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教程 / 实战普通2026-09-10 00:26

Your Agent Wrote the Audit Log You Are Judging It By

METR found spoofed tool calls in 7% of agent transcripts from the Hugging Face incident. A transcript monitor reads them as clean. Diff against a...

信息来源：DEV Community · Hugging Face

教程 / 实战普通2026-09-10 00:16

Baseten 如何让 pyannote 的说话人分离模型提速 9.6 倍

Baseten 优化了 pyannote 的开源 Community-1 与专有 Precision-2 说话人分离模型，长音频延迟最高提升 9.6 倍，Precision-2 吞吐量提升 3.2 倍。

信息来源：Baseten 工程博客（网页）

教程 / 实战普通2026-09-10 00:00

AI 智能体如何解决供应链"发现快、行动慢"的问题

供应链中断在 2025 年给企业造成约 1840 亿美元损失，但 AI 预算大多投向检测而非行动：FourKites 与 ABI Research 2025 年报告显示，仅 27% 的组织允许 AI 自主行动，52% 仍将其限制在决策支持。文章认为下一步是把可逆、有额度上限的决策写成策略，让智能体在授权范围内直接执行重新招标、拼单、切换运输方式等动作。

信息来源：Artificial Intelligence News（网页）

教程 / 实战普通2026-09-10 00:00

NVIDIA 全栈 NIM 优化如何在 Nemotron 3 Ultra 上支撑 2.5 倍并发用户

NVIDIA 在 4xB200 系统上对 Nemotron 3 Ultra NIM 2.0.12 优化后，系统输出吞吐从基线的 718 tok/s 提升至 1，997 tok/s，在 50 TPS/user 目标下并发用户数提升超 2.5 倍。

信息来源：NVIDIA Technical Blog：Agentic AI / Generative AI · NVIDIA

教程 / 实战普通2026-09-09 23:57

OpenAI Codex 负责人 Tibo Sottiaux 谈 Codex 如何构建与迭代

OpenAI Core Products & Platform 负责人 Tibo Sottiaux 在 Pragmatic Engineer 播客中讲述 Codex 的构建与迭代：Codex CLI 用 Rust 编写并开源，支持接入多家厂商模型，而竞品 Claude Code 为闭源且仅限 Anthropic 模型。

信息来源：Pragmatic Engineer（RSS） · OpenAI / Claude

教程 / 实战普通2026-09-09 23:55

The Path Matched, the Tree Did Not: A Myth-Busting FAQ

On a Tuesday incident call, a backend engineer pasted an agent transcript and declared the webhook...

信息来源：DEV Community

教程 / 实战普通2026-09-09 23:54

Debugging PHP in Docker with an AI Agent and Xdebug

For a while now I have used LLMs to automate parts of my work. One of those parts is debugging hard...

信息来源：DEV Community

教程 / 实战普通2026-09-09 23:30

智能模型路由如何将 LLM 成本降低 10 倍

智能模型路由可将 LLM 调用成本降低最多 10 倍，但实际效果取决于应用收到的请求类型、模型间价格差以及路由系统本身的性能。成本削减并非必然结果，需结合具体场景评估路由策略的有效性。

信息来源：ByteByteGo（RSS）

教程 / 实战普通2026-09-09 23:27

You Agreed to a use. Not to a Hallway That Didn't Exist Yet

You posted a photograph in 2014 to show your friends a night out. You understood what you...

信息来源：DEV Community

教程 / 实战普通2026-09-09 22:41

My LLM eval cried wolf. Here's what I measured.

Disclosure first: I write digline, a small Python library for regression testing LLM applications....

信息来源：DEV Community

教程 / 实战普通2026-09-09 22:40

I Hid a Rule in CLAUDE.md. Only One Reviewer Could Prove It Read It.

"Does your AI code reviewer read CLAUDE.md?" is the wrong question to ask. Almost any of them will...

信息来源：DEV Community · Claude

教程 / 实战普通2026-09-09 22:38

A backend has to fail twice, and one failure is not an outage

The first version of my router failed over on the first error and flapped constantly. The reason...

