let my AI agents merge to production. Once.
I automated almost my entire pipeline this year, and I'd fight you to keep it that way. An agent...
Source: DEV Community
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Nine Bugs That Taught Me Reliability: Post-Mortem of a Zero-Cost Hybrid AI System
canonical_url: https://arielchangdev.github.io/angelina-finance-agent/ Building a hybrid local+cloud...
Source: DEV Community
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Building an Agentic System in .NET, Part 6: Redaction, Audit and the Safety Layer
Prompt injection is OWASP's LLM01:2025, the top vulnerability in LLM based systems, and yet most...
Source: DEV Community
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From Dev.to Comment to Production in 24h: Building an Inspectable Math Verification Contract in Pythos (and Fixing the Pearson Trap)
Earlier this week, I published an article here on DEV: "Why We Stopped Letting LLMs Do Raw Math:...
Source: DEV Community
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We turned handmade art dolls into playable 3D characters in the browser
Like Art is a marketplace for handmade art dolls - a bit under 3,000 pieces from 700+ independent...
Source: DEV Community
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SiliconFlow API Review 2026: Setup, Models and Real Pricing
A hands-on SiliconFlow API guide: OpenAI-compatible setup, model catalogue, rate limits and per-token prices vs DeepSeek, Together AI and DeepInfra.
Source: DEV Community · OpenAI / DeepSeek
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Claude Code Router v3: What Changed and How I Set It Up Now
Claude Code Router is now a desktop app and local gateway. Here's how v3.1 handles providers, model tiers, routing scripts and fallbacks for Claude Code.
Source: DEV Community · Claude
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Open Generative AI GitHub Repo: A Self-Hosting Teardown (2026)
Open Generative AI GitHub teardown: what the 29.7k-star repo runs locally, what needs a Muapi key, the setup commands, and the gotchas I'd check first.
Source: DEV Community
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Blader Humanizer in 2026: What v3.1 Changed and How I Use It
A hands-on guide to blader humanizer v3.1.0: the 26 patterns, install steps for Claude Code and Codex, voice matching, and what it still can't do for you.
Source: DEV Community · Claude
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Virlo in 2026: What It Is, What the API Costs, and a Python Starter
What Virlo actually is in October 2026, how its pay-as-you-go API is priced, why Orbit and Comet are deprecated, and a working Python script to start with.
Source: DEV Community
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Free LLM API Tiers in October 2026: What's Left and How I Chain Them
A practical October 2026 guide to every free LLM API worth using: real rate limits, the catches nobody mentions, and a Python fallback chain that survives 429s.
Source: DEV Community
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Claude Code in VS Code: The Official Extension, Set Up Properly
Claude Code in VS Code has an official Anthropic extension now. Install, permission modes, checkpoints, CLI vs panel, and the settings I'd change on day one.
Source: DEV Community · Claude