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教程 / 实战普通2026-10-30 17:34

RepoDNA v1.4.5: Building Smarter Offline Repository Intelligence

RepoDNA v1.4.5: Building Smarter Offline Repository Intelligence Understanding a software...

信息来源：DEV Community

教程 / 实战普通2026-10-30 17:28

Open Source Maintainers Are the First People Whose Inbox Got Automated

Automation discourse spent a decade on whose job would get automated. It skipped the obvious first...

信息来源：DEV Community

教程 / 实战普通2026-10-30 17:20

vLLM on 4 GPUs / 64GB: A Multi-Model Benchmark — For a Home Multi-Host Setup, I'd Go with vLLM

A while back I benchmarked llama.cpp on a 96GB GPU setup and found its concurrency behavior...

信息来源：DEV Community · Llama

教程 / 实战普通2026-10-30 17:08

ReaniGITor: a Día de los Muertos wake for my abandoned GitHub repos, written by Gemma on my own laptop

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2026-10-30 17:00

Ebyafaayo: keeping my grandparents' stories alive with Gemma 4, offline

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

信息来源：DEV Community

教程 / 实战普通2026-10-30 16:40

Haunted Shell: Communing with Dead Code & Crashed Processes via Local Gemma 3

This article is submitted for the Hacktoberfest Open-Source AI Challenge: Week 4 (Theme: Ghost in the...

信息来源：DEV Community

教程 / 实战普通2026-10-30 16:38

We let an AI do the QA on a payment webhook. It did a good job. That was the problem.

Nine fresh AI coding sessions, three one-line QA requests, one buggy webhook handler. The AI was careful every time, and every time it ended by asking a question that a fully automated pipeline has nobody to answer.

信息来源：DEV Community

教程 / 实战普通2026-10-30 16:20

GhostAltar

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2026-10-30 16:18

How to Use Google Jules in 2026: A Practical Guide Before It Winds Down

Google Jules was an interesting step forward for AI-assisted software development. Instead of...

信息来源：DEV Community

教程 / 实战普通2026-10-30 16:15

A trojanized Claude Code extension plants an SSH backdoor: the 7-point audit for your machine

anthropic.claude-code@2.1.313 on Open-VSX carried a 66-line loader that SSH-backdoored your machine the moment VS Code loaded it. The mechanism, every IOC, and a read-only audit script I ran on my own machine tonight: 7 checks, 0 indicator…

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-30 15:54

I asked eight models which clubs footballers played for

ExtraTime, my football quiz site, has a database of footballers and every club they played for,...

信息来源：DEV Community

教程 / 实战普通2026-10-30 15:52

The Ghost in the Machine: A Haunted AI Shell Wrapper for Developers

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2026-10-30 15:18

WordCraft Collab 1.0: An Open-Source Word Processor Where Humans and AI Agents Work Together

What if multiple people and AI agents could edit the same Word document simultaneously, directly...

信息来源：DEV Community

教程 / 实战普通2026-10-30 15:15

The model routing table: how to spend less without shipping a worse agent

Price per token is not the unit that matters. Cost per successful task is. The routing table is the pattern that lets you capture cheap tokens...

信息来源：DEV Community

教程 / 实战普通2026-10-30 15:01

Chunking Whisper into 1-second pieces makes dictation slower

Chunking Whisper into 1-second pieces makes dictation slower I'm building Vocs, a free,...

信息来源：DEV Community

教程 / 实战普通2026-10-30 15:00

Why a Better System Prompt Didn't Stop Prompt Injection: Field Notes on the Lethal Trifecta, Scoped Tools, and Untrusted Output

Headline: Prompt injection cannot be fixed with a better system prompt, because a large language...

信息来源：DEV Community

教程 / 实战普通2026-10-30 14:57

Six coding agents, one menu bar: where the "waiting on you" signal actually lives

I run six coding agents on the same laptop: Qoder, Claude Code, Codex, ZCode, WorkBuddy, OpenCode....

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-30 14:45

The Compose Race Your Coding Agent Inherits From You

Your agent-generated compose file races Postgres because it inherited the race from old tutorials. Live repro: the copied healthcheck lied.

信息来源：DEV Community

教程 / 实战普通2026-10-30 14:37

Serving MOSS-Image: step count, memory mode and the traps that change the words you ship

MOSS-Image on one A40: 80 s per picture with every word right, 9 s with a turbo LoRA that slips, and the same pixels under a 12 GB memory cap.

信息来源：DEV Community

教程 / 实战普通2026-10-30 14:21

👻 The Séance Engine: Finding the Ghost in the Data with TabPFN & Gemma

TabPFN finds the one log row that shouldn't exist; local Gemma tells its Día de los Muertos story. Traced with Sentry.

