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教程 / 实战普通2026-10-06 00:30

Professional Antipatterns: The CTO Who Chose Agentic Development Over Agentic Development

A colleague recently gave an internal presentation about GitHub's Spec Kit and spec-driven...

信息来源：DEV Community

教程 / 实战普通2026-10-06 00:28

Scaffolded Trajectories Make Terrible Agent Training Data

When an autonomous agent struggles on long terminal tasks, the standard engineering response is to...

信息来源：DEV Community

教程 / 实战普通2026-10-05 23:43

Claude Code mods: but does it run Doom?

Yes ... Yes it does. The Minesweeper was the warm-up. A pane that can draw pixels and take the...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-05 23:15

SemiAnalysis 咨询如何重塑 AI 云 TCO 模型

SemiAnalysis 四周咨询能给一家公司带来什么变化 “有很多事情我无法公开说。”@AbhilashJain17 对 @JordanNanos 说，讨论 neocloud 尽职调查、SLA 保险、6 个月 100MW，以及客户的需求如何变成了 AI Cloud TCO 模型。

信息来源：X：SemiAnalysis (@SemiAnalysis_)

教程 / 实战普通2026-10-05 23:08

自建个人 AI 智能体，从零开始掌控一切

Elvis Saravia 建议不要等待厂商修复 bug 或解决安全顾虑，而是自己构建个人 AI 智能体，从 traces 到记忆到所有输出完全归自己所有。他认为 AI 让构建和维护智能体变得简单，可以从零开始保持极简、按需演进，也可以基于开源方案 Pi Durable 起步。

信息来源：X：Elvis Saravia (@omarsar0, DAIR.AI)

教程 / 实战普通2026-10-05 23:07

Genie Ontology 如何驱动 Databricks 的产品开发

Databricks 详解 Genie Ontology 如何为 Genie 提供持续更新的企业业务上下文，结合 Unity Catalog 中经治理认证的核心概念与从仪表盘、文档、查询、notebook 中学习到的知识，再由 OntoRank 按认证、使用量、作者等信号排序权威性。

信息来源：Databricks：Blog（RSS）

教程 / 实战普通2026-10-05 22:38

博主用 Claude 与 Qwen3-VL 搭建 35 毫米胶片扫描自动化流水线

作者用 Claude、numpy 负片转换、LaMa 修复模型和本地 Ollama 里的 Qwen3-VL，把每卷 36 张约 4 小时的手工扫描处理流程自动化，并通过 Cloudflare R2 搭建胶卷式在线画廊。

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

教程 / 实战普通2026-10-05 22:19

How to build a Financial Research Agent with SEC Filings and Market Data

Day 5 of 30 Days of Search. Quick Summary: You read the company’s filings, check the share price,...

信息来源：DEV Community

教程 / 实战普通2026-10-05 22:13

Deploying an open-source AI agent platform to Kubernetes: the honest one-command version

Most 'deploy to K8s in one command' posts quietly skip the cluster prerequisites. Here's the real path for ApowerB's Helm chart: one command to install, plus the storage, ingress and TLS steps nobody shows you.

信息来源：DEV Community

教程 / 实战普通2026-10-05 22:02

ContextQa 推出 Ship 自动化质量工程师，测试已部署 PR 并复现 bug

ContextQa 推出 Ship，定位为自主质量工程师，可测试已部署的 PR、从 Slack 和 Linear 复现 bug，并把上下文交给 Claude Code 或 Codex 修复。作者 Elvis Saravia 认为验证 agent 写的代码比自己写代码花的时间更多，是所谓软件工厂的主要瓶颈，编码 agent 需要这类反馈循环来改进自我修 bug 的能力。免费试用入口 https://ship.contextqa.com

信息来源：X：Elvis Saravia (@omarsar0, DAIR.AI) · Claude

教程 / 实战普通2026-10-05 21:53

I Built My Friend a Mock Interviewer That Read His Rust Code

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...

信息来源：DEV Community

教程 / 实战普通2026-10-05 21:27

I Built an AI That Reads Eviction Notices and Refuses to Lie to You

A weekend AWS build for the Zero to Shipped hackathon. Textract reads the notice, code finds the facts, and Bedrock only narrates, so it can't lie about your deadline.

信息来源：DEV Community

教程 / 实战普通2026-10-05 20:51

Better Prompts Aren't Enough for Reliable AI Coding

When a coding agent gives you a confident answer, it's easy to treat that confidence as evidence. I...

信息来源：DEV Community

教程 / 实战普通2026-10-05 20:28

How Hard Should You Review This? Ask What It Touches.

When a pull request shows up and an agent helped write it, the first question a lot of reviewers ask...

信息来源：DEV Community

教程 / 实战普通2026-10-05 20:00

My AI Team Followed Three Rules. It Kept Two.

At eleven last night a message arrived in my Slack channel: the schedule was at risk. Below that came...

信息来源：DEV Community

教程 / 实战普通2026-10-05 19:58

Your prompt-cache fix is worth 0% if your users only send one message

A 30-turn measurement of how the saving amortises — and why the "one-line fix" quietly decays as...

