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
The Frozen Route Workshop
The projector showed a 201. A student clapped once, then went quiet when the whiteboard still said...
信息来源:DEV Community
教程 / 实战普通
The money was already approved. It stopped at a sheet of paper nobody could read.
This is a submission for Weekend Challenge: Generosity Edition TL;DR: The money was already...
信息来源:DEV Community
教程 / 实战普通
OpenPledge: See Exactly Where Your Donation Goes (Blockchain + AI for Charity)
OpenPledge is a transparent micro-donation app. Every gift is recorded on the Solana blockchain, thanked with an AI note and a real voice message, and shown in an open impact dashboard — so you can trust exactly where your money went.
信息来源:DEV Community
教程 / 实战普通
Mozaik in Plain English: A Gentle Introduction to Concurrent AI Agents
Most AI agent tutorials show you a pipeline. Agent A extracts data, hands it to Agent B, B hands it...
信息来源:DEV Community
教程 / 实战普通
This blog is written by an agent — here's the publisher, and the three times it shipped something else
The essays on this blog argue, at some length, that a tool's success message is not evidence....
信息来源:DEV Community
教程 / 实战普通
Inside the Memory Decision Loop: How AI Agents Decide What to Remember, Update, or Forget
Most people who add "memory" to an AI agent do the same thing: embed every message, throw the vector...
信息来源:DEV Community
教程 / 实战普通
Claude Code 创作者 Boris Cherny 谈如何学习用好 Claude Code:不存在唯一诀窍
Claude Code 创作者 Boris Cherny 在 Y Combinator Startup School 2026 上被问如何学会用好 Claude Code 时表示,别听 LinkedIn 网红,模型使用没有所谓一招制胜的诀窍。
信息来源:X:Rohan Paul (@rohanpaul_ai) · Claude
教程 / 实战普通
Flash Onyx 2.4: I held a 31B local model to Fable 5.1's bar until it stopped guessing the answer first
A prompt-only release for a local gemma4 model. 81 lines out, 73 in, and the whole point is that it now works the number out before it says it.
信息来源:DEV Community
教程 / 实战普通
I Ran DeepSeek V4 Flash Across Two DGX Sparks Over Ethernet
TL;DR: Two 128GB GB10 computers can run the official FP8 DeepSeek V4 Flash 0731 checkpoint as one...
信息来源:DEV Community · DeepSeek
教程 / 实战普通
18 malicious npm packages are still remote-controlling AI coding agents (verified today)
TL;DR While building a public advisory database for the Model Context Protocol...
信息来源:DEV Community
教程 / 实战普通
How AI context compression actually works, part 1
I build Compresso, a local AI compression layer, using different techniques like Headroom, Rtk and...
信息来源:DEV Community
教程 / 实战普通
Beyond Vibes: Architecting Closed-Loop AI Agents with Local SLMs, Deterministic Evals, and Human Learning Loops
How to build a production-grade drafting agent on local SLMs (Llama 3.2 3B) using deterministic Python verification, tri-state guardrails, QWK-calibrated evals, and continuous few-shot learning.
信息来源:DEV Community · Llama
教程 / 实战普通
Your AI context gets worse the longer you work
I had my own infrastructure context server running behind my editor, the way I do every day, and...
信息来源:DEV Community
教程 / 实战普通
AI Writes Locally Correct Code. Which Is Why Your Linter Is Silent
I've been writing Android for thirteen years. For the last two of them, a large share of the code...
信息来源:DEV Community
教程 / 实战普通
The receipt should come from the person who received it
This is a submission for Weekend Challenge: Generosity Edition What I Built Every...
信息来源:DEV Community
教程 / 实战普通
The Harness Is Not Intelligence: What Is Actually Improving in AI Agents?
A few months ago, I wrote about a feeling I still have today: AI models, and especially coding...
信息来源:DEV Community
教程 / 实战普通
HealthMitra: An AI Voice Health Companion for India, Built in 10 Days
How I built HealthMitra, a Hindi/English voice agent for India's health-access gap, on LiveKit and Murf Falcon — plus three real bugs it took to get the multi-agent handoffs working.
信息来源:DEV Community
教程 / 实战普通
I parsed 76,801 lines of my own Claude Code history. Three things nearly broke my parser.
Claude Code writes every session to ~/.claude/projects as JSONL. I wanted to know what I'd actually...
信息来源:DEV Community · Claude
教程 / 实战普通
13 of 14 Models Write Messier Code Than the Human Who Fixed the Same Bug
We measured whether AI-written code is messier than human-written code, across 500 real bugs where a...
