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教程 / 实战普通2026-10-22 02:24

When Your Agent Refuses to Collaborate: Why Propositional Logic and Basic Hygiene Beat Raw Vibe Coding

Spending hours debugging AI-generated code with more AI? The problem isn't the model—it's a lack of...

信息来源：DEV Community

教程 / 实战普通2026-10-22 02:12

Recall Sloth: nobody reads recall notices, so Gemma 4 reads 3,411 of them in your 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2026-10-22 02:12

I Read All 3 Physical AI Toolchain Launches So You Don't Have To

Within seven days, three different companies handed developers a physical AI toolchain. NVIDIA...

信息来源：DEV Community · NVIDIA

教程 / 实战普通2026-10-22 02:08

AI Agents Just Paid Real Invoices. Here's the 5-Protocol Payment Map

Sources: Visa press release · fintechnews.sg coverage · pinkwallet: x402 vs AP2 vs ACP · inriver:...

信息来源：DEV Community

教程 / 实战普通2026-10-22 01:59

When Coding Agent Guides Help, Hurt, or Do Nothing

Should I delete my CLAUDE.md? Before doing that, I wanted to know which parts an agent still needs....

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-22 01:58

NVIDIA Isaac Lab 3.0 教程：训练 Microduck 行走策略并部署到真机

Pollen Robotics 与 Hugging Face 联合 NVIDIA 发布教程，讲解用 Isaac Lab 3.0 和 Newton 训练开源双足机器人 Microduck 的行走策略并部署到实机。

信息来源：Hugging Face 社区博客（混合发现） · NVIDIA / Hugging Face

教程 / 实战普通2026-10-22 01:50

Supabase vs Appwrite vs Nhost: I built two apps with Claude Code

If you let Claude Code build an app on your backend and never mention security, where does it put the...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-22 01:42

OpenAI 讲解 ChatGPT 广告系统如何保证答案独立

OpenAI Developers 讲解 ChatGPT 广告系统的运作方式，说明 LLM orchestrator、retrieval、ranking 与 auction 工具如何协同。图示强调广告不影响答案生成，用户请求分别产生 organic response 与经 ads eligibility check、ads serving 到 ads placement 的广告流程。

信息来源：X：OpenAI Developers (@OpenAIDevs) · OpenAI / ChatGPT

教程 / 实战普通2026-10-22 01:39

I Explored Respan Gateway: A Plugin-First, Open-Source LLM Gateway

Every time I connect an application to a new LLM provider, I run into the same problem: how much...

信息来源：DEV Community

教程 / 实战普通2026-10-22 01:29

Compline: The Radical Laziness of Sleep — Building an Offline Gothic Sanctuary with Gemma 2, a Real-Time 3D Astrolabe, and Vinyl Crackle

This is my submission for the Hacktoberfest Open-Source AI Challenge, Week 3: Slow and Steady. 🦥 I'm...

信息来源：DEV Community

教程 / 实战普通2026-10-22 01:27

Shelf: sorting Downloads offline with a 23 MB open model

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2026-10-22 01:21

My Laptop Is Too Slow to Chat With an AI, So I Gave It the Night Shift

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2026-10-22 01:05

用 Opus 做动画的六类玩法视频教程

作者发布近 7 分钟视频，讲解用 Opus 做动画的六类玩法：产品宣传片、科普动画、手绘动画、3D 场景、音乐 MV，以及用 AI 视频做丝滑转场的技巧。视频从代码动画原理讲起，无需先学写代码，但需把想要的效果说明白，并附有时间轴便于跳看。

信息来源：X：卡尔的 AI 沃茨 (@aiwarts)

教程 / 实战普通2026-10-22 00:34

Your Agent Aced the Task. Will It Do It Again?

Your agent works in rehearsal, but during the live demo, it takes a different path and fails the same...