信息来源：DEV Community

教程 / 实战普通2026-10-05 19:46

I forked a live AI agent three ways, and every copy came up with its web server already running

An agent built an app inside a DigitalOcean Managed Agents microVM. I checkpointed it, forked it three ways, screenshotted every branch, then deleted the app and rolled back in 5.6 seconds. The process I had killed came back at the same PI…

信息来源：DEV Community

教程 / 实战普通2026-10-05 19:04

Tell your AI agent what it's about to break, before it breaks it

Tell your AI agent what it's about to break, before it breaks it AI coding agents are...

信息来源：DEV Community

教程 / 实战普通2026-10-05 18:54

Would an AI let my patient drink thin water? Benchmarking LLMs on dysphagia diet safety

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

信息来源：DEV Community

教程 / 实战普通2026-10-05 18:30

🤖 AI Can Write My Code. But Apparently, I Still Need to Know How to Press Enter.

AI coding tools are getting crazy good. They can read your project, understand multiple files, write...

信息来源：DEV Community

教程 / 实战普通2026-10-05 17:49

The Framework Nobody Wrote Down: Taking a Backbone App to React

Backbone gave you models, views, a router and events, and left the rest to you. So most Backbone apps...

信息来源：DEV Community

教程 / 实战普通2026-10-05 17:44

AI Recommends Packages Attackers Registered First

The model invents a package name, someone registers it, and the agent installs it with no human in the loop. USENIX measured it at 19.7% of generated samples, and Anthropic watched 15 real systems pull a malicious package within the hour.

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-05 17:44

How To Write Playwright tests in minutes with Playwright MCP and Claude Code

This article was originally published on the Endform blog. By the end of this walkthrough you'll...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-05 17:03

Your bugs used to burn CPU. Now they burn money.

In traditional software, a badly written loop gives you a CPU spike. Somebody gets paged, the graph...

信息来源：DEV Community

教程 / 实战普通2026-10-05 16:33

Your agent says verified. Nothing binds it to the artifact

Has an agent ever told you it "verified" something and you just... believed it? I have. So this time...

信息来源：DEV Community

教程 / 实战普通2026-10-05 16:27

Ephemeral Autonomy: Securing On-Chain AI Agents with ERC-7702 and Scoped Session Keys

Giving an autonomous AI agent an unconstrained private key creates critical attack vectors: prompt...

信息来源：DEV Community

教程 / 实战普通2026-10-05 16:05

The best engineer on my team ships the least code.

The best engineer on my team almost got a bad review last quarter for shipping too little code. I'm...

信息来源：DEV Community

教程 / 实战普通2026-10-05 15:53

Does Your Favorite AI Tool's Cache Hit Mean Your Project's Uniqueness Miss?

I was checking out Hacktoberfest Weekend Challenge submissions. I do this from time to time on DEV...

信息来源：DEV Community

教程 / 实战普通2026-10-05 15:40

I Gave My AI Agents Their Own Documentation Crawler, and Pulled 60 Pages of Clean Markdown in 49 Seconds

It's not just that I made a crawler, but it's how the docs actually look that makes me love this so...

信息来源：DEV Community

教程 / 实战普通2026-10-05 15:35

AI Compliance Automation Software: Features, Architecture & Development Cost

AI compliance just stopped being a policy problem. On October 4, 2026, Reuters reported Sam Altman...

信息来源：DEV Community

教程 / 实战普通2026-10-05 15:26

What stateless MCP changes for gateways

The MCP spec went stateless on July 28. If you run one MCP server, that mostly means deleting your...

信息来源：DEV Community

教程 / 实战普通2026-10-05 14:52

✍️ MagenticCMS: Rehearse the Comments Before You Publish the Post

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

信息来源：DEV Community

教程 / 实战普通2026-10-05 14:41

Keepsake: Everyone's Trip Photos, Sorted into Moments Without Anyone Lifting a Finger

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...

信息来源：DEV Community

教程 / 实战普通2026-10-05 14:39

Warp: An Evidence Graph for Procurement Incidents

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2026-10-05 14:32

My friend runs her supplements shop from WhatsApp voice notes, so I built her a shop helper

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend Her day,...

信息来源：DEV Community

教程 / 实战普通2026-10-05 14:24

English guides say ¥6 million. The FSA says ¥18 million. Genten checks Japan's money rules against the Japanese original

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2026-10-05 14:19

How I Legally Slashed Anthropic Claude API & Claude Code Bills by 70%

If you have been building with Claude Code, Cursor, or autonomous agentic workflows over the past few...

信息来源：DEV Community · Claude / Cursor

教程 / 实战普通2026-10-05 14:18

AirNEET: Building an Airplane Mode Socratic Mentor for My Sister's NEET Prep (100% Offline RAG)

This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...

信息来源：DEV Community

教程 / 实战普通2026-10-05 14:17

I Built an AI Content Agent for My Sister in a Weekend

*This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend * My sister is an...

信息来源：DEV Community

教程 / 实战普通2026-10-05 14:02

The Witness Was the Suspect: Why AI Audit Logs Can't Be Trusted

An AI agent does something it shouldn't. It leaks data, or wipes the wrong database, or makes a call...

信息来源：DEV Community