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教程 / 实战普通2026-10-02 06:46

Genie One 如何重塑财务团队的工作方式

Databricks 的 Genie One 是一款基于业务上下文的数据智能 AI 同事，可理解已批准的指标定义、财年逻辑、实体结构和企业术语，帮助财务团队分析预算差异、现金流预测、财务关账和支出分析等场景。Coty 用它让财务负责人自助访问受治理的 P&L、净收入和 CapEx 数据，Unilever 表示原本需要数天的工作现在只需几分钟。

信息来源：Databricks：Blog（RSS）

教程 / 实战普通2026-10-02 06:45

生成式 AI 如何冲击 Web 开发教育：多位教育者的证词与反思

这篇文章汇总多位 Web 开发教育者的一手经历，指出生成式 AI 正在摧毁其生计与行业生态。Baldur Bjarnason 称培训项目接连消失、同行关停业务。

信息来源：Hacker News 热门（buzzing.cc 中文翻译）

教程 / 实战普通2026-10-02 05:59

Racksmith: The Autonomous Modular Synth Planner Powered by Sanity Context MCP

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real...

信息来源：DEV Community

教程 / 实战普通2026-10-02 05:15

BootLoops Shows How AI Can Bridge the Science Impedance Mismatch

Anthropic has published a Science Blog guest post by Harvard physicist Matthew Schwartz that frames a...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-02 04:45

I benchmarked Cloudflare's new open decision model against the hosted API it's trying to replace

Clef-Flash 9B on a single RTX 3090 vs the paid Jev API on 42 real agent decisions: computer use, supervision, triage. Real numbers.

信息来源：DEV Community

教程 / 实战普通2026-10-02 04:38

Which AWS limit is actually current? An agent that proves it, 32 vs 5 vs 16

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...

信息来源：DEV Community

教程 / 实战普通2026-10-02 04:37

Why AI Voices Sound Incredible for 30 Seconds and Unbearable After Three Minutes

How I stopped my audiobook from sounding like a robot reading a spreadsheet. When you audition...

信息来源：DEV Community

教程 / 实战普通2026-10-02 03:57

Fix or Rebuild Your Vibe-Coded App? A 30-Minute Self-Test

Fix or rebuild your vibe-coded app? Run 8 checks in 30 minutes, no developer needed, and get a clear verdict: ship, fix, refactor or rebuild.

信息来源：DEV Community

教程 / 实战普通2026-10-02 03:51

Making a PHP app legible to AI agents

The problem: agents invent APIs I've been building CMS software for web designers since...

信息来源：DEV Community

教程 / 实战普通2026-10-02 03:43

I Tried to Prompt a 3D Museum Into Existence. Then I Had to Teach Sanity to Remember Life and Death.

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange I started...

信息来源：DEV Community

教程 / 实战普通2026-10-02 03:18

We Are Not at Web 4. We Are Already Much Further Ahead

Over the past few months, I have started noticing something unusual on GitHub. There are profiles...

信息来源：DEV Community

教程 / 实战普通2026-10-02 03:05

Can LLMs Actually Audit Code, or Just Fix Commas? A 12-Task Security & Jailbreak Benchmark

This is a submission for the Kaggle Benchmarking Challenge. Public leaderboards love telling us...

信息来源：DEV Community

教程 / 实战普通2026-10-02 02:59

Saving a 1950s Constructed Language with Rust, Tauri v2, and Svelte 5

Submission for Hacktoberfest Weekend Challenge 2026 This is a submission for the...

信息来源：DEV Community

教程 / 实战普通2026-10-02 02:58

Thariq 分享常用 Claude Code 插件 next-steps 及安装命令

Thariq 分享了他常用的 Claude Code mod 'next-steps'，该插件会在任务完成后给出下一步建议，包括选择技能和其他命令。安装方式为 claude plugin marketplace add anthropics/claude-plugins-community，再执行 claude plugin install next-steps@claude-community。

信息来源：X：Thariq (@trq212) · Claude

教程 / 实战普通2026-10-02 02:29

Fallback models are not a safety net if quality drops — the same-bar pattern that keeps reliability without regression — Same-Bar Fallback

I once watched a fallback model save a request and destroy a product decision. It was a...

信息来源：DEV Community

教程 / 实战普通2026-10-02 02:13

I Gave 5 AI Models Bugs That Don't Crash Your Code. Here's Who Actually Fixed Them.

Somewhere in every codebase there is a bug that's been there for months. It doesn't crash the...

信息来源：DEV Community

教程 / 实战普通2026-10-02 02:08

Claude Code 模组安装需谨慎

模组可以自己留着用，如果觉得对别人有用，也可以提交到 Claude 目录。模组运行时对机器的访问权限与 Claude Code 本身相同，所以请确保只从你信任的来源安装模组。 https://claude.ai/directory

信息来源：X：Claude Devs (@ClaudeDevs) · Claude

教程 / 实战普通2026-10-02 01:45

The Engineering Episode: A Work Contract for Coding Agents

“Upgrade the authentication library safely” sounds like a task. For an agent, it is a bundle of...

信息来源：DEV Community

教程 / 实战普通2026-10-02 01:22

I Built an Evidence Pipeline for MCP Failures with Sanity

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...

信息来源：DEV Community

教程 / 实战普通2026-10-02 01:08

The Physics of Socratic Prompting: Somatic Recoil, Chess Alpha-Beta, & The NLP Meta-Model

Why scalar RLHF fails at credit assignment, why barking direct code fixes turns you into an exhausted human compiler, and how Socratic questioning plus topological scars prune doomed search trees at depth d=1.

