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
Your agent loop has no cost ceiling. Here is the fix.
A runnable per-task token budget guard for agent loops, plus the routing and loop-detection rules that keep the cost bounded. Built while reading agent cost surveys and looking for where the ceiling should sit.
Source: DEV Community
TutorialsOrdinary
How I built hands-free voice mode for my AI assistant: ffmpeg VAD, barge-in, zero npm packages
How I built hands-free voice mode for my AI assistant: ffmpeg VAD, barge-in, zero npm...
Source: DEV Community
TutorialsOrdinary
One field in the request made our agent 3x cheaper and 8x faster
TL;DR. Reasoning models decide by themselves how long to think if you don't tell them. Our agent...
Source: DEV Community
TutorialsOrdinary
RxShield — Clinical Prescription Guardian & Dashboard
A clinical medication guardian built for Grandma Eleanor featuring Gemma 2 AI, ElevenLabs voice narration, and an accessible Linear/Raycast dark theme.
Source: DEV Community
TutorialsOrdinary
Your Transformation Isn't Failing. Your Evidence Is.
There's one question that quietly ends more transformation programs than bad architecture ever...
Source: DEV Community
TutorialsOrdinary
Your coding agent just read your API keys. I built a local check so they don't reach the model.
Your coding agent just read your passwords and API keys. Its next request goes to OpenAI or...
Source: DEV Community · OpenAI
TutorialsOrdinary
Claude Sonnet 5.5 Built a Kart Racer for My TV: 20 Prompts, 4 Players, Real Gamepads
Sonnet 5.5 built a split-screen kart racer in 12 prompts, Opus 5.5 made it playable on a TV in 8 more. Every prompt, every bug, the code.
Source: DEV Community · Claude
TutorialsOrdinary
Udhaar-Khata: Voice AI Digital Ledger for My Father Using 100% Local Open-Weights (Gemma 2 + Whisper)
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
TutorialsOrdinary
Grok Build Hype vs Reality: A Look at Real User Reactions
Grok Build is xAI's terminal coding agent with Plan Mode and parallel agents. But real users report silent code changes, pricing gripes, and a benchmark gap.
Source: DEV Community · Grok
TutorialsOrdinary
Qwen 3.6 Plus vs Claude Opus 4.6: Which One Actually Works in Production?
Qwen 3.6 Plus is free, fast, and ships 1M context. Claude Opus 4.6 costs more but handles hard agentic tasks better. Here's what actually matters.
Source: DEV Community · Qwen / Claude
TutorialsOrdinary
Anthropic Left 512,000 Lines of TypeScript in a Public npm Package. Here's What Was Inside.
Anthropic exposed 512K lines of Claude Code via a missed .npmignore. Every hidden feature, background agent, YOLO flag.
Source: DEV Community · Claude
TutorialsOrdinary
Cursor Shipped Composer 2. One API Call Told the Real Story.
Cursor launched Composer 2 without mentioning Kimi K2.5. A developer found the model ID in 24 hours. Here's the string.
Source: DEV Community · Kimi / Cursor
TutorialsOrdinary
Flash-MoE: How to Run a 397B Model on a Laptop
Flash-MoE streams a 397B Qwen model from SSD on a 48GB MacBook at 5.5 tok/s. No cloud. Here's how sparse MoE activation makes this actually work.
Source: DEV Community · Qwen
TutorialsOrdinary
PrepWise AI: An Open-Source Current Affairs Tutor for Exam Prep
What I Built & Who I Built It For My friend Geet is rigorously preparing for...
Source: DEV Community
TutorialsOrdinary
Your system prompt is silently killing your prompt cache
A benchmark on DeepSeek. Moving roughly 30 tokens from the top of a system message to the bottom cut...
Source: DEV Community · DeepSeek
TutorialsOrdinary
The brochure said 18 floors. The registration said 12.
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
Claude Code's usage-limit auto-continue doesn't run in Remote Control sessions. Hooks resume them.
My Claude Code sessions stopped resuming after the 5-hour limit. Remote Control was the switch (docs, 2.1.289 code, my logs). The hooks that resume every session and keep a weekly reserve.
Source: DEV Community · Claude
TutorialsOrdinary
Pani Kaisa Hai? A golgappa map that warns a neighbourhood about bad water, but only after a human checks
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
Stop Trusting Autonomous AI Agents with Unchecked Tool Access: Introducing Vark
As AI agents transition from text completion interfaces to autonomous execution loops, we’re giving...
