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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2026-11-01 18:49

I ran ripgrep, Serena, claude-context and my own tool on the same repo

There are a lot of ways to let a coding agent find code now. Plain grep, a language server behind...

信息来源：DEV Community · Claude

教程 / 实战普通2026-11-01 18:17

I got rejected from 50 jobs. Then I deleted everything on my resume except one story — and the callbacks started.

For about two months, the first thing I did every morning was refresh an inbox, looking for a word...

信息来源：DEV Community

教程 / 实战普通2026-11-01 18:15

Google, OpenAI and Microsoft Move Toward a Shared AI Training Control

Google, OpenAI and Microsoft are moving toward a common way for website owners to express whether...

信息来源：DEV Community · OpenAI

教程 / 实战普通2026-11-01 18:03

Your AI Agent Trusts Everything It Reads — A Field Guide to Hijacking Claude, GPT, Gemini & Copilot

A README file in your ~/Downloads folder should not be able to expose your SSH keys. A calendar...

信息来源：DEV Community · GPT / Claude / Gemini

教程 / 实战普通2026-11-01 17:01

Your Agent's Tests Pass. Mutate Only Its Diff With Stryker and See If They Notice

Green tests from an agent prove the tests run. Mutate only the files its branch changed with StrykerJS and read the survivors as untested lines.

信息来源：DEV Community

教程 / 实战普通2026-11-01 16:05

DeepSeek's Super-agent Defaults to Observe Mode, but Its Workers Get Full Access as You

DeepSeek open-sourced Super-agent, a GitHub coding agent. Unasked work defaults to observe mode, and its workers run with full access as your OS user.

信息来源：DEV Community · DeepSeek

教程 / 实战普通2026-11-01 15:02

Ghosts in node_modules: I trained an open model to predict which packages will be abandoned

DepForecast: A Weather Forecast for the Ghosts in Your node_modules (work in...

信息来源：DEV Community

教程 / 实战普通2026-11-01 15:00

Bhoot Shell: My Terminal Is Haunted, and the Ghost Runs on Local Gemma

This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 4, "Ghost in the...

信息来源：DEV Community

教程 / 实战普通2026-11-01 14:59

Phantom Sensor Log — Local System Anomaly & Hardware Horror Generator

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...

信息来源：DEV Community

教程 / 实战普通2026-11-01 14:47

I Built IntentChord to Bring Human Control to AI Coding Agents — Contributors Welcome

AI coding agents can write code, modify files, and report that a task is complete. But a...

信息来源：DEV Community

教程 / 实战普通2026-11-01 14:37

From a Simple "Mark as Seen" to Feedgrab & Ghostify: Story of My Life!

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...

信息来源：DEV Community

教程 / 实战普通2026-11-01 14:35

Paper Ghosts: I screened 370 million old newspaper articles for ghosts. One was a magic lantern

Real ghost reports printed in American newspapers between 1846 and 1933, each shown with its original scan and the exact words behind every fact. Never a retelling.

信息来源：DEV Community

教程 / 实战普通2026-11-01 14:30

Wraith: a ghost in my zsh that stops your hand before the dangerous command runs

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...

信息来源：DEV Community

教程 / 实战普通2026-11-01 14:18

Ofrenda: A Private, Offline Remembrance Writer for Día de los Muertos

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...

信息来源：DEV Community

教程 / 实战普通2026-11-01 14:07

I lost 3 hackathons in a row. So I built a vampire judge to tell me why.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...

信息来源：DEV Community

教程 / 实战普通2026-11-01 13:56

I Built a Ghost That Shows You Your Future as a Comic Book (100% on My Laptop, Wi-Fi Off) 🎃🕯️

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine On...

信息来源：DEV Community

教程 / 实战普通2026-11-01 13:52

My Screen Recorder Is Haunted (On Purpose) Booya!!

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...

信息来源：DEV Community

教程 / 实战普通2026-11-01 13:18

Are You a Web Developer or a Browser Expert? 7 Tests I Failed Building a Photo Editor That Never Uploads Your Photos

Description: On-device AI, WASM threads, target-size compression, inpainting and 3D LUTs in...

信息来源：DEV Community

教程 / 实战普通2026-11-01 12:51

Unhaunt: 215 ghost accounts in my inbox, and my local AI wanted to delete 23 I still use

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...

信息来源：DEV Community

教程 / 实战普通2026-11-01 12:36

I put my AI agent on my Apple Watch, and it runs on my own computer

Flash for Apple Watch lets you chat with your AI, approve its actions, and manage background agents from your wrist. And it works away from home too.

信息来源：DEV Community

教程 / 实战普通2026-11-01 12:15

It's time to come back to the POT - PeopleOfdPast

Welcome to the POT 👻 ⚠️ A small note before trying the live demo I'm hosting...

信息来源：DEV Community

教程 / 实战普通2026-11-01 12:00

Unfinished Business: Four AI Spirits for Abandoned Code

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine. ...

