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教程 / 实战普通2026-10-08 09:40

My agent guardrail was fine. Its kubectl parser wasn't.

I maintain Aegis-DevOps, an open-source check that sits between an AI coding agent and the shell....

信息来源：DEV Community

教程 / 实战普通2026-10-08 09:06

Can Two Small Nets Invent a Language?

Before testing any grand claim about emergent communication, I ran the only question that mattered first: does a substrate even exist?

信息来源：DEV Community

教程 / 实战普通2026-10-08 09:03

Claude Haiku 5.5 pricing jumps fivefold at 100,001 prompt tokens

A request to Claude Haiku 5.5 with a 100,000-token prompt and 2,000 tokens of output costs $0.011....

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-08 08:52

Making cross-platform local AI easier with llamadart

My writing assistant could talk to Gemini. The missing piece was using it without a connection. That...

信息来源：DEV Community · Gemini

教程 / 实战普通2026-10-08 08:40

Obsidian + Claude Code: The Shared Memory Stack I Actually Use

My notes used to be where ideas went to die. Obsidian was my beautiful, over-organized graveyard....

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-08 08:38

Your coding agent is only trustworthy where you can inspect its work. Draw that line.

Stack Overflow's 2026 survey: 67% of developers use AI to generate code in areas they know, but only 20% use it in production. The line between them is verifiability. Here is how to draw it as a workflow rule instead of a feeling.

信息来源：DEV Community

教程 / 实战普通2026-10-08 08:12

Tendril: a garden assistant you barely have to open

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass. ...

信息来源：DEV Community

教程 / 实战普通2026-10-08 08:11

My Eval Said RAG Made Things Up. My Eval Was Wrong.

I maintain django-explain-errors, a Django middleware that catches unhandled exceptions in...

信息来源：DEV Community

教程 / 实战普通2026-10-08 08:02

Honest struggles of bringing AI into everyday work – what I’m seeing and what I’d love to hear from developers

I’m Seohyun, an AX Researcher at Knowverse. My job isn’t to build models or maintain infrastructure;...

信息来源：DEV Community

教程 / 实战精选2026-10-08 08:00

Block 如何用 Claude Fable 编排数千个 pull request 的代码迁移

Anthropic 发表对 Block AI capabilities 负责人 Bradley Axen 的访谈，介绍 Block 用 Claude Fable 5 编排大规模代码迁移：Fable 做数据模型、API 规格等高层设计，再调度数十个更小的 Opus 或 Sonnet 模型执行文件修改和测试，一次迁移可能合并上千个 pull request。

信息来源：Claude：Blog（网页） · Claude

教程 / 实战普通2026-10-08 08:00

Databricks 如何用 Replit 和 Lakebase 构建受治理的企业应用

Databricks 与 Replit 的集成已正式可用并原生支持 Lakebase，企业团队可用 Replit Agent 基于 Databricks 实时数据构建受治理的应用，并部署为 Databricks App。

信息来源：Databricks：Blog（RSS）

教程 / 实战普通2026-10-08 08:00

Databricks 介绍用 Lakebase 数据库分支为编码智能体构建隔离开发工作流

Databricks 博客介绍如何用 Lakebase Postgres 的数据库分支能力支持 Agentic SDLC。Lakebase 可在不到一秒内分支任意大小的数据库，采用 copy-on-write 共享父分支数据、支持 scale-to-zero。

信息来源：Databricks：Blog（RSS）

教程 / 实战普通2026-10-08 06:30

Microsoft Brings MAI Code 1.1 Flash Local Inference to GitHub Copilot

Microsoft plans to bring MAI Code 1.1 Flash to local coding workflows in GitHub Copilot, allowing...

信息来源：DEV Community

教程 / 实战普通2026-10-08 06:28

Janela — a local Gemma tells you when to go outside (and why)

This is a submission for the Hacktoberfest 2026 Open-Source AI Challenge, Week 1: "Touch Grass". ...

信息来源：DEV Community

教程 / 实战普通2026-10-08 06:27

"My Mergetober story: building a BambooHR connector for cognee"

This Mergetober I wanted to do more than fix a typo. I wanted to build something real, get it...

信息来源：DEV Community

教程 / 实战普通2026-10-08 06:12

The AI That Never Leaves My Laptop

Show almost any enterprise a useful AI workflow and the demo goes well right up until someone from...

信息来源：DEV Community

教程 / 实战普通2026-10-08 06:06

fieldmemo: keep the phone in your pocket, talk to it, get a field journal at home

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass AI...

信息来源：DEV Community

教程 / 实战普通2026-10-08 05:36

What happens to the Developer?

Recently, I've been struggling more and more with the way we're using AI to automate nearly every...

信息来源：DEV Community

教程 / 实战普通2026-10-08 05:34

I built a blogging platform where you have to type every word by hand

I got tired of wondering whether anything I read online was written by a person. So I built...