Source: DEV Community
TutorialsOrdinary
How to Build an AI Agent System That Researches 100 Blogs a Day (RSS, Google News, Reddit, YouTube)
A concrete walkthrough of the iHateReading research layer: RSS, Google News, Reddit, YouTube transcripts, URL hashing, LLM classification, and turning the pipeline into a content-ideas dashboard SaaS.
Source: DEV Community
TutorialsOrdinary
I Integrated 20+ AI Models. The Hard Part Wasn't the AI.
When I integrated my first AI model, the whole thing felt almost ridiculously simple. There was an...
Source: DEV Community
TutorialsOrdinary
RecipeTape: My Friend's Voice Memos, Now a Family Recipe Book
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
TutorialsOrdinary
We moved our Claude Code skills' reference.md files back into SKILL.md. Was that the wrong call?
On 2026-09-18 we took the reference.md files out of 7 of our 9 Claude Code skills and put their...
Source: DEV Community · Claude
TutorialsOrdinary
Building an Agent That Can't Afford to Be Wrong: Quran Sanity Agent
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real...
Source: DEV Community
TutorialsOrdinary
Clearfund: follow a donation through every re-granting hop
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
What Happens to Vibe Coders? What the Research Actually Says
Vibe coding went from a joke tweet to a daily habit in under two years. You describe what you want,...
Source: DEV Community
TutorialsOrdinary
A dinner planner for a friend who shouldn't have to check the AI's work
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
TutorialsOrdinary
Your robots.txt allows GPTBot. Your server may still answer 403.
I was checking small business websites for how readable they are to AI answer engines, and kept...
Source: DEV Community
TutorialsOrdinary
SANKALP: I Built an AI That Turns School Concepts into Interactive 3D Experiences
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
TutorialsOrdinary
Claude Code Plan Mode vs Auto-Accept in 2026: When to Let the Agent Drive and When to Stay in the Loop
Most agentic coding failures stem from choosing the wrong execution mode. Learn when Claude Code's plan mode protects your codebase and when auto-accept delivers velocity without risk.
Source: DEV Community · Claude
TutorialsOrdinary
How I Test an LLM Feature: Field Notes on Golden Sets, LLM-as-Judge, and Eval Gates in CI
Headline: An LLM feature cannot be unit-tested with string equality, because the same prompt returns...
Source: DEV Community
TutorialsOrdinary
Best AI Website Builders I Keep Coming Back To After Testing Dozens
Choosing an AI website builder sounds easy, until you actually start testing them. Almost every tool...
Source: DEV Community
TutorialsOrdinary
Hard Budget Caps Are a Runtime Safety Primitive for AI Agents
An AI agent can fail without crashing, throwing an exception, or producing an obviously wrong answer. It can simply keep doing valid work for far too long.
Source: DEV Community
TutorialsOrdinary
I built the same app twice — by hand, then with AI. I trust the fast one less.
I ran a stupid little experiment a few months ago. I built the same app twice. The first time, the...
Source: DEV Community
TutorialsOrdinary
How I Architected an AI Customer Support System with React, Node.js, PostgreSQL, Redis & OpenAI
Adding AI wasn’t the difficult part. Deciding where AI belongs in the application architecture...
Source: DEV Community · OpenAI
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PCIe lanes, not GPU VRAM, is the spec that kills your homelab GPU plan
Photo by Daniel Hatcher on Unsplash I'd already picked the GPU. I was checking a motherboard's...
Source: DEV Community
TutorialsOrdinary
AI agents got email. The first thing they did was file bug reports on each other.
AI agents got email. The first thing they did was file bug reports on each other. Most multi-agent...
Source: DEV Community
TutorialsOrdinary
pgvector HNSW Filtering: My RAG Asked for 10 Rows and Got 0
pgvector HNSW filtering runs your WHERE clause after the index scan, so filtered RAG queries return fewer rows than LIMIT. Here's the fix.
Source: DEV Community
TutorialsOrdinary
The Dangerous AI Agent Is Not the One That Ignores Your Instructions — It’s the One That Follows Them Too Far
We often think the dangerous AI agent is the one that refuses instructions. The one that goes...
Source: DEV Community
TutorialsOrdinary
I built a small kanban board that my coding agents update with curl
When I work with coding agents I usually have a few things going at once, and after a couple of...
Source: DEV Community