信息来源：DEV Community

教程 / 实战普通2026-09-09 22:32

How I Taught My AI Coding Agent to Stop Undoing My Design Decisions

TL;DR My AI coding agent kept "fixing" things I had broken on purpose — reverting...

信息来源：DEV Community

教程 / 实战普通2026-09-09 22:32

The Verification Bottleneck in AI-Generated Software

AI can generate code faster than ever. That doesn't mean we're shipping correct software...

信息来源：DEV Community

教程 / 实战普通2026-09-09 22:26

I Tackled the Planet of Lana Language Challenge by Building an AI Translator & Voice Synthesizer

The developers of Planet of Lana challenged fans to speak Novo Terali. Instead of a simple social shoutout, I built an end-to-end conlang translation engine, voice synthesizer, and quarantine panel.

信息来源：DEV Community

教程 / 实战普通2026-09-09 22:09

What tool poisoning actually looks like in an MCP manifest

A tool description reaches the model as instructions. It is written by whoever published the server,...

信息来源：DEV Community

教程 / 实战普通2026-09-09 22:04

Databricks 如何为每位查看者保护 AI/BI Dashboard 嵌入安全

Databricks 探讨了在客户面向应用中嵌入 AI/BI Dashboard 时，如何为每位查看者实施细粒度安全控制。文章聚焦于超越简单嵌入的权限管理方案，确保不同用户仅能访问其被授权的数据视图，并兼顾性能与合规要求。

信息来源：Databricks：Blog（RSS）

教程 / 实战普通2026-09-09 21:45

Claude 如何把"加入购物车"按钮改成蓝色

开发者展示 Claude 通过自然语言指令，将网页中"加入购物车"按钮颜色改为蓝色。该操作体现了 AI 智能体对前端界面元素的直接操控能力，无需人工编写代码或定位 DOM 节点，即可完成视觉样式修改任务。

信息来源：Hacker News 热门（buzzing.cc 中文翻译） · Claude

教程 / 实战普通2026-09-09 21:45

I Ran a Fire Drill for Incident Response with a Local LLM (and Caught It Making Things Up)

A Japanese version of this is on Note. RoamSwitch is a network security tool I build solo for Mac...

信息来源：DEV Community

教程 / 实战普通2026-09-09 21:36

MCP security scanners are wrong about four findings in five, and the cause is structural

An independent audit in April 2026 measured roughly a 78% false positive rate from regex-based MCP...

信息来源：DEV Community

教程 / 实战普通2026-09-09 21:09

How I Built an AI Agent That Cut My AWS Bill by 40% (CrewAI + Bedrock)

Last week my AWS bill hit $300. I knew there was waste hiding somewhere. Forgotten EBS volumes, idle...

信息来源：DEV Community

教程 / 实战普通2026-09-09 21:06

AI psychosis might be a result of subscription fatigue

Continuing my thoughts after my previous article, and having too much free time lately, I have been...

信息来源：DEV Community

教程 / 实战普通2026-09-09 21:05

Dead Code Is More Dangerous Than Broken Code — How a Non-Homologous AI Caught the Blind Spot the AI Itself Had Rubber-Stamped

Dead Code Is More Dangerous Than Broken Code The opening: an AI confidently told...

信息来源：DEV Community

教程 / 实战普通2026-09-09 21:00

Your AI Coding Agent Needs a Dependency Graph, Not Just a Repository

Tools like Claude and Cursor can generate a clean component in a couple of seconds. But generating...

信息来源：DEV Community · Claude / Cursor

教程 / 实战普通2026-09-09 20:53

In a Few Weeks, I Won't Know How My Own App Works

I’ve been doing a lot of code reviews recently, and I’ve noticed something about my experience during...

信息来源：DEV Community

教程 / 实战普通2026-09-09 20:50

7 Pieces of Advice for New Software Engineers

From a founding engineer in a startup: Don't refactor or do more work than needed unless it's...

