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
LORE WALK: I built an app that wants you to put it 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
Paper Trail: Gemma writes my neighbourhood into a paper zine, so my phone can stay home
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass Most "go...
信息来源：DEV Community
教程 / 实战普通
What LLMs 'Know' That You Don't Know They Know: Stop Inventing Prompt DSLs and Ride 50 Years of Unix Pre-Training Gravity
Why did a 1976 Makefile (Part 3.6) and a 1983 Unix init.d directory (Part 3.7) outperform 2,000 lines of English prompt rules? Because prompt engineering is static symbol linkage against 50 years of pre-trained computer science canon.
信息来源：DEV Community
教程 / 实战普通
My Release Pipeline Refused to Ship My Release. It Was Right.
I pushed the v0.2.0 tag. The release workflow built the wheel, generated the SBOM, wrote the...
信息来源：DEV Community
教程 / 实战普通
The Missing Piece: Why AI Models Hallucinate Answers When They Should Abstain
This is a submission for the Kaggle Benchmarking Challenge "The answer isn't always there. Does...
信息来源：DEV Community
教程 / 实战普通
Patrick Collison 撰文分析个人 Agent 将如何改变企业与消费者的市场博弈
Patrick Collison 长文探讨经济中的 Agent：公司本质上是利用消费者有限理性的“原初超级智能”，而个人 Agent 会让消费者更理性。他推演个人 Agent 将削弱价格歧视与交叉补贴（如忘取消订阅者补贴他人），并成为产品质量的结构性补贴，让比拼分发转向比拼质量。
信息来源：X：Rohan Paul (@rohanpaul_ai)
教程 / 实战普通
Does your coding agent understand you in your native language?
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I build AI...
信息来源：DEV Community
教程 / 实战普通
AI Agents Are Not Users: Building an Identity Model That Reflects That
In April 2026, an AI coding agent deleted the entire production database of PocketOS, a B2B platform...
信息来源：DEV Community
教程 / 实战普通
theAuth Audit Trails: Compliance Logging for AI Agent Actions
theAuth is open-source auth for AI agents and humans. Star the repo on GitHub · Read the docs · Run...
信息来源：DEV Community
教程 / 实战普通
theAuth for AI Agents: Identity and Scoped Permissions
theAuth is open-source auth for AI agents and humans. Star the repo on GitHub · Read the docs · Run...
信息来源：DEV Community
教程 / 实战普通
🌿 TrailMates: Less Scrolling, More Wandering | Open-Weight AI for Touching Grass
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
theAuth Guide: Cap Agent Spend and Require Human Approval
theAuth is open-source auth for AI agents and humans. Star the repo on GitHub · Read the docs · Run...
信息来源：DEV Community
教程 / 实战普通
🌲 OUTSIDE: The Screen-Free Outdoor Exploration
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass What if AI...
信息来源：DEV Community
教程 / 实战普通
How to Make Playwright Autonomous (Without Letting an AI Agent Run Wild)
Playwright is very good at following instructions. Tell it to click a button, it clicks the button....
信息来源：DEV Community
教程 / 实战普通
A hash chain proves the ordering. Four attacks prove it's not enough.
Randal L. Schwartz published a gate-attack catalog built from real failures. I replayed it against my reconciliation layer as a test suite. The score, not the slogan.
信息来源：DEV Community
教程 / 实战普通
Buy This, Not That, Drop This There” - I Made It Make Sense
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass The...
信息来源：DEV Community
教程 / 实战普通
"\"You Played Like Prime Okocha\": The Open-Source AI That Gets My Football Crew Off the Couch"
## "Ball this weekend?" 💬 … seen by 14 Every football crew has this group chat. Someone asks on...
信息来源：DEV Community
教程 / 实战普通
TrailWhisper: Keep Eyes on the Canopy. Phone in the Pocket.
An offline-first, zero-screen nature trail audio AI companion built for Hacktoberfest 2026 Week 1 Touch Grass Challenge.
