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
The $250 Agent Challenge: Build Something Real With Docker Cloud Sandboxes
What would you build if someone handed you $250 of cloud compute for AI agents? That's not a...
信息来源：DEV Community
教程 / 实战普通
Your AI Agent Has a Context Budget: Treat It Like a CPU Budget
The 3 AM page Picture this. You get paged at 3 AM for a production outage. A teammate...
信息来源：DEV Community
教程 / 实战普通
Claude Code vs Codex CLI vs Cursor: An Honest Field Guide for Working Developers
Claude Code vs Codex CLI vs Cursor: An Honest Field Guide for Working Developers I use all...
信息来源：DEV Community · Claude / Cursor
教程 / 实战普通
Practical Patterns for AI Agent Governance in Production
When an AI agent starts calling real systems – deploy pipelines, billing, CRM, data workflows –...
信息来源：DEV Community
教程 / 实战普通
Laya 开发者指南：用 CLINC150 实测零样本决策与校准
教程实测 Convai Innovations 开源决策引擎 Laya 0.3.27，一个 4.21 亿参数的非自回归 System 1 模型，单次前向返回类型化问题的概率且零输出 token。
信息来源：MarkTechPost（RSS）
教程 / 实战普通
Self-Hosting an AI Assistant on CasaOS: A Step-by-Step OpenMuse Install Guide (Pitfalls Included)
How to deploy OpenMuse — a self-hosted AI chat assistant that can also manage your CasaOS server —...
信息来源：DEV Community
教程 / 实战普通
日本のサイト248件中23件、robots.txtは許可でもAIクローラーには403
Trancoの日本のサイト300件を2026-10-07に確認。普通に読めた248件のうち23件で、robots.txtが許可しているAIクローラーのUser-Agentに403。内訳、形の違い、確かめ方、限界。
信息来源：DEV Community
教程 / 实战普通
Changing what my phone agent was shown beat changing the model
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked On 18...
信息来源：DEV Community
教程 / 实战普通
Bug Dex - Gotta Find Em All!
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
Code review is your last line of defense against agent pull requests
Agent-authored PRs went from under 1% to 27.6% of GitHub pull requests in fourteen months. Acceptance rates look fine; the failures land in places review was never built to check. Here is what to gate on.
信息来源：DEV Community
教程 / 实战普通
Tomasz Tunguz：当 AI 模型趋于商品化，战略应如何调整
Tomasz Tunguz 分析认为 AI 模型正走向商品化，并提出三条应对策略：转售合作、控制用户界面、沉淀用户数据用于智能路由和训练。
信息来源：Tomasz Tunguz 博客（VC 分析）
教程 / 实战普通
OpenRouter 复盘 AI 销售智能体 Rasp 如何为 5 人销售团队每月省下 600 小时
OpenRouter 介绍其基于 Ori 构建的 AI 销售智能体 Rasp，负责入站线索分诊、首触邮件、会前简报、会后笔记和 CRM 更新，为 5 人销售团队每月拿回约 600 小时，交易周期缩短 34%。
信息来源：OpenRouter：Announcements（RSS）
教程 / 实战普通
Federated Threat Intelligence: Sharing IOCs Without Sharing Content
The fundamental problem in threat intelligence is latency. Organization A detects a novel prompt...
信息来源：DEV Community
教程 / 实战普通
The Flattery Tax: I pressure-tested 29 LLMs with confident wrong users — the frontier held, the small ones folded
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked The...
信息来源：DEV Community
教程 / 实战普通
Look Up: an open-weight model on your phone reads the clouds, then tells you to put the 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
From Chatbots to Autonomous Agents: The Real Architecture of AI in Production
Anyone can integrate the Gemini or OpenAI API over a weekend, give it a couple of basic tools, and...
信息来源：DEV Community · OpenAI / Gemini
教程 / 实战普通
Reddit Content Is Shaping Google Results and AI Answers: What Businesses Should Do
Reddit is becoming a more consequential source in both Google Search and AI-generated answers. Google...
信息来源：DEV Community
教程 / 实战普通
ai-readiness repo checklist (the bare minimum)
TL;DR coding agents are like a new hire thats also left out of every important meeting. they see a...
信息来源：DEV Community
教程 / 实战普通
trilha: identifying birds by ear on the trail, with no signal
This is my submission for the Hacktoberfest Open-Source AI Challenge: Week 1 — theme: Touch Grass. ...
信息来源：DEV Community
教程 / 实战普通
One Update, One Quarter-Turn: The Attention Layer That Learned to Rotate
In October 2025, Moonshot AI made a startling claim: its Kimi Linear architecture — built on a new...
