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教程 / 实战普通2026-10-20 13:01

Your Go Service Gets a Third Front Door: An MCP Adapter That Never Touches the Domain

Add an MCP server to a Go service with the official go-sdk: one new adapter, no production changes to the domain, and a test that proves it.

信息来源：DEV Community

教程 / 实战普通2026-10-20 12:52

CLI-Anything: Turning Desktop Software into Tools Your AI Agent Can Actually Use

If you have used an AI coding agent like Claude Code, Codex, or Cursor for more than a week, you have...

信息来源：DEV Community · Claude / Cursor

教程 / 实战普通2026-10-20 12:43

How one Desk Studio job gets from roughs to sign-off

The awkward part of a design job is deciding whether it's done. A file exists, the headline fits, and...

信息来源：DEV Community

教程 / 实战普通2026-10-20 12:41

What a language model says about a poker hand after it ends, next to what the log shows

On my site every model gets one more call when a hand finishes. The result is known. The model writes...

信息来源：DEV Community

教程 / 实战普通2026-10-20 12:39

The 21-case test that decides whether a RAG chatbot ships

Every retrieval-augmented chatbot demo looks the same: paste in a folder of PDFs, ask a question, get...

信息来源：DEV Community

教程 / 实战普通2026-10-20 12:34

Generative UI Without the Async Tax: Introducing bloc_signals_genui 1.0

Why we built a pure-Dart, 0ms synchronous Generative UI state machine on top of Google's official A2UI protocol—supporting two-way reactive forms, Riverpod/BLoC interop, Flutter Material 3, and ANSI terminal TUIs.

信息来源：DEV Community

教程 / 实战普通2026-10-20 12:13

Portion Cut: paste your exam portion, read only the pages that matter (EmbeddingGemma, in the browser)

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-20 12:08

Forkpath: Change One Moment in History, Then Let the AI Do the Homework

What I Built Forkpath is an alternate-history explorer. You type one sentence ("What if...

信息来源：DEV Community

教程 / 实战普通2026-10-20 11:59

My agent tagged 261 businesses "no website". One random check said otherwise.

I've started offering one-page websites to small local businesses in Turkey: vet clinics, dietitians,...

信息来源：DEV Community

教程 / 实战普通2026-10-20 11:53

An App Built for One: Why a Devpost Skill Pack Made Me Spec It Anyway

My wife lost her yellow book. So I built her an app. TL;DR: Cuenta is a small app for my wife's...

信息来源：DEV Community

教程 / 实战普通2026-10-20 11:50

Beyond Chatbots and Cron Jobs: Event-Driven Multi-Agent Pipelines on Google Cloud with ADK, Gemma 3 and Eventarc

This article provides a step by step architectural and deployment guide for StreamForge, a real-time...

信息来源：DEV Community

教程 / 实战普通2026-10-20 11:01

Mean Pooling vs CLS: Watch Transformers.js Turn a Sentence Into an Embedding in Node

Open embed() in Node with Transformers.js: tokens, hidden states, masked mean pooling, L2. Then see how CLS pooling and raw vectors can change your rankings.

信息来源：DEV Community

教程 / 实战普通2026-10-20 10:17

A $` in our replacement string doubled a live article from 16,866 to 34,163 characters

Our agent rewrote the closing of one of our published dev.to articles with String.prototype.replace,...

信息来源：DEV Community

教程 / 实战普通2026-10-20 10:14

Your AI's knowledge base had 61 pages. 24 of them described a company that no longer exists.

A dental clinic asked me to look at their AI receptionist because it kept quoting a price that was...

信息来源：DEV Community

教程 / 实战普通2026-10-20 10:02

Your Worst Test File Is Your Real Prompt. Coding Agents Copy It Faithfully

Coding agents copy the tests already in your repo. An hour fixing your three worst test files and their setup can beat another paragraph of CLAUDE.md.

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-20 09:52

What a Second Model Actually Catches: Seven Articles, Forty Review Comments, Measured

Author: Guangyi Zhao 1. Problem and background This article series runs under a standing...

信息来源：DEV Community

教程 / 实战普通2026-10-20 09:52

MIT 课程 MAS.S62「How to AI an AI」讲解 Harness 演化与多 agent 系统实证规律

作者解读 MIT 课程 MAS.S62「How to AI an AI」Lecture 4-5 两讲，主题为 Harness 与多 agent 系统的演化。

信息来源：X：邵猛 (@shao__meng)

教程 / 实战普通2026-10-20 09:50

Designing the Wait: Async AI Generation UX for Products That Take Minutes

A photo goes in. A video comes out. In between, roughly ten minutes of nothing — and that gap is...

信息来源：DEV Community

教程 / 实战普通2026-10-20 08:45

OpenAI GPT-5.3-Codex Strengthens the Case for Auditable COBOL Modernization

OpenAI is positioning GPT-5.3-Codex for more capable coding, debugging, and end-to-end software work,...

信息来源：DEV Community · OpenAI / GPT

教程 / 实战普通2026-10-20 08:02

Claude Code and Codex Solved the Same Ticket. Compare Both Branches With git range-diff

Two agents, one ticket, two branches. git range-diff pairs their commits and diffs the patches, so you see where the answers differ before you merge.

