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
Our Alert-Suppression Flag Failed Open — Before It Ever Shipped
Every ops setup has a "shut up" flag. Ours had three bugs, and we found all three in one afternoon —...
信息来源:DEV Community
教程 / 实战普通
Zernio Review 2026: The Social Media API for Developers and AI Agents, Explained
Zernio is a single API for publishing, messaging, ads, analytics and phone numbers across 16 channels, built for developers and AI agents rather than...
信息来源:DEV Community
教程 / 实战普通
SiliconFlow Review 2026: One API for 200+ Models \u2014 Pricing, Speed and the Catch
SiliconFlow sells one OpenAI-compatible API for 200+ open and commercial models\u200a\u2014\u200aDeepSeek, Qwen, GLM, Kimi, FLUX and more\u200a\u2014\u200awith serverless, dedicated...
信息来源:DEV Community · OpenAI / Qwen / GLM
教程 / 实战普通
How to build a Prediction Market Research Agent like PolySeer
Day 7 of 30 Days of Search. A prediction market gives you a price. Research helps you decide whether...
信息来源:DEV Community
教程 / 实战普通
How Does a Neural Network Actually Learn?
We've all heard this sentence: "Neural networks learn from data." But what does learn actually...
信息来源:DEV Community
教程 / 实战普通
Your Agent's Self-Report Is Generated Text. The Tool Log Is Ground Truth. Audit the Gap.
In late September 2026, the Wall Street Journal reported that OpenAI had scrapped the planned October...
信息来源:DEV Community · OpenAI
教程 / 实战普通
Designing Human-in-the-Loop AI: Why an AI-Generated Reply Should Be a Draft, Not an Action
1. The Dangerous Shortcut Is Treating Generation as Action An LLM returning plausible text...
信息来源:DEV Community
教程 / 实战普通
Theo Ported TypeScript to Rust with AI and Never Read the Code
ts-rust is Theo's AI-written Rust port of the TypeScript compiler, built for $24k after a failed $400k attempt. Here is how it benchmarks and what it costs you.
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community
教程 / 实战普通
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...
信息来源:DEV Community · GPT / Claude
教程 / 实战普通
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...
信息来源:DEV Community
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