信息来源：DEV Community

教程 / 实战普通2026-09-09 20:45

DeepSeek Harness (DSH) vs Pi Agent: Everything you need to know

DeepSeek released its own agent harness this August. It crossed 66k stars in about a day (yes,...

信息来源：DEV Community · DeepSeek

教程 / 实战普通2026-09-09 20:11

Two Viral Essays, One Warning: Your AI Code Is Fine, Your Understanding Is Gone

Last month I was on a call with my team lead at BS23, walking him through a change in one of our...

信息来源：DEV Community

教程 / 实战普通2026-09-09 20:10

一项AI数学突破如何引发争议

一项人工智能数学领域的突破性成果在科学界引发广泛争议，围绕其方法有效性、结果可靠性及对数学研究范式的影响展开激烈讨论。争议焦点涉及该成果是否真正推动数学发现，以及AI在数学推理中的角色边界。目前相关讨论仍在持续，尚未形成明确共识。

信息来源：Hacker News 热门（buzzing.cc 中文翻译）

教程 / 实战普通2026-09-09 19:46

A Rule Can Be Specific and Still Be Too Broad

Update — v0.2.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...

信息来源：DEV Community

教程 / 实战普通2026-09-09 19:45

Building a Schema With an AI Agent Without Naming a Single Column

Ask an AI agent for a discussion-board schema and you'll get one in about four seconds. Here is the...

信息来源：DEV Community

教程 / 实战普通2026-09-09 18:46

SDD — Spec-Driven Development: o caminho para a qualidade na era do desenvolvimento com IA

A IA já escreve código. Muito código. Em poucos meses, "pedir para o agente fazer" virou parte do dia...

信息来源：DEV Community

教程 / 实战普通2026-09-09 18:17

One diagram for enterprise AI adoption: five stages from identity to governance

This is a reference architecture for bringing AI into a company. It has five layers: users and apps,...

信息来源：DEV Community

教程 / 实战普通2026-09-09 18:08

Defense in Depth Before an AI Agent Publishes to the Open Web

The Problem Is Irreversibility When an AI agent can clone a repository, mine a knowledge...

信息来源：DEV Community

教程 / 实战普通2026-09-09 18:05

Build an AI Agent Error Triage Pipeline with n8n, Gemini & Slack

A full technical walkthrough of automating LLM agent error classification using n8n — webhook ingestion, dedup fingerprinting, Gemini structured output, fix playbook routing, and Slack reporting. Free workflow JSON included.

信息来源：DEV Community · Gemini

教程 / 实战普通2026-09-09 18:03

Building a Vector Search Engine from Scratch with HNSW in Python

Every vector database tutorial opens with pip install pinecone and skips the part where you...

信息来源：DEV Community

教程 / 实战普通2026-09-09 17:26

AI 自媒体录屏剪辑教程：录剪分离工作流（OBS 加剪映加 CleanShot X）

作者转发并推荐 @xaiwind 的 AI 自媒体录屏剪辑教程，主张录剪分离各司其职。核心做法是用免费开源的 OBS 配合硬件编码录 4K 多音轨，录制格式选 MKV 防止中途蓝屏丢文件，再导入剪映用自动字幕和配乐库约二十分钟完成成片，日常快速演示另备 CleanShot X 切片。

信息来源：X：阿易 AI Notes (@AYi_AInotes)

教程 / 实战普通2026-09-09 17:14

We read the schemas of 4,951 public MCP servers

Your MCP server's tool schema is the entire interface a model has. No README, no repo, no idea what...

信息来源：DEV Community

教程 / 实战普通2026-09-09 17:10

Skybridge v2 ships the new MCP protocol and lets you test your app with Evals

Skybridge v2 adopts the MCP 2026-07-28 revision, replaces the single McpServer with a per-request factory, and ships @skybridge/test so you can assert that a model actually reaches your tools.

信息来源：DEV Community

教程 / 实战普通2026-09-09 17:08

I let AI write 100% of my code for 30 days. Here's what broke.

Not "AI-assisted." Not "copilot suggestions I edited." I mean I made a rule: for 30 days, I don't...

信息来源：DEV Community