信息来源：DEV Community

教程 / 实战普通2026-11-01 11:01

Stop your AI agent deleting things: human approval for destructive MCP tools

A TypeScript pattern for MCP servers: preview, human approval via elicitation, token fallback, and tests that try to break it.

信息来源：DEV Community

教程 / 实战普通2026-11-01 11:01

Claude Code's Safety Telemetry Event Lived Six Days. Audit Your Agents With Git

Claude Code 2.1.307 added claude_code.safety_event. 2.1.312 stopped sending it. Alerts built only on vendor telemetry break quietly. Git and hooks don't.

信息来源：DEV Community · Claude

教程 / 实战普通2026-11-01 10:39

I Brought Google Reader and Yahoo Pipes Back From the Dead with AI at it's core!

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...

信息来源：DEV Community

教程 / 实战普通2026-11-01 10:26

Will your ideas survive execution?

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...

信息来源：DEV Community

教程 / 实战普通2026-11-01 10:22

My Local AI Invented 162 Python Packages. I Reran Everything From Scratch, and 161 Came Back.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine I...

信息来源：DEV Community

教程 / 实战普通2026-11-01 10:01

Claude Code 2.1.316 Stops Asking Before Your Org's Managed Settings Apply

On Team and Enterprise logins, Claude Code 2.1.316 applies server-managed settings with no approval prompt. Subagents also get their own effort default.

信息来源：DEV Community · Claude

教程 / 实战普通2026-11-01 09:50

Undo for AI agents: a draft spec for taking back what an agent already did

A sales agent is tidying up the Q4 pipeline. It marks deal D-881 as Won in the CRM, books a kickoff...

信息来源：DEV Community

教程 / 实战普通2026-11-01 09:31

Witching Hour: even a ghost has to cite its sources

Have you ever felt watched? Coat on. Keys in hand. You are about to go out, but something feels...

信息来源：DEV Community

教程 / 实战普通2026-11-01 09:19

Poltergit: I held a séance with a line of code, and it told me why it exists

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...

信息来源：DEV Community

教程 / 实战普通2026-11-01 09:01

Before Your Agent's First Prompt on a Legacy Repo, Build a 2,000-Token Project Map

Agents spend their first turns on a legacy repo running ls and grep. Build a project map with scc, git log and jq, keep it under 2,000 tokens, hand it over.

信息来源：DEV Community

教程 / 实战普通2026-11-01 08:41

All That Glisters Is Softmax: Shiny-Object Interns, Airplane-Magazine Execs, and Why AI Labs Can Only Bake In Half the Scars

Why do an eager intern with a Hacker News blog post, a C-level executive stepping off an airplane with an in-flight magazine, and a trillion-parameter LLM all walk straight into the exact same production bog? And why even Google DeepMind c…

信息来源：DEV Community · Gemini

教程 / 实战普通2026-11-01 08:34

Grok Bot 团队管理小指南：少而精、存技能、用语音

一份 Grok Bot 团队管理指南建议：bot 不在多，几个好用的比一大堆更好管理，并让 bot 把做事方法存成技能以保持长期一致。指南还建议多接连接器、使用 Vault，让 bot 拥有自己的邮箱和账号，并找出仍在手动或复制粘贴的步骤交给 bot 接手。作者最推荐用语音把想法一股脑说出来，再让 bot 用自己的话复述以确认理解。

信息来源：X：indigo (@indigox) · Grok

教程 / 实战精选2026-11-01 08:00

OpenRouter 教程：用 Responses API 构建可在 Linux 沙箱验证 bug 的 AI 代码审查脚本

OpenRouter 发布教程，介绍一个 233 行、仅用标准库的 review.py，通过 Responses API 组合 Files API、Shell 沙箱工具和 Apply Patch 工具，把变更文件上传到托管 Linux 沙箱，让模型实际运行检查确认 bug 并返回 V4A 补丁。

信息来源：OpenRouter：Announcements（RSS）

教程 / 实战普通2026-11-01 07:30

DebugBear DNS Compromise Shows the SEO Risk of Third-Party Scripts

A DNS compromise involving DebugBear’s Real User Monitoring (RUM) script demonstrates how a...

信息来源：DEV Community

教程 / 实战普通2026-11-01 07:02

Agent Skills Drift: A Feedback Loop for Keeping One True

An agent skill goes stale in six separate ways while its checks stay green. A step by step guide to measuring that drift and closing it with a feedback loop, using one publishing skill's own audit.

信息来源：DEV Community

教程 / 实战普通2026-11-01 06:57

OfrendaDeLosModelos. AI that can come back from dead

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...

信息来源：DEV Community

教程 / 实战普通2026-11-01 06:27

GhostTrace: Forensic Autopsy & Counterfactual Debugger for Autonomous AI Agents

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine ...

信息来源：DEV Community

教程 / 实战普通2026-11-01 06:18

ESA's satellite is dead. Its ghost: 2,123 signals. TabPFN beat the published SOTA; 83¢ of Tinker stopped an LLM speaking for it

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the...

信息来源：DEV Community