信息来源：DEV Community
教程 / 实战普通
Let an AI Agent Deploy Safely: A Scoped MCP Server With an Audit Trail
Let an AI Agent Deploy Safely: A Scoped MCP Server With an Audit Trail Handing an AI agent...
信息来源：DEV Community
教程 / 实战普通
RevSofia, a Car Meetup app that people will love to use
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
My coding agents now have a remote Mac
My agents already worked remotely on Linux. I added a macOS node for iOS builds, simulator tests, and...
信息来源：DEV Community
教程 / 实战普通
SafeAir Walk: Find Your Clean-Air Window to Step Outside Today
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
Moss: a tiny AI desk companion that makes you go outside and touch grass
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
Canopy: Offline Bird Detection for 6,000+ Species with open Birdnet model
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
Gone for Good? I asked 10 models which deleted data could actually be restored
This is a submission for the Kaggle Benchmarking Challenge TL;DR. I gave 10 models 18 matched pairs...
信息来源：DEV Community
教程 / 实战普通
I Set a Trap and Even Frontier Models Fell For It
This is a submission for the Kaggle Benchmarking Challenge What I...
信息来源：DEV Community
教程 / 实战普通
Frostline: what to plant this week, from your local frost dates
A garden planner that predicts your local frost dates with an open tabular model, TabPFN, then writes the plan with Gemma. What to sow this week, from your own frost dates.
信息来源：DEV Community
教程 / 实战普通
I wanted to read more of DEV.to. So I built it into my New Tab
Sometimes the best article you read is the one you weren't looking for. You open a new tab to look...
信息来源：DEV Community
教程 / 实战普通
AI APIs with .NET
AI APIs with .NET A deep-dive walkthrough of calling hosted AI models from .NET — covering...
信息来源：DEV Community
教程 / 实战普通
Tripo AI Skull Review 2026: 1,157 Sliver Faces From Fake Wood Grain
Independent review: both products were tested on my own accounts \u2014 free where offered and paid where not \u2014 with no vendor-provided access.
信息来源：DEV Community
教程 / 实战普通
How to Build a Competitive Intelligence Agent for Public Companies
Day 10 of 30 Days of Search. Most competitor research breaks in the same place: it finds a few...
信息来源：DEV Community
教程 / 实战普通
I Measured My RAG Pipeline Honestly. It Was 40x Slower Than I Thought.
A few days ago I published the architecture behind Vicquant’s RAG Vault; a 9-stage retrieval pipeline...
信息来源：DEV Community
教程 / 实战普通
How Do We Extract the “Why” from a PR into a CHANGELOG with Jev? 🤔
Hoi hoi! 👋 I'm @nyaomaru, a frontend engineer currently building an AI-assisted CHANGELOG generator...
信息来源：DEV Community
教程 / 实战普通
12 of 13 AI models knew the new name and still wrote the old one
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked TL;DR. I...
信息来源：DEV Community
教程 / 实战普通
Does AI Lie More in Hinglish? I Benchmarked 5 Models published: false
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I'm from...
信息来源：DEV Community
教程 / 实战普通
Our AI Coding Agent Burned Real Money Fixing a Bug a Human Would Have Caught in Five Minutes
This is a cost pattern that's showing up across teams adopting autonomous coding agents in almost the...
信息来源：DEV Community
教程 / 实战普通
SoundWalk: five seconds of sound, one minute 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
What it took to get an MCP server into Claude's directory (and what broke along the way)
I'm Alex. I build Fuxux on my own. It's a social media scheduler: you write a post once and it goes...
信息来源：DEV Community · Claude
教程 / 实战普通
Grok Bot 一天搭建电话客服智能体
Grok @Bot
信息来源：X：Elon Musk (@elonmusk, xAI) · Grok
教程 / 实战普通
Two agent CLIs, one repo: sharing context between Claude Code and Codex without stepping on each other
I run Claude Code and Codex against the same codebase every day on macOS. For the first month they...
信息来源：DEV Community · Claude