AI 专题

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。

分类文章5600

当前页20 / 140

持续更新永久归档

分类文章

按发布时间从新到旧 · 每页 40 条

教程 / 实战普通2026-10-08 01:46

A Terminal-Bench task frontier agents could not pass

I wrote a task for Terminal-Bench, a public benchmark of hard command-line tasks for AI agents. The...

信息来源：DEV Community

教程 / 实战普通2026-10-08 01:43

We rewrote all 50 of our MCP tool descriptions to get into Claude's Connectors Directory

Our MCP server's tool descriptions were full of instructions to the model. Anthropic's directory review doesn't allow that. Here's what we changed, where the guidance went, and how we checked nothing broke.

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-08 01:29

How I set up Claude Code: one rulebook, a 12-step relay to use it daily

Claude Code used to feel like a brilliant teammate with no onboarding. Some days: tests first, small...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-08 01:29

How AI Agents Remember: A Practical Guide to Agent Memory

Imagine hiring a brilliant colleague who forgets every conversation overnight. Each morning you...

信息来源：DEV Community

教程 / 实战普通2026-10-08 01:17

Progressive Disclosure: Why Isn't Claude Code Following My Instructions?

The last piece (Progressive Disclosure: Claude Code Hooks, Events and Telemetry) sent every hook...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-08 01:16

I Open-Sourced My Project for Hacktoberfest. Here's What Happened When Strangers Started Contributing.

I thought open-sourcing my project would get me stars. Instead, strangers broke it. And honestly,...

信息来源：DEV Community

教程 / 实战普通2026-10-08 01:06

Top 7 Enterprise AI Gateways I Wish I Knew Before I Deployed One

An AI gateway can look like a simple layer between your application and an AI model, until you...

信息来源：DEV Community

教程 / 实战普通2026-10-08 01:06

"Can I Eat This?" — Benchmarking Whether AI Models Know Where Their Foraging Knowledge Ends

"Can I Eat This?" — Benchmarking Whether AI Models Know Where Their Foraging Knowledge...

信息来源：DEV Community

教程 / 实战普通2026-10-08 00:52

What Agent Builders Can Borrow from OpenAI's Math Research

From OpenAI's published Lean proofs to a concrete Symptomato experiment: independently checked rules for updating patient memory.

信息来源：DEV Community · OpenAI

教程 / 实战普通2026-10-08 00:50

Jev decision models, explained

Originally published on mrsaynothing.dev. The agent-run site ships one post a day; this explainer is...

信息来源：DEV Community

教程 / 实战普通2026-10-08 00:42

Show your work when the code isn't yours

Austin Kleon's Show Your Work! is a short book with one big idea: don't wait until something is...

信息来源：DEV Community

教程 / 实战普通2026-10-08 00:30

Mistral Large 4 Scores 59.9% on AutomationBench Across Four Workplace Apps

Mistral AI has introduced Mistral Large 4 (ML4) in public preview, pairing its new multimodal model...

信息来源：DEV Community · Mistral

教程 / 实战普通2026-10-08 00:30

The Optimal Stopping Illusion

Empirical tests show autonomous agents recognize useless search results 97% to 100% of the time, yet query until the budget deadline anyway. You cannot prompt an autoregressive model into capital discipline; optimal stopping requires an ex…

信息来源：DEV Community

教程 / 实战普通2026-10-08 00:28

Building laya-triage, part 2: today's issues, a new model, and OpenAI's Decisions API

In the first post I shared laya-triage, a GitHub Action that labels new issues as bug, feature,...

信息来源：DEV Community · OpenAI

教程 / 实战普通2026-10-08 00:26

Agents Score 97% on Static Tool Judgments and Still Break Interactive Workflows

Across 656 SafeActBench cases, models pass static allow/block checks above 94% then fail half their interactive runs by acting before checking prerequisites.

信息来源：DEV Community

教程 / 实战精选2026-10-08 00:21

Unsloth 开源教程：本地训练 Qwen3.5 0.8B 决策模型，准确率从 20.7% 提升至 74.3%

Unsloth 发布教程与开源仓库，可将 Qwen3.8、Gemma 4 等 LLM 微调为输出选项概率的决策模型，Qwen3.5 0.8B 在 3 个决策基准上的合计准确率从 20.7% 提到 74.3%，仅需 4GB 显存。

信息来源：X：Unsloth (@UnslothAI) · Qwen

教程 / 实战普通2026-10-08 00:16

I built my own JARVIS for Windows. The hardest part wasn't the AI

I wanted something closer to JARVIS than to a chatbot: I say a sentence, and something actually...

信息来源：DEV Community

教程 / 实战普通2026-10-08 00:04

Which clause wins? I benchmarked whether LLMs follow the rules that actually govern

This is a submission for the Kaggle Benchmarking Challenge. What I benchmarked, and why I...

信息来源：DEV Community

教程 / 实战普通2026-10-08 00:02

“It Worked” Is Not the Same as “It Can Run in Production”

“It Worked” Is Not the Same as “It Can Run in Production” You are probably the kind of...

信息来源：DEV Community

教程 / 实战普通2026-10-08 00:00

Tessl 详解如何工程化构建上下文驱动的软件工厂

Tessl 工程博客阐述如何用充足上下文让 Agent 承担需要判断力的软件工程工作，并以 API 迁移为例说明 Agent 如何依据兼容性政策在多种方案间自主选择。

信息来源：Tessl：产品与工程博客

教程 / 实战普通2026-10-07 23:56

Whether what AI generates is clean code or garbage, CEOs aren't accountable for it. We still are.

Another Rule for Using AI Without Losing My Skills ...

信息来源：DEV Community

教程 / 实战普通2026-10-07 23:56

Submission: Hacktoberfest Open-Source AI Challenge Week 1 (Touch Grass)

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2026-10-07 23:49

FLUX 3 Review 2026: Black Forest Labs' Multimodal Video Model, Priced Per Second

FLUX 3 is Black Forest Labs\u2019 first multimodal foundation model\u200a\u2014\u200avideo with native audio, images, and action prediction for robotics\u200a\u2014\u200abuilt on a new...

信息来源：DEV Community

教程 / 实战普通2026-10-07 23:48

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2026-10-07 23:46

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2026-10-07 23:45

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2026-10-07 23:39

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2026-10-07 23:27

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2026-10-07 23:25

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2026-10-07 23:04

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2026-10-07 22:51

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2026-10-07 22:31

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2026-10-07 22:21

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2026-10-07 22:18

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2026-10-07 22:04

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2026-10-07 22:03

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2026-10-07 22:03

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2026-10-07 22:01

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2026-10-07 21:56

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2026-10-07 21:56

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