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-20 08:00

Mastra 讲解如何用 Firecrawl profiles 让 Agent 登录网站

Mastra 博客讲解 Firecrawl 团队为 Mastra 构建的 @mastra/browser-firecrawl 浏览器提供方，它给 Agent 一个托管浏览器来访问需登录的页面，本机无需运行 Chromium，演示登录 Sauce Labs 测试商店并完成背包结账。

信息来源：Mastra Blog

教程 / 实战普通2026-10-20 07:55

Integrating ByteDance deer-flow: Vector Memory Persistence Patterns for Long-Horizon Agents

A hands-on breakdown of deer-flow's memory architecture, pgvector schema design, and hybrid retrieval trade-offs when building multi-hour autonomous agents.

信息来源：DEV Community

教程 / 实战普通2026-10-20 07:37

SlothOps: Channeling My Inner Sloth with Open-Source AI (Tinker + Backboard + Render + .tech)

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-20 06:57

Engineering Knowledge Triples: How to Programmatically Anchor Your Brand in LLM Vector Space

Engineering Knowledge Triples: How to Programmatically Anchor Your Brand in LLM Vector...

信息来源：DEV Community

教程 / 实战普通2026-10-20 06:11

The Fenced Block Principle

The problem: code that reads well but means something else If you vibe code — or supervise...

信息来源：DEV Community

教程 / 实战普通2026-10-20 05:52

Last week in Agent Security Update 3: That's not Aoki!

An apology to start off with! I was too busy having fun in Sydney last week hacking with customers,...

信息来源：DEV Community

教程 / 实战普通2026-10-20 05:40

A bunch of Vibe Coding idiosyncrasies to beginners

Do you know vibe coding? Before you answer, please open 20 PRs with AI, get burned at least once,...

信息来源：DEV Community

教程 / 实战普通2026-10-20 05:34

All Nine of My Voice Agents Are One Giant Prompt. Here Is Where That Stops Working.

This week I went through every voice agent config I have exported on disk. Nine client agents: HVAC,...

信息来源：DEV Community

教程 / 实战普通2026-10-20 05:16

Your AI backfill passed the quality check. More than a third of it was wrong.

Glossary Task (Snowflake): a scheduled SQL statement or procedure call. Created...

信息来源：DEV Community

教程 / 实战普通2026-10-20 05:02

I Let an AI Agent Run Parts of My Real Businesses for a Year. Here Are the Receipts.

One year ago, I opened a terminal on a small home server and gave an AI agent its first real...

信息来源：DEV Community

教程 / 实战普通2026-10-20 05:01

The Nx Malware Ran Claude Code With --dangerously-skip-permissions. Could It on Yours?

In 2025 the s1ngularity payload launched Claude Code, Gemini CLI and Amazon Q with approval prompts off. How it worked, and the settings that refuse it.

信息来源：DEV Community · Claude / Gemini

教程 / 实战普通2026-10-20 04:34

Your vision model cannot see a broken layout. Measure the pixels instead.

A vision model said the layout was fine while the footer was missing. How a pixel-level gate replaced it: per-line margins, CDP screenshots and a control that actually fails.

信息来源：DEV Community

教程 / 实战普通2026-10-20 04:33

How I Built a Business Solving Apple's Missing AirTag Feature: AirTag Location History

Originally published on my Substack. This week I launched airtaghistory.com. It keeps the AirTag...

信息来源：DEV Community

教程 / 实战普通2026-10-20 04:14

Expose a React Workflow to AI Agents with WebMCP

A person opens a trip draft and asks an assistant: Prepare my SFO to JFK trip for November 12–15,...

信息来源：DEV Community

教程 / 实战普通2026-10-20 04:07

Beyond Tokens: Can AI Agents Learn to Communicate Through Latent Representations?

Exploring communication efficiency in cooperative artificial intelligence. Introduction:...

信息来源：DEV Community

教程 / 实战普通2026-10-20 04:00

Four models, one job each: what our own logs say about splitting the work

Most people pick one model and ask it to do everything. We stopped doing that months ago, mostly...

信息来源：DEV Community

教程 / 实战普通2026-10-20 03:25

Can This Discount Actually Make Money? Building HustleRadar with Gemma 2 and SerpApi

HustleRadar: A Human-in-the-Loop AI Workspace for Safer Resale Decisions What I...

信息来源：DEV Community

教程 / 实战普通2026-10-20 03:22

The path to AI FDE #01: Anatomy of an LLM app request

I've spent 8+ years building React/TypeScript front ends. Now I'm learning applied AI in public,...

信息来源：DEV Community

教程 / 实战普通2026-10-20 03:13

Developers Won't Benefit Most From AI. Business People Will.

We assumed AI would give developers an unfair advantage. But the people actually winning with AI aren't always the most technical ones.

信息来源：DEV Community

教程 / 实战普通2026-10-20 03:08

PromptShield AI: Zero-Leak Local Redaction & Prompt Hardening Engine for Open-Weight Models

A local-first, zero-telemetry PII and secrets redaction proxy with bidirectional rehydration for open-weight models (Gemma, Llama, Mistral).

信息来源：DEV Community · Llama / Mistral