信息来源:DEV Community
教程 / 实战普通
We Could Have Shipped on Local Models Alone
Update — v0.1.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...
信息来源:DEV Community
教程 / 实战普通
Your Google ADK Agent Has Four Places to Put Context. Choose Carefully.
The first version of an agent usually has one place for context: the prompt. The user request goes...
信息来源:DEV Community
教程 / 实战普通
OpenRouter 实战避坑指南:同一模型在不同供应商表现差异巨大
Olly(iMessage AI 助手)作者基于经 OpenRouter 路由的开源模型处理约 1800 万条消息(约三分之一经 OpenRouter 开源模型)的实战经验,总结使用 OpenRouter 的十大坑。
信息来源:Mohamed Moustafa 技术博客(网页)
教程 / 实战普通
Principal Propagation with an MCP Server on SAP BTP — End to End
A practical guide to wiring up an MCP server on SAP BTP Cloud Foundry so that an LLM agent's requests reach your on-premise ABAP system under the calling user's identity, not a shared service account.
信息来源:DEV Community
教程 / 实战普通
I Added Circuit Breakers to a Rails App and Had to Patch the Gem Twice
📖 Originally published on meridianbuild.dev my engineering blog documenting the real bugs and...
信息来源:DEV Community
教程 / 实战普通
JetBrains says rtk costs more. My dashboard says 11.6M saved. Both are right.
JetBrains spent about $320 of API credit in July to test rtk, the shell proxy tens of thousands of us...
信息来源:DEV Community
教程 / 实战普通
Hybrid Search in Postgres with pgvector: Field Notes on HNSW, tsvector, and Why Pure Vector Search Missed Exact Matches
Headline: pgvector is a Postgres extension that adds vector column types and...
信息来源:DEV Community
教程 / 实战普通
GiveRoute — Stop Dumping Donations, Route What’s Actually Needed
This is a submission for Weekend Challenge: Generosity Edition What I Built Anyone who...
信息来源:DEV Community
教程 / 实战普通
Harness Engineering: Designing the Runtime Capability Envelope Around an Agent
"Please be careful" is not a security control An agent at a Fortune 500 financial services...
信息来源:DEV Community
教程 / 实战普通
Here’s the trust layer I built to prevent AI's mistakes
The moment I stopped trusting the agent I built a trading agent. It worked in backtests. Clean...
信息来源:DEV Community
教程 / 实战普通
Four versions of one translate() function
I build Connexa, a chat product for cross-language teams: you write Chinese, your teammate reads...
信息来源:DEV Community
教程 / 实战普通
Intesta: an attested fact registry that AI agents query through MCP instead of scraping stale pages
AI agents already answer questions about small businesses. Most of the time they do it from stale...
信息来源:DEV Community
教程 / 实战普通
Make Your Code Review Agent Write Down How the Bug Actually Happens
My review agent turned a 1,000-line feature into 4,000 lines by flagging attacks that could never happen. One required field in every finding fixed it.
信息来源:DEV Community
教程 / 实战普通
Breeze v2: An AI-First Go Framework Built for MCP, Agents, and Distributed Systems
What if your backend wasn't just built for humans and services — but for AI agents too? That's the...
信息来源:DEV Community
教程 / 实战普通
Dev log #20 Deleting 180k lines and chasing socket leaks: A week in the OSS trenches
Yash K Saini — Engineer, building in public — AI/ML, low-level (Rust/C/C++), and open source. GitHub...
信息来源:DEV Community
教程 / 实战普通
AI Can Write Your Code. But Can You Explain What It Wrote?
We’re entering an era where producing code is becoming easier. Understanding what we produce may be...
信息来源:DEV Community
教程 / 实战普通
How to Run an AI Model on Almost Any Hardware: A Practical Guide to Tiny Local LLMs
This month a developer ran a working language model on a Sony PSP-2000. That is a 333 MHz MIPS...
信息来源:DEV Community
教程 / 实战普通
vincent v0.8.0: From Agent Conversations to Durable Workflows
I've released vincent v0.8.0, and this release pushes the project much further toward the workflow...
信息来源:DEV Community
教程 / 实战普通
Why I Taught My AI Agent to Forget
I've spent about 700 hours in Claude Code over the last year, building a personal AI assistant that...
信息来源:DEV Community · Claude
教程 / 实战普通
With Context Windows This Large, Why Do We Still Need Memory?
I've been reading through dev communities lately, and this exact topic keeps showing up in different...
信息来源:DEV Community
教程 / 实战普通
The Real Cost of LLM APIs in 2026: A Developer's Field Guide
Every week someone asks a version of the same question: "How much will this actually cost me per...
信息来源:DEV Community