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 First Transaction and 260,000 Crash Replays---Writing a COW Filesystem from Scratch, Part 5
The red leaves at the SAIJOU mountain spend the whole summer getting ready before they bloom. After...
信息来源:DEV Community
教程 / 实战普通
Your MCP server changed. Its version didn't. Here's how to catch it.
A version number is a promise: nothing a client depends on changed without me saying so. For MCP...
信息来源:DEV Community
教程 / 实战普通
A Coding System That Refuses to Trust Its Own Output
Derivative turns software requirements into executable Python, but generated code is never allowed to...
信息来源:DEV Community
教程 / 实战普通
Regression-testing a skill on a real AI assistant: from 155 seconds a case to 10 minutes a run
The problem We build Mushare, a messaging network for AI assistants: you tell Meta's Muse...
信息来源:DEV Community
教程 / 实战普通
Seven Days Managing an AI Development Team
On the first day, I planned nine tasks. Three got done. The other six ran into familiar problems:...
信息来源:DEV Community
教程 / 实战普通
6 things that broke when we built an AI pipeline that posts to 9 social networks
At Autoadify we build Workflows: a schedule, a new Shopify/WooCommerce product, or a post that's...
信息来源:DEV Community
教程 / 实战普通
RTL Receipt Test: Fluent Arabic is not the same as faithful evidence
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked ...
信息来源:DEV Community
教程 / 实战普通
The Skill I Am Not Sure I Still Have
When I was about fourteen I spent my days in a computer club in Romania. Anyone could walk in. CP/M...
信息来源:DEV Community
教程 / 实战普通
I found the optimal top-k for my RAG system. Then I ran it again.
I built a small retrieval-augmented generation system over a corpus of research papers and wanted to...
信息来源:DEV Community
教程 / 实战普通
Click blackberry, find apple
Twenty-one sentences, no pretrained model. Drag to rotate, click a word to see its nearest neighbors,...
信息来源:DEV Community
教程 / 实战普通
Build a web-aware TypeScript agent with Mastra and Zenrows
This article was originally published on the Zenrows blog. In this tutorial, you'll build a Mastra...
信息来源:DEV Community
教程 / 实战普通
How LoRA Actually Works: Low-Rank Decomposition, Weight Merging, and Memory Breakdown Under the Hood
Why full fine-tuning an 8B model requires 130+ GB VRAM, how low-rank matrix decomposition cuts parameters by 99%, and how weight merging enables zero-latency serving.
信息来源:DEV Community
教程 / 实战普通
AI Agent Authorization Beyond Authentication: A Look At AWS Dogwood
TL;DR: Credentials conflate authentication and authorization: Long-lived API keys,...
信息来源:DEV Community
教程 / 实战普通
The Third Leg of the Parity Test
Months ago, a commenter on this series proposed a test: if the same backend really stands behind both...
信息来源:DEV Community
教程 / 实战普通
Your compliance tool saying you're "95% ready" is a liability, not a feature
I've spent the last stretch building a SOC 2 readiness tool, and the most useful thing I learned has...
信息来源:DEV Community
教程 / 实战普通
I made an AI that writes commit messages so I don't have to think at 6pm on a Friday
You know the feeling. You've just spent 3 hours on a fix, your brain is mush, and now you have to...
信息来源:DEV Community
教程 / 实战普通
The Guide I Wish Someone Handed Me After My First Launch
If you have been coding for a while, you already know the feeling. You spent three months on your...
信息来源:DEV Community
教程 / 实战普通
Petal & Leaf is a small web app that helps you look at your plants instead of your phone.
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
Do you need a vector database? Brute-force search benchmarked from 10k to 1M vectors
Exact numpy search over 100k embeddings takes 3.5 ms on 2 vCPUs. Measured latency, memory and HNSW recall to show when an index actually pays off.
信息来源:DEV Community
教程 / 实战普通
Build a Zero-Trust Document Pipeline with OpenCV, Presidio, and LangGraph (Beginner Guide)
When building LLM applications, we often rush to pass user data directly into our prompts or RAG...
信息来源:DEV Community
教程 / 实战普通
ButterflyBench: I Changed One Instruction. What Else Did the AI Change?
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked One of my...
信息来源:DEV Community
教程 / 实战普通
How I built a quiet heartbeat for my AI assistant: HEARTBEAT_OK, exact-match silence, and a skipped-busy rule
How I built a quiet heartbeat for my AI assistant: HEARTBEAT_OK, exact-match silence, and a...
信息来源:DEV Community
教程 / 实战普通
A like is face-to-face. A follow is standing side by side. At least that's how it feels to me.
Fair warning: I'm not a physicist, sociologist or scientist of any kind. I found a couple of studies,...
信息来源:DEV Community
教程 / 实战普通
Claude Code Stop hooks: making the agent finish its homework"
Every coding agent I use has the same habit. It does the work, writes a lovely summary, and stops....
信息来源:DEV Community · Claude
教程 / 实战普通
I Pre-Registered a Side Project. My Favourite Idea Did Not Survive.
Earlier this year I built a test-quality harness called killcheck and wrote about it here. The short...
信息来源:DEV Community
教程 / 实战普通
Let the model read the invoice, not approve it: an n8n pattern for AP automation
Most "AI invoice automation" demos stop at the fun part: a model reads a PDF and spits out JSON. The...
信息来源:DEV Community
教程 / 实战普通
🤖📞How AI Calling Agents Actually Work: STT, LLM, TTS & the 1-Second Rule Nobody Talks About
Ever wondered how an AI can call you, understand what you say, respond naturally, and even book an...
信息来源:DEV Community
教程 / 实战普通
Before You Call an LLM Endpoint "Nerfed": A Small Statistics Checklist in Python
Every few weeks someone posts "provider X is serving a watered-down model" with a handful of...
信息来源:DEV Community
教程 / 实战普通
Building a Resilient Vision-Guided Desktop RPA Engine in Python (Without $15k/yr Enterprise Licenses)
Ditch brittle coordinate clicks and predatory RPA fees. Build a self-healing, local vision-guided GUI automation engine in Python.
信息来源:DEV Community
教程 / 实战普通
ARD Solves Discovery. But What Happens After Your AI Finds the Tool?
Agentic Resource Discovery may solve one of the biggest scaling problems facing AI agents: How does...
信息来源:DEV Community
教程 / 实战普通
A gully cricket umpire you can shout at
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
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.
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community · Claude
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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.
信息来源:DEV Community · DeepSeek / Qwen / Gemini
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community · ChatGPT / Claude
教程 / 实战普通
I let an AI agent make an infrastructure change
I let an AI agent make an infrastructure change An AI agent recently took an...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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.
信息来源:DEV Community