AI 教程与实战
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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教程 / 实战普通
StudyMate Offline: A Privacy-First AI Study Companion That Works Without Internet 🎓
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend StudyMate...
信息来源:DEV Community
教程 / 实战普通
One inbox for every Claude Code session on every machine
On a normal day I have somewhere between five and fifteen Claude Code sessions running. Some are on...
信息来源:DEV Community · Claude
教程 / 实战普通
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.
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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.
信息来源:DEV Community
教程 / 实战普通
Your Transformation Isn't Failing. Your Evidence Is.
There's one question that quietly ends more transformation programs than bad architecture ever...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community · OpenAI
教程 / 实战普通
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.
信息来源:DEV Community · Claude
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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.
信息来源:DEV Community · Grok
教程 / 实战普通
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.
信息来源:DEV Community · Qwen / Claude
教程 / 实战普通
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.
信息来源:DEV Community · Claude
教程 / 实战普通
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.
信息来源:DEV Community · Kimi / Cursor
教程 / 实战普通
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.
信息来源:DEV Community · Qwen
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community · DeepSeek
教程 / 实战普通
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 ...
信息来源:DEV Community
教程 / 实战普通
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.
信息来源:DEV Community · Claude
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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.
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community · Claude
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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 ...
信息来源:DEV Community
教程 / 实战普通
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,...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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.
信息来源:DEV Community · Claude
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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.
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community · OpenAI
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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.
信息来源:DEV Community