信息来源：DEV Community

教程 / 实战精选2026-10-02 01:01

LangChain 讲解如何在 Agent Harness 中构建模型路由器

LangChain 在其开源编码 Agent Open SWE 中构建模型路由器，在 973 个线程的 A/B 测试中，中位成本从 $2.61 降到 $0.94（降 64%），PR 合并率 29.2% 对 27.3%，质量无可测变化。

信息来源：LangChain：Blog（RSS）

教程 / 实战普通2026-10-02 00:53

Can AI Write a Sports Recap Without Making Up Stats? Mostly.

TL;DR: Full Court Press is a zine for every WNBA game, live on AWS at fullcourtpress.lol. Code...

信息来源：DEV Community

教程 / 实战普通2026-10-02 00:33

Irreversible by Design: Building Safer Crypto Transfer Flows

On December 20, 2025, a trader withdrew USDT from Binance and did everything the security guides...

信息来源：DEV Community

教程 / 实战普通2026-10-02 00:30

ELI5: Why can hiding one sentence inside a web page make an AI ignore its own owner and obey a total stranger?

Imagine you hire a very smart, very obedient assistant. You tell them: "Read this web page and tell...

信息来源：DEV Community

教程 / 实战普通2026-10-02 00:29

Action Scaling at the Harness Boundary Beats Trajectory Re-Runs

Why terminal agents fail from corrupted shell state rather than bad reasoning, and how sampling candidate bash actions before execution cuts test-time compute by 5.8x.

信息来源：DEV Community

教程 / 实战普通2026-10-02 00:23

How to add Live Web Search to an AI Agent

If your agent cannot search the live web, inspect real sources, and cite where its answer came from,...

信息来源：DEV Community

教程 / 实战普通2026-10-02 00:19

Everything You Need To Know About Hacktoberfest 2026: AI Belongs to Everyone 🎃

It's October 1st, which means Hacktoberfest 2026 is officially live! 🎉 This year looks a little...

信息来源：DEV Community

教程 / 实战普通2026-10-02 00:09

Your AI Agent's Rules File Is a "Gentleman's Agreement." Here's What Happens When You Build Enforcement Instead (Re-Write for Accuracy)

A note: I've rewritten and reposted this a few times. Soma's codebase has been evolving as I dogfood...

信息来源：DEV Community

教程 / 实战普通2026-10-02 00:09

GrantQuest — I Turned Scholarship Hunting into an RPG

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...

信息来源：DEV Community

教程 / 实战普通2026-10-02 00:09

When the linter and AWS disagree, an agent that shows you both sides

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...

信息来源：DEV Community

教程 / 实战普通2026-10-02 00:00

如何通过向 AI 提问来提升 AI 使用能力

Every 作者分享用五个提示词将自己从单次对话推进到把整个项目交给智能体团队的经验，其工作流已用到 skills、orchestrator threads、context packets、subagents、MCPs 和 computer use。

信息来源：Every：最新文章（网页）

教程 / 实战普通2026-10-01 23:46

OpenAI lawsuit: Microsoft's 'theft of labor' memo in the NYT case

In the NYT v. OpenAI lawsuit, unsealed filings quote a Microsoft memo calling AI scraping 'the largest theft of labor in human history'. What they say.

信息来源：DEV Community · OpenAI

教程 / 实战普通2026-10-01 23:42

This week I made a mutual-aid app using Sanity and Jev

This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...

信息来源：DEV Community

教程 / 实战普通2026-10-01 23:33

I Asked 10 AI Models to Reconstruct Real Cyber Attacks

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Cyber...

信息来源：DEV Community

教程 / 实战普通2026-10-01 23:31

Every 发布开源模型入门指南，教你怎么判断哪些任务可以不用闭源前沿模型

Every 发布开源模型实用指南，讲解如何评估需求、选择模型与托管方式，将开放模型用于编码、创意和日常自动化等工作。指南指出当下最强开源模型多来自中国实验室，并强调按任务难度区分模型选择，同时附上一个用于审计现有 AI 用法、筛选可迁移到廉价模型任务的提示词。全文为付费订阅内容。

信息来源：Every：最新文章（网页）

教程 / 实战普通2026-10-01 23:30

Gemini 4 Argon: what the benchmarks show and when you can use it

Gemini 4 Argon tops 13 of 19 rows on Google's own table, ties for second on Artificial Analysis, and has no release date for developers yet.

信息来源：DEV Community · Gemini

教程 / 实战普通2026-10-01 23:28

Si Sheppard：几百名西班牙士兵如何推翻阿兹特克与印加两大帝国

军事历史学家 Si Sheppard 在播客中讲述 Cortés 与 Pizarro 如何以数百名征服者推翻阿兹特克和印加帝国：Cortés 在两年半内征服 600 万人口的阿兹特克，约十年后 Pizarro 又征服约 1000 万人口的印加。征服者常在 100 倍甚至 1000 倍兵力劣势下取胜，且多达 99% 的兵力由被征服的原住民组成。

信息来源：Dwarkesh Patel：Podcast & Blog（RSS）

教程 / 实战普通2026-10-01 23:04

When a Fact Is Retracted, Can an AI Keep What Still Holds?

This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked A plan...

信息来源：DEV Community

教程 / 实战普通2026-10-01 22:55

Why your agent bill explodes before the model even thinks — tiered routing and the cheap-check-first fix — Tiered Routing

I once watched a single agent workflow burn through $340 in a single afternoon. Not because it...

信息来源：DEV Community

教程 / 实战普通2026-10-01 22:37

My Eval Passed Because the Model Had Already Seen the Answers

My first green eval run was worthless: the training data and the test set came from the same sources, so the model was reciting. Fixing that exposed two more traps. Three runs of one unchanged model scored 31, 21 and 31 out of 50, and a la…

信息来源：DEV Community