AI圈报AI 教程与实战
收录 AI 工具教程、提示词、安装部署、配置指南、开发实战与可复现步骤。
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教程 / 实战普通
I Built WanderWise: A Local-First AI Planner That Wants You to Close the Screen
A privacy-first outdoor activity planner that uses browser-local AI to turn intent, time, energy, company, and weather into one practical plan.
信息来源：DEV Community
教程 / 实战普通
Evidence-Driven Development: Give Your Coding Agent Something to Prove
Build a tiny task list, break it on purpose, and leave behind evidence another developer can reproduce.
信息来源：DEV Community
教程 / 实战普通
Why 90% of Coding Isn’t Syntax
If you’ve spent any time on tech Twitter, LinkedIn or scrolling through the DEV Community lately,...
信息来源：DEV Community
教程 / 实战普通
Giving AI Agents a Memory of Your Crisp Inbox
Giving AI Agents a Memory of Your Crisp Inbox AI agents forget everything. Every LLM call starts...
信息来源：DEV Community
教程 / 实战普通
WildLens: an offline field notebook that tells you what you just found outside
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
I picked the skill with more stars. Its repo had 46 skills tied for first place.
I picked the skill with more stars. Its repo had 46 skills tied for first place. Tuesday...
信息来源：DEV Community
教程 / 实战普通
Visual Grounding for AI Agents: Set-of-Mark Prompting and Reliable UI Clicks
Ask a frontier vision model for the pixel coordinates of a "Submit" button in a 1920x1080 screenshot...
信息来源：DEV Community
教程 / 实战普通
Silence isn't a status code
A comment I wrote this week looked posted. The button lit. My text sat in the box. An ack came back....
信息来源：DEV Community
教程 / 实战普通
Meowfolio: I Built an AI Scrapbook for the Cats You Meet Outside 🐱🌿
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
Kling 4.0 实战测评：韩国创作者测试人物表演、多图转场与风格转换
韩国视觉创作者서오키（@oasis.seo.ai）对 Kling 4.0 进行了三组实测，覆盖人物表演与角色稳定性、三张图片连续转场、实拍与卡通反复切换。她认为 Kling 4.0 能自然衔接视线、表情和手势，多图连接时原图风格与氛围基本保留，实拍与卡通切换过程无明显割裂，降低了反复生成和后期修补的成本。
信息来源：公众号：可灵AI（快手·视频）
教程 / 实战普通
Audited on a skill means 30 regexes. It is not a guarantee
It is 11:37 on a Tuesday night, and you are two tabs deep into a decision you should not be making...
信息来源：DEV Community
教程 / 实战普通
I ported my coding-agent benchmark to Kaggle, and the first bugs I found were mine
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I maintain...
信息来源：DEV Community
教程 / 实战普通
My coding agents don't need a project management tool. They need markdown files.
My coding agents used to read their tasks from a hosted tracker. They never needed one. They needed a...
信息来源：DEV Community
教程 / 实战普通
From T-Shirt Sizes to Token Quotes?
I'll start with my position, because the rest of the article depends on it. I'm against estimation....
信息来源：DEV Community
教程 / 实战普通
Agent Graph Engineering, Part 0: I Needed This Before It Had a Name
TL;DR Building a chatbot is easy. Building an AI system you can trace, test, and change without fear...
信息来源：DEV Community
教程 / 实战普通
The Agent Finished the Job. The Benchmark Gave It Zero.
An agent submits a support ticket. The business system creates it, but the connection breaks before...
信息来源：DEV Community
教程 / 实战普通
I Taught Local AI to Help Me Notice the World.
Your World Is More Interesting Than Your Feed. This is a submission for the Hacktoberfest...
信息来源：DEV Community
教程 / 实战普通
Release Pin: Ship the Model, Prompt, and Tools as One Version
Agents drift when the model alias updates, a prompt gets edited in a dashboard, or a tool schema changes underneath them. Ship all of it as one versioned manifest.
信息来源：DEV Community
教程 / 实战普通
Surviving the 200k-Token Lobotomy: How Unix init.d and 'Memento' Made My AI Coding Agent Immune to Context Compaction
Why host auto-compaction silently lobotomizes long-running AI coding sessions, and how 1983 SysV init.d runlevel files, Memento tattoos, and fork/wait subagents let our orchestrator survive two 230k-token compactions mid-ticket with zero l…
信息来源：DEV Community
教程 / 实战普通
I made my Claude Code sessions watchable in 30 seconds
My Claude Code and Codex sessions often run 30 to 60 minutes, and there's no good way to show someone...
