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。
Category articles4769
当前页19 / 120
UpdatesPermanent archive
Category articles
按发布Time从新到旧 · 每页 40 stories
TutorialsOrdinary
OpenHarnX: Your Coding Agent Says Tests Pass. Check What Actually Passed.
My coding agent handed back a diff and said tests pass. They didn't. It had quietly rewritten the...
Source: DEV Community
TutorialsOrdinary
Keeping Your Knowledge Graph Current Without a Dedicated Team
The Maintenance Problem Nobody Plans For You built a knowledge graph to give your AI agent...
Source: DEV Community
TutorialsOrdinary
Hybrid Retrieval in C#: Combining Vector Search, Graph Traversal, and Reranking for Agent Memory
The Problem with Pure Vector Retrieval Vector search gives you semantic proximity: chunks...
Source: DEV Community
TutorialsOrdinary
The model swap was the trigger. The bug was ours.
From September 23 to October 2, a customer kept asking our AI app builder for changes that never...
Source: DEV Community
TutorialsOrdinary
The Trust Boundary Is Now Whoever Wrote the Last Mod You Installed
Every extension system for AI coding agents has quietly moved the trust boundary. Nobody announced...
Source: DEV Community
TutorialsOrdinary
Edge AI with .NET, Part 3: Vision OCR You Can Actually Trust
The Gap Between Demo and Production Reading an analog power meter with a vision model...
Source: DEV Community
TutorialsOrdinary
Debugging a silently failing AI workflow with Agent Core full-link observability
The most difficult AI workflows to debug are the ones that don't crash. A multi-step agent pipeline...
Source: DEV Community
TutorialsOrdinary
Same prompt, four models: what Opus, Sonnet, Astra and Sol each got wrong
I ran one prompt through four models last week. Opus 5.5 and Sonnet 5.5 in Claude Code, GPT-6 Astra...
Source: DEV Community · GPT / Claude
TutorialsOrdinary
Can You Gaslight an AI About AWS? I Built a Game to Find Out
Ciao Devs 👋, Assalam o Alaikum Here is a real exchange from my experiment. I asked a model how...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
A Coding System That Refuses to Trust Its Own Output
Derivative turns software requirements into executable Python, but generated code is never allowed to...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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:...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
RTL Receipt Test: Fluent Arabic is not the same as faithful evidence
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked ...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
Click blackberry, find apple
Twenty-one sentences, no pretrained model. Drag to rotate, click a word to see its nearest neighbors,...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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.
Source: DEV Community
TutorialsOrdinary
AI Agent Authorization Beyond Authentication: A Look At AWS Dogwood
TL;DR: Credentials conflate authentication and authorization: Long-lived API keys,...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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 ...
Source: DEV Community
TutorialsOrdinary
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.
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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,...
Source: DEV Community
TutorialsOrdinary
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....
Source: DEV Community · Claude
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
🤖📞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...
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
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.
Source: DEV Community
TutorialsOrdinary
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...
Source: DEV Community
TutorialsOrdinary
A gully cricket umpire you can shout at
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
Source: DEV Community