信息来源：DEV Community

教程 / 实战普通2026-10-22 00:05

GPQA Diamond Has 198 Questions: What the Hugging Face Leaderboard's 115 Rows Can and Cannot Rank

An audit of the Hugging Face GPQA Diamond leaderboard: 115 unverified rows, 198 questions, and which open-model gaps survive sampling noise.

信息来源：DEV Community · Hugging Face

教程 / 实战普通2026-10-22 00:03

The Model Is Not a Security Boundary: What Two Semantic Kernel CVEs Teach About Gating Tool Arguments

Two critical Semantic Kernel CVEs (CVSS 9.9) turned prompt injection into code execution and file writes. Tool-argument gates in Python, tested.

信息来源：DEV Community

教程 / 实战普通2026-10-22 00:00

Every 如何用“前沿团队”跟上 AI 进展

Every 工程联合负责人 Andrey Galko 探讨 AI 越来越擅长人类赖以谋生的工作后会发生什么。企业 AI 采用负责人 Natalia Quintero 则逐一访谈“前沿团队”成员，这支小团队专门跟进最新模型能力，把有用实验转化为文章、产品和工具供全公司使用。运营负责人 Arielle Shipper 还分享了一个面向非程序员的代码审查技能。

信息来源：Every：最新文章（网页）

教程 / 实战普通2026-10-22 00:00

GitHub 如何为智能体规模的 Git 流量搭建过渡架构

GitHub 正把最繁忙的仓库迁入 Azure，通过将写入仲裁的串行化范围从整个仓库缩小到单个引用，解决跨区域约 25ms 往返带来的吞吐瓶颈。内部真实流量测试中，对不同引用的写入吞吐量提升 3–4 倍且延迟更低。目前多数仓库的五个副本已有两个位于 Azure，Azure 承担约一半 Git 流量。

信息来源：GitHub Blog

教程 / 实战普通2026-10-21 23:53

Every Test Passed. Then the UI Got Thrown Out.

At 1:31 AM, the automated checklist reached its final item. Eight checks: seven passed, one was...

信息来源：DEV Community

教程 / 实战普通2026-10-21 23:51

My notes were dying in folders, so I built an infinite canvas that keeps them arguing

I counted my desktop folders last month. Forty-three. The naming scheme had evolved from "research"...

信息来源：DEV Community

教程 / 实战普通2026-10-21 23:41

Why I Picked NixOS for a 24/7 Home AI Server, and the 5 Gotchas That Bit Me During Install

Building a 24/7 unattended AI server as a local-LLM playground, I dropped my original plan of Arch and went with NixOS. Here is why I chose declarative config and rollback, and — on a Blackwell GPU (RTX 5090), basically zero-precedent pion…

信息来源：DEV Community

教程 / 实战普通2026-10-21 23:30

Is Cursor Safe? I Checked the Security Settings of Cursor, Postman and Claude (Electron Fuses)

Cursor scored 0/6, Postman 1/6 and Claude 6/6 on Electron security hardening. What it means, whether Cursor is safe, and how to check any Electron app in one command.

信息来源：DEV Community · Claude / Cursor

教程 / 实战普通2026-10-21 23:26

Polymarket TWAP Convergence: Short-Term Price Dynamics

Explore Polymarket TWAP convergence, spot-price divergence, volatility, and short-duration market...

信息来源：DEV Community

教程 / 实战普通2026-10-21 23:20

Four big local LLMs on one RTX 5090 and 128 GB of RAM, benchmarked side by side

One RTX 5090, 128 GB of RAM, and four open models from 125B to 748B parameters. Over the past weeks I...

信息来源：DEV Community

教程 / 实战普通2026-10-21 23:11

Stablecoins just got their rulebook - and the paperwork that follows can't go into a chatbot

Today, October 21, 2026, the US Office of the Comptroller of the Currency published the final rule...

信息来源：DEV Community

教程 / 实战普通2026-10-21 23:09

A 10-Domain Security Review Checklist for AI Agents

Most AI agent reviews focus on the model. The interesting failures happen at the boundaries: the tool...