信息来源：DEV Community

教程 / 实战普通2026-10-08 05:23

Timeless Stopwatch: An Open-Source AI Companion Built for a Friend

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

信息来源：DEV Community

教程 / 实战普通2026-10-08 05:10

WildPulse: The Zero-Signal Trail Naturalist That Tells You to Put Your Phone Away

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

信息来源：DEV Community

教程 / 实战普通2026-10-08 05:05

Slopsquatting: The Supply Chain Attack Your AI Coding Assistant Might Be Setting Up For You

You ask your AI assistant for a quick script. It writes clean code, imports a package you've never...

信息来源：DEV Community

教程 / 实战普通2026-10-08 04:37

Why your planner-executor split is creating more problems than it solves?

I spent three weeks trying to fix a planner-executor pipeline that was failing in a way I couldn't...

信息来源：DEV Community

教程 / 实战普通2026-10-08 04:31

Five agent episodes, and the build decision to take from each

Pull one concrete build decision from each Chain of Thought episode in the agents collection, from context to memory, stacks, and coordination.

信息来源：DEV Community

教程 / 实战普通2026-10-08 04:30

OpenAI Launches Interactive Learning Visuals in ChatGPT for Hands-On Answers

OpenAI has launched interactive learning visuals in ChatGPT, adding hands-on modules that let users...

信息来源：DEV Community · OpenAI / ChatGPT

教程 / 实战普通2026-10-08 04:27

Does a design system change what a coding agent writes?

A while ago I finished a piece of work I was proud of: a design system built the way I'd argue a...

信息来源：DEV Community

教程 / 实战普通2026-10-08 04:10

MIT 的 Concourse 项目如何用人文教育回应 AI 时代

MIT 首年学习社区 Concourse 每年招收 50 名新生，通过研读柏拉图、荷马、亚里士多德等经典著作，探讨"何为人类""智能是否只是数学智能"等问题。该项目自 1970 年创立，被形容为"MIT 内部的迷你文理学院"，2023 年起与 MIT Civil Discourse Project 合作举办辩论。

信息来源：MIT News（RSS）

教程 / 实战普通2026-10-08 04:09

Gardener of the AI Era: a monsoon garden helper for people who will never see a frost

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

信息来源：DEV Community

教程 / 实战普通2026-10-08 04:09

Zero GPU, zero dollars: a Linux rookie's crew of free AIs

How a raccoon in sunglasses (me) ended up running a Rick and Morty themed AI crew, a voice butler and a private search engine - all free, all on one CPU-only laptop.

信息来源：DEV Community

教程 / 实战普通2026-10-08 03:56

Why a Financial Advisor App Needs a RAG Vault, Not Just a Chatbot

When I started building Vicquant, the core design principle was simple and non-negotiable: the AI...

信息来源：DEV Community

教程 / 实战普通2026-10-08 03:40

Logo Design Skill Packages SVG Checks for AI Agents

An open-source Agent Skill gives Claude, Gemini CLI and Codex a staged logo workflow, SVG checks and a searchable library of 1,400-plus marks.

信息来源：DEV Community · Claude / Gemini

教程 / 实战普通2026-10-08 03:35

I Gave Two AI Models the Same Instructions. They Got It Wrong in Opposite Ways.

Originally published at kotwal-itpro.github.io. A lot of teams now use AI models to read large piles...

信息来源：DEV Community

教程 / 实战普通2026-10-08 03:08

Google put AI chips in orbit: radiation is not the problem, heat is

Google's first Suncatcher satellite carries four TPUs. They survived radiation, but cooling in a vacuum is the real limit.

信息来源：DEV Community

教程 / 实战普通2026-10-08 03:03

My Benchmark Caught Me Lying Before It Caught Any Model: Do Coding Agents Report "Verified" Honestly?

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

信息来源：DEV Community

教程 / 实战普通2026-10-08 03:02

UNREAL Unifies Retrieval & Long‑Context—Cut Latency 50% in One Pass!

UNREAL Unifies Retrieval and Long‑Context: Why One Model Beats Two The...

信息来源：DEV Community

教程 / 实战普通2026-10-08 02:38

BirdBuddy: an offline bird call identifier that runs entirely on your device

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

信息来源：DEV Community

教程 / 实战普通2026-10-08 02:19

Five Ways My AI Agents Went Wrong (and What I Changed)

I run a small software company by myself. Claude Code agents play the engineers, QA, marketing and so...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-08 02:17

Tuft: a scavenger hunt that checks your photos on your phone, offline

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

信息来源：DEV Community

教程 / 实战普通2026-10-08 01:46

A Terminal-Bench task frontier agents could not pass

I wrote a task for Terminal-Bench, a public benchmark of hard command-line tasks for AI agents. The...

信息来源：DEV Community

教程 / 实战普通2026-10-08 01:43

We rewrote all 50 of our MCP tool descriptions to get into Claude's Connectors Directory

Our MCP server's tool descriptions were full of instructions to the model. Anthropic's directory review doesn't allow that. Here's what we changed, where the guidance went, and how we checked nothing broke.

信息来源：DEV Community · Claude