信息来源：DEV Community · Claude
教程 / 实战普通
One Design Review Skill for Claude Code, Codex, and agy
I put design direction and review for blog pages, app UI and Shorts into one skill that Claude Code, Codex and agy load from the same directory on my machine. The checks prove installation and explicit invocation on synthetic cases, not de…
信息来源：DEV Community · Claude
教程 / 实战普通
卡兹克用5天为公司搭建AI化企业中台
自媒体作者卡兹克花5天对公司进行AI化改造，核心是用Claude等工具制作品牌VI、设计组件和PPT模板，并自建一个以Agent操作为原生、以飞书数据为基建的企业中台。
信息来源：公众号：数字生命卡兹克 · Claude
教程 / 实战普通
Anthropic Commits to Regular Model Behavior Reports Beyond System Cards
Anthropic has committed to publishing regular reports on what it learns about model behavior and...
信息来源：DEV Community · Claude
教程 / 实战普通
The Epistemology of Quality
How do we know code is correct, and what role does human code review play in knowing it?
信息来源：DEV Community
教程 / 实战普通
The NUMMI Blueprint for AI: Why Code Velocity Needs the Andon Cord
I first heard about NUMMI years ago on an episode of This American Life. Toyota took over one of...
信息来源：DEV Community
教程 / 实战普通
Your Agent Is Fixing Flaky Tests by Quietly Weakening Them
AI coding agents reliably turn flaky tests into weak assertions. The failure isn't the flake; it's that nobody reviews the diff that deletes the boundary.
信息来源：DEV Community
教程 / 实战普通
The AI Memo Went Out. Then What?
In April 2025, Shopify CEO Tobi Lütke posted an internal memo publicly. The line everyone quoted:...
信息来源：DEV Community
教程 / 实战普通
One park, one sheet of paper: Gemma 4 writes a treasure hunt from the park's real data.
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
Where the spending rules live: agent authorization on AWS vs Sui
Where the spending rules live: agent authorization on AWS vs Sui A bot that can pay you...
信息来源：DEV Community
教程 / 实战普通
Building Screen Automation Agents: Vision, Grounding, and Reliable UI Control
Anthropic's Claude computer use API, released in October 2024, takes a screenshot, decides where to...
信息来源：DEV Community · Claude
教程 / 实战普通
LeafPace - Touch grass
LeafPace 🍃 This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1:...
信息来源：DEV Community
教程 / 实战普通
Does Your LLM Know the Boundary? I Left the Doors Open and 6 of 10 AI Agents Crowned Themselves
I put ten AI agents on trial inside a fake company, hid the rules where real rules live, and let the...
信息来源：DEV Community
教程 / 实战普通
It scored 100%. Its note scored 0%
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I kept...
信息来源：DEV Community
教程 / 实战普通
4 个 Grok bot 模板助你构建 X 应用
这里有 4 个 grok @bot 模板，可用于在 X 上构建，今天就能用： - 发布 - 威胁狩猎 - 威胁情报 - X api 集成
信息来源：X：Eric Zakariasson (@ericzakariasson) · Grok
教程 / 实战普通
Lake Lookout: Be the Eyes the Satellites Lack (Gemma 4, fully offline)
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass TL;DR: Lake...
信息来源：DEV Community
教程 / 实战普通
Congrats to Our First MLH x DEV Writing Challenge Winner!
We just wrapped the very first month of the MLH x DEV Writing Challenge, our new way of celebrating...
信息来源：DEV Community
教程 / 实战普通
Singularity News
Welcome to Singularity News ... until ... well, we all know when! This is the first community-based...
信息来源：DEV Community
教程 / 实战普通
Side Quest: A Local AI Game Master That Sends You Outside
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
Closing the Audit Gap in Human-to-Agent Delegation
When AI agents act on behalf of users, traditional audit logs often don't tell the full story of who...
信息来源：DEV Community
教程 / 实战普通
The Stack I'd Need for Claude to Direct a Whole YouTube Video in Blender
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...
信息来源：DEV Community · Claude