信息来源：DEV Community

教程 / 实战普通2026-10-21 23:06

The free upgrade that raised your bill

Originally published at three.dev. Somewhere in your company there's a line on last month's invoice...

信息来源：DEV Community

教程 / 实战普通2026-10-21 23:04

DeepSeek V4.1 Flash on 8 B300: vLLM vs DeepInfer, 600K+ tokens/s

DeepSeek has open-sourced DeepInfer, the engine behind its own production service. We put it head to...

信息来源：DEV Community · DeepSeek

教程 / 实战普通2026-10-21 23:04

How to make Codex review Claude Code's commits: done means, house rules and round rules

In my last post I showed the basic loop: Claude Code writes in its own worktree, Codex reviews the...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-21 23:00

Idempotency keys for AI agents: why hashing the arguments doesn't work

When an agent replays a run, the model rewrites the email and the hash changes. Here's why idempotency keys must come from stable intent, never from generated content.

信息来源：DEV Community

教程 / 实战普通2026-10-21 22:01

Perplexity Red-Teamed Its Agent Sandbox: The VM Held, the Network Didn't

TL;DR On September 23, 2026, Perplexity's Secure Intelligence Institute published...

信息来源：DEV Community

教程 / 实战普通2026-10-21 22:00

From Pilot Purgatory to Agentic Chaos: Why Medium Enterprises Keep Breaking Their Own SDLCs

Somewhere between 200 and 2,500 employees sits the most dangerous company size in tech right...

信息来源：DEV Community

教程 / 实战普通2026-10-21 21:55

Erasing text from manga in the browser, without an inpainting model (and where that ran out)

imgtranslator.com translates the text in an image and redraws it in place: a menu, a product photo, a...

信息来源：DEV Community

教程 / 实战普通2026-10-21 21:39

Best Preview Environment Tools for Kubernetes

TL;DR: The best tool depends on how it isolates each pull request, and what that costs in licenses...

信息来源：DEV Community

教程 / 实战普通2026-10-21 21:38

FlipCheck: snap a thrift find, get a fair price and a ready listing (Gemma 4 + TabPFN)

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Posted after...

信息来源：DEV Community

教程 / 实战普通2026-10-21 21:31

State of AI Instruction Quality: Coding Agent Comparison

Claude Code, Codex, Copilot, Cursor and Gemini are the five coding agents in the Q3 report. We...

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

教程 / 实战普通2026-10-21 21:24

GPTBot vs OAI-SearchBot vs ChatGPT-User: What to Block (and Keep)

I almost broke my own site's AI discoverability with a copy-paste. Last week I grabbed one of those...

信息来源：DEV Community · ChatGPT

教程 / 实战普通2026-10-21 21:24

黄仁勋：1GW AI工厂延迟部署的代价

黄仁勋：一座 1 GW 的 AI 工厂成本约 500 亿美元，但每年可带来约 400 亿美元收入，这意味着每延迟一个月部署，就会推迟约 33 亿美元的潜在收入。

信息来源：X：Rohan Paul (@rohanpaul_ai)

教程 / 实战普通2026-10-21 21:01

I was too lazy to write CTF challenges, so I built a local AI that writes, compiles, and checks its own

My submission for the Hacktoberfest Open-Source AI Challenge: Week 3 — "Slow and Steady." 🦥 Repo:...

信息来源：DEV Community

教程 / 实战普通2026-10-21 20:58

Grok Bot 设置 iPhone 操作按钮教程

以下是在 iPhone 上通过操作按钮使用 Grok Bot 的方法 1. 打开“设置” 2. 搜索“操作按钮” 3. 滑动到“快捷指令” 4. 点击“选取快捷指令” 5. 搜索“Grok Bot” 6. 在 Grok Bot 下点击“开始语音聊天” 7. 按下操作按钮即可开始语音聊天

信息来源：X：Matt Palmer（SpaceXSI，Grok Bot） (@mattyp) · Grok