信息来源：DEV Community

教程 / 实战普通2026-10-30 13:57

Tripo Agentic Canvas 自动化 3D 工作流指南

一份用 Tripo Agentic Canvas 自动化 3D 工作流的快速分步指南。↓ 1. 描述你的想法告诉 Agent 你想做什么。从文本提示词、参考图像或现有 3D 模型开始，把它放进 Agent 聊天中，它就会规划工作流。

信息来源：Tripo（官方 X）

教程 / 实战普通2026-10-30 13:49

Undead Agent - My AI Agent Dies, Comes Back, and Tells Me What It Saw(Gemma + Ollama + Temporal)

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

信息来源：DEV Community · Ollama

教程 / 实战普通2026-10-30 13:44

WARDEN: Hunting the Ghost in the Machine with an AI-Powered Self-Healing DevOps Agent

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2026-10-30 13:35

Build a production-style Autonomous SRE Command Center using Gemini 4 Argon

When a production Kubernetes cluster starts throwing 5xx errors , the hardest part of incident...

信息来源：DEV Community · Gemini

教程 / 实战普通2026-10-30 13:15

Cutting LLM inference cost and latency without making the feature worse

Cut LLM API cost and latency in TypeScript: prompt caching with a stable prefix, a model per route, streaming for time to first token, batches and cost logs.

信息来源：DEV Community

教程 / 实战普通2026-10-30 13:10

Vibe Coding Security: 8 Holes in Almost Every AI-Built App

Vibe coding security checklist: the 8 holes found in most Lovable, Bolt and Replit apps, how to test for each, and how to fix them.

信息来源：DEV Community

教程 / 实战普通2026-10-30 13:09

We put a free, unlimited LLM inside a static web page — Transformers.js + a 135M model, zero servers

Every LLM demo I have ever seen has the same fine print: bring your own API key, or the demo is...

信息来源：DEV Community

教程 / 实战普通2026-10-30 12:50

Break it before you merge it: introducing litmus-lite

Several years ago, we started LitmusChaos with a simple belief: chaos engineering is not just for...

信息来源：DEV Community

教程 / 实战普通2026-10-30 12:38

I took SSH away from my agent. Then my own tool started lying to it.

This spring I wrote twice about not giving Claude SSH access to my home server. The argument was...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-30 12:30

I counted every skill my AI invoked across 55 sessions. Here's the leaderboard.

I had over a hundred skills installed while building ParkEase. Which ones actually pulled their...

信息来源：DEV Community

教程 / 实战普通2026-10-30 12:25

Claude Fable 5.1 Agent Test: Sonnet Tied It at 1/8 the Cost

Originally published on RanThis. Cover: AI-generated illustration. Claude Fable 5.1 is not worth its...

信息来源：DEV Community · Claude

教程 / 实战精选2026-10-30 12:04

Kimi 官方教程：如何用 Kimi K3.1 Pro 创作 3D 作品

月之暗面（Kimi）发布官方教程，详解 Kimi K3.1 Pro 的 3D 创作工作流程，说明参数化建模与网格化建模两种方式及对应工具选择。文章分享了 4 个案例的具体操作，包括在 Unreal Engine 中构建东方天宫、制作可 3D 打印的台灯、纯代码调用 Blender 生成建筑、用 Tripo 和 Blender 搭建微缩城市，并给出图胜于言、先搭灰模再细化等 5 个使用技巧。

信息来源：公众号：月之暗面（Kimi） · Kimi

教程 / 实战普通2026-10-30 11:30

We ran an AI agent against our own dependency tree. It found a PII leak in 10 minutes. Then it stopped. Here's why.

Last week we pointed BugTraceAI — our open-source agentic security scanner — at our own...

信息来源：DEV Community

教程 / 实战普通2026-10-30 11:16

If AI Can Write the Code, Where Do Software Developers Create Value?

A developer's look at how AI changes the economics of coding across outsourcing, software products, and SaaS, and what that means for engineering careers.

信息来源：DEV Community

教程 / 实战普通2026-10-30 11:12

Building an AI Video App on Cloudflare Workers with TanStack Start

I run a small AI video web app: users upload a character photo and a short motion clip, and a hosted...

信息来源：DEV Community

教程 / 实战普通2026-10-30 11:03

Microsoft Just Shipped Visual Studio's October Update. Here's What It Actually Changes.

Visual Studio used to ship big releases every couple of years. Now it ships something every month,...

信息来源：DEV Community

教程 / 实战普通2026-10-30 10:54

Replay with egress blocked, or it is not a replay

A replay that re-executes real tool calls is a re-run wearing a trace's clothes. Here is a paste-and-run check that blocks egress during replay, plus the five fields your trace needs so the blocked run still reproduces the original failure.

信息来源：DEV Community

教程 / 实战普通2026-10-30 10:28

CodeNecromancer: Resurrecting Dead Repositories with Open-Weight Gemma

CodeNecromancer: Resurrecting Dead Repositories with Open-Weight Gemma (Hacktoberfest Week 4 - Ghost in the Machine)

信息来源：DEV Community

教程 / 实战普通2026-10-30 10:15

Google Says AI Mode’s Lower Monetization Weighed on Search Ad Growth

Alphabet reported its fastest year-over-year Search query growth in five years during the third...

信息来源：DEV Community

教程 / 实战普通2026-10-30 08:00

OpenHands 教程：如何用 Agent Canvas 搭建 AI 代码审查 Agent

OpenHands 官方教程讲解如何用 Agent Canvas 搭建一个审查 GitHub PR 并自动发布反馈的 AI 代码审查 Agent。

信息来源：OpenHands 官方博客