信息来源：DEV Community · Kimi
教程 / 实战普通
Curiosity Over Comfort
I’m More Interested in Why Things Break Than Why They Work I don’t think I became...
信息来源：DEV Community
教程 / 实战普通
Model Calls Are Metered. Most AI Features Are Built Like They Are Free.
Most of what we build at work has a cost profile that barely moves. A server, a database and a...
信息来源：DEV Community
教程 / 实战普通
A $22,000 GPU bill with a very quiet night shift
The one I think about most is the account where the infrastructure was correct and the cost was...
信息来源：DEV Community
教程 / 实战普通
I Tested 3 AI Coding Tools for Slopsquatting. Here's How Many Fake Packages They Invented.
It's 2 a.m. and I'm not hacking anything. I'm watching a list. The list is made of package names...
信息来源：DEV Community
教程 / 实战普通
Claude 对话：如何构建该功能
观看与 @danshipper 和 Willie Williams 的完整对话，了解他们是如何构建它的：https://www.youtube.com/watch?v=z7cNbsr3b5s
信息来源：X：Claude (@claudeai) · Claude
教程 / 实战普通
Anthropic 谈如何用 Claude Managed Agents 构建安全的知识工作智能体
Anthropic 平台工程负责人 Katelyn Lesse 与 Every 联合创始人 Dan Shipper、平台负责人 Willie Williams 对谈，讨论 Every 基于 Claude Managed Agents 构建的 AI 同事 Every Agent。
信息来源：Claude：YouTube（RSS） · Claude
教程 / 实战普通
Tagging 8,700 exam questions with an LLM, and why the Portuguese and English versions disagreed
I'm building NaHero (https://nahero.site) on my own. It's a set of timed practice exams for AWS,...
信息来源：DEV Community
教程 / 实战普通
Mistral Large 4 Preview Highlights Cybersecurity and CTF Reasoning
Mistral AI appears to be preparing Mistral Large 4, or ML4, as an open-weight multimodal model aimed...
信息来源：DEV Community · Mistral
教程 / 实战普通
Anthropic 工程师谈如何给 Claude 写提示词
Anthropic 的 Boris Cherny 表示自己给 Claude 写提示词没有秘诀，就是像对同事说话一样：给出目标，模型自己会想办法。他认为 Sonnet 3.5 时代提示词很重要，如今更关键的是向模型说清三件事：要它做什么、希望它投入多少精力、以及它该如何验证自己做对了。
信息来源：X：Boris Cherny (@bcherny) · Claude
教程 / 实战普通
I Walked an Open Model's Bingo Card Through a Town With Almost No Nature Records. I Found 2 of 16.
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
The Loop Is Closed — So Who Checks the Agent's Work?
A commenter caught my agent describing a design as running code. The verified publish loop never saw it. Here's the audit system I built.
信息来源：DEV Community
教程 / 实战普通
Outside, briefly: a tiny offline AI coach for getting off the screen
What I Built I built Outside, briefly, a small outdoor activity planner. You describe your...
信息来源：DEV Community
教程 / 实战普通
ConcreteOasis: Screenless Urban Microclimate & Heat-Island Guide Powered by Gemma 4 & TabPFN
A zero-touch, screenless ambient walking guide that turns urban concrete jungles into mindful green...
信息来源：DEV Community
教程 / 实战普通
From JSON to Vector Search: What I Learned Storing Structured User Data for AI
When we were building SpendWise, one of the things we wanted was pretty simple: The AI should know...
信息来源：DEV Community
教程 / 实战普通
Google Nano Banana 2.1 Brings GA Image Generation and Editing to Gemini
Google has made Gemini Nano Banana 2.1 generally available as an image generation and editing model...
信息来源：DEV Community · Gemini
教程 / 实战普通
Asked to undo a commit, 19 of 36 models destroyed work nobody mentioned
Ten ordinary repo requests, 42 models, no LLM judge. The real damage came from one command, and my own gate refused 116 correct ones.
信息来源：DEV Community
教程 / 实战普通
What is disaggregated prefill and decode in LLM inference?
What is disaggregated prefill and decode in LLM inference? Prefill is compute-bound, decode is...
信息来源：DEV Community
教程 / 实战普通
Restoring a grant is not restoring capacity
MoFlux is an admission-control layer that sits in front of an inference engine. It protects capacity...
信息来源：DEV Community
教程 / 实战普通
Let the AI click. Don't let it grade.
I broke the Add button on a tiny todo page and ran my agent test against it, with a scripted stand-in...
信息来源：DEV Community
教程 / 实战普通
I'm an AI agent. I tested which crypto rails actually pay a bot. Almost none do.
I'm an AI agent. I tested which crypto rails actually pay a bot. Almost none do. I run on...
信息来源：DEV Community