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
Tiny model. Big decisions. — How I built a 144M-parameter typed decision model that routes 82% of agent decisions off LLMs
Tiny model. Big decisions. — How I built a 144M-parameter typed decision model that routes...
信息来源：DEV Community
教程 / 实战普通
Your CEO Sees 5x. Your Engineers See a Longer Review Queue.
Two surveys, one season, and two very different companies. Between December 2025 and January 2026,...
信息来源：DEV Community
教程 / 实战普通
Are Frontend Developers Wasting Tokens? 5 Ways to Cut AI Coding Costs
When you have an AI agent open all day, it's really easy to burn through a lot of tokens quickly. And...
信息来源：DEV Community
教程 / 实战普通
My coding agent now tells me to go outside, and a 4 GB Gemma writes the message
This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 1. You send one more...
信息来源：DEV Community
教程 / 实战普通
Your Is Invisible to AI Agents
I Found Out What an AI Agent Actually Sees When It Looks at My Buttons Imagine describing...
信息来源：DEV Community
教程 / 实战普通
People Loved My Software Until I Admitted I Used AI
To the casual observer, the current artificial intelligence boom looks like a wave of digital...
信息来源：DEV Community
教程 / 实战普通
MCP vs API: When to Build an MCP Server, and When the API Is Enough
MCP vs API is rarely an either-or choice: MCP is a protocol that lets an AI agent discover and call...
信息来源：DEV Community
教程 / 实战普通
We checked 46 popular MCP servers on Smithery: 7 in 10 tools never say when to use them
We took 46 of the most-used MCP servers on Smithery and checked the descriptions of all 1,118 of...
信息来源：DEV Community
教程 / 实战普通
Cents Matter: Does a Model Notice When One Financial Fact Changes?
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked A...
信息来源：DEV Community
教程 / 实战普通
Frostwise — know your frost dates, plant with confidence
Frostwise — know your frost dates, plant with confidence DEV Hacktoberfest AI Challenge —...
信息来源：DEV Community
教程 / 实战普通
Fine-tuning Qwen2.5-1.5B on a Mac to fix a parroting chatbot (and halve the prompt)
By Georgii Kharlampiiev, Mindscend Our company website is a single chat page backed by a model we...
信息来源：DEV Community · Qwen
教程 / 实战普通
Don't Baptize the GPUs
Why AI systems should be measured by running them, trained to seek truth and owned by the organizations that depend on them, rather than blessed into a theological category.
信息来源：DEV Community
教程 / 实战普通
Mental Model AI & Cara Menghindari Zombie UI: Rangkuman Insight Katie Dill (Stripe)
Mental Model AI & Cara Menghindari Zombie UI Di era kecerdasan buatan (Artificial...
信息来源：DEV Community
教程 / 实战普通
I let an AI agent drive my remote desktop. It can't touch my passwords.
It's 11 PM. Three servers need the same patch, and I'm alt-tabbing between four remote windows. Two...
信息来源：DEV Community
教程 / 实战普通
5 MCP Security Tests to Run Before Your AI Agent Gets Tool Access
Your LLM passed every prompt-injection test. Your agent can still be hijacked. The difference is...
信息来源：DEV Community
教程 / 实战普通
智能体时代如何向模型学习
而且因为智能体让事情变得更容易，几乎每个人都会在某个时候做超出自己专业范围的事 但幸运的是，你完全可以让模型教你你不会的东西
信息来源：X：Thariq (@trq212)
教程 / 实战普通
Frost Window: 30 years of weather and a laptop-sized Gemma tell you what to do outside this week
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
Google Preferred Sources Adds Publisher Selection Counts and an On-Site CTA Button
Google Preferred Sources is becoming more measurable for publishers. Google says readers who choose a...
信息来源：DEV Community
教程 / 实战普通
Unsloth Studio 如何在模型仓库变更后重新校验再运行
Unsloth 发布 Unsloth Studio 与 Unsloth Desktop 安全概览，说明其在下载到执行之间设置四道检查点：代码指纹绑定审批、独立权重文件闸门、探测式 OS 沙箱与包内容扫描。
信息来源：MarkTechPost（RSS）
教程 / 实战普通
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
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
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
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
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
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
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
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
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
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
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
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
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
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
"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
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
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
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
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
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
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